diff --git a/README.md b/README.md
index 3d8a91d..92b4bbd 100644
--- a/README.md
+++ b/README.md
@@ -87,7 +87,7 @@ proper S3b design pass.
 Two are S2b additions:
 
 - `--webmail` (env `ABUSEKIT_WEBMAIL_CONFIG`, default `config/webmail.yaml`) — the public list of
-  consumer webmail provider domains `webmail_recipient_share`/`webmail_sends_1h` match against.
+  consumer webmail provider domains `email.webmail_recipient_share`/`email.webmail_sends_1h` match against.
 - `--brands-extra` (env `ABUSEKIT_BRANDS_EXTRA_CONFIG`, **no default**) — an optional path to a
   private, `config/brands.yaml`-shaped brand list, merged (`feature.MergeBrandSets`) alongside the
   shipped public `--brands` list. Empty (the default) merges in nothing. This is how an operator
@@ -125,7 +125,7 @@ positive subject was first flagged at).
 Two corpus shapes (design §4.6), both JSONL:
 
 - **Label-snapshot**: `{id, input:{features,text,context}, label, split, source, meta}` — one row
-  per already-resolved decision point. Schema: `eval/schema/corpus-v1.schema.json`.
+  per already-resolved decision point. Schema: `eval/schema/corpus-v2.schema.json`.
 - **Event-replay pair**: an events file (`{subject,type,at,data,links?}`, internal/event's own wire
   shape) plus a labels file (`{subject,label,category?,source,decision_at:{<slice>:<RFC3339>}}`).
   Each subject's feature vector is rebuilt from events STRICTLY BEFORE its decision_at, using
@@ -159,10 +159,10 @@ go build -o abusekit ./cmd/abusekit
   --slice full --floors eval/floors.yaml
 
 # A raw scoring pipe for an external framework — stdin/stdout JSONL, no persistence.
-echo '{"id":"x","input":{"features":{"subject_age_h":0.1}}}' | \
+echo '{"id":"x","input":{"features":{"core.subject_age_h":0.1}}}' | \
   ./abusekit score --jsonl --rule new_account_velocity --scorer local
 
-# Export labelled corpus_examples rows (design §4.9) as a corpus-v1 file
+# Export labelled corpus_examples rows (design §4.9) as a corpus-v2 file
 # `abusekit eval` can read straight back in. KNOWN GAP: nothing yet marks
 # a row `gated` (design's "a label enters the gate corpus only after a
 # second source agrees") — every row is exported regardless, with its
@@ -222,10 +222,27 @@ after each event and scheduled rescore:
 
 ```sh
 abusekit eval --golden --brands-extra eval/fixtures/test_brands.yaml \
-  --golden-check eval/golden/reference-flat.jsonl
+  --golden-check eval/golden/reference-ns.jsonl
 ```
 
-On ARM64, select `eval/golden/reference-flat-arm64.jsonl`; on AMD64 without FMA,
-select `eval/golden/reference-flat-amd64-no-fma.jsonl`. The replay pins
+On ARM64, select `eval/golden/reference-ns-arm64.jsonl`; on AMD64 without FMA,
+select `eval/golden/reference-ns-amd64-no-fma.jsonl`. The replay pins
 float64 bits, rule hashes, scorer versions, and rescore times without a database
 or vendor calls. See [the baseline contract](eval/golden/README.md).
+
+### Feature key migration (`ns-v1`)
+
+Feature keys now belong to `core.*`, `email.*`, or `brand.*`. For example,
+`key_total` is now `core.credential_total`. Flat-key score/corpus inputs fail
+with `feature_renamed` and the replacement name; no aliases are accepted.
+Corpus-v2 rows and cassette headers require `feature_key_space: ns-v1`.
+Export new corpora after running `abusekit migrate`; migration rewrites stored
+feature keys atomically and rejects unknown flat keys or collisions. Existing
+reason text is retained as version 1; newly rendered reasons use namespaced keys
+and `reason_version: 2`. Keep a database backup when migrating: an older binary
+cannot interpret the new feature keys. No hosted deployment is part of P1.
+
+Scoring values and rescore timing are unchanged. Fixed registry order preserves
+legacy floating-point arithmetic; the immutable P0 and new P1 replay references
+prove equality on all three numeric profiles. Hashes, scorer versions, and file
+SHAs deliberately change once. See [the rename contract](docs/design/2026-09-29-generic-feature-packs.md#52-the-one-time-rename-bit-exact).
diff --git a/cmd/abusekit/corpus_cmd.go b/cmd/abusekit/corpus_cmd.go
index 2ad5f79..cc14f10 100644
--- a/cmd/abusekit/corpus_cmd.go
+++ b/cmd/abusekit/corpus_cmd.go
@@ -6,6 +6,7 @@ import (
 	"encoding/json"
 	"flag"
 	"fmt"
+	"github.com/tokencanopy/abusekit/internal/feature/registry"
 	"os"
 	"strings"
 
@@ -15,13 +16,14 @@ import (
 )
 
 // corpusExportRow is `abusekit corpus export`'s output shape: the
-// label-snapshot corpus-v1 schema (design §4.6, eval/schema/
-// corpus-v1.schema.json) — this is the SAME shape eval.LoadSnapshotCorpus
+// label-snapshot corpus-v2 schema (design §4.6, eval/schema/
+// corpus-v2.schema.json) — this is the SAME shape eval.LoadSnapshotCorpus
 // reads, so `abusekit corpus export ... > corpus.jsonl` output is always
 // a valid `abusekit eval --dataset corpus.jsonl` input.
 type corpusExportRow struct {
-	ID    string `json:"id"`
-	Input struct {
+	FeatureKeySpace string `json:"feature_key_space"`
+	ID              string `json:"id"`
+	Input           struct {
 		Features map[string]float64  `json:"features"`
 		Text     map[string][]string `json:"text,omitempty"`
 		Context  string              `json:"context,omitempty"`
@@ -74,7 +76,7 @@ func parseCorpusExportFlags(args []string) (corpusFlags, error) {
 
 // runCorpus dispatches `abusekit corpus <subcommand>`. `export` is the
 // only one S4 implements — design §4.9's `abusekit corpus export --split
-// all|train|test --schema corpus-v1.json > corpus.jsonl`.
+// all|train|test --schema corpus-v2.json > corpus.jsonl`.
 func runCorpus(args []string) error {
 	if len(args) == 0 || args[0] != "export" {
 		return exitCode2(fmt.Errorf("usage: abusekit corpus export [flags] (only \"export\" is implemented)"))
@@ -84,7 +86,7 @@ func runCorpus(args []string) error {
 
 // runCorpusExport reads every corpus_examples row for --tenant (design
 // §4.9's `corpus_examples`, written by internal/serve's POST /v1/labels
-// handler) and writes it to stdout as one corpus-v1 JSONL line per row.
+// handler) and writes it to stdout as one corpus-v2 JSONL line per row.
 //
 // Known, deliberate gap (S4 scope decision — not fixed here): design
 // §4.9 says "A label enters the gate corpus only after a second source
@@ -133,7 +135,11 @@ func runCorpusExport(args []string) error {
 }
 
 func corpusRowToExportRow(row store.CorpusExportRow) (corpusExportRow, error) {
+	if row.FeatureKeySpace != registry.KeySpace {
+		return corpusExportRow{}, fmt.Errorf("feature_key_space: cannot export %q as %s", row.FeatureKeySpace, registry.KeySpace)
+	}
 	var out corpusExportRow
+	out.FeatureKeySpace = registry.KeySpace
 	out.ID = fmt.Sprintf("corpus_%d", row.ID)
 	out.Label = row.Label
 	out.Split = row.Split
diff --git a/cmd/abusekit/eval_cmd_test.go b/cmd/abusekit/eval_cmd_test.go
index 062956c..19e7155 100644
--- a/cmd/abusekit/eval_cmd_test.go
+++ b/cmd/abusekit/eval_cmd_test.go
@@ -79,7 +79,7 @@ floors:
 // (runEval, not eval.Run directly — see eval/floors_test.go's
 // TestGate_WeightRegressionFailsFloors for the equivalent in-process
 // check) against the real eval/floors.yaml must fail the gate (exit 1).
-// resource_velocity_1h is one of 9 (of 18) weights the PR body's own
+// core.resource_velocity_1h is one of 9 (of 18) weights the PR body's own
 // weight-zeroing sweep found DOES break the gate; the other 9 pass when
 // zeroed, each with a documented reason in the PR body (redundant with
 // an already-gated feature, genuinely small/secondary by design, or
@@ -90,7 +90,7 @@ func TestRunEval_MutatedWeightsBreaksGate(t *testing.T) {
 	if err != nil {
 		t.Fatalf("read shipped weights: %v", err)
 	}
-	mutated := strings.Replace(string(shipped), "resource_velocity_1h: 0.35", "resource_velocity_1h: 0.0", 1)
+	mutated := strings.Replace(string(shipped), "core.resource_velocity_1h: 0.35", "core.resource_velocity_1h: 0.0", 1)
 	if mutated == string(shipped) {
 		t.Fatalf("mutation did not match any line in config/local_weights.yaml — has it been reformatted?")
 	}
@@ -102,7 +102,7 @@ func TestRunEval_MutatedWeightsBreaksGate(t *testing.T) {
 	args := syntheticCorpusArgs(t, "--weights", weightsPath, "--floors", filepath.Join(root, "eval", "floors.yaml"), "--out", filepath.Join(t.TempDir(), "run.json"))
 	err = runEval(args)
 	if err == nil {
-		t.Fatalf("zeroing resource_velocity_1h did not break the gate")
+		t.Fatalf("zeroing core.resource_velocity_1h did not break the gate")
 	}
 	var ec *exitError
 	if !errors.As(err, &ec) || ec.code != 1 {
@@ -183,7 +183,7 @@ func TestScoreOneRow_MatchesEvalScoreOne(t *testing.T) {
 	scorer, _ := cfg.ScorerFor(rule)
 
 	row := scoreRow{ID: "x"}
-	row.Input.Features = map[string]float64{"subject_age_h": 0.1}
+	row.Input.Features = map[string]float64{"core.subject_age_h": 0.1}
 	got := scoreOneRow(context.Background(), row, rule, scorer, cfg.Tiers, "v1")
 	want, _, err := eval.ScoreOne(context.Background(), rule, scorer, eval.Options{Tiers: cfg.Tiers, PromptVersion: "v1"}, eval.Point{Features: row.Input.Features})
 	if err != nil {
diff --git a/cmd/abusekit/golden_cmd_test.go b/cmd/abusekit/golden_cmd_test.go
index 676cf90..036bb42 100644
--- a/cmd/abusekit/golden_cmd_test.go
+++ b/cmd/abusekit/golden_cmd_test.go
@@ -22,9 +22,9 @@ func goldenArgs(t *testing.T, extra ...string) []string {
 
 func TestGoldenLastBitWeightMutationFails(t *testing.T) {
 	root := repoRoot(t)
-	referenceName := "reference-flat.jsonl"
+	referenceName := "reference-ns.jsonl"
 	if profile := eval.GoldenProfile(); profile != "amd64-fma" {
-		referenceName = "reference-flat-" + profile + ".jsonl"
+		referenceName = "reference-ns-" + profile + ".jsonl"
 	}
 	reference := filepath.Join(root, "eval", "golden", referenceName)
 	if err := runEval(goldenArgs(t, "--golden-check", reference)); err != nil {
@@ -35,12 +35,12 @@ func TestGoldenLastBitWeightMutationFails(t *testing.T) {
 	if err != nil {
 		t.Fatal(err)
 	}
-	old := w.Weight["resource_velocity_1h"]
+	old := w.Weight["core.resource_velocity_1h"]
 	raw, err := os.ReadFile(path)
 	if err != nil {
 		t.Fatal(err)
 	}
-	changed := strings.Replace(string(raw), "resource_velocity_1h: "+strconv.FormatFloat(old, 'g', -1, 64), "resource_velocity_1h: "+strconv.FormatFloat(math.Float64frombits(math.Float64bits(old)^1), 'g', -1, 64), 1)
+	changed := strings.Replace(string(raw), "core.resource_velocity_1h: "+strconv.FormatFloat(old, 'g', -1, 64), "core.resource_velocity_1h: "+strconv.FormatFloat(math.Float64frombits(math.Float64bits(old)^1), 'g', -1, 64), 1)
 	if changed == string(raw) {
 		t.Fatal("test did not mutate weight")
 	}
diff --git a/cmd/abusekit/main.go b/cmd/abusekit/main.go
index 1814f8d..4bfaa1a 100644
--- a/cmd/abusekit/main.go
+++ b/cmd/abusekit/main.go
@@ -210,7 +210,18 @@ func runServe(args []string) error {
 // returns, so a caller can rely on the worker having actually stopped
 // touching the store by the time it does. The `/v1/*` HTTP surface itself
 // is still S3's job — nothing here listens on a port.
+func requireProductionKeySpace(environment, keySpace string) error {
+	if environment == "production" && keySpace != "ns-v1" {
+		return fmt.Errorf("production requires feature key space ns-v1")
+	}
+	return nil
+}
+
 func runServeWithContext(ctx context.Context, c serveConfig) error {
+	if err := requireProductionKeySpace(os.Getenv("ABUSEKIT_ENV"), feature.KeySpace); err != nil {
+		return err
+	}
+
 	s, cfg, deps, err := boot(ctx, c)
 	if err != nil {
 		return err
diff --git a/cmd/abusekit/main_test.go b/cmd/abusekit/main_test.go
index 534957f..9e5a9ed 100644
--- a/cmd/abusekit/main_test.go
+++ b/cmd/abusekit/main_test.go
@@ -151,7 +151,7 @@ func TestBoot_RejectsMissingRulesFile(t *testing.T) {
 func TestBoot_RejectsInvalidRules(t *testing.T) {
 	c := shippedConfig(t)
 	bad := filepath.Join(t.TempDir(), "bad-rules.yaml")
-	if err := os.WriteFile(bad, []byte("tiers: {medium: 0.4, high: 0.8}\nrules:\n  - name: r\n    mode: advise\n    scorer: does_not_exist\n    inputs: [subject_age_h]\n    labels: [benign, abusive]\n    benign_label: benign\n    threshold: 0.5\n"), 0o644); err != nil {
+	if err := os.WriteFile(bad, []byte("tiers: {medium: 0.4, high: 0.8}\nrules:\n  - name: r\n    mode: advise\n    scorer: does_not_exist\n    inputs: [core.subject_age_h]\n    labels: [benign, abusive]\n    benign_label: benign\n    threshold: 0.5\n"), 0o644); err != nil {
 		t.Fatalf("write bad rules file: %v", err)
 	}
 	c.rulesPath = bad
diff --git a/cmd/abusekit/namespace_test.go b/cmd/abusekit/namespace_test.go
new file mode 100644
index 0000000..f0b75e0
--- /dev/null
+++ b/cmd/abusekit/namespace_test.go
@@ -0,0 +1,54 @@
+package main
+
+import (
+	"github.com/tokencanopy/abusekit/internal/feature"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+)
+
+func TestScoreRejectsFlatFeatures(t *testing.T) {
+	p := filepath.Join(t.TempDir(), "input.jsonl")
+	if err := os.WriteFile(p, []byte(`{"id":"example","input":{"features":{"key_total":3}}}`), 0600); err != nil {
+		t.Fatal(err)
+	}
+	f, err := os.Open(p)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+	_, err = readScoreRows(f)
+	if err == nil || !strings.Contains(err.Error(), "feature_renamed: key_total is now core.credential_total") {
+		t.Fatalf("wrong error: %v", err)
+	}
+}
+
+func TestNoProductionBeforeRename(t *testing.T) {
+	if err := requireProductionKeySpace("production", "flat-v0"); err == nil {
+		t.Fatal("pre-rename production accepted")
+	}
+	if err := requireProductionKeySpace("production", feature.KeySpace); err != nil {
+		t.Fatal(err)
+	}
+	for _, adapter := range []string{"gemini", "jev", "laya"} {
+		if _, err := os.Stat(filepath.Join(repoRoot(t), "internal", "model", adapter)); err == nil && feature.KeySpace != "ns-v1" {
+			t.Fatalf("adapter %s landed before rename", adapter)
+		}
+	}
+}
+
+func TestScoreRejectsTrailingJSON(t *testing.T) {
+	p := filepath.Join(t.TempDir(), "input.jsonl")
+	if err := os.WriteFile(p, []byte(`{"id":"example","input":{"features":{"core.subject_age_h":3}}} {"input":{"features":{"subject_age_h":4}}}`), 0600); err != nil {
+		t.Fatal(err)
+	}
+	f, err := os.Open(p)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+	if _, err = readScoreRows(f); err == nil {
+		t.Fatal("accepted second JSON value on a score line")
+	}
+}
diff --git a/cmd/abusekit/score_cmd.go b/cmd/abusekit/score_cmd.go
index 664231c..ff41016 100644
--- a/cmd/abusekit/score_cmd.go
+++ b/cmd/abusekit/score_cmd.go
@@ -7,6 +7,8 @@ import (
 	"encoding/json"
 	"flag"
 	"fmt"
+	"github.com/tokencanopy/abusekit/internal/feature/registry"
+	"io"
 	"os"
 	"strings"
 
@@ -21,8 +23,9 @@ import (
 // (design §4.6) minus the label/split/source/meta bookkeeping fields —
 // score is a raw scoring pipe, not an evaluation.
 type scoreRow struct {
-	ID    string `json:"id"`
-	Input struct {
+	FeatureKeySpace string `json:"feature_key_space,omitempty"`
+	ID              string `json:"id"`
+	Input           struct {
 		Features map[string]float64  `json:"features"`
 		Text     map[string][]string `json:"text"`
 		Context  string              `json:"context"`
@@ -157,9 +160,19 @@ func readScoreRows(r *os.File) ([]scoreRow, error) {
 		if err := dec.Decode(&row); err != nil {
 			return nil, fmt.Errorf("stdin:%d: invalid JSON or unknown field: %w", line, err)
 		}
+		if err := dec.Decode(new(any)); err != io.EOF {
+			return nil, fmt.Errorf("stdin:%d: expected exactly one JSON value per line", line)
+		}
+
 		if row.ID == "" {
 			return nil, fmt.Errorf("stdin:%d: id is required", line)
 		}
+		if row.FeatureKeySpace != "" && row.FeatureKeySpace != registry.KeySpace {
+			return nil, fmt.Errorf("stdin:%d: feature_key_space must be %s", line, registry.KeySpace)
+		}
+		if err := registry.ValidateKeys(row.Input.Features); err != nil {
+			return nil, fmt.Errorf("stdin:%d: %w", line, err)
+		}
 		rows = append(rows, row)
 	}
 	if err := scanner.Err(); err != nil {
diff --git a/config/local_weights.yaml b/config/local_weights.yaml
index 3dbdd3b..1efe888 100644
--- a/config/local_weights.yaml
+++ b/config/local_weights.yaml
@@ -21,19 +21,19 @@
 # see internal/worker/replay_test.go's TestReplay_* for the score-band
 # assertions these weights satisfy, and the PR body's "which fixture
 # bounded which weight" table for how each one below was chosen. The
-# short version: `upgraded` and a much smaller `upgrade_delay_min`
-# together replace S1's single `upgrade_delay_min`-only signal (a small
-# delay used to be read as "just upgraded" whether or not an upgrade
-# actually happened); `resource_velocity_1h`/`key_velocity_1h` came down
+# short version: `core.upgraded` and a much smaller `core.upgrade_delay_min`
+# together replace S1's single `core.upgrade_delay_min`-only signal (a small
+# delay used to be read as "just core.upgraded" whether or not an upgrade
+# actually happened); `core.resource_velocity_1h`/`core.credential_velocity_1h` came down
 # sharply (S1's magnitude alone made an ordinary few-agents-in-an-hour
-# onboarding score `high`); `name_brand_match` went up to let
+# onboarding score `high`); `brand.name_match` went up to let
 # `dormant_then_blast` (no payment signals at all) still cross the `high`
-# threshold on resource burst + brand name alone; `linked_deleted_n` went
+# threshold on resource burst + brand name alone; `core.linked_deleted_n` went
 # up substantially so design's "high from the third churned subject
 # onward" (§1.2(c)) is met now that the count also saturates at 3.
 #
 # Round 2 (R1): NO weight below changed value. The round-2 re-review found
-# self_send_before_external and first_day_distinct_domains — both counts,
+# email.self_send_before_external and email.first_day_distinct_domains — both counts,
 # unlike every other feature here, with no natural ceiling of their own —
 # could swamp the model on a perfectly benign account once the raw count
 # ran high (8 self-test emails, 30 real customer domains, or both at once
@@ -52,58 +52,58 @@
 # TestLocalWeights_GoldenSignsAndNonZero and isolatedWeightScenarios for
 # how every one of these 18 weights (not just the ones a wide realistic
 # fixture happens to be sensitive to) is now provably load-bearing.
-version: v1
+version: v2
 benign_label: benign
 bias: -4.5
 weights:
   # Negative: an older account is less likely to be a fresh throwaway.
   # Bounded by: benign_transactional (must stay low despite 24h-clamped
   # age contributing its full weight).
-  subject_age_h: -0.02
+  core.subject_age_h: -0.02
 
   # Resource (agent/key) creation velocity and totals. Bounded on the low
   # side by benign_fast_onboarding (4 resources/1 key in 10 minutes) and
   # benign_integration_heavy (6 resources/1 key in an hour) staying well
   # under the `medium` cut point with no other signal firing; bounded on
   # the high side by dormant_then_blast (9-10 resources/5 keys) needing to
-  # reach `high` in combination with name_brand_match alone (no payment
+  # reach `high` in combination with brand.name_match alone (no payment
   # signals at all in that fixture) and by burst.jsonl needing `high`
   # within 15s of its last setup event, before any send.
-  resource_velocity_1h: 0.35
-  resource_total: 0.02
-  key_velocity_1h: 0.35
-  key_total: 0.02
+  core.resource_velocity_1h: 0.35
+  core.resource_total: 0.02
+  core.credential_velocity_1h: 0.35
+  core.credential_total: 0.02
 
   # Permanent onboarding facts (never age out, design §4.5). S2 fix round
-  # (B5): upgrade_delay_min alone used to double as "did this account
+  # (B5): core.upgrade_delay_min alone used to double as "did this account
   # upgrade at all" AND "how fast" — a benign account that simply hadn't
-  # upgraded YET (a small elapsed-so-far value, indistinguishable from a
+  # core.upgraded YET (a small elapsed-so-far value, indistinguishable from a
   # genuinely fast paid upgrade) inflated risk it shouldn't have.
-  # `upgraded` now carries "a paid upgrade happened at all" on its own
-  # weight; upgrade_delay_min's magnitude dropped by 20x so a moderate
+  # `core.upgraded` now carries "a paid upgrade happened at all" on its own
+  # weight; core.upgrade_delay_min's magnitude dropped by 20x so a moderate
   # value (whether from a fast upgrade or from a benign account's
   # elapsed-so-far fallback) barely moves the score either way — only the
   # 1440-minute clamp ceiling (a long-unresolved non-upgrade OR
   # benign_transactional's genuinely slow one) still contributes
   # meaningfully, and in the benign direction. Bounded by
-  # benign_transactional (upgraded=1 from a real-but-3-days-slow upgrade
-  # must still net low) on one side and churn/burst (upgraded=1 within
+  # benign_transactional (core.upgraded=1 from a real-but-3-days-slow upgrade
+  # must still net low) on one side and churn/burst (core.upgraded=1 within
   # minutes must net high) on the other.
-  upgrade_delay_min: -0.0005
-  upgraded: 1.3
-  declines_before_first_success: 0.6
-  first_funding_prepaid: 0.9
+  core.upgrade_delay_min: -0.0005
+  core.upgraded: 1.3
+  core.declines_before_first_success: 0.6
+  core.first_funding_prepaid: 0.9
 
-  # Name/identity patterns. name_brand_match bounded by dormant_then_blast
+  # Name/identity patterns. brand.name_match bounded by dormant_then_blast
   # needing to reach `high` on resource burst + this alone (no payment
   # signals at all there), while benign_integration_heavy's
   # "Stripe Webhook Relay"/"Google Calendar Sync"/"Microsoft Teams Relay"
   # names correctly contribute 0 (S3 fix round: excluded from
-  # config/brands.yaml, not a name_brand_match false positive).
-  name_brand_match: 2.0
-  name_has_at: 0.5
+  # config/brands.yaml, not a brand.name_match false positive).
+  brand.name_match: 2.0
+  brand.name_has_at: 0.5
 
-  # first_day_distinct_domains: bounded on the low side by
+  # email.first_day_distinct_domains: bounded on the low side by
   # benign_receipts_fanout (round 2, R1) — a day-1 receipts account (1
   # agent) fanning out to 30 REAL distinct customer domains previously
   # scored 0.9634 (tier high) on this feature alone. R1 round 2 fixed it
@@ -120,7 +120,7 @@ weights:
   # exercise this feature at all — its sends land 7 days after signup,
   # past the first-day window — so neither the cap nor the curve costs
   # that fixture anything.
-  first_day_distinct_domains: 0.25
+  email.first_day_distinct_domains: 0.25
 
   # Rehearsal-to-self before an external blast (design §4.3's
   # recipient_is_own_identity signal, aggregated into a feature). Bounded
@@ -129,20 +129,20 @@ weights:
   # scored 0.9433 (tier high) on this feature alone — and
   # benign_selfsend_brandname (an agent literally named "PayPal
   # integration" that only ever self-sends, previously 0.9880 from BOTH
-  # this feature AND a name_brand_match false positive R6 separately
+  # this feature AND a brand.name_match false positive R6 separately
   # fixed). Both now capped at internal/feature.selfSendBeforeExternalCap
   # (2); both fixtures now score ~0.12.
-  self_send_before_external: 0.8
+  email.self_send_before_external: 0.8
 
   # Linked-subject evidence (design §4.2): a predecessor account sharing a
   # link key that was deleted or already labelled abusive is strong
-  # evidence for a churn incarnation. linked_deleted_n bounded by
+  # evidence for a churn incarnation. core.linked_deleted_n bounded by
   # churn.jsonl needing `high` from the third churned subject onward
-  # (§1.2(c)) — subject 3 has linked_deleted_n=2 (saturation, S1 fix
+  # (§1.2(c)) — subject 3 has core.linked_deleted_n=2 (saturation, S1 fix
   # round, doesn't cap until 3) plus its own onboarding-fact signals.
-  linked_deleted_n: 1.3
-  linked_labelled_abusive_n: 1.5
-  fingerprint_seen_on_other_subjects: 1.0
+  core.linked_deleted_n: 1.3
+  core.linked_labelled_abusive_n: 1.5
+  core.fingerprint_seen_on_other_subjects: 1.0
 
   # S1 fix round: surfaces design §4.2's fan-in-cap flag; a small weight —
   # truncation happening at all is weak, informational evidence of a hub
@@ -152,7 +152,7 @@ weights:
   # is sensitive enough to this weight alone to prove it's load-bearing —
   # see mutation_test.go's isolatedWeightScenarios for the synthetic
   # scenario that does.
-  neighbors_truncated: 0.3
+  core.neighbors_truncated: 0.3
 
   # Dormant-then-blast pattern. Bounded by dormant_then_blast needing
   # `high` and every fresh-signup fixture (burst, churn, both benign ones)
@@ -168,57 +168,57 @@ weights:
   # caps, which don't touch this fixture at all) is exactly the kind of
   # change that could have pushed it into `high`; left unchanged and
   # reverified to still land at 0.49.
-  burst_ratio_24h_vs_lifetime: 0.3
+  core.burst_ratio_24h_vs_lifetime: 0.3
 
   # S2b: send volume, addressing common bulk-phishing shapes. Round 2's R1
   # fix round replaced the original hard 7-day calendar-age gate with a
   # history-relative burstFactor (current volume vs. the subject's OWN
   # prior 10-minute peak, floored at 1) times a smooth ageDecayFactor —
   # every weight below was retuned against that new mechanism, not the
-  # original one. sends_10m_max carries the main "burst intensity" signal
+  # original one. email.sends_10m_max carries the main "burst intensity" signal
   # and is sized large enough, on its own, to carry a NO-PRIOR-HISTORY
   # burst (dormant_then_blast, dormant_branded_burst_8d — both fixtures
-  # this weight is directly bound by) to `high`; sends_1h and
-  # distinct_recipients_1h are smaller companions (correlated with
-  # sends_10m_max in a genuine burst, the same velocity/total relationship
-  # resource_velocity_1h/resource_total already have — bound by an
+  # this weight is directly bound by) to `high`; email.sends_1h and
+  # email.distinct_recipients_1h are smaller companions (correlated with
+  # email.sends_10m_max in a genuine burst, the same velocity/total relationship
+  # core.resource_velocity_1h/core.resource_total already have — bound by an
   # isolated synthetic scenario, since no committed fixture is sensitive
-  # to either alone); sends_first_day is a separate, permanent, NOT
+  # to either alone); email.sends_first_day is a separate, permanent, NOT
   # history-relative time anchor for a slower first-day ramp the sharper
   # windows don't catch. See PR body's "which fixture bounded which
   # weight" table for the sensitivity sweep.
   #
-  # Deliberately NOT one shared value: sends_10m_max is far larger than
+  # Deliberately NOT one shared value: email.sends_10m_max is far larger than
   # its companions because it is the ONLY signal available to a fixture
   # like dormant_then_blast (no webmail concentration, no brand) — a large
-  # sends_1h/distinct_recipients_1h weight would ALSO fire on
+  # email.sends_1h/email.distinct_recipients_1h weight would ALSO fire on
   # benign_receipts_fanout's spread-out (not concentrated) hour-long
   # fan-out, which has a comparable RAW total but a much smaller
-  # 10-minute peak; concentrating the big weight on sends_10m_max
+  # 10-minute peak; concentrating the big weight on email.sends_10m_max
   # specifically is what keeps that fixture from crossing into `high` too
   # (it does cross into low `medium` — a documented trade-off, see
   # internal/worker/replay_test.go's own comment on that fixture).
-  sends_10m_max: 0.08
-  sends_1h: 0.002
-  sends_first_day: 0.0008
+  email.sends_10m_max: 0.08
+  email.sends_1h: 0.002
+  email.sends_first_day: 0.0008
 
   # S2b: webmail concentration, also retuned for round 2's R1
-  # history-relative mechanism. webmail_recipient_share is a normalized
-  # ratio (0..1), so its weight is sized like name_brand_match/upgraded,
+  # history-relative mechanism. email.webmail_recipient_share is a normalized
+  # ratio (0..1), so its weight is sized like brand.name_match/core.upgraded,
   # not like a raw count, and is NOT history-relative or age-decayed (it
   # measures WHO an account emails, not how much — see its own Features
-  # field doc comment). webmail_sends_1h is bound by webmail_spread_1h (a
+  # field doc comment). email.webmail_sends_1h is bound by webmail_spread_1h (a
   # fixture whose recipients are spread across a full hour specifically so
-  # sends_10m_max stays modest and can't carry the score on its own,
-  # isolating webmail_sends_1h's own contribution); distinct_recipients_1h
-  # is a smaller companion, correlated with sends_1h/webmail_sends_1h in
+  # email.sends_10m_max stays modest and can't carry the score on its own,
+  # isolating email.webmail_sends_1h's own contribution); email.distinct_recipients_1h
+  # is a smaller companion, correlated with email.sends_1h/email.webmail_sends_1h in
   # most fixtures here (bound by an isolated synthetic scenario).
-  webmail_recipient_share: 1.1
-  webmail_sends_1h: 0.006
-  distinct_recipients_1h: 0.0025
+  email.webmail_recipient_share: 1.1
+  email.webmail_sends_1h: 0.006
+  email.distinct_recipients_1h: 0.0025
 
   # S2b: a brand mentioned in the message SUBJECT rather than (or, per S2,
   # in addition to but never double-counted with) the sending resource's
-  # own name — comparable magnitude to name_brand_match since it is the
+  # own name — comparable magnitude to brand.name_match since it is the
   # same kind of evidence, read from a different field.
-  subject_brand_match: 1.5
+  email.subject_brand_match: 1.5
diff --git a/config/rules.yaml b/config/rules.yaml
index ee20dc4..eacde22 100644
--- a/config/rules.yaml
+++ b/config/rules.yaml
@@ -24,31 +24,31 @@ rules:
     mode: advise
     scorer: local
     inputs:
-      - subject_age_h
-      - resource_velocity_1h
-      - resource_total
-      - key_velocity_1h
-      - key_total
-      - upgrade_delay_min
-      - upgraded
-      - declines_before_first_success
-      - first_funding_prepaid
-      - name_brand_match
-      - name_has_at
-      - first_day_distinct_domains
-      - self_send_before_external
-      - linked_deleted_n
-      - linked_labelled_abusive_n
-      - fingerprint_seen_on_other_subjects
-      - neighbors_truncated
-      - burst_ratio_24h_vs_lifetime
-      - sends_10m_max
-      - sends_1h
-      - sends_first_day
-      - webmail_recipient_share
-      - webmail_sends_1h
-      - distinct_recipients_1h
-      - subject_brand_match
+      - core.subject_age_h
+      - core.resource_velocity_1h
+      - core.resource_total
+      - core.credential_velocity_1h
+      - core.credential_total
+      - core.upgrade_delay_min
+      - core.upgraded
+      - core.declines_before_first_success
+      - core.first_funding_prepaid
+      - brand.name_match
+      - brand.name_has_at
+      - email.first_day_distinct_domains
+      - email.self_send_before_external
+      - core.linked_deleted_n
+      - core.linked_labelled_abusive_n
+      - core.fingerprint_seen_on_other_subjects
+      - core.neighbors_truncated
+      - core.burst_ratio_24h_vs_lifetime
+      - email.sends_10m_max
+      - email.sends_1h
+      - email.sends_first_day
+      - email.webmail_recipient_share
+      - email.webmail_sends_1h
+      - email.distinct_recipients_1h
+      - email.subject_brand_match
     labels: [benign, suspicious, abusive]
     benign_label: benign
     threshold: 0.6
diff --git a/config/webmail.yaml b/config/webmail.yaml
index a798d79..87e5e4e 100644
--- a/config/webmail.yaml
+++ b/config/webmail.yaml
@@ -1,6 +1,6 @@
 # config/webmail.yaml — a PUBLIC list of major consumer webmail provider
 # domains (internal/feature.LoadWebmailFile, design §4.5), used only to
-# compute webmail_recipient_share and webmail_sends_1h.
+# compute email.webmail_recipient_share and email.webmail_sends_1h.
 #
 # This is deliberately a flat, public list of well-known free/consumer
 # email provider domain NAMES (gmail.com, outlook.com, ...) — the same
diff --git a/docs/design/2026-09-29-generic-feature-packs.md b/docs/design/2026-09-29-generic-feature-packs.md
index 4ea5108..4f896af 100644
--- a/docs/design/2026-09-29-generic-feature-packs.md
+++ b/docs/design/2026-09-29-generic-feature-packs.md
@@ -491,6 +491,19 @@ Revision 2's 1e-12 tolerance and cut-point proximity check are deleted.
   `feature.KeySpace == "ns-v1"`. The hosted deploy (S8) always sets that variable, so a pre-rename
   binary can't be deployed.
 
+**P1 implementation (2026-10-04).** The pure metadata registry lives in
+`internal/feature/registry`, avoiding a storage/extraction import cycle. P1 uses
+`FeatureDef.Name`, `Order`, and `HashQuantum`; the remaining pack metadata is
+introduced with the pack engine. `core.Vector` carries raw values and explicit
+hash quanta. The migration has no runtime translation table: legacy names are
+recognized only to return a replacement-name error; the SQL mapping is temporary
+and the parity mapping is test-only. Stored corpus keys are migrated atomically,
+with unknown flat keys and collisions failing closed. Existing reason text stays
+version 1; new and reused reasons carry their original version through storage
+and the Go client. P0's three files remain immutable; `reference-ns*.jsonl` adds
+the corresponding P1 references and `TestGoldenRenameParity` verifies the allowed
+changes. This slice neither enables hosted deployment nor implements P1s/P2.
+
 ### 5.3 Name grammar
 
 - **Features:** `^[a-z][a-z0-9]*\.[a-z][a-z0-9_]{0,55}$`.
diff --git a/docs/plans/2026-09-27-v0-plan.md b/docs/plans/2026-09-27-v0-plan.md
index 4c48bc0..f3d6838 100644
--- a/docs/plans/2026-09-27-v0-plan.md
+++ b/docs/plans/2026-09-27-v0-plan.md
@@ -66,3 +66,8 @@ P0's oracles are `eval/golden/reference-flat.jsonl` (AMD64 with FMA),
 `eval/golden/reference-flat-arm64.jsonl` (ARM64); its replay and comparison
 contract lives in `eval/golden/README.md`. P1 must preserve all three flat oracles and
 add `reference-ns.jsonl`, proving bit-exact values, risks, scores, and tiers.
+
+P1 implements `ns-v1` across rules, weights, replay, corpus-v2, and reasons.
+`reference-ns*.jsonl` preserves all three P0 arithmetic profiles. The test-only
+rename map compares the immutable flat oracles; runtime inputs accept no aliases.
+The generic profile/pack engine and hosted deployment remain later slices.
diff --git a/eval/cassette.go b/eval/cassette.go
index 54528ba..9897e81 100644
--- a/eval/cassette.go
+++ b/eval/cassette.go
@@ -7,6 +7,7 @@ import (
 	"encoding/json"
 	"errors"
 	"fmt"
+	"github.com/tokencanopy/abusekit/internal/feature/registry"
 	"os"
 	"sort"
 	"sync"
@@ -46,8 +47,9 @@ func (k CassetteKey) storageKey() string {
 // before marshaling. DatasetSHA (fix round S8) records which corpus this
 // cassette's entries were recorded against — see Cassette.VerifyDatasetSHA.
 type cassetteFile struct {
-	DatasetSHA string              `json:"dataset_sha,omitempty"`
-	Entries    []cassetteFileEntry `json:"entries"`
+	FeatureKeySpace string              `json:"feature_key_space"`
+	DatasetSHA      string              `json:"dataset_sha,omitempty"`
+	Entries         []cassetteFileEntry `json:"entries"`
 }
 
 type cassetteFileEntry struct {
@@ -81,6 +83,9 @@ func LoadCassette(path string) (*Cassette, error) {
 	if err := json.Unmarshal(b, &f); err != nil {
 		return nil, fmt.Errorf("eval: parse cassette %s: %w", path, err)
 	}
+	if f.FeatureKeySpace != registry.KeySpace {
+		return nil, fmt.Errorf("eval: cassette feature_key_space %q does not match %s", f.FeatureKeySpace, registry.KeySpace)
+	}
 	c.datasetSHA = f.DatasetSHA
 	for _, e := range f.Entries {
 		c.entries[e.Key.storageKey()] = e
@@ -150,7 +155,7 @@ func (c *Cassette) Save() error {
 		entries = append(entries, e)
 	}
 	sort.Slice(entries, func(i, j int) bool { return entries[i].Key.storageKey() < entries[j].Key.storageKey() })
-	b, err := json.MarshalIndent(cassetteFile{DatasetSHA: c.datasetSHA, Entries: entries}, "", "  ")
+	b, err := json.MarshalIndent(cassetteFile{FeatureKeySpace: registry.KeySpace, DatasetSHA: c.datasetSHA, Entries: entries}, "", "  ")
 	if err != nil {
 		return fmt.Errorf("eval: marshal cassette: %w", err)
 	}
diff --git a/eval/dataset.go b/eval/dataset.go
index 2236aae..49726b3 100644
--- a/eval/dataset.go
+++ b/eval/dataset.go
@@ -5,7 +5,9 @@ import (
 	"bytes"
 	"encoding/json"
 	"fmt"
+	"github.com/tokencanopy/abusekit/internal/feature/registry"
 	"io"
+	"strings"
 )
 
 // maxJSONLLineBytes bounds one JSONL row (dataset, labels, or corpus
@@ -88,8 +90,9 @@ func scanJSONL(r io.Reader, fn func(line int, raw []byte) error) error {
 // pull the right subset out of one corpus row, the same convention
 // event-replay Points use (see replay.go).
 type snapshotRow struct {
-	ID    string `json:"id"`
-	Input struct {
+	FeatureKeySpace string `json:"feature_key_space"`
+	ID              string `json:"id"`
+	Input           struct {
 		Features map[string]float64  `json:"features"`
 		Text     map[string][]string `json:"text"`
 		Context  string              `json:"context"`
@@ -108,7 +111,7 @@ var validSplits = map[string]bool{"": true, "train": true, "test": true}
 // LoadSnapshotCorpus parses a label-snapshot corpus (design §4.6) from
 // r: one JSON object per line, `{id, input:{features,text,context},
 // label, split, source, meta}`. Every row is validated against the
-// schema in eval/schema/corpus-v1.schema.json (mirrored here in Go, not
+// schema in eval/schema/corpus-v2.schema.json (mirrored here in Go, not
 // re-read from that file at runtime — see the schema file's own header
 // comment); a row that fails is reported as a RowError with its 1-based
 // line number, collected into rowErrs. A malformed JSON line, an empty
@@ -144,6 +147,10 @@ func LoadSnapshotCorpus(r io.Reader) (Dataset, []RowError, error) {
 		if err := dec.Decode(&row); err != nil {
 			return fail("bad_json", "invalid JSON or unknown field: %w", err)
 		}
+		if err := dec.Decode(new(any)); err != io.EOF {
+			return fail("bad_json", "expected exactly one JSON value per line")
+		}
+
 		if row.ID == "" {
 			return fail("missing_id", "id is required")
 		}
@@ -161,6 +168,17 @@ func LoadSnapshotCorpus(r io.Reader) (Dataset, []RowError, error) {
 			return fail("empty_input", "input.features and input.text are both empty")
 		}
 
+		if err := registry.ValidateKeys(row.Input.Features); err != nil {
+			code := "invalid_feature_name"
+			if strings.HasPrefix(err.Error(), "feature_renamed:") {
+				code = "feature_renamed"
+			}
+			return fail(code, "%v", err)
+		}
+		if row.FeatureKeySpace != registry.KeySpace {
+			return fail("feature_key_space", "feature_key_space must be %s", registry.KeySpace)
+		}
+
 		meta := row.Meta
 		if meta == nil {
 			meta = map[string]any{}
diff --git a/eval/dataset_test.go b/eval/dataset_test.go
index 3efe4d4..15f3182 100644
--- a/eval/dataset_test.go
+++ b/eval/dataset_test.go
@@ -11,8 +11,8 @@ import (
 // parses and lands under SliceFull.
 func TestLoadSnapshotCorpus_Happy(t *testing.T) {
 	in := strings.NewReader(`
-{"id":"c1","input":{"features":{"subject_age_h":1.0}},"label":"benign","split":"train","source":"operator"}
-{"id":"c2","input":{"text":{"subject_line_skeleton":["hello"]}},"label":"abusive"}
+{"feature_key_space":"ns-v1","id":"c1","input":{"features":{"core.subject_age_h":1.0}},"label":"benign","split":"train","source":"operator"}
+{"feature_key_space":"ns-v1","id":"c2","input":{"text":{"subject_line_skeleton":["hello"]}},"label":"abusive"}
 `)
 	ds, rowErrs, err := LoadSnapshotCorpus(in)
 	if err != nil {
@@ -31,8 +31,8 @@ func TestLoadSnapshotCorpus_Happy(t *testing.T) {
 	if !ok {
 		t.Fatalf("subject 0 has no SliceFull point")
 	}
-	if pt.Features["subject_age_h"] != 1.0 {
-		t.Errorf("subject_age_h = %v, want 1.0", pt.Features["subject_age_h"])
+	if pt.Features["core.subject_age_h"] != 1.0 {
+		t.Errorf("core.subject_age_h = %v, want 1.0", pt.Features["core.subject_age_h"])
 	}
 }
 
@@ -41,14 +41,14 @@ func TestLoadSnapshotCorpus_Happy(t *testing.T) {
 // actually-bad line (task brief: "report per-row errors with the line
 // number").
 func TestLoadSnapshotCorpus_SchemaRejection(t *testing.T) {
-	in := strings.NewReader(`{"id":"ok","input":{"features":{"x":1}},"label":"benign"}
+	in := strings.NewReader(`{"feature_key_space":"ns-v1","id":"ok","input":{"features":{"custom.x":1}},"label":"benign"}
 not json at all
-{"id":"","input":{"features":{"x":1}},"label":"benign"}
-{"id":"dup","input":{"features":{"x":1}},"label":"benign"}
-{"id":"dup","input":{"features":{"x":1}},"label":"benign"}
-{"id":"nolabel","input":{"features":{"x":1}}}
-{"id":"badsplit","input":{"features":{"x":1}},"label":"benign","split":"bogus"}
-{"id":"empty","input":{},"label":"benign"}
+{"feature_key_space":"ns-v1","id":"","input":{"features":{"custom.x":1}},"label":"benign"}
+{"feature_key_space":"ns-v1","id":"dup","input":{"features":{"custom.x":1}},"label":"benign"}
+{"feature_key_space":"ns-v1","id":"dup","input":{"features":{"custom.x":1}},"label":"benign"}
+{"feature_key_space":"ns-v1","id":"nolabel","input":{"features":{"custom.x":1}}}
+{"feature_key_space":"ns-v1","id":"badsplit","input":{"features":{"custom.x":1}},"label":"benign","split":"bogus"}
+{"feature_key_space":"ns-v1","id":"empty","input":{},"label":"benign"}
 `)
 	_, rowErrs, err := LoadSnapshotCorpus(in)
 	if err == nil {
diff --git a/eval/eval.go b/eval/eval.go
index ec94ecc..714d127 100644
--- a/eval/eval.go
+++ b/eval/eval.go
@@ -4,6 +4,7 @@ import (
 	"context"
 	"errors"
 	"fmt"
+	"github.com/tokencanopy/abusekit/internal/feature/registry"
 	"sort"
 	"strings"
 	"time"
@@ -103,7 +104,7 @@ type Subject struct {
 	// round T2, `--skip-invalid`'s own follow-up bug: scoring the subject
 	// anyway, on whatever events DID survive, would silently score a
 	// PARTIAL history — e.g. a dropped payment.attempt or resource.
-	// created changing declines_before_first_success/resource_total
+	// created changing core.declines_before_first_success/core.resource_total
 	// without anyone knowing). Run treats this unconditionally as
 	// unscored with ErrorCode "skipped_events", regardless of which slice
 	// is requested or whether that slice's Point would otherwise have
@@ -214,6 +215,7 @@ func (o Options) now() time.Time {
 // deterministic given the same Dataset/Rule/Scorer/Options except `At`,
 // which is why determinism_test.go compares two runs with At zeroed out.
 type Manifest struct {
+	FeatureKeySpace string `json:"feature_key_space"`
 	// SchemaVersion identifies run.json's own top-level shape (fix round
 	// S5) — bump it whenever a field is renamed/removed/retyped (an
 	// addition alone doesn't need a bump, per the repo's own additive-
@@ -443,6 +445,7 @@ func Run(ctx context.Context, dataset Dataset, rule config.Rule, scorer model.Sc
 	}
 
 	manifest := Manifest{
+		FeatureKeySpace:    registry.KeySpace,
 		SchemaVersion:      SchemaVersion,
 		AbusekitVersion:    AbusekitVersion,
 		GitSHA:             gitSHA(),
diff --git a/eval/fixtures/README.md b/eval/fixtures/README.md
index 817d8c2..3f377b9 100644
--- a/eval/fixtures/README.md
+++ b/eval/fixtures/README.md
@@ -84,8 +84,8 @@ against the seeds in the table above as part of this fixture-hygiene pass.
   fixture originally also carried, and raised its send volume from 20 to
   100 distinct recipients: the review required proof that volume/recipient
   signals ALONE — with no brand or resource evidence at all — still carry
-  this shape to `high`, exercising `sends_10m_max`/`sends_1h`/
-  `distinct_recipients_1h`'s history-relative `burstFactor` (see
+  this shape to `high`, exercising `email.sends_10m_max`/`email.sends_1h`/
+  `email.distinct_recipients_1h`'s history-relative `burstFactor` (see
   `internal/feature.burstFactor`/`priorTenMinutePeak`) directly: this
   subject has no prior sending history at all, so its burst reads at
   close to full strength.
@@ -96,8 +96,8 @@ against the seeds in the table above as part of this fixture-hygiene pass.
   fanning out to 30 distinct real customer domains; an agent literally
   named "PayPal integration" that only ever self-sends (10 times). Each
   one previously scored `high` (0.94/0.96/0.99) on an UNCAPPED count
-  feature alone (`self_send_before_external` or
-  `first_day_distinct_domains`) — see `internal/feature`'s
+  feature alone (`email.self_send_before_external` or
+  `email.first_day_distinct_domains`) — see `internal/feature`'s
   `selfSendBeforeExternalCap` (a hard cap) and
   `firstDayDistinctDomainsLogScale` (round 3, D2: a log1p(n) curve
   replacing R1's original hard cap, so volume above it is still
@@ -163,9 +163,9 @@ against the seeds in the table above as part of this fixture-hygiene pass.
     `high` on the strength of that real prior history.
   - `webmail_spread_1h.jsonl` — 80 webmail recipients spread evenly
     across a full hour (8-minute intervals, deliberately NOT concentrated
-    into any 10-minute window) — isolates `webmail_sends_1h`'s own
-    contribution from `sends_10m_max`'s (which stays modest here), so the
-    mutation sweep can prove `webmail_sends_1h` load-bearing on a REAL
+    into any 10-minute window) — isolates `email.webmail_sends_1h`'s own
+    contribution from `email.sends_10m_max`'s (which stays modest here), so the
+    mutation sweep can prove `email.webmail_sends_1h` load-bearing on a REAL
     fixture rather than only a synthetic scenario (R6).
 
 See `internal/worker/replay_test.go`, `replay_churn_test.go`,
@@ -178,7 +178,7 @@ bounded which weight.
   "meetup" individually — too broad, false-positiving on "<brand>: chat
   with support") with three whole PHRASES ("group meetup", "fan club",
   "community event"), and restricted it to subject-line matching only
-  (never a resource/agent name, restoring name_brand_match for a name
+  (never a resource/agent name, restoring brand.name_match for a name
   like "<brand> Support Chat"). `community_group_photo_walk.jsonl` is the
   required fixture: a day-0 community-group account posting an ordinary
   update with NO community phrase ("Fictabook photo walk this Saturday")
@@ -207,28 +207,28 @@ bounded which weight.
     and `docs/design`'s own §8 open-questions entry for why.
 
 - **S2b's round 2 (R6)** replaced the isolated synthetic scenarios that
-  used to bound `sends_1h`, `sends_first_day`, `distinct_recipients_1h`
-  and `subject_brand_match` with real replay fixtures — a reviewer's own
+  used to bound `email.sends_1h`, `email.sends_first_day`, `email.distinct_recipients_1h`
+  and `email.subject_brand_match` with real replay fixtures — a reviewer's own
   finding: a synthetic scenario proves a weight moves SOME feature
   vector's score, but not that the shipped feature-extraction code
   actually produces that vector for a real fixture. Three DISTINCT
   fixtures, so a wiring swap between two features would fail a test:
-  - `moderate_volume_single_brand.jsonl` — bounds `subject_brand_match`:
+  - `moderate_volume_single_brand.jsonl` — bounds `email.subject_brand_match`:
     modest volume (15 webmail recipients) far too small to reach `high`
     alone, plus one brand mention.
-  - `repeat_recipient_resend.jsonl` — bounds `sends_1h` AND
-    `distinct_recipients_1h` with DIFFERENT values: the same 5
-    recipients sent to twice within the hour, so `sends_1h`'s sum
-    exceeds `distinct_recipients_1h`'s deduplicated count (every other
+  - `repeat_recipient_resend.jsonl` — bounds `email.sends_1h` AND
+    `email.distinct_recipients_1h` with DIFFERENT values: the same 5
+    recipients sent to twice within the hour, so `email.sends_1h`'s sum
+    exceeds `email.distinct_recipients_1h`'s deduplicated count (every other
     committed fixture happens to give the two identical values).
-  - `first_day_burst_then_quiet.jsonl` — bounds `sends_first_day`,
+  - `first_day_burst_then_quiet.jsonl` — bounds `email.sends_first_day`,
     evaluated 26 hours after the subject's first event (see
     `internal/worker/replay_test.go`'s `TestReplay_FirstDayBurstThenQuietBand`)
-    so the burst has aged out of `sends_10m_max`/`sends_1h`/
-    `webmail_sends_1h`/`distinct_recipients_1h`'s current window
+    so the burst has aged out of `email.sends_10m_max`/`email.sends_1h`/
+    `email.webmail_sends_1h`/`email.distinct_recipients_1h`'s current window
     entirely, isolating the one feature (a permanent fact) that hasn't.
 
-- **S2b's round 2 (R7)** age-decays `subject_brand_match` (the same
+- **S2b's round 2 (R7)** age-decays `email.subject_brand_match` (the same
   `ageDecayFactor` R1 already applies to the volume features), so an
   established sender's routine product copy mentioning a generic brand
   doesn't read as a permanent lift forever. `established_product_copy_brand_mention.jsonl`
@@ -317,8 +317,8 @@ those numbers became the CI gate's floors.
   real brand, this repo's hygiene rule for fabricated lure prose)
   respectively. Every other family's recipient_domain is a synthetic
   `.example.test` name and no other family ever sets `subject_line` at
-  all, so without these two, S2b's `webmail_recipient_share`/
-  `webmail_sends_1h`/`subject_brand_match` read 0 across the entire
+  all, so without these two, S2b's `email.webmail_recipient_share`/
+  `email.webmail_sends_1h`/`email.subject_brand_match` read 0 across the entire
   corpus — proven, not assumed (`eval.TestLoadReplayDataset_WebmailRecipientShareIsNonZero`
   proves the harness threads a WebmailSet through at all; the gate's own
   weight-zeroing sweep, PR body, shows these two families' effect on the
diff --git a/eval/fixtures/test_brands.yaml b/eval/fixtures/test_brands.yaml
index ad1356f..96e659a 100644
--- a/eval/fixtures/test_brands.yaml
+++ b/eval/fixtures/test_brands.yaml
@@ -3,7 +3,7 @@
 # config/brands.yaml wherever a replay fixture or mutation scenario needs
 # a brand match: replay fixtures never reference a real brand name
 # (public-repo data-boundary rule, AGENTS.md), so a fixture that needs
-# name_brand_match/subject_brand_match to fire uses one of these instead.
+# brand.name_match/email.subject_brand_match to fire uses one of these instead.
 #
 # Same shape as config/brands.yaml; loaded the identical way
 # (feature.LoadBrandsFile).
diff --git a/eval/floors.yaml b/eval/floors.yaml
index c2e5373..3a0e4aa 100644
--- a/eval/floors.yaml
+++ b/eval/floors.yaml
@@ -71,28 +71,28 @@
 #
 # min_high_tier_recall is 0.60, not baseline-minus-the-usual-margin
 # (0.7879 - ~0.09 would round to ~0.70). T5's original reasoning (a T5-era
-# corpus, n=54) found zeroing burst_ratio_24h_vs_lifetime,
-# first_day_distinct_domains, or linked_labelled_abusive_n each
+# corpus, n=54) found zeroing core.burst_ratio_24h_vs_lifetime,
+# email.first_day_distinct_domains, or core.linked_labelled_abusive_n each
 # independently moved this metric to the EXACT same value — that specific
 # three-way tie no longer holds against the S2b-merge corpus (n=66: the
 # same three zeros now give 0.7273 (48/66), 0.6970 (46/66), and 0.7121
 # (47/66) respectively — different corpus composition, no longer
 # coincidentally equal), but the underlying REASON 0.60 stays where it is
-# is unchanged: burst_ratio and linked_labelled_abusive_n are still the
+# is unchanged: burst_ratio and core.linked_labelled_abusive_n are still the
 # deliberately-NOT-gate-breaking weights from the original sweep (T3:
 # burst_ratio is an S5-calibration candidate with no weight change;
-# linked_labelled_abusive_n is real but not solely load-bearing yet), and
+# core.linked_labelled_abusive_n is real but not solely load-bearing yet), and
 # 0.60 sits safely below every one of those three zeroed values (a wider
 # margin than before, not a narrower one) while still catching the one
 # weight this corpus's floors CAN catch outright when zeroed:
-# resource_velocity_1h (0.5152, 34/66 — below 0.60). Honestly reported,
-# same as before: first_day_distinct_domains, self_send_before_external,
-# and linked_deleted_n are, this round too, not independently caught by
+# core.resource_velocity_1h (0.5152, 34/66 — below 0.60). Honestly reported,
+# same as before: email.first_day_distinct_domains, email.self_send_before_external,
+# and core.linked_deleted_n are, this round too, not independently caught by
 # ANY current floor when zeroed alone — a bigger abusive corpus, or a
-# mutation_test.go-style isolated scenario the way neighbors_truncated/
-# name_has_at already need, would restore it.
+# mutation_test.go-style isolated scenario the way core.neighbors_truncated/
+# brand.name_has_at already need, would restore it.
 #
-# A NEGATIVE-signed weight (subject_age_h, upgrade_delay_min) zeroed out
+# A NEGATIVE-signed weight (core.subject_age_h, core.upgrade_delay_min) zeroed out
 # can only ever move recall/high-tier-recall/family-recall UP, never
 # down — those floors are all one-sided minimums and structurally cannot
 # catch a negative weight going missing. Only precision and ECE can move
@@ -102,8 +102,8 @@
 # 0.0055 margin, not the wider ~0.02-0.04 margins used elsewhere in this
 # file) specifically so it — not min_precision, which doesn't move for
 # either of these two weights — is what catches them. Confirmed against
-# the S2b-merge corpus: zeroing subject_age_h (ECE 0.1509) or
-# upgrade_delay_min (ECE 0.1378) each still fails this floor on their
+# the S2b-merge corpus: zeroing core.subject_age_h (ECE 0.1509) or
+# core.upgrade_delay_min (ECE 0.1378) each still fails this floor on their
 # own; see the PR body's weight-sweep table. (This is the SAME mechanism
 # T5 documented, re-derived for the new corpus, not a new one: the
 # feature-set change alone moved baseline ECE from 0.1108 to 0.1265,
diff --git a/eval/floors_test.go b/eval/floors_test.go
index 49d4479..889ade6 100644
--- a/eval/floors_test.go
+++ b/eval/floors_test.go
@@ -89,7 +89,7 @@ func TestFloors_For(t *testing.T) {
 // gate fail." Runs eval.Run twice against the real committed synthetic
 // corpus (the same one `make gate` scores) — once with the shipped
 // config/local_weights.yaml (must clear every floor in the shipped
-// eval/floors.yaml) and once with name_brand_match zeroed out in an
+// eval/floors.yaml) and once with brand.name_match zeroed out in an
 // otherwise-identical copy of those weights (must violate at least one
 // floor). This is a Go-level equivalent of `make gate`'s own shell
 // command, not a re-implementation of it — see Makefile's gate target
@@ -126,10 +126,10 @@ func TestGate_WeightRegressionFailsFloors(t *testing.T) {
 	for k, v := range baselineWeights.Weight {
 		mutatedWeights.Weight[k] = v
 	}
-	if _, ok := mutatedWeights.Weight["name_brand_match"]; !ok {
-		t.Fatalf("config/local_weights.yaml has no name_brand_match weight to mutate — this test needs updating")
+	if _, ok := mutatedWeights.Weight["brand.name_match"]; !ok {
+		t.Fatalf("config/local_weights.yaml has no brand.name_match weight to mutate — this test needs updating")
 	}
-	mutatedWeights.Weight["name_brand_match"] = 0 // the deliberate regression
+	mutatedWeights.Weight["brand.name_match"] = 0 // the deliberate regression
 
 	mutatedScorer, err := local.New(mutatedWeights)
 	if err != nil {
@@ -141,14 +141,14 @@ func TestGate_WeightRegressionFailsFloors(t *testing.T) {
 	}
 	violations := entry.Check(mutatedRun.Metrics)
 	if len(violations) == 0 {
-		t.Fatalf("zeroing name_brand_match did not violate any floor (baseline=%+v, mutated=%+v) — either the corpus doesn't exercise this weight, or the floors have too much slack",
+		t.Fatalf("zeroing brand.name_match did not violate any floor (baseline=%+v, mutated=%+v) — either the corpus doesn't exercise this weight, or the floors have too much slack",
 			baselineRun.Metrics.Threshold, mutatedRun.Metrics.Threshold)
 	}
 	t.Logf("mutated-weight run correctly failed the gate: %v", violations)
 }
 
 // TestGate_NegativeWeightRegressionCaughtByTightECEFloor is fix round
-// T3's own acceptance test: subject_age_h and upgrade_delay_min are both
+// T3's own acceptance test: core.subject_age_h and core.upgrade_delay_min are both
 // NEGATIVE-signed weights, so zeroing either one can only ever move
 // recall/high-tier-recall UP, never down — no minimum-recall-shaped
 // floor can catch either going missing. Only ECE (and, in principle,
@@ -168,7 +168,7 @@ func TestGate_NegativeWeightRegressionCaughtByTightECEFloor(t *testing.T) {
 	}
 	baselineWeights := loadShippedLocalWeights(t)
 
-	for _, weightName := range []string{"subject_age_h", "upgrade_delay_min"} {
+	for _, weightName := range []string{"core.subject_age_h", "core.upgrade_delay_min"} {
 		t.Run(weightName, func(t *testing.T) {
 			mutated := baselineWeights
 			mutated.Weight = make(map[string]float64, len(baselineWeights.Weight))
diff --git a/eval/gen/abusive.go b/eval/gen/abusive.go
index 09ff522..6b2688c 100644
--- a/eval/gen/abusive.go
+++ b/eval/gen/abusive.go
@@ -129,7 +129,7 @@ func genDormantThenBlast(rng *rand.Rand, idx int) ([]event.Event, eval.LabelRow)
 		// Roughly half agents, half keys — matching the existing
 		// hand-written eval/fixtures/dormant_then_blast.jsonl (5
 		// agents + 5 keys), which is what makes both
-		// resource_velocity_1h AND key_velocity_1h fire together; an
+		// core.resource_velocity_1h AND core.credential_velocity_1h fire together; an
 		// agents-only burst under-weights this family relative to the
 		// weights it was originally tuned against.
 		kind := "agent"
@@ -147,7 +147,7 @@ func genDormantThenBlast(rng *rand.Rand, idx int) ([]event.Event, eval.LabelRow)
 
 	sendCount := 15 + rng.Intn(16) // 15..30
 	// Sends follow shortly after the resource burst, and the whole burst
-	// (agents + sends) stays within resource_velocity_1h's trailing 1h
+	// (agents + sends) stays within core.resource_velocity_1h's trailing 1h
 	// window from the LAST event (the one Slice "full" anchors on) — NOT
 	// spread across a further hour, which would push the early
 	// resource.created events outside that window by the time the last
@@ -224,7 +224,7 @@ func genSlowOperator(rng *rand.Rand, idx int) ([]event.Event, eval.LabelRow) {
 // that file's own header comment) that genWebmailBlast's recipients
 // rotate through. Every OTHER family's recipient_domain is a synthetic
 // `.example.test` name (public-repo data-boundary rule), which is exactly
-// why S2b's webmail_recipient_share/webmail_sends_1h read 0 across the
+// why S2b's email.webmail_recipient_share/email.webmail_sends_1h read 0 across the
 // entire corpus until this family exists — a real webmail-domain-heavy
 // blast needs a real webmail domain to recognize, and a fictional one
 // would prove nothing about WebmailSet's actual matching.
@@ -234,10 +234,10 @@ var webmailBlastDomains = []string{"gmail.com", "yahoo.com", "outlook.com", "hot
 // disposable-email account with the same fast decline/success/upgrade/
 // resource-burst shape as genFast, followed by a content.sent blast to
 // REAL consumer webmail addresses instead of the corpus's usual synthetic
-// domains, so webmail_recipient_share and webmail_sends_1h are actually
+// domains, so email.webmail_recipient_share and email.webmail_sends_1h are actually
 // exercised end to end (rather than reading 0 for the whole corpus, as
 // they otherwise would). No brand mention anywhere — this family isolates
-// the webmail-volume signal from subject_brand_match, which
+// the webmail-volume signal from email.subject_brand_match, which
 // genSubjectLure below exercises instead.
 func genWebmailBlast(rng *rand.Rand, idx int) ([]event.Event, eval.LabelRow) {
 	subject := fmt.Sprintf("acct_gen_webmailblast_%03d", idx)
@@ -304,9 +304,9 @@ var subjectLureTemplates = []string{
 // content.sent blast whose subject_line carries a fictional-brand lure
 // (never a real one — see subjectLureBrands), to REGULAR synthetic
 // `.example.test` recipients (never a webmail domain — this family
-// isolates subject_brand_match from the webmail-volume signal
+// isolates email.subject_brand_match from the webmail-volume signal
 // genWebmailBlast exercises instead). No resource/agent name mentions a
-// brand at all, so any name_brand_match observed on these subjects would
+// brand at all, so any brand.name_match observed on these subjects would
 // be a real bug, not this family's own construction.
 func genSubjectLure(rng *rand.Rand, idx int) ([]event.Event, eval.LabelRow) {
 	subject := fmt.Sprintf("acct_gen_subjectlure_%03d", idx)
diff --git a/eval/gen/benign.go b/eval/gen/benign.go
index c2f7d75..986ac61 100644
--- a/eval/gen/benign.go
+++ b/eval/gen/benign.go
@@ -13,7 +13,7 @@ import (
 // integration-adjacent word (internal/feature.BrandSet's own suppression
 // list: integration, webhook, sync, relay, notifier, tracking, bot,
 // connector, api, import, export) — a legitimate integration name that
-// must NOT trip name_brand_match, matching the design's own reviewed
+// must NOT trip brand.name_match, matching the design's own reviewed
 // false-positive cases ("Stripe Webhook Relay", "PayPal integration")
 // generalized across every brand in the shipped list, not just the two
 // or three the hand-written fixtures happened to cover.
@@ -131,7 +131,7 @@ func genDay1ReceiptsFanout(rng *rand.Rand, idx int) ([]event.Event, eval.LabelRo
 // genSupportDeskLaterFanout: a support inbox that only starts replying to
 // many distinct domains several days after signup, spread across several
 // following days — task brief's "support desks replying to many domains
-// on later days". Deliberately outside first_day_distinct_domains' window
+// on later days". Deliberately outside email.first_day_distinct_domains' window
 // (design §8 open question 9: "No v0 feature reacts to a fan-out that
 // happens AFTER day 1").
 func genSupportDeskLaterFanout(rng *rand.Rand, idx int) ([]event.Event, eval.LabelRow) {
@@ -247,7 +247,7 @@ func genTrialZeroDollar(rng *rand.Rand, idx int) ([]event.Event, eval.LabelRow)
 
 // genBenignPrepaid: an ordinary customer whose card just happens to be
 // prepaid, succeeding on the first attempt with no other signal firing —
-// task brief's "benign prepaid" (fix round S3). first_funding_prepaid
+// task brief's "benign prepaid" (fix round S3). core.first_funding_prepaid
 // (internal/feature) is a real fraud signal in the abusive families
 // (burst/fast/churn all pay with a prepaid card specifically because a
 // stolen card is often prepaid), but plenty of genuine customers use one
@@ -295,8 +295,8 @@ func genBenignPrepaid(rng *rand.Rand, idx int) ([]event.Event, eval.LabelRow) {
 // wires up an agent and a key, and starts sending to a couple of real
 // external domains all within the SAME DAY it signs up. Every one of
 // those is individually a real (if weak) fraud signal in
-// config/local_weights.yaml (first_funding_prepaid, resource_velocity_1h/
-// key_velocity_1h, first_day_distinct_domains, burst_ratio_24h_vs_lifetime
+// config/local_weights.yaml (core.first_funding_prepaid, core.resource_velocity_1h/
+// core.credential_velocity_1h, email.first_day_distinct_domains, core.burst_ratio_24h_vs_lifetime
 // all fire), and stacking them together is exactly what an actually
 // abusive account also looks like on day 0 — the honest difference is
 // only that this account keeps behaving ordinarily afterward and this
@@ -314,7 +314,7 @@ func genBenignPrepaidEagerDay0(rng *rand.Rand, idx int) ([]event.Event, eval.Lab
 	b.add(3*time.Minute, "payment.attempt", event.Links{}, map[string]any{"outcome": "succeeded", "funding": "prepaid", "amount_minor": float64(1900), "currency": "usd"})
 	b.add(4*time.Minute, "subscription.changed", event.Links{}, map[string]any{"plan": "starter", "status": "active", "amount_minor": float64(1900)})
 
-	agents := 1 + rng.Intn(2) // 1..2 — enough to move resource_velocity_1h, not a full blast
+	agents := 1 + rng.Intn(2) // 1..2 — enough to move core.resource_velocity_1h, not a full blast
 	t := 10*time.Minute + secondJitter(rng)
 	for i := 0; i < agents; i++ {
 		b.add(t, "resource.created", event.Links{}, map[string]any{"kind": "agent", "name": fmt.Sprintf("Agent %d", i+1), "address_domain": domain})
@@ -343,7 +343,7 @@ func genBenignPrepaidEagerDay0(rng *rand.Rand, idx int) ([]event.Event, eval.Lab
 // genBenignDeclineThenSuccess: an ordinary customer who mistypes their
 // card number (or it's briefly expired) once or twice before it goes
 // through, with unremarkable usage afterward — task brief's "benign
-// decline-then-success" (fix round S3). declines_before_first_success
+// decline-then-success" (fix round S3). core.declines_before_first_success
 // (weight 0.6) is a real fraud signal in burst/fast (repeated stolen-card
 // attempts), but an ordinary fat-fingered retry looks identical at the
 // feature level; this family is the benign counter-example.
@@ -383,7 +383,7 @@ func genBenignDeclineThenSuccess(rng *rand.Rand, idx int) ([]event.Event, eval.L
 // genBenignSharedCardHousehold builds a small group (2..3) of INDEPENDENT
 // benign accounts sharing the same card_fingerprint_hash — task brief's
 // "benign shared-card households" (fix round S3): a family or small team
-// paying with one shared card. fingerprint_seen_on_other_subjects (weight
+// paying with one shared card. core.fingerprint_seen_on_other_subjects (weight
 // 1.0) fires for every member, exactly as it would for a stolen-card
 // churn ring — this family is the honest counter-example proving the
 // feature alone isn't damning; each member is otherwise unremarkable and
@@ -427,7 +427,7 @@ func genBenignSharedCardHousehold(rng *rand.Rand, groupIdx int) []incarnation {
 // permanently deletes its account (nothing abusive about it — people
 // leave products); much later subject B signs up again with the SAME
 // email (a returning customer, or a family member sharing an inbox) and
-// behaves completely ordinarily. linked_deleted_n (weight 1.3) fires for
+// behaves completely ordinarily. core.linked_deleted_n (weight 1.3) fires for
 // B the same way it would for a churn incarnation's second-or-later
 // member — this pair is the honest counter-example: ONE deleted
 // neighbour, on its own, is not damning.
diff --git a/eval/gen/churn.go b/eval/gen/churn.go
index f3609d9..3321e80 100644
--- a/eval/gen/churn.go
+++ b/eval/gen/churn.go
@@ -38,7 +38,7 @@ type incarnation struct {
 // --seed) are never byte-identical in shape.
 //
 // Ground truth labels every incarnation "abusive" (including the first
-// two, before linked_deleted_n has saturated) — design §1.2(c)'s "every
+// two, before core.linked_deleted_n has saturated) — design §1.2(c)'s "every
 // subject from the third onward at high" is a claim about the SCORER's
 // recall, not about ground truth; the corpus's job is to let eval.Run
 // measure that honestly, including wherever the first two incarnations
@@ -100,7 +100,7 @@ func genChurnChain(rng *rand.Rand, kind string, chainIdx, length int) []incarnat
 		b.add(t, "subject.deleted", event.Links{}, map[string]any{"mode": "permanent"})
 		t += time.Duration(10+rng.Intn(20)) * time.Second
 		// Fix round T4: an operator/outcome label recorded shortly after
-		// takedown, so linked_labelled_abusive_n (design §4.2, weight
+		// takedown, so core.linked_labelled_abusive_n (design §4.2, weight
 		// 1.5) is actually exercised by this corpus at all — B1 closed
 		// off ground-truth leakage into this feature, so without an
 		// EVENT like this one, nothing anywhere in the generated corpus
diff --git a/eval/gen/gen.go b/eval/gen/gen.go
index e58c1f8..5b6f7bc 100644
--- a/eval/gen/gen.go
+++ b/eval/gen/gen.go
@@ -43,7 +43,7 @@ var epoch = time.Date(2031, 1, 1, 0, 0, 0, 0, time.UTC)
 // "label"-typed event convention (fix round B1/T4): a row of this type
 // in the events file means "an operator/outcome label was recorded for
 // this subject at this instant", read only by neighbour evidence
-// resolution (linked_labelled_abusive_n), never by feature.Extract
+// resolution (core.linked_labelled_abusive_n), never by feature.Extract
 // itself. Duplicated here rather than imported since eval/gen is its own
 // `package main`, not `package eval`.
 const labelEventType = "label"
@@ -133,8 +133,8 @@ var abusiveFamilies = []struct {
 	{"abusive_fast", genFast},
 	{"abusive_dormant_then_blast", genDormantThenBlast},
 	{"abusive_slow_operator", genSlowOperator},
-	// F9 TODO: S2b's webmail_recipient_share/webmail_sends_1h/
-	// subject_brand_match otherwise read 0 across the ENTIRE corpus —
+	// F9 TODO: S2b's email.webmail_recipient_share/email.webmail_sends_1h/
+	// email.subject_brand_match otherwise read 0 across the ENTIRE corpus —
 	// every other family's recipient_domain is a synthetic .example.test
 	// name and no family ever sets subject_line at all.
 	{"abusive_webmail_blast", genWebmailBlast},
@@ -334,7 +334,7 @@ func domainName(slug string, n int) string {
 // "debit" otherwise (fix round T5: "jitter the prepaid share in abusive
 // families" — a real operator doesn't EXCLUSIVELY pay with prepaid
 // cards, and a corpus where every single abusive success used one would
-// teach first_funding_prepaid as a near-perfect discriminator it isn't
+// teach core.first_funding_prepaid as a near-perfect discriminator it isn't
 // in reality; genBenignPrepaid already proves the converse — a benign
 // customer using one — so this closes the gap from the other side).
 func abusiveFunding(rng *rand.Rand) string {
diff --git a/eval/golden.go b/eval/golden.go
index 00cf152..8b6c061 100644
--- a/eval/golden.go
+++ b/eval/golden.go
@@ -18,6 +18,7 @@ import (
 	"github.com/tokencanopy/abusekit/internal/core"
 	"github.com/tokencanopy/abusekit/internal/event"
 	"github.com/tokencanopy/abusekit/internal/feature"
+	"github.com/tokencanopy/abusekit/internal/feature/registry"
 )
 
 // GoldenRow pins the unbounded evaluator's exact output at an event or timer.
@@ -141,7 +142,7 @@ func WriteGolden(ctx context.Context, out io.Writer, name string, input io.Reade
 			scorer, _ := cfg.ScorerFor(rule)
 			states = append(states, core.RuleState{Rule: rule, ScorerVersion: scorer.Version(), CalibrationID: "none"})
 		}
-		calls := core.Plan(values, extractTextFields(accepted[subject]), states)
+		calls := core.Plan(core.Vector{Values: values, HashQuantum: registry.HashQuanta()}, extractTextFields(accepted[subject]), states)
 		outcomes := make([]core.RuleOutcome, 0, len(calls))
 		for i, call := range calls {
 			scorer, _ := cfg.ScorerFor(call.Rule)
diff --git a/eval/golden/README.md b/eval/golden/README.md
index f53aeb9..60f84ca 100644
--- a/eval/golden/README.md
+++ b/eval/golden/README.md
@@ -1,8 +1,8 @@
 # Exact scoring baseline
 
-`reference-flat.jsonl` (AMD64 with FMA), `reference-flat-amd64-no-fma.jsonl`,
-and `reference-flat-arm64.jsonl` are the
-P0 oracles for the generic-feature migration. Each is
+`reference-ns.jsonl` (AMD64 with FMA), `reference-ns-amd64-no-fma.jsonl`,
+and `reference-ns-arm64.jsonl` are the
+P1 oracles for the generic-feature migration. Each is
 built exclusively from the committed synthetic event fixtures: all root-level
 `eval/fixtures/*.jsonl` and `eval/fixtures/synthetic/events.jsonl`. Each file is an
 isolated replay world. No labels-file answer key, private dataset, database, or
@@ -13,16 +13,16 @@ Run from the repository root:
 ```sh
 go run ./cmd/abusekit eval --golden \
   --brands-extra eval/fixtures/test_brands.yaml \
-  --golden-check eval/golden/reference-flat.jsonl
+  --golden-check eval/golden/reference-ns.jsonl
 ```
 
-On ARM64, use `--golden-check eval/golden/reference-flat-arm64.jsonl`.
-On AMD64 without FMA, use `--golden-check eval/golden/reference-flat-amd64-no-fma.jsonl`.
+On ARM64, use `--golden-check eval/golden/reference-ns-arm64.jsonl`.
+On AMD64 without FMA, use `--golden-check eval/golden/reference-ns-amd64-no-fma.jsonl`.
 Set `GODEBUG=cpu.fma=off` before starting the process to exercise that math path.
 `go test ./eval` selects the reference from the executing CPU capabilities and performs the same comparison. A mismatch is a failure, not an
 instruction to regenerate. To propose an intentionally reviewed new oracle,
 replace `--golden-check` with `--out /tmp/candidate-golden.jsonl` and inspect the
-diff. Keep the flat oracle through P1; the renamed oracle is a separate file.
+diff. Keep both the flat and namespaced oracles through later slices.
 
 The baseline contains 8,671 points across 28 event fixtures plus the synthetic
 corpus. Every event (including historical label events) produces a fresh score
@@ -88,3 +88,17 @@ forced no-FMA, and ARM64. Profile metadata makes cross-profile checks fail.
 Every file retains exact bit comparison with no tolerance and no scorer changes.
 P1 must prove parity on all three profiles. Unknown profiles have no reference
 and fail instead of skipping. Keep the flat oracles through the migration.
+
+## P0-to-P1 migration proof
+
+The original `reference-flat*.jsonl` files remain byte-for-byte unchanged.
+`TestGoldenRenameParity` checks all three against `reference-ns*.jsonl`, using
+an explicit test-only rename map. Only feature keys, input hashes, and local
+scorer versions may change. Every feature value, risk, score, timer, tier and
+flag must remain bit-exact. Native replay then separately checks the renamed
+oracle; hashes and versions cannot drift after P1.
+
+The namespaced files were constructed by preserving each P0 profile's numeric
+values, renaming keys, and recording the new hashes/versions from the ARM64
+replay (those identities depend only on the identical feature maps). CI runs
+native replay on all three profiles to verify those files independently.
diff --git a/eval/golden/reference-ns-amd64-no-fma.jsonl b/eval/golden/reference-ns-amd64-no-fma.jsonl
new file mode 100644
index 0000000..1ebd6d8
--- /dev/null
+++ b/eval/golden/reference-ns-amd64-no-fma.jsonl
@@ -0,0 +1,8671 @@
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diff --git a/eval/golden/reference-ns-arm64.jsonl b/eval/golden/reference-ns-arm64.jsonl
new file mode 100644
index 0000000..3644437
--- /dev/null
+++ b/eval/golden/reference-ns-arm64.jsonl
@@ -0,0 +1,8671 @@
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diff --git a/eval/golden/reference-ns.jsonl b/eval/golden/reference-ns.jsonl
new file mode 100644
index 0000000..3524c78
--- /dev/null
+++ b/eval/golden/reference-ns.jsonl
@@ -0,0 +1,8671 @@
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+{"numeric_profile":"amd64-fma","fixture":"synthetic/events.jsonl","subject":"acct_gen_resignup_006_b","at":"2031-04-02T06:00:33Z","trigger":"event","event_id":"acct_gen_resignup_006_b-evt-004","features":{"brand.name_has_at":"0000000000000000","brand.name_match":"0000000000000000","core.burst_ratio_24h_vs_lifetime":"3fd5555555555555","core.credential_total":"0000000000000000","core.credential_velocity_1h":"0000000000000000","core.declines_before_first_success":"0000000000000000","core.fingerprint_seen_on_other_subjects":"0000000000000000","core.first_funding_prepaid":"0000000000000000","core.linked_deleted_n":"3ff0000000000000","core.linked_labelled_abusive_n":"0000000000000000","core.neighbors_truncated":"0000000000000000","core.resource_total":"3ff0000000000000","core.resource_velocity_1h":"0000000000000000","core.subject_age_h":"4038000000000000","core.upgrade_delay_min":"4096800000000000","core.upgraded":"0000000000000000","email.distinct_recipients_1h":"3ff0000000000000","email.first_day_distinct_domains":"4007200c3254bd68","email.self_send_before_external":"0000000000000000","email.sends_10m_max":"3ff0000000000000","email.sends_1h":"3ff0000000000000","email.sends_first_day":"3ff0000000000000","email.subject_brand_match":"0000000000000000","email.webmail_recipient_share":"0000000000000000","email.webmail_sends_1h":"0000000000000000"},"next_rescore_at":"2031-04-02T07:05:00Z","rules":[{"name":"new_account_velocity","version":"f836b002f040622c2566f5a5933cf341e1ff4db33ff90a51f6757f2bd046784c","input_hash":"e8750bf1d1424871e2a484164ce93d51d6d81d20dc03903796aa7b1c04ebe905","risk":"3f9ed75b314bea40","status":"scored","flagged":false}],"score":"3f9ed75b314bea40","tier":"low","degraded":false}
+{"numeric_profile":"amd64-fma","fixture":"synthetic/events.jsonl","subject":"acct_gen_resignup_006_b","at":"2031-04-02T07:05:00Z","trigger":"timer","features":{"brand.name_has_at":"0000000000000000","brand.name_match":"0000000000000000","core.burst_ratio_24h_vs_lifetime":"3fd5555555555555","core.credential_total":"0000000000000000","core.credential_velocity_1h":"0000000000000000","core.declines_before_first_success":"0000000000000000","core.fingerprint_seen_on_other_subjects":"0000000000000000","core.first_funding_prepaid":"0000000000000000","core.linked_deleted_n":"3ff0000000000000","core.linked_labelled_abusive_n":"0000000000000000","core.neighbors_truncated":"0000000000000000","core.resource_total":"3ff0000000000000","core.resource_velocity_1h":"0000000000000000","core.subject_age_h":"4038000000000000","core.upgrade_delay_min":"4096800000000000","core.upgraded":"0000000000000000","email.distinct_recipients_1h":"0000000000000000","email.first_day_distinct_domains":"4007200c3254bd68","email.self_send_before_external":"0000000000000000","email.sends_10m_max":"3ff0000000000000","email.sends_1h":"0000000000000000","email.sends_first_day":"3ff0000000000000","email.subject_brand_match":"0000000000000000","email.webmail_recipient_share":"0000000000000000","email.webmail_sends_1h":"0000000000000000"},"next_rescore_at":"2031-04-03T06:05:00Z","rules":[{"name":"new_account_velocity","version":"f836b002f040622c2566f5a5933cf341e1ff4db33ff90a51f6757f2bd046784c","input_hash":"ab6f529b69cecd38e7e26cd5aa0cb2b48562d9b8da8db8c524ba45318564a072","risk":"3f9eb4f84f917d00","status":"scored","flagged":false}],"score":"3f9eb4f84f917d00","tier":"low","degraded":false}
+{"numeric_profile":"amd64-fma","fixture":"synthetic/events.jsonl","subject":"acct_gen_resignup_002_b","at":"2031-04-03T02:00:47Z","trigger":"event","event_id":"acct_gen_resignup_002_b-evt-004","features":{"brand.name_has_at":"0000000000000000","brand.name_match":"0000000000000000","core.burst_ratio_24h_vs_lifetime":"3fd5555555555555","core.credential_total":"0000000000000000","core.credential_velocity_1h":"0000000000000000","core.declines_before_first_success":"0000000000000000","core.fingerprint_seen_on_other_subjects":"0000000000000000","core.first_funding_prepaid":"0000000000000000","core.linked_deleted_n":"3ff0000000000000","core.linked_labelled_abusive_n":"0000000000000000","core.neighbors_truncated":"0000000000000000","core.resource_total":"3ff0000000000000","core.resource_velocity_1h":"0000000000000000","core.subject_age_h":"4038000000000000","core.upgrade_delay_min":"4096800000000000","core.upgraded":"0000000000000000","email.distinct_recipients_1h":"3ff0000000000000","email.first_day_distinct_domains":"4007200c3254bd68","email.self_send_before_external":"0000000000000000","email.sends_10m_max":"3ff0000000000000","email.sends_1h":"3ff0000000000000","email.sends_first_day":"3ff0000000000000","email.subject_brand_match":"0000000000000000","email.webmail_recipient_share":"0000000000000000","email.webmail_sends_1h":"0000000000000000"},"next_rescore_at":"2031-04-03T03:05:00Z","rules":[{"name":"new_account_velocity","version":"f836b002f040622c2566f5a5933cf341e1ff4db33ff90a51f6757f2bd046784c","input_hash":"e8750bf1d1424871e2a484164ce93d51d6d81d20dc03903796aa7b1c04ebe905","risk":"3f9ed75b314bea40","status":"scored","flagged":false}],"score":"3f9ed75b314bea40","tier":"low","degraded":false}
+{"numeric_profile":"amd64-fma","fixture":"synthetic/events.jsonl","subject":"acct_gen_resignup_002_b","at":"2031-04-03T03:05:00Z","trigger":"timer","features":{"brand.name_has_at":"0000000000000000","brand.name_match":"0000000000000000","core.burst_ratio_24h_vs_lifetime":"3fd5555555555555","core.credential_total":"0000000000000000","core.credential_velocity_1h":"0000000000000000","core.declines_before_first_success":"0000000000000000","core.fingerprint_seen_on_other_subjects":"0000000000000000","core.first_funding_prepaid":"0000000000000000","core.linked_deleted_n":"3ff0000000000000","core.linked_labelled_abusive_n":"0000000000000000","core.neighbors_truncated":"0000000000000000","core.resource_total":"3ff0000000000000","core.resource_velocity_1h":"0000000000000000","core.subject_age_h":"4038000000000000","core.upgrade_delay_min":"4096800000000000","core.upgraded":"0000000000000000","email.distinct_recipients_1h":"0000000000000000","email.first_day_distinct_domains":"4007200c3254bd68","email.self_send_before_external":"0000000000000000","email.sends_10m_max":"3ff0000000000000","email.sends_1h":"0000000000000000","email.sends_first_day":"3ff0000000000000","email.subject_brand_match":"0000000000000000","email.webmail_recipient_share":"0000000000000000","email.webmail_sends_1h":"0000000000000000"},"next_rescore_at":"2031-04-04T02:05:00Z","rules":[{"name":"new_account_velocity","version":"f836b002f040622c2566f5a5933cf341e1ff4db33ff90a51f6757f2bd046784c","input_hash":"ab6f529b69cecd38e7e26cd5aa0cb2b48562d9b8da8db8c524ba45318564a072","risk":"3f9eb4f84f917d00","status":"scored","flagged":false}],"score":"3f9eb4f84f917d00","tier":"low","degraded":false}
+{"numeric_profile":"amd64-fma","fixture":"synthetic/events.jsonl","subject":"acct_gen_resignup_006_b","at":"2031-04-03T06:05:00Z","trigger":"timer","features":{"brand.name_has_at":"0000000000000000","brand.name_match":"0000000000000000","core.burst_ratio_24h_vs_lifetime":"0000000000000000","core.credential_total":"0000000000000000","core.credential_velocity_1h":"0000000000000000","core.declines_before_first_success":"0000000000000000","core.fingerprint_seen_on_other_subjects":"0000000000000000","core.first_funding_prepaid":"0000000000000000","core.linked_deleted_n":"3ff0000000000000","core.linked_labelled_abusive_n":"0000000000000000","core.neighbors_truncated":"0000000000000000","core.resource_total":"3ff0000000000000","core.resource_velocity_1h":"0000000000000000","core.subject_age_h":"4038000000000000","core.upgrade_delay_min":"4096800000000000","core.upgraded":"0000000000000000","email.distinct_recipients_1h":"0000000000000000","email.first_day_distinct_domains":"4007200c3254bd68","email.self_send_before_external":"0000000000000000","email.sends_10m_max":"0000000000000000","email.sends_1h":"0000000000000000","email.sends_first_day":"3ff0000000000000","email.subject_brand_match":"0000000000000000","email.webmail_recipient_share":"0000000000000000","email.webmail_sends_1h":"0000000000000000"},"next_rescore_at":"","rules":[{"name":"new_account_velocity","version":"f836b002f040622c2566f5a5933cf341e1ff4db33ff90a51f6757f2bd046784c","input_hash":"5889361fe56db5f43400e77b71c28c03fd0abd89e73dff2d64cb0903be510837","risk":"3f99c6a13fcf66e0","status":"scored","flagged":false}],"score":"3f99c6a13fcf66e0","tier":"low","degraded":false}
+{"numeric_profile":"amd64-fma","fixture":"synthetic/events.jsonl","subject":"acct_gen_resignup_002_b","at":"2031-04-04T02:05:00Z","trigger":"timer","features":{"brand.name_has_at":"0000000000000000","brand.name_match":"0000000000000000","core.burst_ratio_24h_vs_lifetime":"0000000000000000","core.credential_total":"0000000000000000","core.credential_velocity_1h":"0000000000000000","core.declines_before_first_success":"0000000000000000","core.fingerprint_seen_on_other_subjects":"0000000000000000","core.first_funding_prepaid":"0000000000000000","core.linked_deleted_n":"3ff0000000000000","core.linked_labelled_abusive_n":"0000000000000000","core.neighbors_truncated":"0000000000000000","core.resource_total":"3ff0000000000000","core.resource_velocity_1h":"0000000000000000","core.subject_age_h":"4038000000000000","core.upgrade_delay_min":"4096800000000000","core.upgraded":"0000000000000000","email.distinct_recipients_1h":"0000000000000000","email.first_day_distinct_domains":"4007200c3254bd68","email.self_send_before_external":"0000000000000000","email.sends_10m_max":"0000000000000000","email.sends_1h":"0000000000000000","email.sends_first_day":"3ff0000000000000","email.subject_brand_match":"0000000000000000","email.webmail_recipient_share":"0000000000000000","email.webmail_sends_1h":"0000000000000000"},"next_rescore_at":"","rules":[{"name":"new_account_velocity","version":"f836b002f040622c2566f5a5933cf341e1ff4db33ff90a51f6757f2bd046784c","input_hash":"5889361fe56db5f43400e77b71c28c03fd0abd89e73dff2d64cb0903be510837","risk":"3f99c6a13fcf66e0","status":"scored","flagged":false}],"score":"3f99c6a13fcf66e0","tier":"low","degraded":false}
diff --git a/eval/golden_test.go b/eval/golden_test.go
index ff83fef..730001d 100644
--- a/eval/golden_test.go
+++ b/eval/golden_test.go
@@ -41,7 +41,7 @@ func TestGoldenEventsAndTimers(t *testing.T) {
 	if rows[len(rows)-1].NextRescoreAt != "" {
 		t.Fatal("must drain all timers")
 	}
-	if rows[1].Features["resource_total"] != "3ff0000000000000" {
+	if rows[1].Features["core.resource_total"] != "3ff0000000000000" {
 		t.Fatal("must store float64 bits, not rounded decimals")
 	}
 }
@@ -55,9 +55,9 @@ func TestGoldenReference(t *testing.T) {
 	if err := WriteGoldenFixtures(context.Background(), &out, filepath.Join(repoRoot(t), "eval", "fixtures"), cfg, brands, webmail); err != nil {
 		t.Fatal(err)
 	}
-	name := "reference-flat.jsonl"
+	name := "reference-ns.jsonl"
 	if profile := GoldenProfile(); profile != "amd64-fma" {
-		name = "reference-flat-" + profile + ".jsonl"
+		name = "reference-ns-" + profile + ".jsonl"
 	}
 	want, err := os.ReadFile(filepath.Join(repoRoot(t), "eval", "golden", name))
 	if err != nil {
@@ -90,13 +90,13 @@ func TestGoldenCanonicalTiesAndNoFutureNeighbors(t *testing.T) {
 	var first, third GoldenRow
 	json.Unmarshal(rows[0], &first)
 	json.Unmarshal(rows[2], &third)
-	if first.Features["fingerprint_seen_on_other_subjects"] != "0000000000000000" {
+	if first.Features["core.fingerprint_seen_on_other_subjects"] != "0000000000000000" {
 		t.Fatal("future tied neighbor leaked")
 	}
-	if third.Features["first_funding_prepaid"] != "0000000000000000" {
+	if third.Features["core.first_funding_prepaid"] != "0000000000000000" {
 		t.Fatal("first funding must resolve by producer before id")
 	}
-	if third.Features["fingerprint_seen_on_other_subjects"] != "3ff0000000000000" {
+	if third.Features["core.fingerprint_seen_on_other_subjects"] != "3ff0000000000000" {
 		t.Fatal("accepted tied neighbor missing")
 	}
 }
diff --git a/eval/namespace_test.go b/eval/namespace_test.go
new file mode 100644
index 0000000..ece1d71
--- /dev/null
+++ b/eval/namespace_test.go
@@ -0,0 +1,37 @@
+package eval
+
+import (
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+)
+
+func TestCorpusRejectsFlatNamesWithReplacement(t *testing.T) {
+	_, rows, err := LoadSnapshotCorpus(strings.NewReader(`{"id":"example","input":{"features":{"subject_age_h":2}},"label":"benign"}`))
+	if err == nil || len(rows) != 1 || rows[0].Code != "feature_renamed" || !strings.Contains(err.Error(), "core.subject_age_h") {
+		t.Fatalf("want explicit renamed feature error, got rows=%v err=%v", rows, err)
+	}
+}
+func TestCorpusRequiresCurrentKeySpace(t *testing.T) {
+	_, _, err := LoadSnapshotCorpus(strings.NewReader(`{"id":"example","input":{"features":{"core.subject_age_h":2}},"label":"benign"}`))
+	if err == nil {
+		t.Fatal("accepted corpus without key-space marker")
+	}
+}
+func TestCassetteRejectsOldKeySpace(t *testing.T) {
+	p := filepath.Join(t.TempDir(), "old.json")
+	if err := os.WriteFile(p, []byte(`{"entries":[]}`), 0600); err != nil {
+		t.Fatal(err)
+	}
+	if _, err := LoadCassette(p); err == nil {
+		t.Fatal("accepted cassette without key space")
+	}
+}
+
+func TestCorpusRejectsTrailingJSON(t *testing.T) {
+	_, _, err := LoadSnapshotCorpus(strings.NewReader(`{"feature_key_space":"ns-v1","id":"example","input":{"features":{"core.subject_age_h":2}},"label":"benign"} {"input":{"features":{"subject_age_h":3}}}`))
+	if err == nil {
+		t.Fatal("accepted second JSON value on a corpus line")
+	}
+}
diff --git a/eval/neighbors.go b/eval/neighbors.go
index 3025f50..aa17ca6 100644
--- a/eval/neighbors.go
+++ b/eval/neighbors.go
@@ -58,7 +58,7 @@ type linkRef struct {
 // earlier incarnation's own vantage point) — evaluating every
 // incarnation against the dataset's final state instead would make even
 // the FIRST incarnation see every later one already deleted, trivially
-// inflating linked_deleted_n for a case design §1.2(c) specifically
+// inflating core.linked_deleted_n for a case design §1.2(c) specifically
 // expects to be hard for exactly the first two.
 //
 // labelledAt holds every "label" event (see LoadReplayDataset's own doc
@@ -107,7 +107,7 @@ type datasetNeighbors struct {
 // events themselves (LoadReplayDataset routes them separately — a
 // label-posting action was never a real account-activity event, and
 // leaving it in the slice feature.Extract reads would let it corrupt
-// e.g. subject_age_h's first-seen anchor).
+// e.g. core.subject_age_h's first-seen anchor).
 func newDatasetNeighbors(eventsBySubject map[string][]event.Event, labelEventsBySubject map[string][]labelledAt) *datasetNeighbors {
 	n := &datasetNeighbors{
 		byKindHash:           map[string]map[string][]linkRef{},
diff --git a/eval/rename_parity_test.go b/eval/rename_parity_test.go
new file mode 100644
index 0000000..473f96d
--- /dev/null
+++ b/eval/rename_parity_test.go
@@ -0,0 +1,75 @@
+package eval
+
+import (
+	"bufio"
+	"bytes"
+	"encoding/json"
+	"os"
+	"path/filepath"
+	"reflect"
+	"testing"
+)
+
+// P0 remains immutable. P1 may change only feature keys, hashes, and versions.
+func TestGoldenRenameParity(t *testing.T) {
+	raw, err := os.ReadFile("testdata/rename-map.json")
+	if err != nil {
+		t.Fatal(err)
+	}
+	var names map[string]string
+	if err = json.Unmarshal(raw, &names); err != nil {
+		t.Fatal(err)
+	}
+	for _, suffix := range []string{"", "-arm64", "-amd64-no-fma"} {
+		t.Run(suffix, func(t *testing.T) {
+			read := func(prefix string) []GoldenRow {
+				b, err := os.ReadFile(filepath.Join("golden", prefix+suffix+".jsonl"))
+				if err != nil {
+					t.Fatal(err)
+				}
+				s := bufio.NewScanner(bytes.NewReader(b))
+				var rows []GoldenRow
+				for s.Scan() {
+					var row GoldenRow
+					if err = json.Unmarshal(s.Bytes(), &row); err != nil {
+						t.Fatal(err)
+					}
+					rows = append(rows, row)
+				}
+				if err = s.Err(); err != nil {
+					t.Fatal(err)
+				}
+				return rows
+			}
+			old, next := read("reference-flat"), read("reference-ns")
+			if len(old) != 8671 || len(next) != len(old) {
+				t.Fatalf("replay length changed: %d / %d", len(old), len(next))
+			}
+			for i, a := range old {
+				b := next[i]
+				renamed := map[string]string{}
+				for k, v := range a.Features {
+					n, ok := names[k]
+					if !ok {
+						t.Fatalf("unmapped feature %s", k)
+					}
+					renamed[n] = v
+				}
+				a.Features = renamed
+				if len(a.Rules) != len(b.Rules) {
+					t.Fatalf("row %d rule count changed", i)
+				}
+				for j := range a.Rules {
+					if a.Rules[j].Version == b.Rules[j].Version || a.Rules[j].InputHash == b.Rules[j].InputHash {
+						t.Fatalf("row %d rename did not update identity", i)
+					}
+					a.Rules[j].Version = b.Rules[j].Version
+					a.Rules[j].InputHash = b.Rules[j].InputHash
+				}
+				if !reflect.DeepEqual(a, b) {
+					t.Fatalf("row %d changed beyond names and identities", i)
+				}
+			}
+		})
+	}
+}
diff --git a/eval/replay.go b/eval/replay.go
index 565693e..c8e6402 100644
--- a/eval/replay.go
+++ b/eval/replay.go
@@ -27,7 +27,7 @@ const evalTenant = "eval"
 // B1) for "an operator/outcome label was recorded for this subject at
 // this instant" — NOT a real design §4.3 vocabulary entry (production
 // labels live in a separate `labels` table, never the `events` stream;
-// see design §4.9). A replay corpus that wants linked_labelled_abusive_n
+// see design §4.9). A replay corpus that wants core.linked_labelled_abusive_n
 // to be exercised at all includes rows of this type; one that doesn't
 // simply gets that feature held at 0 for every subject, which is honest
 // (nothing "knew" a neighbour was labelled). Data shape: `{"label":
@@ -136,7 +136,7 @@ type ReplayInput struct {
 // resolve `label`-typed events' positive/negative class — see
 // neighbors.go's labelledAsOf); pass config.Rule.BenignLabel, never a
 // literal. webmail is threaded straight through to every feature.Extract
-// call below (S2b's webmail_recipient_share/webmail_sends_1h need it);
+// call below (S2b's email.webmail_recipient_share/email.webmail_sends_1h need it);
 // the zero value (feature.WebmailSet{}) matches every domain as
 // non-webmail, same as passing no webmail config at all.
 //
@@ -472,7 +472,7 @@ func parseEventRows(path string, r io.Reader) (map[string][]event.Event, map[str
 				// event is never part of feature-relevant activity
 				// history (see labelEventType's own doc comment), so
 				// dropping one can't produce a partial ACTIVITY history —
-				// only a gap in linked_labelled_abusive_n evidence, a
+				// only a gap in core.linked_labelled_abusive_n evidence, a
 				// different and much softer concern T2 doesn't ask for.
 				rowErrs = append(rowErrs, RowError{Source: path, Line: line, Code: "bad_label_event", Err: fmt.Errorf("events: subject %q: a %q event needs a non-empty string data.label", row.Subject, labelEventType)})
 				return nil
diff --git a/eval/replay_test.go b/eval/replay_test.go
index 713d66a..20f57d4 100644
--- a/eval/replay_test.go
+++ b/eval/replay_test.go
@@ -44,27 +44,27 @@ func TestLoadReplayDataset_StrictlyBeforeDecisionAt(t *testing.T) {
 	if !ok {
 		t.Fatalf("no SliceEarly15m point")
 	}
-	if got := early.Features["resource_total"]; got != 1 {
-		t.Errorf("early_15m resource_total = %v, want 1 (the event AT decision_at must not leak in)", got)
+	if got := early.Features["core.resource_total"]; got != 1 {
+		t.Errorf("early_15m core.resource_total = %v, want 1 (the event AT decision_at must not leak in)", got)
 	}
 
 	full, ok := subj.Points[SliceFull]
 	if !ok {
 		t.Fatalf("no SliceFull point")
 	}
-	if got := full.Features["resource_total"]; got != 3 {
-		t.Errorf("full resource_total = %v, want 3 (all three events)", got)
+	if got := full.Features["core.resource_total"]; got != 3 {
+		t.Errorf("full core.resource_total = %v, want 3 (all three events)", got)
 	}
 }
 
 // TestLoadReplayDataset_NeighborEvidenceRespectsChronology proves
-// linked_deleted_n is evaluated AS OF the scored subject's own
+// core.linked_deleted_n is evaluated AS OF the scored subject's own
 // decision_at, not as of the end of the whole dataset (neighbors.go's
 // evidenceAsOf) — this is what makes an early churn incarnation
 // legitimately hard to catch (design §1.2(c)): "subject_early" is scored
 // BEFORE its linked neighbor's deletion happens, so it must see
-// linked_deleted_n=0; "subject_late" is scored AFTER that same deletion,
-// so it must see linked_deleted_n=1.
+// core.linked_deleted_n=0; "subject_late" is scored AFTER that same deletion,
+// so it must see core.linked_deleted_n=1.
 func TestLoadReplayDataset_NeighborEvidenceRespectsChronology(t *testing.T) {
 	events := strings.NewReader(`
 {"subject":"neighbor","type":"subject.created","at":"2031-01-01T00:00:00Z","links":{"email_hash":"` + hash64("shared-email") + `"},"data":{"channel":"signup"}}
@@ -92,13 +92,13 @@ func TestLoadReplayDataset_NeighborEvidenceRespectsChronology(t *testing.T) {
 	for _, s := range ds.Subjects {
 		byID[s.ID] = s
 	}
-	early := byID["subject_early"].Points[SliceFull].Features["linked_deleted_n"]
-	late := byID["subject_late"].Points[SliceFull].Features["linked_deleted_n"]
+	early := byID["subject_early"].Points[SliceFull].Features["core.linked_deleted_n"]
+	late := byID["subject_late"].Points[SliceFull].Features["core.linked_deleted_n"]
 	if early != 0 {
-		t.Errorf("subject_early (scored BEFORE neighbor's deletion) linked_deleted_n = %v, want 0", early)
+		t.Errorf("subject_early (scored BEFORE neighbor's deletion) core.linked_deleted_n = %v, want 0", early)
 	}
 	if late != 1 {
-		t.Errorf("subject_late (scored AFTER neighbor's deletion) linked_deleted_n = %v, want 1", late)
+		t.Errorf("subject_late (scored AFTER neighbor's deletion) core.linked_deleted_n = %v, want 1", late)
 	}
 }
 
@@ -154,7 +154,7 @@ func relabelEvents() string {
 // acct_a's ground truth from "abusive" to "suspicious" — both POSITIVE
 // under benign_label "benign", so nothing about the binary ground-truth
 // split changes — must leave every subject's Points byte-for-byte
-// DeepEqual, because linked_labelled_abusive_n (and every other feature)
+// DeepEqual, because core.linked_labelled_abusive_n (and every other feature)
 // is computed ENTIRELY from the events file plus `label`-typed rows in
 // it, never from labels.jsonl's own ground truth being evaluated.
 func TestLoadReplayDataset_RelabellingGroundTruthDoesNotChangeFeatures(t *testing.T) {
@@ -212,7 +212,7 @@ func TestLoadReplayDataset_FlippingLaterSubjectsLabelChangesNothing(t *testing.T
 }
 
 // TestLoadReplayDataset_LabelEventChronologyPerSlice proves
-// linked_labelled_abusive_n comes from a `label`-typed EVENT (fix round
+// core.linked_labelled_abusive_n comes from a `label`-typed EVENT (fix round
 // B1), visible only strictly before the asked-for slice's own
 // decision_at: "poster" posts a label event at 00:20; "target" (linked by
 // email) has an early_15m decision point at 00:15 (BEFORE the label
@@ -235,11 +235,11 @@ func TestLoadReplayDataset_LabelEventChronologyPerSlice(t *testing.T) {
 	}
 	pts := pointsByID(ds)["target"]
 
-	if got := pts[SliceEarly15m].Features["linked_labelled_abusive_n"]; got != 0 {
-		t.Errorf("early_15m (BEFORE poster's label event) linked_labelled_abusive_n = %v, want 0", got)
+	if got := pts[SliceEarly15m].Features["core.linked_labelled_abusive_n"]; got != 0 {
+		t.Errorf("early_15m (BEFORE poster's label event) core.linked_labelled_abusive_n = %v, want 0", got)
 	}
-	if got := pts[SliceFull].Features["linked_labelled_abusive_n"]; got != 1 {
-		t.Errorf("full (AFTER poster's label event) linked_labelled_abusive_n = %v, want 1", got)
+	if got := pts[SliceFull].Features["core.linked_labelled_abusive_n"]; got != 1 {
+		t.Errorf("full (AFTER poster's label event) core.linked_labelled_abusive_n = %v, want 1", got)
 	}
 }
 
@@ -308,7 +308,7 @@ func TestLoadReplayDataset_MissingSliceBeforeAnyEvent(t *testing.T) {
 		t.Fatalf("full has no Point; want one (it resolves normally)")
 	}
 
-	rule := config.Rule{Name: "r", Mode: config.ModeAdvise, Scorer: "fake", Labels: []string{"benign", "abusive"}, BenignLabel: "benign", Threshold: 0.5, Inputs: []string{"resource_total"}}
+	rule := config.Rule{Name: "r", Mode: config.ModeAdvise, Scorer: "fake", Labels: []string{"benign", "abusive"}, BenignLabel: "benign", Threshold: 0.5, Inputs: []string{"core.resource_total"}}
 	scorer := fake.New()
 	run, err := Run(context.Background(), ds, rule, scorer, Options{Slice: SliceEarly15m})
 	if err != nil {
@@ -355,7 +355,7 @@ func TestLoadReplayDataset_SkippedEventTaintsWholeSubject(t *testing.T) {
 		t.Fatalf("HasSkippedEvents = false, want true")
 	}
 
-	rule := config.Rule{Name: "r", Mode: config.ModeAdvise, Scorer: "fake", Labels: []string{"benign", "abusive"}, BenignLabel: "benign", Threshold: 0.5, Inputs: []string{"resource_total"}}
+	rule := config.Rule{Name: "r", Mode: config.ModeAdvise, Scorer: "fake", Labels: []string{"benign", "abusive"}, BenignLabel: "benign", Threshold: 0.5, Inputs: []string{"core.resource_total"}}
 	run, err := Run(context.Background(), ds, rule, fake.New(), Options{})
 	if err != nil {
 		t.Fatalf("Run: %v", err)
@@ -373,7 +373,7 @@ func TestLoadReplayDataset_SkippedEventTaintsWholeSubject(t *testing.T) {
 // LoadReplayDataset actually threads its webmail parameter into
 // feature.Extract, not just accepts one — a webmail-heavy subject (every
 // content.sent recipient_domain on the loaded WebmailSet) must score a
-// non-zero webmail_recipient_share, and the SAME subject scored against
+// non-zero email.webmail_recipient_share, and the SAME subject scored against
 // an EMPTY WebmailSet must read exactly 0 for it: without the wiring,
 // both runs would silently agree at 0, which is exactly the bug this
 // guards against (a caller passing --webmail and having it never reach
@@ -394,9 +394,9 @@ func TestLoadReplayDataset_WebmailRecipientShareIsNonZero(t *testing.T) {
 	if len(ds.Subjects) != 1 {
 		t.Fatalf("len(Subjects) = %d, want 1", len(ds.Subjects))
 	}
-	got := ds.Subjects[0].Points[SliceFull].Features["webmail_recipient_share"]
+	got := ds.Subjects[0].Points[SliceFull].Features["email.webmail_recipient_share"]
 	if got != 1.0 {
-		t.Fatalf("webmail_recipient_share = %v, want 1.0 (every recipient_domain is on the loaded WebmailSet)", got)
+		t.Fatalf("email.webmail_recipient_share = %v, want 1.0 (every recipient_domain is on the loaded WebmailSet)", got)
 	}
 
 	// Same events, empty WebmailSet: must read back to 0, proving the
@@ -412,9 +412,9 @@ func TestLoadReplayDataset_WebmailRecipientShareIsNonZero(t *testing.T) {
 	if err != nil {
 		t.Fatalf("LoadReplayDataset (empty webmail): %v (rowErrs=%v)", err, rowErrs2)
 	}
-	got2 := ds2.Subjects[0].Points[SliceFull].Features["webmail_recipient_share"]
+	got2 := ds2.Subjects[0].Points[SliceFull].Features["email.webmail_recipient_share"]
 	if got2 != 0.0 {
-		t.Fatalf("webmail_recipient_share (empty WebmailSet) = %v, want 0", got2)
+		t.Fatalf("email.webmail_recipient_share (empty WebmailSet) = %v, want 0", got2)
 	}
 }
 
diff --git a/eval/schema/corpus-v1.schema.json b/eval/schema/corpus-v1.schema.json
deleted file mode 100644
index be9f0f7..0000000
--- a/eval/schema/corpus-v1.schema.json
+++ /dev/null
@@ -1,58 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/tokencanopy/abusekit/eval/schema/corpus-v1.schema.json",
-  "title": "abusekit label-snapshot corpus row (corpus-v1)",
-  "description": "One line of a label-snapshot corpus JSONL file (design docs/design/2026-09-27-abusekit-design.md §4.6/§4.9, and docs/plans/2026-09-27-v0-plan.md's S4 row). This is the PUBLISHED schema `abusekit eval --dataset ...` and `abusekit corpus export --schema corpus-v1.json` both speak. eval/dataset.go's LoadSnapshotCorpus enforces this schema in Go directly (no JSON-Schema validation library is a dependency of this module — see AGENTS.md's 'keep the dependency footprint minimal'); this file is the published, human- and tool-readable contract that Go code is written to match, not something re-parsed at runtime.",
-  "type": "object",
-  "additionalProperties": false,
-  "required": ["id", "input", "label"],
-  "properties": {
-    "id": {
-      "type": "string",
-      "minLength": 1,
-      "description": "Unique row identifier. Duplicate ids within one corpus file are a schema violation."
-    },
-    "input": {
-      "type": "object",
-      "additionalProperties": false,
-      "properties": {
-        "features": {
-          "type": "object",
-          "description": "The full named feature vector as internal/feature.Features.Map() produces it (design §4.5), keyed by feature name (e.g. \"subject_age_h\"). A rule's own `inputs:` list selects a subset at score time — this row is not rule-specific.",
-          "additionalProperties": { "type": "number" }
-        },
-        "text": {
-          "type": "object",
-          "description": "Text-bearing field values, keyed by field name (e.g. \"subject_line_skeleton\", \"first_link_host\" — internal/event's redaction schema's skeleton-companion fields). A rule's own `text:` list selects a subset. Each value is an ORDERED list because a subject can have emitted the same text-bearing event type more than once (e.g. several content.sent events, each contributing one subject_line_skeleton).",
-          "additionalProperties": {
-            "type": "array",
-            "items": { "type": "string" }
-          }
-        },
-        "context": {
-          "type": "string",
-          "description": "Free-form context a renderer may prepend (model.ScoreRequest.Context)."
-        }
-      },
-      "description": "input.features and input.text must not BOTH be empty/absent — a row with neither has nothing for any rule to score."
-    },
-    "label": {
-      "type": "string",
-      "minLength": 1,
-      "description": "Ground-truth label, in whichever vocabulary the row's rule/subject uses (design §4.9: a rule's own `labels:` list, or the fixed subject-level benign|abusive pair). eval's metrics treat any value other than the scored rule's `benign_label` as the positive (abusive) class."
-    },
-    "split": {
-      "type": "string",
-      "enum": ["train", "test", ""],
-      "description": "design §4.9: \"split by link cluster (fallback subject) hashed 80/20\". Omitted or empty means the row has no assigned split; `abusekit eval --dataset ...` scores every row regardless of split unless a future flag filters on it."
-    },
-    "source": {
-      "type": "string",
-      "description": "Label provenance (design §4.9: \"operator\"|\"outcome\", matching a labels-file row's own `source`)."
-    },
-    "meta": {
-      "type": "object",
-      "description": "Free-form metadata carried through to Verdict/run.json for a human reading the run; never consulted by scoring."
-    }
-  }
-}
diff --git a/eval/schema/corpus-v2.schema.json b/eval/schema/corpus-v2.schema.json
new file mode 100644
index 0000000..ad70302
--- /dev/null
+++ b/eval/schema/corpus-v2.schema.json
@@ -0,0 +1,80 @@
+{
+  "$schema": "https://json-schema.org/draft/2020-12/schema",
+  "$id": "https://github.com/tokencanopy/abusekit/eval/schema/corpus-v2.schema.json",
+  "title": "abusekit label-snapshot corpus row (corpus-v2)",
+  "description": "One line of a label-snapshot corpus JSONL file (design docs/design/2026-09-27-abusekit-design.md \u00a74.6/\u00a74.9, and docs/plans/2026-09-27-v0-plan.md's S4 row). This is the PUBLISHED schema `abusekit eval --dataset ...` and `abusekit corpus export --schema corpus-v2.json` both speak. eval/dataset.go's LoadSnapshotCorpus enforces this schema in Go directly (no JSON-Schema validation library is a dependency of this module \u2014 see AGENTS.md's 'keep the dependency footprint minimal'); this file is the published, human- and tool-readable contract that Go code is written to match, not something re-parsed at runtime.",
+  "type": "object",
+  "additionalProperties": false,
+  "required": [
+    "id",
+    "input",
+    "label",
+    "feature_key_space"
+  ],
+  "properties": {
+    "id": {
+      "type": "string",
+      "minLength": 1,
+      "description": "Unique row identifier. Duplicate ids within one corpus file are a schema violation."
+    },
+    "input": {
+      "type": "object",
+      "additionalProperties": false,
+      "properties": {
+        "features": {
+          "type": "object",
+          "description": "The full named feature vector as internal/feature.Features.Map() produces it (design \u00a74.5), keyed by feature name (e.g. \"core.subject_age_h\"). A rule's own `inputs:` list selects a subset at score time \u2014 this row is not rule-specific.",
+          "additionalProperties": {
+            "type": "number"
+          },
+          "propertyNames": {
+            "pattern": "^[a-z][a-z0-9]*\\.[a-z][a-z0-9_]{0,55}$",
+            "not": {
+              "pattern": "__absent$"
+            }
+          }
+        },
+        "text": {
+          "type": "object",
+          "description": "Text-bearing field values, keyed by field name (e.g. \"subject_line_skeleton\", \"first_link_host\" \u2014 internal/event's redaction schema's skeleton-companion fields). A rule's own `text:` list selects a subset. Each value is an ORDERED list because a subject can have emitted the same text-bearing event type more than once (e.g. several content.sent events, each contributing one subject_line_skeleton).",
+          "additionalProperties": {
+            "type": "array",
+            "items": {
+              "type": "string"
+            }
+          }
+        },
+        "context": {
+          "type": "string",
+          "description": "Free-form context a renderer may prepend (model.ScoreRequest.Context)."
+        }
+      },
+      "description": "input.features and input.text must not BOTH be empty/absent \u2014 a row with neither has nothing for any rule to score."
+    },
+    "label": {
+      "type": "string",
+      "minLength": 1,
+      "description": "Ground-truth label, in whichever vocabulary the row's rule/subject uses (design \u00a74.9: a rule's own `labels:` list, or the fixed subject-level benign|abusive pair). eval's metrics treat any value other than the scored rule's `benign_label` as the positive (abusive) class."
+    },
+    "split": {
+      "type": "string",
+      "enum": [
+        "train",
+        "test",
+        ""
+      ],
+      "description": "design \u00a74.9: \"split by link cluster (fallback subject) hashed 80/20\". Omitted or empty means the row has no assigned split; `abusekit eval --dataset ...` scores every row regardless of split unless a future flag filters on it."
+    },
+    "source": {
+      "type": "string",
+      "description": "Label provenance (design \u00a74.9: \"operator\"|\"outcome\", matching a labels-file row's own `source`)."
+    },
+    "meta": {
+      "type": "object",
+      "description": "Free-form metadata carried through to Verdict/run.json for a human reading the run; never consulted by scoring."
+    },
+    "feature_key_space": {
+      "const": "ns-v1"
+    }
+  }
+}
diff --git a/eval/testdata/rename-map.json b/eval/testdata/rename-map.json
new file mode 100644
index 0000000..c507fe1
--- /dev/null
+++ b/eval/testdata/rename-map.json
@@ -0,0 +1,27 @@
+{
+  "subject_age_h": "core.subject_age_h",
+  "resource_velocity_1h": "core.resource_velocity_1h",
+  "resource_total": "core.resource_total",
+  "key_velocity_1h": "core.credential_velocity_1h",
+  "key_total": "core.credential_total",
+  "upgrade_delay_min": "core.upgrade_delay_min",
+  "upgraded": "core.upgraded",
+  "declines_before_first_success": "core.declines_before_first_success",
+  "first_funding_prepaid": "core.first_funding_prepaid",
+  "name_brand_match": "brand.name_match",
+  "name_has_at": "brand.name_has_at",
+  "first_day_distinct_domains": "email.first_day_distinct_domains",
+  "self_send_before_external": "email.self_send_before_external",
+  "linked_deleted_n": "core.linked_deleted_n",
+  "linked_labelled_abusive_n": "core.linked_labelled_abusive_n",
+  "fingerprint_seen_on_other_subjects": "core.fingerprint_seen_on_other_subjects",
+  "neighbors_truncated": "core.neighbors_truncated",
+  "burst_ratio_24h_vs_lifetime": "core.burst_ratio_24h_vs_lifetime",
+  "sends_10m_max": "email.sends_10m_max",
+  "sends_1h": "email.sends_1h",
+  "sends_first_day": "email.sends_first_day",
+  "webmail_recipient_share": "email.webmail_recipient_share",
+  "webmail_sends_1h": "email.webmail_sends_1h",
+  "distinct_recipients_1h": "email.distinct_recipients_1h",
+  "subject_brand_match": "email.subject_brand_match"
+}
\ No newline at end of file
diff --git a/internal/config/config.go b/internal/config/config.go
index 1fcba67..b0be525 100644
--- a/internal/config/config.go
+++ b/internal/config/config.go
@@ -434,8 +434,8 @@ func validateNoDuplicatesOrEmpty(ruleName, kind string, values []string) []error
 // rest of config validation.
 var knownStageKeys = map[string]bool{
 	"min_local_risk":    true, // gate on the max risk so far of any rule scored by "local"
-	"max_subject_age_h": true, // gate on features["subject_age_h"] <= value
-	"min_subject_age_h": true, // gate on features["subject_age_h"] >= value
+	"max_subject_age_h": true, // gate on features["core.subject_age_h"] <= value
+	"min_subject_age_h": true, // gate on features["core.subject_age_h"] >= value
 }
 
 func validateStage(r Rule) error {
diff --git a/internal/config/config_test.go b/internal/config/config_test.go
index 43b4555..01b3211 100644
--- a/internal/config/config_test.go
+++ b/internal/config/config_test.go
@@ -65,7 +65,7 @@ func newFixture(t *testing.T) (deps config.Dependencies, reg *model.Registry) {
 
 	deps = config.Dependencies{
 		Registry: reg,
-		Features: config.NewFeatureSet("subject_age_h", "resource_velocity_1h"),
+		Features: config.NewFeatureSet("core.subject_age_h", "core.resource_velocity_1h"),
 		Vendors: map[string]config.VendorEntry{
 			"local":      {Name: "local", Policy: model.DataPolicy{AllowsText: false, TermsVersion: "n/a"}},
 			"textvendor": {Name: "textvendor", Policy: model.DataPolicy{AllowsText: true, TermsVersion: "v1"}},
@@ -82,7 +82,7 @@ rules:
   - name: new_account_velocity
     mode: advise
     scorer: local
-    inputs: [subject_age_h, resource_velocity_1h]
+    inputs: [core.subject_age_h, core.resource_velocity_1h]
     labels: [benign, suspicious, abusive]
     benign_label: benign
     threshold: 0.6
@@ -131,7 +131,7 @@ rules:
   - name: r1
     mode: advise
     scorer: does_not_exist
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -206,7 +206,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [suspicious, abusive]
     benign_label: benign
     threshold: 0.5
@@ -221,7 +221,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -237,7 +237,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -287,7 +287,7 @@ rules:
   - name: base
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -309,14 +309,14 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -333,7 +333,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -348,7 +348,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     theshold: 0.5
@@ -363,7 +363,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
 `,
@@ -377,7 +377,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: .nan
@@ -392,7 +392,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -407,7 +407,7 @@ rules:
   - name: local_rule
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -446,7 +446,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive, benign]
     benign_label: benign
     threshold: 0.5
@@ -461,7 +461,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, "", abusive]
     benign_label: benign
     threshold: 0.5
@@ -476,7 +476,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h, subject_age_h]
+    inputs: [core.subject_age_h, core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -491,7 +491,7 @@ rules:
   - name: local_rule
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -507,7 +507,7 @@ rules:
   - name: r1/bad
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -523,7 +523,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -544,7 +544,7 @@ rules:
   - name: r1
     mode: shadow
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -575,7 +575,7 @@ rules:
   - name: base
     mode: advise
     scorer: local
-    inputs: [subject_age_h, resource_velocity_1h]
+    inputs: [core.subject_age_h, core.resource_velocity_1h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -701,7 +701,7 @@ func TestShippedConfigsLoadTogether(t *testing.T) {
 	// source of truth cmd/abusekit uses) instead of a hand-copied literal,
 	// so this test can't silently drift from what Extract actually
 	// computes the way the S1-era literal here did the moment B5/S1 fix
-	// round added `upgraded`/`neighbors_truncated`.
+	// round added `core.upgraded`/`core.neighbors_truncated`.
 	features := config.NewFeatureSet(feature.Names...)
 	cfg, err := config.Load(rulesData, config.Dependencies{
 		Registry: reg,
@@ -745,7 +745,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -768,7 +768,7 @@ rules:
   - name: r1
     mode: advise
     scorer: local
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -798,7 +798,7 @@ func TestLoad_RejectsVendorPolicyMismatch(t *testing.T) {
 
 	deps := config.Dependencies{
 		Registry: reg,
-		Features: config.NewFeatureSet("subject_age_h"),
+		Features: config.NewFeatureSet("core.subject_age_h"),
 		Vendors: map[string]config.VendorEntry{
 			// AllowsText disagrees with drift.DataPolicyValue above.
 			"driftvendor": {Name: "driftvendor", Policy: model.DataPolicy{AllowsText: true, TermsVersion: "v1"}},
@@ -810,7 +810,7 @@ rules:
   - name: r1
     mode: advise
     scorer: driftvendor
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
diff --git a/internal/core/core.go b/internal/core/core.go
index 4dc3b2c..98d8fa6 100644
--- a/internal/core/core.go
+++ b/internal/core/core.go
@@ -89,6 +89,13 @@ const (
 	SkipInputUnchanged SkipReason = "input_unchanged"
 )
 
+// Vector carries raw scorer values and per-feature hash bucket widths.
+// HashQuantum never rounds values sent to a scorer; absent/zero widths hash exactly.
+type Vector struct {
+	Values      map[string]float64
+	HashQuantum map[string]float64
+}
+
 // Plan decides, purely, which calls to make for one subject's rule set
 // given its current feature vector and text inputs (design §4.7).
 //
@@ -101,7 +108,8 @@ const (
 //     (LastInputHash, LastRisk) to decide staging and skipping.
 //
 // Plan never mutates its inputs and never calls a Scorer.
-func Plan(features map[string]float64, text map[string][]string, rules []RuleState) []Call {
+func Plan(vector Vector, text map[string][]string, rules []RuleState) []Call {
+	features := vector.Values
 	maxLocalRisk, haveLocalRisk := maxRiskByScorer(rules, "local")
 
 	calls := make([]Call, 0, len(rules))
@@ -118,7 +126,7 @@ func Plan(features map[string]float64, text map[string][]string, rules []RuleSta
 		call := Call{
 			Rule:      r,
 			Request:   req,
-			InputHash: inputHash(rs, req),
+			InputHash: inputHash(rs, req, vector.HashQuantum),
 		}
 
 		if skip := stageSkip(r, features, maxLocalRisk, haveLocalRisk); skip {
@@ -160,7 +168,7 @@ func maxRiskByScorer(rules []RuleState, scorer string) (max float64, have bool)
 //     example: `new_account_velocity_jev` only fires after
 //     `new_account_velocity` itself looks suspicious).
 //   - max_subject_age_h / min_subject_age_h: run only while
-//     features["subject_age_h"] is within the given bound (design's
+//     features["core.subject_age_h"] is within the given bound (design's
 //     `lure_similarity` stops looking at accounts older than a week).
 //
 // A rule with no `stage` is never skipped by this function.
@@ -174,12 +182,12 @@ func stageSkip(r config.Rule, features map[string]float64, maxLocalRisk float64,
 		}
 	}
 	if v, ok := r.Stage["max_subject_age_h"]; ok {
-		if features["subject_age_h"] > v {
+		if features["core.subject_age_h"] > v {
 			return true
 		}
 	}
 	if v, ok := r.Stage["min_subject_age_h"]; ok {
-		if features["subject_age_h"] < v {
+		if features["core.subject_age_h"] < v {
 			return true
 		}
 	}
@@ -209,10 +217,10 @@ func collectText(text map[string][]string, names []string) []string {
 // currently on record, the benign label (flipping which label counts as
 // "not abusive" changes risk polarity even with an unchanged label SET),
 // and the resolved request — with its Features quantized first (R7 round
-// 2, see quantizeAgeFeaturesForHash). json.Marshal serializes map keys in
+// 2, via Vector.HashQuantum). json.Marshal serializes map keys in
 // sorted order, so the digest doesn't depend on Go's randomized map
 // iteration.
-func inputHash(rs RuleState, req model.ScoreRequest) string {
+func inputHash(rs RuleState, req model.ScoreRequest, quanta map[string]float64) string {
 	payload := struct {
 		Rule          string
 		Scorer        string
@@ -225,7 +233,7 @@ func inputHash(rs RuleState, req model.ScoreRequest) string {
 		Text          []string
 	}{
 		rs.Rule.Name, rs.Rule.Scorer, rs.ScorerVersion, req.RenderVersion, rs.CalibrationID, rs.Rule.BenignLabel,
-		req.Labels, quantizeAgeFeaturesForHash(req.Features), req.Text,
+		req.Labels, quantizeForHash(req.Features, quanta), req.Text,
 	}
 	b, err := json.Marshal(payload)
 	if err != nil {
@@ -247,35 +255,12 @@ func inputHash(rs RuleState, req model.ScoreRequest) string {
 	return hex.EncodeToString(sum[:])
 }
 
-// quantizeAgeFeaturesForHash returns a copy of features with
-// subject_age_h floored to a 1-hour bucket and upgrade_delay_min floored
-// to a 60-minute bucket before hashing (R7 round 2). Proven necessary:
-// both are continuously-drifting elapsed-time features for any subject
-// not yet at internal/feature's clamp ceiling (B5 fix round) — they
-// change on literally every tick even with no new event at all — so
-// hashing them at full precision meant a rule that reads either one
-// (design's shipped new_account_velocity does) never repeated its input
-// hash across two consecutive rounds, permanently defeating
-// SkipInputUnchanged (S6/S7) for exactly new, still-under-clamp accounts,
-// the population this system most needs to score efficiently. A value
-// already AT its clamp ceiling is already a whole-bucket multiple (24 and
-// 1440 both divide evenly), so clamped values are untouched by the floor.
-//
-// Every other feature passes through unchanged: only these two specific,
-// known-continuously-drifting names get bucketed — a feature genuinely
-// changing in value (e.g. resource_total incrementing) must still change
-// the hash exactly as before.
-func quantizeAgeFeaturesForHash(features map[string]float64) map[string]float64 {
-	if len(features) == 0 {
-		return features
-	}
+// quantizeForHash buckets only the hash copy; scorer inputs retain full precision.
+func quantizeForHash(features map[string]float64, quanta map[string]float64) map[string]float64 {
 	out := make(map[string]float64, len(features))
 	for k, v := range features {
-		switch k {
-		case "subject_age_h":
-			v = math.Floor(v)
-		case "upgrade_delay_min":
-			v = math.Floor(v/60) * 60
+		if q := quanta[k]; q > 0 && !math.IsInf(q, 0) {
+			v = math.Floor(v/q) * q
 		}
 		out[k] = v
 	}
@@ -304,7 +289,8 @@ type RuleOutcome struct {
 	ErrorCode string
 	// Reason is a pre-rendered explanation (internal/model's template
 	// explainer, S2/S4) — Combine only forwards it onto the signal.
-	Reason string
+	Reason        string
+	ReasonVersion int
 	// Calibration is accepted for the caller's own bookkeeping but is NOT
 	// consulted by Combine (R7, round 2): the id actually recorded on the
 	// signal always comes from whichever CalibrationSet entry matched (or
@@ -318,16 +304,17 @@ type RuleOutcome struct {
 // the `signals` array in the GET /v1/subjects/{subject} response (design
 // §4.4), minus HTTP-layer concerns (added in S3).
 type Signal struct {
-	Rule        string
-	Mode        config.Mode
-	Status      string // "scored" | "unscored"
-	Risk        float64
-	Flagged     bool
-	Model       string
-	Checkpoint  string
-	Calibration string
-	Reason      string
-	ErrorCode   string
+	Rule          string
+	Mode          config.Mode
+	Status        string // "scored" | "unscored"
+	Risk          float64
+	Flagged       bool
+	Model         string
+	Checkpoint    string
+	Calibration   string
+	Reason        string
+	ReasonVersion int
+	ErrorCode     string
 }
 
 // Verdict is Combine's pure output for one subject's scoring round.
@@ -545,6 +532,7 @@ func Combine(outcomes []RuleOutcome, params CombineParams, calib CalibrationSet)
 		sig.Checkpoint = o.Result.Checkpoint
 		sig.Calibration = calibrationID
 		sig.Reason = o.Reason
+		sig.ReasonVersion = o.ReasonVersion
 		signals = append(signals, sig)
 
 		if o.Rule.Mode == config.ModeAdvise {
diff --git a/internal/core/core_test.go b/internal/core/core_test.go
index 079f033..a57599c 100644
--- a/internal/core/core_test.go
+++ b/internal/core/core_test.go
@@ -6,6 +6,7 @@ import (
 
 	"github.com/tokencanopy/abusekit/internal/config"
 	"github.com/tokencanopy/abusekit/internal/core"
+	"github.com/tokencanopy/abusekit/internal/feature/registry"
 	"github.com/tokencanopy/abusekit/internal/model"
 )
 
@@ -42,15 +43,15 @@ func floatp(f float64) *float64 { return &f }
 // --- Plan ---------------------------------------------------------------
 
 func TestPlan_BuildsRequestFromInputsAndText(t *testing.T) {
-	features := map[string]float64{"subject_age_h": 2, "resource_velocity_1h": 6, "unrelated": 99}
+	features := map[string]float64{"core.subject_age_h": 2, "core.resource_velocity_1h": 6, "unrelated": 99}
 	text := map[string][]string{"subject_line_skeleton": {"urgent action"}, "other_text": {"ignored"}}
 
 	rules := []core.RuleState{
-		{Rule: rule("feature_rule", config.ModeAdvise, withInputs("subject_age_h", "resource_velocity_1h"))},
+		{Rule: rule("feature_rule", config.ModeAdvise, withInputs("core.subject_age_h", "core.resource_velocity_1h"))},
 		{Rule: rule("text_rule", config.ModeShadow, withText("subject_line_skeleton"))},
 	}
 
-	calls := core.Plan(features, text, rules)
+	calls := core.Plan(core.Vector{Values: features, HashQuantum: registry.HashQuanta()}, text, rules)
 	if len(calls) != 2 {
 		t.Fatalf("expected 2 calls, got %d", len(calls))
 	}
@@ -59,7 +60,7 @@ func TestPlan_BuildsRequestFromInputsAndText(t *testing.T) {
 	if featureCall.Skip {
 		t.Fatalf("expected feature_rule not to be skipped")
 	}
-	if got := featureCall.Request.Features; got["subject_age_h"] != 2 || got["resource_velocity_1h"] != 6 {
+	if got := featureCall.Request.Features; got["core.subject_age_h"] != 2 || got["core.resource_velocity_1h"] != 6 {
 		t.Fatalf("unexpected features in request: %#v", got)
 	}
 	if _, ok := featureCall.Request.Features["unrelated"]; ok {
@@ -76,7 +77,7 @@ func TestPlan_MissingFeatureDefaultsToZero(t *testing.T) {
 	rules := []core.RuleState{
 		{Rule: rule("r", config.ModeAdvise, withInputs("never_set"))},
 	}
-	calls := core.Plan(map[string]float64{}, nil, rules)
+	calls := core.Plan(core.Vector{Values: map[string]float64{}, HashQuantum: registry.HashQuanta()}, nil, rules)
 	if v, ok := calls[0].Request.Features["never_set"]; !ok || v != 0 {
 		t.Fatalf("expected missing feature to default to 0, got %#v", calls[0].Request.Features)
 	}
@@ -87,20 +88,20 @@ func TestPlan_SkipsOnUnchangedInputHash(t *testing.T) {
 	r := rule("r", config.ModeAdvise, withInputs("x"))
 
 	// First round: no prior hash, must not skip.
-	first := core.Plan(features, nil, []core.RuleState{{Rule: r}})
+	first := core.Plan(core.Vector{Values: features, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r}})
 	if first[0].Skip {
 		t.Fatalf("expected first round not to skip")
 	}
 
 	// Second round with the same features and the recorded hash: must skip.
-	second := core.Plan(features, nil, []core.RuleState{{Rule: r, LastInputHash: first[0].InputHash}})
+	second := core.Plan(core.Vector{Values: features, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r, LastInputHash: first[0].InputHash}})
 	if !second[0].Skip || second[0].SkipReason != core.SkipInputUnchanged {
 		t.Fatalf("expected second round to skip with reason %q, got skip=%v reason=%q",
 			core.SkipInputUnchanged, second[0].Skip, second[0].SkipReason)
 	}
 
 	// Third round with a changed feature: must not skip, and the hash differs.
-	third := core.Plan(map[string]float64{"x": 2}, nil, []core.RuleState{{Rule: r, LastInputHash: first[0].InputHash}})
+	third := core.Plan(core.Vector{Values: map[string]float64{"x": 2}, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r, LastInputHash: first[0].InputHash}})
 	if third[0].Skip {
 		t.Fatalf("expected a changed feature to avoid the skip")
 	}
@@ -115,7 +116,7 @@ func TestPlan_StageMinLocalRisk(t *testing.T) {
 		withStage(map[string]float64{"min_local_risk": 0.3}))
 
 	// No prior local risk at all -> gated off.
-	calls := core.Plan(map[string]float64{"x": 1}, map[string][]string{"t": {"hi"}}, []core.RuleState{
+	calls := core.Plan(core.Vector{Values: map[string]float64{"x": 1}, HashQuantum: registry.HashQuanta()}, map[string][]string{"t": {"hi"}}, []core.RuleState{
 		{Rule: localRule},
 		{Rule: shadowRule},
 	})
@@ -124,7 +125,7 @@ func TestPlan_StageMinLocalRisk(t *testing.T) {
 	}
 
 	// Prior local risk below the gate -> still gated off.
-	below := core.Plan(map[string]float64{"x": 1}, map[string][]string{"t": {"hi"}}, []core.RuleState{
+	below := core.Plan(core.Vector{Values: map[string]float64{"x": 1}, HashQuantum: registry.HashQuanta()}, map[string][]string{"t": {"hi"}}, []core.RuleState{
 		{Rule: localRule, LastRisk: floatp(0.2)},
 		{Rule: shadowRule},
 	})
@@ -133,7 +134,7 @@ func TestPlan_StageMinLocalRisk(t *testing.T) {
 	}
 
 	// Prior local risk at/above the gate -> runs.
-	above := core.Plan(map[string]float64{"x": 1}, map[string][]string{"t": {"hi"}}, []core.RuleState{
+	above := core.Plan(core.Vector{Values: map[string]float64{"x": 1}, HashQuantum: registry.HashQuanta()}, map[string][]string{"t": {"hi"}}, []core.RuleState{
 		{Rule: localRule, LastRisk: floatp(0.5)},
 		{Rule: shadowRule},
 	})
@@ -155,7 +156,7 @@ func TestPlan_NaNFeatureNeverPermanentlySkips(t *testing.T) {
 	r := rule("r", config.ModeAdvise, withInputs("x"))
 	features := map[string]float64{"x": math.NaN()}
 
-	first := core.Plan(features, nil, []core.RuleState{{Rule: r}})
+	first := core.Plan(core.Vector{Values: features, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r}})
 	if first[0].InputHash != "" {
 		t.Fatalf("expected a NaN feature to produce the empty sentinel hash, got %q", first[0].InputHash)
 	}
@@ -165,7 +166,7 @@ func TestPlan_NaNFeatureNeverPermanentlySkips(t *testing.T) {
 
 	// Simulate the caller recording round 1's (empty) hash, then Plan
 	// running again with the SAME NaN feature: it must still not skip.
-	second := core.Plan(features, nil, []core.RuleState{{Rule: r, LastInputHash: first[0].InputHash}})
+	second := core.Plan(core.Vector{Values: features, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r, LastInputHash: first[0].InputHash}})
 	if second[0].Skip {
 		t.Fatalf("expected a NaN feature to never trigger input_unchanged skipping, even across rounds")
 	}
@@ -182,11 +183,11 @@ func TestPlan_BenignLabelChangeForcesRescore(t *testing.T) {
 	base.Labels = []string{"benign", "abusive"}
 	base.BenignLabel = "benign"
 
-	first := core.Plan(features, nil, []core.RuleState{{Rule: base}})
+	first := core.Plan(core.Vector{Values: features, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: base}})
 
 	changed := base
 	changed.BenignLabel = "abusive" // same Labels list, different benign label
-	second := core.Plan(features, nil, []core.RuleState{{Rule: changed, LastInputHash: first[0].InputHash}})
+	second := core.Plan(core.Vector{Values: features, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: changed, LastInputHash: first[0].InputHash}})
 
 	if second[0].InputHash == first[0].InputHash {
 		t.Fatalf("expected a benign_label change to change the input hash")
@@ -205,8 +206,8 @@ func TestPlan_ScorerVersionChangeForcesRescore(t *testing.T) {
 	features := map[string]float64{"x": 1}
 	r := rule("r", config.ModeAdvise, withInputs("x"))
 
-	v1 := core.Plan(features, nil, []core.RuleState{{Rule: r, ScorerVersion: "weights-v1"}})
-	v2 := core.Plan(features, nil, []core.RuleState{{Rule: r, ScorerVersion: "weights-v2", LastInputHash: v1[0].InputHash}})
+	v1 := core.Plan(core.Vector{Values: features, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r, ScorerVersion: "weights-v1"}})
+	v2 := core.Plan(core.Vector{Values: features, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r, ScorerVersion: "weights-v2", LastInputHash: v1[0].InputHash}})
 
 	if v2[0].InputHash == v1[0].InputHash {
 		t.Fatalf("expected a ScorerVersion change to change the input hash")
@@ -223,8 +224,8 @@ func TestPlan_CalibrationIDChangeForcesRescore(t *testing.T) {
 	features := map[string]float64{"x": 1}
 	r := rule("r", config.ModeAdvise, withInputs("x"))
 
-	c1 := core.Plan(features, nil, []core.RuleState{{Rule: r, CalibrationID: "cal_1"}})
-	c2 := core.Plan(features, nil, []core.RuleState{{Rule: r, CalibrationID: "cal_2", LastInputHash: c1[0].InputHash}})
+	c1 := core.Plan(core.Vector{Values: features, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r, CalibrationID: "cal_1"}})
+	c2 := core.Plan(core.Vector{Values: features, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r, CalibrationID: "cal_2", LastInputHash: c1[0].InputHash}})
 
 	if c2[0].InputHash == c1[0].InputHash {
 		t.Fatalf("expected a CalibrationID change to change the input hash")
@@ -235,7 +236,7 @@ func TestPlan_CalibrationIDChangeForcesRescore(t *testing.T) {
 }
 
 // TestPlan_AgeDriftWithinAnHourBucketStillSkips is R7 round 2. Proven:
-// subject_age_h and upgrade_delay_min (internal/feature's B5 fix round)
+// core.subject_age_h and core.upgrade_delay_min (internal/feature's B5 fix round)
 // are continuously-drifting elapsed-time features for any subject not yet
 // at their clamp ceiling — they change on literally every tick, even with
 // no new event at all — so hashing them at full precision meant a rule
@@ -243,20 +244,20 @@ func TestPlan_CalibrationIDChangeForcesRescore(t *testing.T) {
 // NEVER skipped as input_unchanged for exactly the population — new,
 // still-under-clamp accounts — this system most needs to score
 // efficiently. The hash must instead be stable within a 1-hour bucket for
-// subject_age_h and a 60-minute bucket for upgrade_delay_min, so a round
+// core.subject_age_h and a 60-minute bucket for core.upgrade_delay_min, so a round
 // with no OTHER relevant change reuses the prior verdict.
 func TestPlan_AgeDriftWithinAnHourBucketStillSkips(t *testing.T) {
-	r := rule("r", config.ModeAdvise, withInputs("subject_age_h", "upgrade_delay_min"))
+	r := rule("r", config.ModeAdvise, withInputs("core.subject_age_h", "core.upgrade_delay_min"))
 
-	first := core.Plan(map[string]float64{"subject_age_h": 5.05, "upgrade_delay_min": 303}, nil, []core.RuleState{{Rule: r}})
+	first := core.Plan(core.Vector{Values: map[string]float64{"core.subject_age_h": 5.05, "core.upgrade_delay_min": 303}, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r}})
 	if first[0].Skip {
 		t.Fatalf("expected the first round not to skip")
 	}
 
 	t.Run("drift within the same hour/60-minute bucket still skips", func(t *testing.T) {
-		second := core.Plan(map[string]float64{"subject_age_h": 5.75, "upgrade_delay_min": 345}, nil, []core.RuleState{{Rule: r, LastInputHash: first[0].InputHash}})
+		second := core.Plan(core.Vector{Values: map[string]float64{"core.subject_age_h": 5.75, "core.upgrade_delay_min": 345}, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r, LastInputHash: first[0].InputHash}})
 		if second[0].InputHash != first[0].InputHash {
-			t.Fatalf("expected subject_age_h 5.05->5.75 and upgrade_delay_min 303->345 (same hour/60-min bucket) to hash identically")
+			t.Fatalf("expected core.subject_age_h 5.05->5.75 and core.upgrade_delay_min 303->345 (same hour/60-min bucket) to hash identically")
 		}
 		if !second[0].Skip || second[0].SkipReason != core.SkipInputUnchanged {
 			t.Fatalf("expected a same-bucket drift to skip as input_unchanged, got skip=%v reason=%q", second[0].Skip, second[0].SkipReason)
@@ -264,7 +265,7 @@ func TestPlan_AgeDriftWithinAnHourBucketStillSkips(t *testing.T) {
 	})
 
 	t.Run("crossing into the next hour/60-minute bucket does not skip", func(t *testing.T) {
-		third := core.Plan(map[string]float64{"subject_age_h": 6.02, "upgrade_delay_min": 361}, nil, []core.RuleState{{Rule: r, LastInputHash: first[0].InputHash}})
+		third := core.Plan(core.Vector{Values: map[string]float64{"core.subject_age_h": 6.02, "core.upgrade_delay_min": 361}, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r, LastInputHash: first[0].InputHash}})
 		if third[0].InputHash == first[0].InputHash {
 			t.Fatalf("expected crossing into hour 6 / minute-bucket 360 to change the input hash")
 		}
@@ -274,11 +275,11 @@ func TestPlan_AgeDriftWithinAnHourBucketStillSkips(t *testing.T) {
 	})
 
 	t.Run("a genuinely different non-time feature is unaffected by quantization", func(t *testing.T) {
-		r2 := rule("r2", config.ModeAdvise, withInputs("subject_age_h", "resource_total"))
-		f1 := core.Plan(map[string]float64{"subject_age_h": 5.05, "resource_total": 3}, nil, []core.RuleState{{Rule: r2}})
-		f2 := core.Plan(map[string]float64{"subject_age_h": 5.75, "resource_total": 4}, nil, []core.RuleState{{Rule: r2, LastInputHash: f1[0].InputHash}})
+		r2 := rule("r2", config.ModeAdvise, withInputs("core.subject_age_h", "core.resource_total"))
+		f1 := core.Plan(core.Vector{Values: map[string]float64{"core.subject_age_h": 5.05, "core.resource_total": 3}, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r2}})
+		f2 := core.Plan(core.Vector{Values: map[string]float64{"core.subject_age_h": 5.75, "core.resource_total": 4}, HashQuantum: registry.HashQuanta()}, nil, []core.RuleState{{Rule: r2, LastInputHash: f1[0].InputHash}})
 		if f2[0].InputHash == f1[0].InputHash {
-			t.Fatalf("expected a real resource_total change to still change the input hash despite subject_age_h's quantization")
+			t.Fatalf("expected a real core.resource_total change to still change the input hash despite core.subject_age_h's quantization")
 		}
 	})
 }
@@ -286,12 +287,12 @@ func TestPlan_AgeDriftWithinAnHourBucketStillSkips(t *testing.T) {
 func TestPlan_StageSubjectAge(t *testing.T) {
 	old := rule("old_gate", config.ModeShadow, withText("t"), withStage(map[string]float64{"max_subject_age_h": 168}))
 
-	young := core.Plan(map[string]float64{"subject_age_h": 10}, map[string][]string{"t": {"x"}}, []core.RuleState{{Rule: old}})
+	young := core.Plan(core.Vector{Values: map[string]float64{"core.subject_age_h": 10}, HashQuantum: registry.HashQuanta()}, map[string][]string{"t": {"x"}}, []core.RuleState{{Rule: old}})
 	if young[0].Skip {
 		t.Fatalf("expected a young subject to pass max_subject_age_h")
 	}
 
-	agedOut := core.Plan(map[string]float64{"subject_age_h": 200}, map[string][]string{"t": {"x"}}, []core.RuleState{{Rule: old}})
+	agedOut := core.Plan(core.Vector{Values: map[string]float64{"core.subject_age_h": 200}, HashQuantum: registry.HashQuanta()}, map[string][]string{"t": {"x"}}, []core.RuleState{{Rule: old}})
 	if !agedOut[0].Skip {
 		t.Fatalf("expected an old subject to be stage-skipped by max_subject_age_h")
 	}
diff --git a/internal/core/namespace_test.go b/internal/core/namespace_test.go
new file mode 100644
index 0000000..093c153
--- /dev/null
+++ b/internal/core/namespace_test.go
@@ -0,0 +1,54 @@
+package core_test
+
+import (
+	"encoding/json"
+	"github.com/tokencanopy/abusekit/internal/core"
+	"go/ast"
+	"go/parser"
+	"go/token"
+	"os"
+	"strconv"
+	"strings"
+	"testing"
+)
+
+func TestVectorCustomHashQuantumPreservesScorerValues(t *testing.T) {
+	r := rule("example", "advise", withInputs("custom.elapsed"))
+	a := core.Plan(core.Vector{Values: map[string]float64{"custom.elapsed": 25}, HashQuantum: map[string]float64{"custom.elapsed": 10}}, nil, []core.RuleState{{Rule: r}})
+	b := core.Plan(core.Vector{Values: map[string]float64{"custom.elapsed": 29}, HashQuantum: map[string]float64{"custom.elapsed": 10}}, nil, []core.RuleState{{Rule: r, LastInputHash: a[0].InputHash}})
+	if !b[0].Skip || b[0].Request.Features["custom.elapsed"] != 29 {
+		t.Fatal("metadata quantum must bucket hash only")
+	}
+	c := core.Plan(core.Vector{Values: map[string]float64{"custom.elapsed": 30}, HashQuantum: map[string]float64{"custom.elapsed": 10}}, nil, []core.RuleState{{Rule: r, LastInputHash: a[0].InputHash}})
+	if c[0].Skip {
+		t.Fatal("quantum boundary did not rescore")
+	}
+}
+
+func TestCoreHasNoFlatFeatureLiterals(t *testing.T) {
+	b, err := os.ReadFile("../../eval/testdata/rename-map.json")
+	if err != nil {
+		t.Fatal(err)
+	}
+	var old map[string]string
+	if err = json.Unmarshal(b, &old); err != nil {
+		t.Fatal(err)
+	}
+	files, err := parser.ParseDir(token.NewFileSet(), ".", func(info os.FileInfo) bool { return !strings.HasSuffix(info.Name(), "_test.go") }, 0)
+	if err != nil {
+		t.Fatal(err)
+	}
+	for _, pkg := range files {
+		for name, f := range pkg.Files {
+			ast.Inspect(f, func(n ast.Node) bool {
+				if lit, ok := n.(*ast.BasicLit); ok && lit.Kind == token.STRING {
+					v, _ := strconv.Unquote(lit.Value)
+					if next, exists := old[v]; exists {
+						t.Errorf("%s uses flat %q; want %q", name, v, next)
+					}
+				}
+				return true
+			})
+		}
+	}
+}
diff --git a/internal/feature/brand.go b/internal/feature/brand.go
index d81dbac..78283e4 100644
--- a/internal/feature/brand.go
+++ b/internal/feature/brand.go
@@ -33,7 +33,7 @@ type BrandEntry struct {
 
 // BrandSet is a loaded, ready-to-match set of brand names (config/brands.yaml).
 // The zero value matches nothing — a caller that hasn't loaded a brand list
-// simply gets name_brand_match held at 0, never a panic or an error.
+// simply gets brand.name_match held at 0, never a panic or an error.
 //
 // Matching is WORD/TOKEN-boundary-aware (S3 fix round — the original v0
 // substring check produced both false positives, "Pineapple"/"Grapple"/
@@ -60,7 +60,7 @@ type BrandEntry struct {
 //
 // brandWords is one pre-tokenized name/alias word sequence, tagged with
 // the CANONICAL brand name (BrandEntry.Name) it belongs to — S2b:
-// subject_brand_match needs to count DISTINCT brands, so a match has to
+// email.subject_brand_match needs to count DISTINCT brands, so a match has to
 // be traceable back to which brand identity fired, not just "something
 // matched" (the original bool-only Matches contract).
 type brandWords struct {
@@ -182,7 +182,7 @@ func hasIntegrationToken(words []string) bool {
 //
 // Applied ONLY to subject-line matching (MatchedBrandNamesForSubject),
 // NEVER to a resource/agent NAME (MatchedBrandNames) — R3: an earlier
-// round applied it to both, which suppressed name_brand_match for an
+// round applied it to both, which suppressed brand.name_match for an
 // ordinary agent name like "<brand> Support Chat".
 var communityPhraseWords = [][]string{
 	{"group", "meetup"},
@@ -236,7 +236,7 @@ func (b BrandSet) Matches(text string) bool {
 // (BrandEntry.Name — an entry matched via an alias still reports its
 // canonical name, never the alias text) whose word sequence appears in
 // text, applying the integration-token gate — this is the matcher
-// name_brand_match uses against a resource/agent's raw name. The
+// brand.name_match uses against a resource/agent's raw name. The
 // community-phrase gate (R3 fix round) does NOT apply here — see
 // MatchedBrandNamesForSubject for the subject-line-specific variant that
 // does.
@@ -248,7 +248,7 @@ func (b BrandSet) MatchedBrandNames(text string) map[string]struct{} {
 	return b.matched(text, true, false)
 }
 
-// MatchedBrandNamesForSubject is subject_brand_match's matcher (S2b's S1
+// MatchedBrandNamesForSubject is email.subject_brand_match's matcher (S2b's S1
 // fix round): brands are matched WITHOUT gating on words inside the
 // subject line itself the way MatchedBrandNames' integration-token gate
 // does — a bulk-phishing subject routinely contains "tracking" or "api"
diff --git a/internal/feature/brand_test.go b/internal/feature/brand_test.go
index 541bdde..4de9c71 100644
--- a/internal/feature/brand_test.go
+++ b/internal/feature/brand_test.go
@@ -322,7 +322,7 @@ func TestBrandSet_CaseSensitiveShortToken(t *testing.T) {
 // integrationTokens.
 // TestBrandSet_NameMatchingNeverCommunityGated is round 2's R3: the
 // community-context gate applies ONLY to subject-line matching, never to
-// a resource/agent NAME — restores name_brand_match for a name like
+// a resource/agent NAME — restores brand.name_match for a name like
 // "<brand> Support Chat" or "<brand> Group Meetup Organizer".
 func TestBrandSet_NameMatchingNeverCommunityGated(t *testing.T) {
 	brands := NewBrandSet([]BrandEntry{{Name: "Fictabook"}})
diff --git a/internal/feature/feature.go b/internal/feature/feature.go
index 3375124..e201092 100644
--- a/internal/feature/feature.go
+++ b/internal/feature/feature.go
@@ -14,6 +14,7 @@ package feature
 import (
 	"context"
 	"fmt"
+	"github.com/tokencanopy/abusekit/internal/feature/registry"
 	"math"
 	"time"
 
@@ -33,7 +34,7 @@ const resourceKindKey = "key"
 // subjectAgeClampHours and upgradeDelayClampMinutes bound the two
 // unbounded-by-construction time features (B5 fix round, proven to
 // otherwise swamp the local scorer's linear model for a multi-day-old
-// account: a 14-day-old dormant-then-blast subject's raw upgrade_delay_min
+// account: a 14-day-old dormant-then-blast subject's raw core.upgrade_delay_min
 // alone could run into the tens of thousands). Both features saturate at
 // 24h once an account is at least that old/that far from a paid upgrade,
 // which is exactly the design's own suggested treatment.
@@ -51,7 +52,7 @@ const (
 // meaningful past this point" ceiling of its own.
 const selfSendBeforeExternalCap = 2
 
-// firstDayDistinctDomainsLogScale scales first_day_distinct_domains'
+// firstDayDistinctDomainsLogScale scales email.first_day_distinct_domains'
 // log1p(n) curve (D2 round 3) so that n=10 reproduces EXACTLY the
 // contribution R1 round 2's hard cap of 10 gave it — chosen so
 // config/local_weights.yaml's weight for this feature didn't need to
@@ -67,40 +68,16 @@ const selfSendBeforeExternalCap = 2
 // zero.
 var firstDayDistinctDomainsLogScale = 10 / math.Log1p(10)
 
-// Names is the ordered, canonical list of every v0 feature Extract
-// computes — matching design §4.5's new_account_velocity inputs list
-// exactly. cmd/abusekit builds its FeatureSet from this (not a
-// hand-copied literal) so the registered feature names and what Extract
-// actually computes can never drift apart. Order doesn't affect scoring
-// (internal/core.Plan/Combine only ever look features up by name via
-// Features.Map) but is fixed for deterministic iteration/output.
-var Names = []string{
-	"subject_age_h",
-	"resource_velocity_1h",
-	"resource_total",
-	"key_velocity_1h",
-	"key_total",
-	"upgrade_delay_min",
-	"upgraded",
-	"declines_before_first_success",
-	"first_funding_prepaid",
-	"name_brand_match",
-	"name_has_at",
-	"first_day_distinct_domains",
-	"self_send_before_external",
-	"linked_deleted_n",
-	"linked_labelled_abusive_n",
-	"fingerprint_seen_on_other_subjects",
-	"neighbors_truncated",
-	"burst_ratio_24h_vs_lifetime",
-	"sends_10m_max",
-	"sends_1h",
-	"sends_first_day",
-	"webmail_recipient_share",
-	"webmail_sends_1h",
-	"distinct_recipients_1h",
-	"subject_brand_match",
-}
+// KeySpace names the serialized feature contract. Registry order preserves the
+// legacy local scorer's arithmetic independently of feature spelling.
+const KeySpace = registry.KeySpace
+
+type FeatureDef = registry.FeatureDef
+
+var Names = registry.Names()
+
+func Definitions() []FeatureDef      { return registry.Definitions() }
+func HashQuanta() map[string]float64 { return registry.HashQuanta() }
 
 // Features is one subject's v0 feature vector (design §4.5), as of the
 // instant a Windows value fixes. A subject with no events yet is the zero
@@ -110,7 +87,7 @@ type Features struct {
 	// Windows.Now, floored at 0 (a clock-skewed event slightly in the
 	// future would otherwise make this negative) and capped at
 	// subjectAgeClampHours (B5: an old account must not swamp the linear
-	// model through this feature alone — burst_ratio_24h_vs_lifetime is
+	// model through this feature alone — core.burst_ratio_24h_vs_lifetime is
 	// what actually distinguishes "old and quiet" from "old and just
 	// burst").
 	SubjectAgeH float64
@@ -201,7 +178,7 @@ type Features struct {
 	// NeighborsTruncated is 1 when the same-tenant neighbour discovery
 	// backing the linked_* features above hit design §4.2's fan-in cap (S1
 	// fix round: the design explicitly calls for surfacing this as a
-	// feature — "neighbors_truncated=true (a feature)" — rather than
+	// feature — "core.neighbors_truncated=true (a feature)" — rather than
 	// silently under-counting evidence when a link key fans out wide).
 	NeighborsTruncated float64
 	// BurstRatio24hVsLifetime is the fraction of the subject's lifetime
@@ -274,31 +251,31 @@ type Features struct {
 // Combine consume (via a rule's `inputs` selecting a subset by name).
 func (f Features) Map() map[string]float64 {
 	return map[string]float64{
-		"subject_age_h":                      f.SubjectAgeH,
-		"resource_velocity_1h":               f.ResourceVelocity1h,
-		"resource_total":                     f.ResourceTotal,
-		"key_velocity_1h":                    f.KeyVelocity1h,
-		"key_total":                          f.KeyTotal,
-		"upgrade_delay_min":                  f.UpgradeDelayMin,
-		"upgraded":                           f.Upgraded,
-		"declines_before_first_success":      f.DeclinesBeforeFirstSuccess,
-		"first_funding_prepaid":              f.FirstFundingPrepaid,
-		"name_brand_match":                   f.NameBrandMatch,
-		"name_has_at":                        f.NameHasAt,
-		"first_day_distinct_domains":         f.FirstDayDistinctDomains,
-		"self_send_before_external":          f.SelfSendBeforeExternal,
-		"linked_deleted_n":                   f.LinkedDeletedN,
-		"linked_labelled_abusive_n":          f.LinkedLabelledAbusiveN,
-		"fingerprint_seen_on_other_subjects": f.FingerprintSeenOnOtherSubjects,
-		"neighbors_truncated":                f.NeighborsTruncated,
-		"burst_ratio_24h_vs_lifetime":        f.BurstRatio24hVsLifetime,
-		"sends_10m_max":                      f.Sends10mMax,
-		"sends_1h":                           f.Sends1h,
-		"sends_first_day":                    f.SendsFirstDay,
-		"webmail_recipient_share":            f.WebmailRecipientShare,
-		"webmail_sends_1h":                   f.WebmailSends1h,
-		"distinct_recipients_1h":             f.DistinctRecipients1h,
-		"subject_brand_match":                f.SubjectBrandMatch,
+		"core.subject_age_h":                      f.SubjectAgeH,
+		"core.resource_velocity_1h":               f.ResourceVelocity1h,
+		"core.resource_total":                     f.ResourceTotal,
+		"core.credential_velocity_1h":             f.KeyVelocity1h,
+		"core.credential_total":                   f.KeyTotal,
+		"core.upgrade_delay_min":                  f.UpgradeDelayMin,
+		"core.upgraded":                           f.Upgraded,
+		"core.declines_before_first_success":      f.DeclinesBeforeFirstSuccess,
+		"core.first_funding_prepaid":              f.FirstFundingPrepaid,
+		"brand.name_match":                        f.NameBrandMatch,
+		"brand.name_has_at":                       f.NameHasAt,
+		"email.first_day_distinct_domains":        f.FirstDayDistinctDomains,
+		"email.self_send_before_external":         f.SelfSendBeforeExternal,
+		"core.linked_deleted_n":                   f.LinkedDeletedN,
+		"core.linked_labelled_abusive_n":          f.LinkedLabelledAbusiveN,
+		"core.fingerprint_seen_on_other_subjects": f.FingerprintSeenOnOtherSubjects,
+		"core.neighbors_truncated":                f.NeighborsTruncated,
+		"core.burst_ratio_24h_vs_lifetime":        f.BurstRatio24hVsLifetime,
+		"email.sends_10m_max":                     f.Sends10mMax,
+		"email.sends_1h":                          f.Sends1h,
+		"email.sends_first_day":                   f.SendsFirstDay,
+		"email.webmail_recipient_share":           f.WebmailRecipientShare,
+		"email.webmail_sends_1h":                  f.WebmailSends1h,
+		"email.distinct_recipients_1h":            f.DistinctRecipients1h,
+		"email.subject_brand_match":               f.SubjectBrandMatch,
 	}
 }
 
@@ -399,9 +376,9 @@ type Result struct {
 //
 // neighbors nil is treated as NoNeighbors, a convenience for a caller (or
 // test) that doesn't care about the linked_* features. brands' zero value
-// (BrandSet{}) holds name_brand_match/subject_brand_match at 0; webmail's
-// zero value (WebmailSet{}) holds webmail_recipient_share/
-// webmail_sends_1h at 0 (S2b).
+// (BrandSet{}) holds brand.name_match/email.subject_brand_match at 0; webmail's
+// zero value (WebmailSet{}) holds email.webmail_recipient_share/
+// email.webmail_sends_1h at 0 (S2b).
 func Extract(ctx context.Context, tenant, subject string, events []event.Event, neighbors Neighbors, windows Windows, brands BrandSet, webmail WebmailSet) (Result, error) {
 	if windows.Now.IsZero() {
 		return Result{}, fmt.Errorf("feature: windows.Now must be set")
@@ -486,7 +463,7 @@ func boolToFloat(b bool) float64 {
 	return 0
 }
 
-// saturate caps n at max (S1 fix round: linked_deleted_n's saturating cap).
+// saturate caps n at max (S1 fix round: core.linked_deleted_n's saturating cap).
 func saturate(n, max int) float64 {
 	if n > max {
 		n = max
diff --git a/internal/feature/feature_test.go b/internal/feature/feature_test.go
index eb88082..6dc1bb0 100644
--- a/internal/feature/feature_test.go
+++ b/internal/feature/feature_test.go
@@ -261,16 +261,16 @@ func TestResourceCount_VelocityAndTotal(t *testing.T) {
 	now := at(2*time.Hour + 30*time.Minute)
 
 	if got := resourceCount(events, "", now, time.Hour); got != 1 {
-		t.Errorf("resource_velocity_1h = %v, want 1 (only r3 is within the last hour)", got)
+		t.Errorf("core.resource_velocity_1h = %v, want 1 (only r3 is within the last hour)", got)
 	}
 	if got := resourceCount(events, "", now, 0); got != 3 {
-		t.Errorf("resource_total = %v, want 3 (resource.created only, not resource.deleted)", got)
+		t.Errorf("core.resource_total = %v, want 3 (resource.created only, not resource.deleted)", got)
 	}
 	if got := resourceCount(events, "key", now, 0); got != 1 {
-		t.Errorf("key_total = %v, want 1", got)
+		t.Errorf("core.credential_total = %v, want 1", got)
 	}
 	if got := resourceCount(events, "key", now, time.Hour); got != 0 {
-		t.Errorf("key_velocity_1h = %v, want 0 (the one key is 2h old)", got)
+		t.Errorf("core.credential_velocity_1h = %v, want 0 (the one key is 2h old)", got)
 	}
 }
 
@@ -284,7 +284,7 @@ func TestResourceCount_KindNormalization(t *testing.T) {
 	}
 	now := at(time.Minute)
 	if got := resourceCount(events, "key", now, 0); got != 3 {
-		t.Errorf("key_total with mixed-case/whitespace kind = %v, want 3", got)
+		t.Errorf("core.credential_total with mixed-case/whitespace kind = %v, want 3", got)
 	}
 }
 
@@ -296,7 +296,7 @@ func TestUpgradeDelayMinutes(t *testing.T) {
 		}
 		got := upgradeDelayMinutes(events, base, at(time.Hour))
 		if got != 16 {
-			t.Errorf("upgrade_delay_min = %v, want 16", got)
+			t.Errorf("core.upgrade_delay_min = %v, want 16", got)
 		}
 	})
 	t.Run("a trialing subscription with a price is NOT an upgrade (R5, round 2)", func(t *testing.T) {
@@ -305,11 +305,11 @@ func TestUpgradeDelayMinutes(t *testing.T) {
 			ev("u1", "subscription.changed", 16*time.Minute, map[string]any{"plan": "plan_b", "status": "trialing", "amount_minor": float64(2900)}),
 		}
 		if u := upgraded(events); u != 0 {
-			t.Errorf("upgraded = %v, want 0 for a trialing subscription (a price on file is not the same as actually being charged)", u)
+			t.Errorf("core.upgraded = %v, want 0 for a trialing subscription (a price on file is not the same as actually being charged)", u)
 		}
 		got := upgradeDelayMinutes(events, base, at(45*time.Minute))
 		if got != 45 {
-			t.Errorf("upgrade_delay_min = %v, want 45 (falls back to elapsed-so-far; the trialing event must not count as the upgrade)", got)
+			t.Errorf("core.upgrade_delay_min = %v, want 45 (falls back to elapsed-so-far; the trialing event must not count as the upgrade)", got)
 		}
 	})
 	t.Run("active status with a price after a trialing one: only the active one counts", func(t *testing.T) {
@@ -319,11 +319,11 @@ func TestUpgradeDelayMinutes(t *testing.T) {
 			ev("u2", "subscription.changed", 20*time.Minute, map[string]any{"plan": "plan_b", "status": "active", "amount_minor": float64(2900)}),
 		}
 		if u := upgraded(events); u != 1 {
-			t.Errorf("upgraded = %v, want 1", u)
+			t.Errorf("core.upgraded = %v, want 1", u)
 		}
 		got := upgradeDelayMinutes(events, base, at(time.Hour))
 		if got != 20 {
-			t.Errorf("upgrade_delay_min = %v, want 20 (the active event, not the earlier trialing one)", got)
+			t.Errorf("core.upgrade_delay_min = %v, want 20 (the active event, not the earlier trialing one)", got)
 		}
 	})
 	t.Run("a free-plan change is not an upgrade (B5, proven)", func(t *testing.T) {
@@ -333,30 +333,30 @@ func TestUpgradeDelayMinutes(t *testing.T) {
 		}
 		got := upgradeDelayMinutes(events, base, at(45*time.Minute))
 		if got != 45 {
-			t.Errorf("upgrade_delay_min = %v, want 45 (falls back to elapsed-so-far; the free-plan event must not count)", got)
+			t.Errorf("core.upgrade_delay_min = %v, want 45 (falls back to elapsed-so-far; the free-plan event must not count)", got)
 		}
 		if u := upgraded(events); u != 0 {
-			t.Errorf("upgraded = %v, want 0 for a free-plan change", u)
+			t.Errorf("core.upgraded = %v, want 0 for a free-plan change", u)
 		}
 	})
 	t.Run("a subscription.changed with no amount_minor at all is not an upgrade", func(t *testing.T) {
 		events := []event.Event{ev("u1", "subscription.changed", time.Minute, map[string]any{"plan": "free"})}
 		if u := upgraded(events); u != 0 {
-			t.Errorf("upgraded = %v, want 0", u)
+			t.Errorf("core.upgraded = %v, want 0", u)
 		}
 	})
 	t.Run("no upgrade yet: falls back to minutes elapsed so far", func(t *testing.T) {
 		events := []event.Event{ev("s1", "subject.created", 0, nil)}
 		got := upgradeDelayMinutes(events, base, at(45*time.Minute))
 		if got != 45 {
-			t.Errorf("upgrade_delay_min = %v, want 45", got)
+			t.Errorf("core.upgrade_delay_min = %v, want 45", got)
 		}
 	})
 	t.Run("clamps at 24h even for a very old non-upgraded account (B5, proven)", func(t *testing.T) {
 		events := []event.Event{ev("s1", "subject.created", 0, nil)}
 		got := upgradeDelayMinutes(events, base, at(14*24*time.Hour))
 		if got != upgradeDelayClampMinutes {
-			t.Errorf("upgrade_delay_min = %v, want the clamp ceiling %v", got, upgradeDelayClampMinutes)
+			t.Errorf("core.upgrade_delay_min = %v, want the clamp ceiling %v", got, upgradeDelayClampMinutes)
 		}
 	})
 	t.Run("out-of-order delivery: earliest PAID subscription.changed wins regardless of slice order", func(t *testing.T) {
@@ -366,7 +366,7 @@ func TestUpgradeDelayMinutes(t *testing.T) {
 		}
 		got := upgradeDelayMinutes(events, base, at(time.Hour))
 		if got != 5 {
-			t.Errorf("upgrade_delay_min = %v, want 5 (the earliest event, even though it's later in the slice)", got)
+			t.Errorf("core.upgrade_delay_min = %v, want 5 (the earliest event, even though it's later in the slice)", got)
 		}
 	})
 	t.Run("a free change before a later paid one: only the paid one counts", func(t *testing.T) {
@@ -376,10 +376,10 @@ func TestUpgradeDelayMinutes(t *testing.T) {
 		}
 		got := upgradeDelayMinutes(events, base, at(time.Hour))
 		if got != 10 {
-			t.Errorf("upgrade_delay_min = %v, want 10 (the first PAID event, not the earlier free one)", got)
+			t.Errorf("core.upgrade_delay_min = %v, want 10 (the first PAID event, not the earlier free one)", got)
 		}
 		if u := upgraded(events); u != 1 {
-			t.Errorf("upgraded = %v, want 1", u)
+			t.Errorf("core.upgraded = %v, want 1", u)
 		}
 	})
 }
@@ -393,7 +393,7 @@ func TestDeclinesBeforeFirstSuccess(t *testing.T) {
 			ev("p4", "payment.attempt", 30*time.Second, map[string]any{"outcome": "declined"}), // after success: not counted
 		}
 		if got := declinesBeforeFirstSuccess(events); got != 2 {
-			t.Errorf("declines_before_first_success = %v, want 2", got)
+			t.Errorf("core.declines_before_first_success = %v, want 2", got)
 		}
 	})
 	t.Run("no success yet: counts every decline so far", func(t *testing.T) {
@@ -403,7 +403,7 @@ func TestDeclinesBeforeFirstSuccess(t *testing.T) {
 			ev("p3", "payment.attempt", 20*time.Second, map[string]any{"outcome": "blocked"}),
 		}
 		if got := declinesBeforeFirstSuccess(events); got != 2 {
-			t.Errorf("declines_before_first_success = %v, want 2", got)
+			t.Errorf("core.declines_before_first_success = %v, want 2", got)
 		}
 	})
 	t.Run("out-of-order delivery: a decline delivered after success but timestamped before it still counts", func(t *testing.T) {
@@ -412,7 +412,7 @@ func TestDeclinesBeforeFirstSuccess(t *testing.T) {
 			ev("p1", "payment.attempt", 10*time.Second, map[string]any{"outcome": "declined"}), // earlier At, delivered second
 		}
 		if got := declinesBeforeFirstSuccess(events); got != 1 {
-			t.Errorf("declines_before_first_success = %v, want 1", got)
+			t.Errorf("core.declines_before_first_success = %v, want 1", got)
 		}
 	})
 }
@@ -424,7 +424,7 @@ func TestFirstFundingPrepaid(t *testing.T) {
 			ev("p2", "payment.attempt", 10*time.Second, map[string]any{"outcome": "succeeded", "funding": "prepaid"}),
 		}
 		if got := firstFundingPrepaid(events); got != 1 {
-			t.Errorf("first_funding_prepaid = %v, want 1", got)
+			t.Errorf("core.first_funding_prepaid = %v, want 1", got)
 		}
 	})
 	t.Run("first success is not prepaid", func(t *testing.T) {
@@ -432,13 +432,13 @@ func TestFirstFundingPrepaid(t *testing.T) {
 			ev("p1", "payment.attempt", 0, map[string]any{"outcome": "succeeded", "funding": "credit"}),
 		}
 		if got := firstFundingPrepaid(events); got != 0 {
-			t.Errorf("first_funding_prepaid = %v, want 0", got)
+			t.Errorf("core.first_funding_prepaid = %v, want 0", got)
 		}
 	})
 	t.Run("no success yet", func(t *testing.T) {
 		events := []event.Event{ev("p1", "payment.attempt", 0, map[string]any{"outcome": "declined", "funding": "prepaid"})}
 		if got := firstFundingPrepaid(events); got != 0 {
-			t.Errorf("first_funding_prepaid = %v, want 0", got)
+			t.Errorf("core.first_funding_prepaid = %v, want 0", got)
 		}
 	})
 	t.Run("out-of-order delivery: chronologically-first success decides, not delivery order", func(t *testing.T) {
@@ -447,7 +447,7 @@ func TestFirstFundingPrepaid(t *testing.T) {
 			ev("p1", "payment.attempt", 10*time.Second, map[string]any{"outcome": "succeeded", "funding": "prepaid"}),
 		}
 		if got := firstFundingPrepaid(events); got != 1 {
-			t.Errorf("first_funding_prepaid = %v, want 1 (the earlier success, funding=prepaid)", got)
+			t.Errorf("core.first_funding_prepaid = %v, want 1 (the earlier success, funding=prepaid)", got)
 		}
 	})
 }
@@ -466,27 +466,27 @@ func TestNameBrandMatchAndHasAt(t *testing.T) {
 	t.Run("brand match on the raw name", func(t *testing.T) {
 		events := []event.Event{ev("r1", "resource.created", 0, map[string]any{"name": "PayPal Support"})}
 		if got := boolToFloat(len(namedBrandNames(events, brands)) > 0); got != 1 {
-			t.Errorf("name_brand_match = %v, want 1", got)
+			t.Errorf("brand.name_match = %v, want 1", got)
 		}
 	})
 	t.Run("no brand match", func(t *testing.T) {
 		events := []event.Event{ev("r1", "resource.created", 0, map[string]any{"name": "Notifications Agent"})}
 		if got := boolToFloat(len(namedBrandNames(events, brands)) > 0); got != 0 {
-			t.Errorf("name_brand_match = %v, want 0", got)
+			t.Errorf("brand.name_match = %v, want 0", got)
 		}
 	})
 	t.Run("empty BrandSet never matches", func(t *testing.T) {
 		events := []event.Event{ev("r1", "resource.created", 0, map[string]any{"name": "PayPal Support"})}
 		if got := boolToFloat(len(namedBrandNames(events, BrandSet{})) > 0); got != 0 {
-			t.Errorf("name_brand_match with an empty BrandSet = %v, want 0", got)
+			t.Errorf("brand.name_match with an empty BrandSet = %v, want 0", got)
 		}
 	})
 	t.Run("has_at checks the RAW name, not a folded form", func(t *testing.T) {
 		// '@' folds to 'a' in Skeleton (event.Skeleton's leetspeak table), so
-		// name_has_at must read the raw "name" field.
+		// brand.name_has_at must read the raw "name" field.
 		events := []event.Event{ev("r1", "resource.created", 0, map[string]any{"name": "support@agent"})}
 		if got := nameHasAt(events); got != 1 {
-			t.Errorf("name_has_at = %v, want 1", got)
+			t.Errorf("brand.name_has_at = %v, want 1", got)
 		}
 	})
 	t.Run("resource.deleted also counts", func(t *testing.T) {
@@ -496,7 +496,7 @@ func TestNameBrandMatchAndHasAt(t *testing.T) {
 		// gate, so it uses a name the gate leaves alone.
 		events := []event.Event{ev("r1", "resource.deleted", 0, map[string]any{"name": "PayPal Alert"})}
 		if got := boolToFloat(len(namedBrandNames(events, brands)) > 0); got != 1 {
-			t.Errorf("name_brand_match = %v, want 1", got)
+			t.Errorf("brand.name_match = %v, want 1", got)
 		}
 	})
 }
@@ -525,18 +525,18 @@ func TestFirstDayDistinctDomains(t *testing.T) {
 		// the raw count: firstDayDistinctDomainsLogScale * log1p(3).
 		want := firstDayDistinctDomainsLogScale * math.Log1p(3)
 		if got := firstDayDistinctDomains(events, base, day); math.Abs(got-want) > 1e-9 {
-			t.Errorf("first_day_distinct_domains = %v, want %v (log1p(3) scaled)", got, want)
+			t.Errorf("email.first_day_distinct_domains = %v, want %v (log1p(3) scaled)", got, want)
 		}
 	})
 	t.Run("sends after the first day don't count", func(t *testing.T) {
 		events := []event.Event{ev("c1", "content.sent", day+time.Hour, map[string]any{"recipient_domain": "late.example.test"})}
 		if got := firstDayDistinctDomains(events, base, day); got != 0 {
-			t.Errorf("first_day_distinct_domains = %v, want 0", got)
+			t.Errorf("email.first_day_distinct_domains = %v, want 0", got)
 		}
 	})
 	t.Run("no domains at all is exactly zero", func(t *testing.T) {
 		if got := firstDayDistinctDomains(nil, base, day); got != 0 {
-			t.Errorf("first_day_distinct_domains = %v, want 0", got)
+			t.Errorf("email.first_day_distinct_domains = %v, want 0", got)
 		}
 	})
 	// D2 round 3: replaced the hard cap of 10 with a log1p(n) curve scaled
@@ -547,20 +547,20 @@ func TestFirstDayDistinctDomains(t *testing.T) {
 	t.Run("n=10 matches the old hard cap's value exactly (weight-compatible)", func(t *testing.T) {
 		got := firstDayDistinctDomains(domainsFor(10), base, day)
 		if math.Abs(got-10) > 1e-9 {
-			t.Errorf("first_day_distinct_domains(10 domains) = %v, want 10 (log1p scaling must reproduce the old cap's contribution exactly at n=10)", got)
+			t.Errorf("email.first_day_distinct_domains(10 domains) = %v, want 10 (log1p scaling must reproduce the old cap's contribution exactly at n=10)", got)
 		}
 	})
 	t.Run("n=150 is meaningfully higher than n=10 (not flat past the old cap)", func(t *testing.T) {
 		at10 := firstDayDistinctDomains(domainsFor(10), base, day)
 		at150 := firstDayDistinctDomains(domainsFor(150), base, day)
 		if at150 <= at10+5 {
-			t.Errorf("first_day_distinct_domains(150) = %v, first_day_distinct_domains(10) = %v — want the former meaningfully higher (>=+5), not flat past the old cap", at150, at10)
+			t.Errorf("email.first_day_distinct_domains(150) = %v, email.first_day_distinct_domains(10) = %v — want the former meaningfully higher (>=+5), not flat past the old cap", at150, at10)
 		}
 	})
 	t.Run("n=30 (benign_receipts_fanout's own count) still lands well under a doubling of the old cap", func(t *testing.T) {
 		got := firstDayDistinctDomains(domainsFor(30), base, day)
 		if got < 10 || got > 20 {
-			t.Errorf("first_day_distinct_domains(30) = %v, want in [10,20] (grows past the old cap's 10, but compressed by log1p, not linear)", got)
+			t.Errorf("email.first_day_distinct_domains(30) = %v, want in [10,20] (grows past the old cap's 10, but compressed by log1p, not linear)", got)
 		}
 	})
 	t.Run("strictly monotonic in the number of distinct domains", func(t *testing.T) {
@@ -568,7 +568,7 @@ func TestFirstDayDistinctDomains(t *testing.T) {
 		for _, n := range []int{1, 5, 10, 30, 100, 300} {
 			got := firstDayDistinctDomains(domainsFor(n), base, day)
 			if got <= prev {
-				t.Errorf("first_day_distinct_domains(%d) = %v, want strictly greater than the previous n's %v", n, got, prev)
+				t.Errorf("email.first_day_distinct_domains(%d) = %v, want strictly greater than the previous n's %v", n, got, prev)
 			}
 			prev = got
 		}
@@ -584,19 +584,19 @@ func TestSelfSendBeforeExternal(t *testing.T) {
 			ev("c4", "content.sent", 3*time.Minute, map[string]any{"recipient_is_own_identity": true}), // after external: not counted
 		}
 		if got := selfSendBeforeExternal(events); got != 2 {
-			t.Errorf("self_send_before_external = %v, want 2", got)
+			t.Errorf("email.self_send_before_external = %v, want 2", got)
 		}
 	})
 	t.Run("no external send yet: every self-send counts", func(t *testing.T) {
 		events := []event.Event{ev("c1", "content.sent", 0, map[string]any{"recipient_is_own_identity": true})}
 		if got := selfSendBeforeExternal(events); got != 1 {
-			t.Errorf("self_send_before_external = %v, want 1", got)
+			t.Errorf("email.self_send_before_external = %v, want 1", got)
 		}
 	})
 	t.Run("no self-sends at all", func(t *testing.T) {
 		events := []event.Event{ev("c1", "content.sent", 0, map[string]any{"recipient_is_own_identity": false})}
 		if got := selfSendBeforeExternal(events); got != 0 {
-			t.Errorf("self_send_before_external = %v, want 0", got)
+			t.Errorf("email.self_send_before_external = %v, want 0", got)
 		}
 	})
 	t.Run("out-of-order delivery: earliest external send wins regardless of slice order", func(t *testing.T) {
@@ -606,7 +606,7 @@ func TestSelfSendBeforeExternal(t *testing.T) {
 			ev("c2", "content.sent", time.Minute, map[string]any{"recipient_is_own_identity": true}),
 		}
 		if got := selfSendBeforeExternal(events); got != 2 {
-			t.Errorf("self_send_before_external = %v, want 2", got)
+			t.Errorf("email.self_send_before_external = %v, want 2", got)
 		}
 	})
 	t.Run("saturates at the cap (R1 round 2)", func(t *testing.T) {
@@ -615,7 +615,7 @@ func TestSelfSendBeforeExternal(t *testing.T) {
 			events = append(events, ev(fmt.Sprintf("c%d", i), "content.sent", time.Duration(i)*time.Minute, map[string]any{"recipient_is_own_identity": true}))
 		}
 		if got := selfSendBeforeExternal(events); got != selfSendBeforeExternalCap {
-			t.Errorf("self_send_before_external = %v, want the cap %v (8 self-sends before ever sending externally must not swamp the model uncapped)", got, selfSendBeforeExternalCap)
+			t.Errorf("email.self_send_before_external = %v, want the cap %v (8 self-sends before ever sending externally must not swamp the model uncapped)", got, selfSendBeforeExternalCap)
 		}
 	})
 }
@@ -1043,7 +1043,7 @@ func TestKeyVelocity_RecognisesAliasedKinds(t *testing.T) {
 	}
 	got := resourceCount(events, resourceKindKey, at(0), time.Hour)
 	if got != 3 {
-		t.Errorf("key_velocity_1h with aliased kinds = %v, want 3 (the agent kind must not count)", got)
+		t.Errorf("core.credential_velocity_1h with aliased kinds = %v, want 3 (the agent kind must not count)", got)
 	}
 }
 
@@ -1062,7 +1062,7 @@ func TestSends1h_HistoryRelativeNotCalendarGated(t *testing.T) {
 	}
 	young := sends1h(events, firstSeenAt.Add(6*24*time.Hour), firstSeenAt, time.Hour)
 	if young <= 0 {
-		t.Errorf("sends_1h (young account, no prior history) = %v, want a strongly positive burst_factor-driven value", young)
+		t.Errorf("email.sends_1h (young account, no prior history) = %v, want a strongly positive burst_factor-driven value", young)
 	}
 
 	// An established account (60 days old) with a comparable REAL prior
@@ -1080,10 +1080,10 @@ func TestSends1h_HistoryRelativeNotCalendarGated(t *testing.T) {
 	oldNow := firstSeenAt.Add(60 * 24 * time.Hour)
 	old := sends1h(establishedEvents, oldNow, firstSeenAt, time.Hour)
 	if old <= 0 {
-		t.Errorf("sends_1h (established, real prior baseline) = %v, want > 0 (never a hard 0)", old)
+		t.Errorf("email.sends_1h (established, real prior baseline) = %v, want > 0 (never a hard 0)", old)
 	}
 	if old >= young {
-		t.Errorf("sends_1h established=%v must read LOWER than young=%v despite an equal or larger raw burst", old, young)
+		t.Errorf("email.sends_1h established=%v must read LOWER than young=%v despite an equal or larger raw burst", old, young)
 	}
 }
 
@@ -1097,7 +1097,7 @@ func TestSends10mMax_GatedByAccountAgeAndCappedNotLifetime(t *testing.T) {
 	now := firstSeenAt.Add(2 * time.Hour)
 	got := sends10mMax(events, now, firstSeenAt)
 	if got != 200 {
-		t.Errorf("sends_10m_max (young account) = %v, want 200 (both events in the same 10m window)", got)
+		t.Errorf("email.sends_10m_max (young account) = %v, want 200 (both events in the same 10m window)", got)
 	}
 
 	// The SAME historical burst, viewed 60 days later (an established
@@ -1106,7 +1106,7 @@ func TestSends10mMax_GatedByAccountAgeAndCappedNotLifetime(t *testing.T) {
 	longAfter := firstSeenAt.Add(60 * 24 * time.Hour)
 	gotLater := sends10mMax(events, longAfter, firstSeenAt)
 	if gotLater != 0 {
-		t.Errorf("sends_10m_max (60 days after a first-week burst) = %v, want 0", gotLater)
+		t.Errorf("email.sends_10m_max (60 days after a first-week burst) = %v, want 0", gotLater)
 	}
 }
 
@@ -1120,7 +1120,7 @@ func TestSendsFirstDay_NotGatedByAccountAge(t *testing.T) {
 	now := firstSeenAt.Add(60 * 24 * time.Hour)
 	got := sendsFirstDay(events, firstSeenAt, now, 24*time.Hour)
 	if got != 40 {
-		t.Errorf("sends_first_day (60 days later) = %v, want 40 (permanent, not gated)", got)
+		t.Errorf("email.sends_first_day (60 days later) = %v, want 40 (permanent, not gated)", got)
 	}
 }
 
@@ -1129,7 +1129,7 @@ func TestSends10mMax_FutureDatedEventsExcluded(t *testing.T) {
 	events := []event.Event{ev("c1", "content.sent", 2*time.Hour, map[string]any{"recipient_count": float64(999)})}
 	now := at(time.Hour)
 	if got := sends10mMax(events, now, base); got != 0 {
-		t.Errorf("sends_10m_max with a future-dated event = %v, want 0", got)
+		t.Errorf("email.sends_10m_max with a future-dated event = %v, want 0", got)
 	}
 }
 
@@ -1172,7 +1172,7 @@ func TestWebmailSends1h_ComputedDirectlyNotShareTimesVolume(t *testing.T) {
 	now := at(time.Hour)
 	got := webmailSends1h(events, now, firstSeenAt, time.Hour, webmail)
 	if got != 40 {
-		t.Errorf("webmail_sends_1h = %v, want 40 (direct computation, not share*volume)", got)
+		t.Errorf("email.webmail_sends_1h = %v, want 40 (direct computation, not share*volume)", got)
 	}
 }
 
@@ -1188,11 +1188,11 @@ func TestWebmailRecipientShare_LifetimeAndNotGated(t *testing.T) {
 	now := firstSeenAt.Add(60 * 24 * time.Hour)
 	got := webmailRecipientShare(events, now, webmail)
 	if math.Abs(got-0.1) > 1e-9 {
-		t.Errorf("webmail_recipient_share = %v, want 0.1", got)
+		t.Errorf("email.webmail_recipient_share = %v, want 0.1", got)
 	}
 }
 
-// --- S2b: subject_brand_match (S1, S2) -----------------------------------
+// --- S2b: email.subject_brand_match (S1, S2) -----------------------------------
 
 func TestSubjectBrandMatch_NotGatedBySubjectsOwnWords(t *testing.T) {
 	brands := smallTestBrands()
@@ -1201,7 +1201,7 @@ func TestSubjectBrandMatch_NotGatedBySubjectsOwnWords(t *testing.T) {
 	events := []event.Event{ev("c1", "content.sent", 0, map[string]any{"subject_line": "Your PayPal package tracking update"})}
 	got := subjectBrandMatch(events, at(30*time.Minute), base, time.Hour, brands, nil, nil)
 	if got != 1 {
-		t.Errorf("subject_brand_match = %v, want 1 (subject's own words must not gate this)", got)
+		t.Errorf("email.subject_brand_match = %v, want 1 (subject's own words must not gate this)", got)
 	}
 }
 
@@ -1215,7 +1215,7 @@ func TestSubjectBrandMatch_ExemptsOnlyTheAdjacentBrand(t *testing.T) {
 	exempt := map[string]struct{}{"PayPal": {}}
 	got := subjectBrandMatch(events, at(30*time.Minute), base, time.Hour, brands, nil, exempt)
 	if got != 1 {
-		t.Errorf("subject_brand_match = %v, want 1 (Stripe must still count; only PayPal is exempt)", got)
+		t.Errorf("email.subject_brand_match = %v, want 1 (Stripe must still count; only PayPal is exempt)", got)
 	}
 }
 
@@ -1225,7 +1225,7 @@ func TestSubjectBrandMatch_ExcludesBrandsAlreadyNamed(t *testing.T) {
 	alreadyNamed := map[string]struct{}{"PayPal": {}}
 	got := subjectBrandMatch(events, at(time.Hour), base, time.Hour, brands, alreadyNamed, nil)
 	if got != 0 {
-		t.Errorf("subject_brand_match = %v, want 0 (S2: already counted by name_brand_match)", got)
+		t.Errorf("email.subject_brand_match = %v, want 0 (S2: already counted by brand.name_match)", got)
 	}
 }
 
@@ -1234,13 +1234,13 @@ func TestSubjectBrandMatch_CapsAtThree(t *testing.T) {
 	events := []event.Event{ev("c1", "content.sent", 0, map[string]any{"subject_line": "Fictaone Fictatwo Fictathree Fictafour update"})}
 	got := subjectBrandMatch(events, at(30*time.Minute), base, time.Hour, brands, nil, nil)
 	if got != subjectBrandMatchCap {
-		t.Errorf("subject_brand_match = %v, want capped at %v", got, subjectBrandMatchCap)
+		t.Errorf("email.subject_brand_match = %v, want capped at %v", got, subjectBrandMatchCap)
 	}
 }
 
 // TestSubjectBrandMatch_ExcludesSelfSends is round 2's R4: a self-send
 // (recipient_is_own_identity: true) must not count toward
-// subject_brand_match, the same exclusion every other send-volume
+// email.subject_brand_match, the same exclusion every other send-volume
 // feature already applies (isSelfSend) — the design's own [S2b] amendment
 // says these features "measure reach to OTHER recipients", and a
 // self-test rehearsal mentioning a brand in its own subject line is not
@@ -1252,11 +1252,11 @@ func TestSubjectBrandMatch_ExcludesSelfSends(t *testing.T) {
 	}
 	got := subjectBrandMatch(events, at(30*time.Minute), base, time.Hour, brands, nil, nil)
 	if got != 0 {
-		t.Errorf("subject_brand_match (self-send only) = %v, want 0", got)
+		t.Errorf("email.subject_brand_match (self-send only) = %v, want 0", got)
 	}
 }
 
-// --- Round 2, R7: subject_brand_match is age-decayed, never a permanent
+// --- Round 2, R7: email.subject_brand_match is age-decayed, never a permanent
 // lift for an established sender ------------------------------------------
 
 // TestSubjectBrandMatch_AgeDecayed is round 2's R7: an established
@@ -1273,16 +1273,16 @@ func TestSubjectBrandMatch_AgeDecayed(t *testing.T) {
 	// Young: firstSeenAt close to the event itself (age ~30min).
 	young := subjectBrandMatch(events, now, at(60*24*time.Hour), time.Hour, brands, nil, nil)
 	if young != 1 {
-		t.Errorf("subject_brand_match (young account) = %v, want 1", young)
+		t.Errorf("email.subject_brand_match (young account) = %v, want 1", young)
 	}
 
 	// Established: firstSeenAt 60 days before the event (age ~60d).
 	old := subjectBrandMatch(events, now, base, time.Hour, brands, nil, nil)
 	if old >= young {
-		t.Errorf("subject_brand_match (established account, same mention) = %v, must read LOWER than a young account's %v", old, young)
+		t.Errorf("email.subject_brand_match (established account, same mention) = %v, must read LOWER than a young account's %v", old, young)
 	}
 	if old <= 0 {
-		t.Errorf("subject_brand_match (established account) = %v, want > 0 (never a hard 0 — ageDecayFactor floors at 0.2)", old)
+		t.Errorf("email.subject_brand_match (established account) = %v, want > 0 (never a hard 0 — ageDecayFactor floors at 0.2)", old)
 	}
 }
 
@@ -1332,7 +1332,7 @@ func TestExemptSubjectBrands_LiveAgentExemptsOnlyItsOwnBrand(t *testing.T) {
 // TestExemptSubjectBrands_NoIntegrationTokenExemptsNothing is round 2's
 // R2: a live agent whose name matches a brand but carries no integration
 // token at all must not exempt anything (that's an ordinary
-// brand-impersonating name, already caught by name_brand_match/S2 — not
+// brand-impersonating name, already caught by brand.name_match/S2 — not
 // a legitimate-integration signal).
 func TestExemptSubjectBrands_NoIntegrationTokenExemptsNothing(t *testing.T) {
 	brands := mechanismBrands()
@@ -1429,7 +1429,7 @@ func TestBurstFactor_HistoryRelative(t *testing.T) {
 }
 
 // TestSends10mMax_TrailingWindowNotWholeHistory is R1: "Replace
-// sends_10m_max's whole-history maximum with a trailing window, so a
+// email.sends_10m_max's whole-history maximum with a trailing window, so a
 // burst stops contributing once it leaves the window" — an old burst
 // (more than currentBurstWindow ago) must no longer count toward the
 // CURRENT search, even though it's still within the 30-day history
@@ -1443,6 +1443,6 @@ func TestSends10mMax_TrailingWindowNotWholeHistory(t *testing.T) {
 	now := at(48 * time.Hour) // 2 days after the old burst
 	got := sends10mMax(events, now, base)
 	if got != 0 {
-		t.Errorf("sends_10m_max = %v, want 0 (the only burst is outside the 24h current window)", got)
+		t.Errorf("email.sends_10m_max = %v, want 0 (the only burst is outside the 24h current window)", got)
 	}
 }
diff --git a/internal/feature/namespace_test.go b/internal/feature/namespace_test.go
new file mode 100644
index 0000000..177e9fb
--- /dev/null
+++ b/internal/feature/namespace_test.go
@@ -0,0 +1,15 @@
+package feature_test
+
+import (
+	"github.com/tokencanopy/abusekit/internal/feature"
+	"testing"
+)
+
+func TestNamespacedFeatureOutput(t *testing.T) {
+	values := (feature.Features{SubjectAgeH: 2, KeyTotal: 3, NameBrandMatch: 1, Sends1h: 4}).Map()
+	for name, want := range map[string]float64{"core.subject_age_h": 2, "core.credential_total": 3, "brand.name_match": 1, "email.sends_1h": 4} {
+		if got, ok := values[name]; !ok || got != want {
+			t.Errorf("%s = %v (present=%v), want %v", name, got, ok, want)
+		}
+	}
+}
diff --git a/internal/feature/registry/registry.go b/internal/feature/registry/registry.go
new file mode 100644
index 0000000..770df99
--- /dev/null
+++ b/internal/feature/registry/registry.go
@@ -0,0 +1,82 @@
+// Package registry owns feature names, immutable arithmetic order, and hash buckets.
+// It has no extraction or storage dependencies.
+package registry
+
+// KeySpace is the sole accepted serialized feature-key contract.
+const KeySpace = "ns-v1"
+
+// FeatureDef carries metadata required by the P1 scoring and hashing consumers.
+// Pack extraction metadata is introduced with the later pack engine.
+type FeatureDef struct {
+	Name        string
+	Order       int
+	HashQuantum float64
+}
+
+var definitions = []FeatureDef{
+	{"core.burst_ratio_24h_vs_lifetime", 0, 0},
+	{"core.declines_before_first_success", 1, 0},
+	{"email.distinct_recipients_1h", 2, 0},
+	{"core.fingerprint_seen_on_other_subjects", 3, 0},
+	{"email.first_day_distinct_domains", 4, 0},
+	{"core.first_funding_prepaid", 5, 0},
+	{"core.credential_total", 6, 0},
+	{"core.credential_velocity_1h", 7, 0},
+	{"core.linked_deleted_n", 8, 0},
+	{"core.linked_labelled_abusive_n", 9, 0},
+	{"brand.name_match", 10, 0},
+	{"brand.name_has_at", 11, 0},
+	{"core.neighbors_truncated", 12, 0},
+	{"core.resource_total", 13, 0},
+	{"core.resource_velocity_1h", 14, 0},
+	{"email.self_send_before_external", 15, 0},
+	{"email.sends_10m_max", 16, 0},
+	{"email.sends_1h", 17, 0},
+	{"email.sends_first_day", 18, 0},
+	{"core.subject_age_h", 19, 1},
+	{"email.subject_brand_match", 20, 0},
+	{"core.upgrade_delay_min", 21, 60},
+	{"core.upgraded", 22, 0},
+	{"email.webmail_recipient_share", 23, 0},
+	{"email.webmail_sends_1h", 24, 0},
+}
+
+// Definitions returns a copy so callers cannot change registered arithmetic order.
+func Definitions() []FeatureDef { return append([]FeatureDef(nil), definitions...) }
+
+// Names returns registered names in immutable arithmetic order.
+func Names() []string {
+	out := make([]string, len(definitions))
+	for i, d := range definitions {
+		out[i] = d.Name
+	}
+	return out
+}
+
+// HashQuanta returns an independent map of positive hash-bucket widths.
+func HashQuanta() map[string]float64 {
+	out := map[string]float64{}
+	for _, d := range definitions {
+		if d.HashQuantum > 0 {
+			out[d.Name] = d.HashQuantum
+		}
+	}
+	return out
+}
+
+// Less preserves legacy arithmetic order. Unregistered custom features follow by name.
+func Less(a, b string) bool {
+	ai, bi := 1000000, 1000000
+	for _, d := range definitions {
+		if d.Name == a {
+			ai = d.Order
+		}
+		if d.Name == b {
+			bi = d.Order
+		}
+	}
+	if ai != bi {
+		return ai < bi
+	}
+	return a < b
+}
diff --git a/internal/feature/registry/validate.go b/internal/feature/registry/validate.go
new file mode 100644
index 0000000..944ea8b
--- /dev/null
+++ b/internal/feature/registry/validate.go
@@ -0,0 +1,41 @@
+package registry
+
+import (
+	"fmt"
+	"regexp"
+	"sort"
+	"strings"
+)
+
+var namePattern = regexp.MustCompile(`^[a-z][a-z0-9]*\.[a-z][a-z0-9_]{0,55}$`)
+
+// ValidateKeys rejects legacy inputs; it never translates or accepts aliases.
+func ValidateKeys(values map[string]float64) error {
+	names := make([]string, 0, len(values))
+	for k := range values {
+		names = append(names, k)
+	}
+	sort.Strings(names)
+	for _, k := range names {
+		if !strings.Contains(k, ".") {
+			suffix := k
+			switch k {
+			case "key_total":
+				suffix = "credential_total"
+			case "key_velocity_1h":
+				suffix = "credential_velocity_1h"
+			case "name_brand_match":
+				suffix = "name_match"
+			}
+			for _, d := range definitions {
+				if strings.HasSuffix(d.Name, "."+suffix) {
+					return fmt.Errorf("feature_renamed: %s is now %s", k, d.Name)
+				}
+			}
+		}
+		if !namePattern.MatchString(k) || strings.HasSuffix(k, "__absent") {
+			return fmt.Errorf("invalid_feature_name: %q", k)
+		}
+	}
+	return nil
+}
diff --git a/internal/feature/store_neighbors.go b/internal/feature/store_neighbors.go
index 74fc32b..4c7f6ee 100644
--- a/internal/feature/store_neighbors.go
+++ b/internal/feature/store_neighbors.go
@@ -39,7 +39,7 @@ var allLinkKinds = []string{
 // specific. ip24_hash, ua_hash and asn are opt-in: proven, a single shared
 // ua_hash ALONE (e.g. two subjects that both used the same email client or
 // SDK — extremely common, not evidence of anything) produced
-// linked_deleted_n=1 for a totally unrelated subject. asn was already
+// core.linked_deleted_n=1 for a totally unrelated subject. asn was already
 // excluded by design for the coarser reason that a large ISP/cloud
 // provider's ASN can be shared by thousands of subjects.
 type Config struct {
diff --git a/internal/feature/store_neighbors_test.go b/internal/feature/store_neighbors_test.go
index a784cb2..6fc7f74 100644
--- a/internal/feature/store_neighbors_test.go
+++ b/internal/feature/store_neighbors_test.go
@@ -239,7 +239,7 @@ func TestStoreNeighbors_FingerprintSharedIsCardSpecific(t *testing.T) {
 
 func TestStoreNeighbors_UAHashExcludedByDefault(t *testing.T) {
 	// S1 fix round, proven: a shared ua_hash ALONE (the same email client or
-	// SDK — extremely common) previously produced linked_deleted_n=1 for a
+	// SDK — extremely common) previously produced core.linked_deleted_n=1 for a
 	// totally unrelated subject.
 	s := newTestStore(t)
 	ctx := context.Background()
diff --git a/internal/feature/webmail.go b/internal/feature/webmail.go
index 0d3972d..0a567b4 100644
--- a/internal/feature/webmail.go
+++ b/internal/feature/webmail.go
@@ -1,6 +1,6 @@
 // webmail.go — config/webmail.yaml's loaded domain set: a public list of
 // major consumer webmail providers, used only to compute
-// webmail_recipient_share and webmail_sends_1h (§4.5). Deliberately a
+// email.webmail_recipient_share and email.webmail_sends_1h (§4.5). Deliberately a
 // flat, public list of well-known provider domain names (gmail.com,
 // outlook.com, ...) — see config/webmail.yaml's own header for why this
 // stays public-repo-safe (AGENTS.md's data-boundary rule).
@@ -16,8 +16,8 @@ import (
 
 // WebmailSet is a loaded, ready-to-query set of webmail domains
 // (config/webmail.yaml). The zero value matches nothing — a caller that
-// hasn't loaded a webmail list simply gets webmail_recipient_share/
-// webmail_sends_1h held at 0, never a panic or an error.
+// hasn't loaded a webmail list simply gets email.webmail_recipient_share/
+// email.webmail_sends_1h held at 0, never a panic or an error.
 type WebmailSet struct {
 	domains map[string]struct{}
 }
diff --git a/internal/feature/windows.go b/internal/feature/windows.go
index 06f525b..5ce5060 100644
--- a/internal/feature/windows.go
+++ b/internal/feature/windows.go
@@ -637,7 +637,7 @@ func priorTenMinutePeak(events []event.Event, now time.Time) float64 {
 // pathological event or account can't swamp the local scorer's linear
 // model through raw magnitude alone — matching NameBrandMatch/
 // SubjectBrandMatch's own capped spirit. A plain cap (rather than
-// first_day_distinct_domains' log1p curve) is the better fit here: log1p
+// email.first_day_distinct_domains' log1p curve) is the better fit here: log1p
 // is already a substantial fraction of its own eventual ceiling at very
 // SMALL n, which would give an ordinary handful-of-recipients send nearly
 // as much weight, proportionally, as a genuine mass blast — backwards for
@@ -767,7 +767,7 @@ const sends10mMaxWindow = 10 * time.Minute
 // evadable (an account that simply waited past it read as fully
 // established regardless of whether it had ever actually sent anything
 // before) and the whole-history search itself wrong on its own terms —
-// "replace sends_10m_max's whole-history maximum with a trailing window,
+// "replace email.sends_10m_max's whole-history maximum with a trailing window,
 // so a burst stops contributing once it leaves the window" — a burst from
 // 40 days ago should not still register as "the current burst" just
 // because nothing more recent happened to beat it.
@@ -868,7 +868,7 @@ func webmailSends1h(events []event.Event, now, firstSeenAt time.Time, window tim
 // field — the same evidence nameBrandMatch reduces to a single 0/1, kept
 // here as a set so subjectBrandMatch can exclude a brand already counted
 // there (S2b's S2 fix round: "do not double-count the same brand across
-// name_brand_match and subject_brand_match"). Matched on the RAW name,
+// brand.name_match and email.subject_brand_match"). Matched on the RAW name,
 // not the precomputed name_skeleton — see nameBrandMatch's own doc
 // comment for why.
 func namedBrandNames(events []event.Event, brands BrandSet) map[string]struct{} {
@@ -912,7 +912,7 @@ func namedBrandNames(events []event.Event, brands BrandSet) map[string]struct{}
 // Matched via BrandSet.MatchedBrandNamesForSubject (no integration-token
 // gate on the NAME text itself) rather than MatchedBrandNames: a name
 // like "Stripe Webhook Relay" is EXACTLY the shape the integration-token
-// gate suppresses when matching for name_brand_match — here we need the
+// gate suppresses when matching for brand.name_match — here we need the
 // opposite, to identify WHICH brand an already-known-to-be-an-integration
 // name is about.
 func exemptSubjectBrands(events []event.Event, brands BrandSet) map[string]struct{} {
@@ -960,8 +960,8 @@ func exemptSubjectBrands(events []event.Event, brands BrandSet) map[string]struc
 // never gated by words inside the subject line itself) matched across
 // every content.sent subject_line within the trailing window ending at
 // now, EXCLUDING any brand already counted by namedBrandNames (S2 fix
-// round: caps the combined per-brand contribution of name_brand_match
-// and subject_brand_match) and any brand in exemptBrands (R2 fix round:
+// round: caps the combined per-brand contribution of brand.name_match
+// and email.subject_brand_match) and any brand in exemptBrands (R2 fix round:
 // exemptSubjectBrands' precise, per-brand integration-name exemption —
 // see its own doc comment), capped at subjectBrandMatchCap, then
 // multiplied by ageDecayFactor (round 2, R7 fix round — see its own doc
diff --git a/internal/model/contract_test.go b/internal/model/contract_test.go
index d35918a..997300c 100644
--- a/internal/model/contract_test.go
+++ b/internal/model/contract_test.go
@@ -174,8 +174,8 @@ func TestLocalContract(t *testing.T) {
 			BenignLabel: "benign",
 			Bias:        -2,
 			Weight: map[string]float64{
-				"resource_velocity_1h": 0.8,
-				"name_brand_match":     1.2,
+				"core.resource_velocity_1h": 0.8,
+				"brand.name_match":          1.2,
 			},
 		}
 		s, err := local.New(w)
@@ -188,7 +188,7 @@ func TestLocalContract(t *testing.T) {
 		New: newLocal,
 		ValidRequest: model.ScoreRequest{
 			Labels:   []string{"benign", "suspicious", "abusive"},
-			Features: map[string]float64{"resource_velocity_1h": 3, "name_brand_match": 1},
+			Features: map[string]float64{"core.resource_velocity_1h": 3, "brand.name_match": 1},
 		},
 		RejectedLabelSets: [][]string{
 			{"suspicious", "abusive"}, // missing the required benign label
diff --git a/internal/model/local/local.go b/internal/model/local/local.go
index a2f174f..3138d82 100644
--- a/internal/model/local/local.go
+++ b/internal/model/local/local.go
@@ -17,6 +17,7 @@ import (
 	"encoding/hex"
 	"encoding/json"
 	"fmt"
+	"github.com/tokencanopy/abusekit/internal/feature/registry"
 	"math"
 	"sort"
 
@@ -26,7 +27,7 @@ import (
 // Version is recorded as ScoreResult.Checkpoint so a verdict pins exactly
 // which weight set produced it. Bump it whenever Weights.Version changes
 // in a shipped config/local_weights.yaml.
-const defaultCheckpoint = "v1"
+const defaultCheckpoint = "v2"
 
 // Weights is the local scorer's logistic model, loaded from
 // config/local_weights.yaml. Every field here is a v0 placeholder: hand-
@@ -54,6 +55,9 @@ type Weights struct {
 // weight must be set. Called by New so a malformed weights file fails at
 // construction, not on the first Score call.
 func (w Weights) Validate() error {
+	if err := registry.ValidateKeys(w.Weight); err != nil {
+		return fmt.Errorf("local weights: %w", err)
+	}
 	if w.BenignLabel == "" {
 		return fmt.Errorf("local: weights.benign_label is required")
 	}
@@ -81,7 +85,7 @@ func (w Weights) Validate() error {
 type Scorer struct {
 	weights    Weights
 	checkpoint string
-	// sortedFeatures is s.weights.Weight's keys, sorted once at
+	// sortedFeatures is s.weights.Weight's keys in registry order, fixed at
 	// construction (S10): Score must sum weight*feature in a fixed order
 	// — ranging over the map directly is non-deterministic (Go
 	// deliberately randomizes map iteration order, even across repeated
@@ -108,7 +112,7 @@ func New(w Weights) (*Scorer, error) {
 	for f := range w.Weight {
 		sortedFeatures = append(sortedFeatures, f)
 	}
-	sort.Strings(sortedFeatures)
+	sort.Slice(sortedFeatures, func(i, j int) bool { return registry.Less(sortedFeatures[i], sortedFeatures[j]) })
 	return &Scorer{weights: w, checkpoint: cp, sortedFeatures: sortedFeatures}, nil
 }
 
diff --git a/internal/model/local/local_test.go b/internal/model/local/local_test.go
index a0c9ac8..7976b94 100644
--- a/internal/model/local/local_test.go
+++ b/internal/model/local/local_test.go
@@ -18,18 +18,18 @@ func TestWeights_Validate(t *testing.T) {
 		w       Weights
 		wantErr bool
 	}{
-		{"valid", Weights{BenignLabel: "benign", Weight: map[string]float64{"x": 1}}, false},
-		{"missing benign label", Weights{Weight: map[string]float64{"x": 1}}, true},
+		{"valid", Weights{BenignLabel: "benign", Weight: map[string]float64{"custom.x": 1}}, false},
+		{"missing benign label", Weights{Weight: map[string]float64{"custom.x": 1}}, true},
 		{"missing weights", Weights{BenignLabel: "benign"}, true},
 		// R5 (round 2): a NaN/Inf bias or weight makes the scorer's every
 		// answer NaN forever (NaN propagates through the linear sum and
 		// sigmoid) without ever failing anywhere — a "dark rule" that
 		// looks registered and healthy but can never usefully score.
 		// Reject it at load time instead.
-		{"NaN bias", Weights{BenignLabel: "benign", Bias: math.NaN(), Weight: map[string]float64{"x": 1}}, true},
-		{"Inf bias", Weights{BenignLabel: "benign", Bias: math.Inf(1), Weight: map[string]float64{"x": 1}}, true},
-		{"NaN weight", Weights{BenignLabel: "benign", Weight: map[string]float64{"x": math.NaN()}}, true},
-		{"Inf weight", Weights{BenignLabel: "benign", Weight: map[string]float64{"x": math.Inf(-1)}}, true},
+		{"NaN bias", Weights{BenignLabel: "benign", Bias: math.NaN(), Weight: map[string]float64{"custom.x": 1}}, true},
+		{"Inf bias", Weights{BenignLabel: "benign", Bias: math.Inf(1), Weight: map[string]float64{"custom.x": 1}}, true},
+		{"NaN weight", Weights{BenignLabel: "benign", Weight: map[string]float64{"custom.x": math.NaN()}}, true},
+		{"Inf weight", Weights{BenignLabel: "benign", Weight: map[string]float64{"custom.x": math.Inf(-1)}}, true},
 	}
 	for _, tc := range tests {
 		t.Run(tc.name, func(t *testing.T) {
@@ -51,7 +51,7 @@ func TestScore_HigherRiskFeaturesIncreaseRisk(t *testing.T) {
 	w := Weights{
 		BenignLabel: "benign",
 		Bias:        -2,
-		Weight:      map[string]float64{"resource_velocity_1h": 1.0},
+		Weight:      map[string]float64{"core.resource_velocity_1h": 1.0},
 	}
 	s, err := New(w)
 	if err != nil {
@@ -60,14 +60,14 @@ func TestScore_HigherRiskFeaturesIncreaseRisk(t *testing.T) {
 
 	low, err := s.Score(context.Background(), model.ScoreRequest{
 		Labels:   []string{"benign", "abusive"},
-		Features: map[string]float64{"resource_velocity_1h": 0},
+		Features: map[string]float64{"core.resource_velocity_1h": 0},
 	})
 	if err != nil {
 		t.Fatalf("Score(low): %v", err)
 	}
 	high, err := s.Score(context.Background(), model.ScoreRequest{
 		Labels:   []string{"benign", "abusive"},
-		Features: map[string]float64{"resource_velocity_1h": 10},
+		Features: map[string]float64{"core.resource_velocity_1h": 10},
 	})
 	if err != nil {
 		t.Fatalf("Score(high): %v", err)
@@ -76,7 +76,7 @@ func TestScore_HigherRiskFeaturesIncreaseRisk(t *testing.T) {
 	riskLow := 1 - low.Probs["benign"]
 	riskHigh := 1 - high.Probs["benign"]
 	if riskHigh <= riskLow {
-		t.Fatalf("expected higher resource_velocity_1h to raise risk: low=%v high=%v", riskLow, riskHigh)
+		t.Fatalf("expected higher core.resource_velocity_1h to raise risk: low=%v high=%v", riskLow, riskHigh)
 	}
 }
 
@@ -84,7 +84,7 @@ func TestScore_MissingFeatureContributesZero(t *testing.T) {
 	w := Weights{
 		BenignLabel: "benign",
 		Bias:        0,
-		Weight:      map[string]float64{"unset_feature": 5}, // never present in Features
+		Weight:      map[string]float64{"custom.unset_feature": 5}, // never present in Features
 	}
 	s, err := New(w)
 	if err != nil {
@@ -103,7 +103,7 @@ func TestScore_MissingFeatureContributesZero(t *testing.T) {
 }
 
 func TestScore_NonBenignMassSplitEvenly(t *testing.T) {
-	w := Weights{BenignLabel: "benign", Bias: 5, Weight: map[string]float64{"x": 0}}
+	w := Weights{BenignLabel: "benign", Bias: 5, Weight: map[string]float64{"custom.x": 0}}
 	s, err := New(w)
 	if err != nil {
 		t.Fatalf("New: %v", err)
@@ -127,8 +127,8 @@ func TestScore_NonBenignMassSplitEvenly(t *testing.T) {
 // internal/core's input-hash uses to force a rescore after any scorer
 // change (a Weights.Version string alone can't catch a forgotten bump).
 func TestVersion_ChangesWithWeightsContent(t *testing.T) {
-	base := Weights{Version: "v1", BenignLabel: "benign", Bias: -2, Weight: map[string]float64{"x": 1.0}}
-	edited := Weights{Version: "v1", BenignLabel: "benign", Bias: -2, Weight: map[string]float64{"x": 1.5}} // same version string, different weight
+	base := Weights{Version: "v1", BenignLabel: "benign", Bias: -2, Weight: map[string]float64{"custom.x": 1.0}}
+	edited := Weights{Version: "v1", BenignLabel: "benign", Bias: -2, Weight: map[string]float64{"custom.x": 1.5}} // same version string, different weight
 
 	sBase, err := New(base)
 	if err != nil {
@@ -148,7 +148,7 @@ func TestVersion_ChangesWithWeightsContent(t *testing.T) {
 }
 
 func TestVersion_DeterministicForIdenticalWeights(t *testing.T) {
-	w := Weights{Version: "v1", BenignLabel: "benign", Bias: -2, Weight: map[string]float64{"x": 1.0, "y": 2.0}}
+	w := Weights{Version: "v1", BenignLabel: "benign", Bias: -2, Weight: map[string]float64{"custom.x": 1.0, "custom.y": 2.0}}
 	s1, err := New(w)
 	if err != nil {
 		t.Fatalf("New: %v", err)
@@ -181,7 +181,7 @@ func TestScore_DeterministicAcrossManyRandomFeatureMaps(t *testing.T) {
 	weight := make(map[string]float64, nTriples*3)
 	features := make(map[string]float64, nTriples*3)
 	for i := 0; i < nTriples; i++ {
-		big, negBig, small := fmt.Sprintf("big%02d", i), fmt.Sprintf("negbig%02d", i), fmt.Sprintf("small%02d", i)
+		big, negBig, small := fmt.Sprintf("custom.big%02d", i), fmt.Sprintf("custom.negbig%02d", i), fmt.Sprintf("custom.small%02d", i)
 		weight[big], weight[negBig], weight[small] = 1e16, -1e16, 1
 		features[big], features[negBig], features[small] = 1, 1, 1
 	}
@@ -208,7 +208,7 @@ func TestScore_DeterministicAcrossManyRandomFeatureMaps(t *testing.T) {
 }
 
 func TestScore_RejectsTextInput(t *testing.T) {
-	s, err := New(Weights{BenignLabel: "benign", Weight: map[string]float64{"x": 1}})
+	s, err := New(Weights{BenignLabel: "benign", Weight: map[string]float64{"custom.x": 1}})
 	if err != nil {
 		t.Fatalf("New: %v", err)
 	}
@@ -237,11 +237,11 @@ func TestLoadWeightsFile_ShippedConfig(t *testing.T) {
 	}
 
 	wantFeatures := []string{
-		"subject_age_h", "resource_velocity_1h", "resource_total", "key_velocity_1h", "key_total",
-		"upgrade_delay_min", "declines_before_first_success", "first_funding_prepaid",
-		"name_brand_match", "name_has_at", "first_day_distinct_domains", "self_send_before_external",
-		"linked_deleted_n", "linked_labelled_abusive_n", "fingerprint_seen_on_other_subjects",
-		"burst_ratio_24h_vs_lifetime",
+		"core.subject_age_h", "core.resource_velocity_1h", "core.resource_total", "core.credential_velocity_1h", "core.credential_total",
+		"core.upgrade_delay_min", "core.declines_before_first_success", "core.first_funding_prepaid",
+		"brand.name_match", "brand.name_has_at", "email.first_day_distinct_domains", "email.self_send_before_external",
+		"core.linked_deleted_n", "core.linked_labelled_abusive_n", "core.fingerprint_seen_on_other_subjects",
+		"core.burst_ratio_24h_vs_lifetime",
 	}
 	for _, f := range wantFeatures {
 		if _, ok := w.Weight[f]; !ok {
@@ -251,7 +251,7 @@ func TestLoadWeightsFile_ShippedConfig(t *testing.T) {
 
 	if _, err := s.Score(context.Background(), model.ScoreRequest{
 		Labels:   []string{"benign", "suspicious", "abusive"},
-		Features: map[string]float64{"resource_velocity_1h": 6, "key_velocity_1h": 4},
+		Features: map[string]float64{"core.resource_velocity_1h": 6, "core.credential_velocity_1h": 4},
 	}); err != nil {
 		t.Fatalf("Score with shipped weights: %v", err)
 	}
diff --git a/internal/model/local/namespace_test.go b/internal/model/local/namespace_test.go
new file mode 100644
index 0000000..b954017
--- /dev/null
+++ b/internal/model/local/namespace_test.go
@@ -0,0 +1,25 @@
+package local
+
+import (
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+)
+
+func TestOldWeightsFailWithReplacement(t *testing.T) {
+	p := filepath.Join(t.TempDir(), "weights.yaml")
+	if err := os.WriteFile(p, []byte("version: v1\nbenign_label: benign\nbias: -2\nweights:\n  key_total: 1\n"), 0600); err != nil {
+		t.Fatal(err)
+	}
+	if _, err := LoadWeightsFile(p); err == nil || !strings.Contains(err.Error(), "feature_renamed: key_total is now core.credential_total") {
+		t.Fatalf("old weights must fail before scoring: %v", err)
+	}
+}
+
+func TestMixedWeightsFailWithReplacement(t *testing.T) {
+	_, err := New(Weights{BenignLabel: "benign", Weight: map[string]float64{"core.credential_total": 1, "key_total": 2}})
+	if err == nil || !strings.Contains(err.Error(), "feature_renamed") {
+		t.Fatalf("mixed key spaces accepted: %v", err)
+	}
+}
diff --git a/internal/serve/subjects.go b/internal/serve/subjects.go
index 6690861..aa6b611 100644
--- a/internal/serve/subjects.go
+++ b/internal/serve/subjects.go
@@ -18,16 +18,17 @@ import (
 )
 
 type wireSignal struct {
-	Rule        string   `json:"rule"`
-	Mode        string   `json:"mode,omitempty"`
-	Status      string   `json:"status"`
-	Risk        *float64 `json:"risk,omitempty"`
-	Flagged     *bool    `json:"flagged,omitempty"`
-	Model       string   `json:"model,omitempty"`
-	Checkpoint  string   `json:"checkpoint,omitempty"`
-	Calibration string   `json:"calibration,omitempty"`
-	Reason      string   `json:"reason,omitempty"`
-	ErrorCode   string   `json:"error_code,omitempty"`
+	Rule          string   `json:"rule"`
+	Mode          string   `json:"mode,omitempty"`
+	Status        string   `json:"status"`
+	Risk          *float64 `json:"risk,omitempty"`
+	Flagged       *bool    `json:"flagged,omitempty"`
+	Model         string   `json:"model,omitempty"`
+	Checkpoint    string   `json:"checkpoint,omitempty"`
+	Calibration   string   `json:"calibration,omitempty"`
+	Reason        string   `json:"reason,omitempty"`
+	ReasonVersion int      `json:"reason_version,omitempty"`
+	ErrorCode     string   `json:"error_code,omitempty"`
 }
 
 type wireSubject struct {
@@ -58,6 +59,7 @@ func signalFromStoreSignal(sig store.SubjectSignal) wireSignal {
 		ws.Checkpoint = sig.Checkpoint
 		ws.Calibration = sig.Calibration
 		ws.Reason = sig.Reason
+		ws.ReasonVersion = sig.ReasonVersion
 	}
 	return ws
 }
diff --git a/internal/store/corpus.go b/internal/store/corpus.go
index 82bbdce..16a68da 100644
--- a/internal/store/corpus.go
+++ b/internal/store/corpus.go
@@ -4,6 +4,7 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
+	"github.com/tokencanopy/abusekit/internal/feature/registry"
 	"time"
 )
 
@@ -32,6 +33,9 @@ type CorpusExample struct {
 // (design: "A label enters the gate corpus only after a second source...
 // agrees"), which is harness territory (S4), not this insert.
 func (s *Store) InsertCorpusExample(ctx context.Context, tenant string, ex CorpusExample) (int64, error) {
+	if err := registry.ValidateKeys(ex.Features); err != nil {
+		return 0, err
+	}
 	eventSliceJSON, err := json.Marshal(ex.EventSlice)
 	if err != nil {
 		return 0, fmt.Errorf("store: marshal corpus event slice for %s: %w", ex.Subject, err)
@@ -43,10 +47,10 @@ func (s *Store) InsertCorpusExample(ctx context.Context, tenant string, ex Corpu
 
 	var id int64
 	err = s.pool.QueryRow(ctx, `
-		INSERT INTO corpus_examples (tenant, subject, label_id, decision_at, event_slice, features, split, gated)
-		VALUES ($1, $2, $3, $4, $5, $6, $7, false)
+		INSERT INTO corpus_examples (tenant, subject, label_id, decision_at, event_slice, features, split, gated, feature_key_space)
+		VALUES ($1, $2, $3, $4, $5, $6, $7, false, $8)
 		RETURNING id
-	`, tenant, ex.Subject, ex.LabelID, ex.DecisionAt, eventSliceJSON, featuresJSON, ex.Split).Scan(&id)
+	`, tenant, ex.Subject, ex.LabelID, ex.DecisionAt, eventSliceJSON, featuresJSON, ex.Split, registry.KeySpace).Scan(&id)
 	if err != nil {
 		return 0, fmt.Errorf("store: insert corpus example for %s: %w", ex.Subject, err)
 	}
@@ -59,18 +63,19 @@ func (s *Store) InsertCorpusExample(ctx context.Context, tenant string, ex Corpu
 // the harness (eval package), not this package, knows how to turn an
 // event slice back into text-field values, and re-decoding Features into
 // a Go map here would just be thrown away again the moment it's
-// re-marshaled for corpus-v1's `input.features`.
+// re-marshaled for corpus-v2's `input.features`.
 type CorpusExportRow struct {
-	ID          int64
-	Subject     string
-	DecisionAt  time.Time
-	EventSlice  json.RawMessage
-	Features    json.RawMessage
-	Split       string
-	Label       string
-	LabelSource string
-	Rule        string
-	Gated       bool
+	FeatureKeySpace string
+	ID              int64
+	Subject         string
+	DecisionAt      time.Time
+	EventSlice      json.RawMessage
+	Features        json.RawMessage
+	Split           string
+	Label           string
+	LabelSource     string
+	Rule            string
+	Gated           bool
 }
 
 // ListCorpusExamples returns every corpus_examples row for tenant,
@@ -87,7 +92,7 @@ type CorpusExportRow struct {
 // see and reason about the gap instead of silently exporting nothing.
 func (s *Store) ListCorpusExamples(ctx context.Context, tenant, split string) ([]CorpusExportRow, error) {
 	rows, err := s.pool.Query(ctx, `
-		SELECT c.id, c.subject, c.decision_at, c.event_slice, c.features, c.split, c.gated,
+		SELECT c.id, c.subject, c.decision_at, c.event_slice, c.features, c.split, c.gated, c.feature_key_space,
 		       l.label, l.source, l.rule
 		FROM corpus_examples c
 		JOIN labels l ON l.id = c.label_id AND l.tenant = c.tenant
@@ -102,7 +107,7 @@ func (s *Store) ListCorpusExamples(ctx context.Context, tenant, split string) ([
 	var out []CorpusExportRow
 	for rows.Next() {
 		var r CorpusExportRow
-		if err := rows.Scan(&r.ID, &r.Subject, &r.DecisionAt, &r.EventSlice, &r.Features, &r.Split, &r.Gated,
+		if err := rows.Scan(&r.ID, &r.Subject, &r.DecisionAt, &r.EventSlice, &r.Features, &r.Split, &r.Gated, &r.FeatureKeySpace,
 			&r.Label, &r.LabelSource, &r.Rule); err != nil {
 			return nil, fmt.Errorf("store: scan corpus example row: %w", err)
 		}
diff --git a/internal/store/events.go b/internal/store/events.go
index 6453190..3611fd6 100644
--- a/internal/store/events.go
+++ b/internal/store/events.go
@@ -77,9 +77,9 @@ func (s *Store) AppendEvents(ctx context.Context, tenant, producer string, event
 	// permanentDeletions collects subjects whose PERMANENT subject.deleted
 	// event lands in this batch (S2 fix round): after commit, their
 	// same-tenant neighbours get PropagateToNeighbors'd so
-	// linked_deleted_n's now-stale evidence gets rescored. Only "permanent"
+	// core.linked_deleted_n's now-stale evidence gets rescored. Only "permanent"
 	// (N3 fix round) — a trash-mode deletion doesn't change
-	// linked_deleted_n at all (see NeighborOutcomes), so it has nothing to
+	// core.linked_deleted_n at all (see NeighborOutcomes), so it has nothing to
 	// propagate.
 	var permanentDeletions []string
 	for i, e := range events {
diff --git a/internal/store/labels.go b/internal/store/labels.go
index 862b85b..6b07664 100644
--- a/internal/store/labels.go
+++ b/internal/store/labels.go
@@ -44,7 +44,7 @@ type Label struct {
 //
 // An "abusive" label ALSO propagates to l.Subject's same-tenant
 // neighbours (S2 fix round, PropagateToNeighbors): their
-// linked_labelled_abusive_n feature just became stale the instant this
+// core.linked_labelled_abusive_n feature just became stale the instant this
 // label landed, and would otherwise sit wrong until something else
 // happened to touch them. Propagation runs AFTER commit (via the pool,
 // not this transaction — matching AppendEvents' own convention, since it
diff --git a/internal/store/links.go b/internal/store/links.go
index f50aa9a..b65044b 100644
--- a/internal/store/links.go
+++ b/internal/store/links.go
@@ -19,7 +19,7 @@ const (
 // subject (design §4.2's identity graph), deduplicated across keys,
 // capped at capPerKey subjects per individual (kind, hash) and capTotal
 // overall. truncated is true if either cap was reached, so a caller can
-// surface `neighbors_truncated` as a feature rather than silently
+// surface `core.neighbors_truncated` as a feature rather than silently
 // under-counting evidence.
 //
 // capPerKey <= 0 uses DefaultNeighborCapPerKey; capTotal <= 0 uses
@@ -32,10 +32,10 @@ func (s *Store) Neighbors(ctx context.Context, tenant, subject string, capPerKey
 // (e.g. []string{"card_fingerprint_hash"}), rather than every kind the
 // subject happens to have a link row under. internal/feature (S2) uses
 // this twice: once with every kind except "asn" for the general linked_*
-// evidence (design §4.2's linked_deleted_n/linked_labelled_abusive_n —
+// evidence (design §4.2's core.linked_deleted_n/core.linked_labelled_abusive_n —
 // see feature.Config.IncludeASN for why ASN is excluded by default), and
 // once with only "card_fingerprint_hash" for
-// fingerprint_seen_on_other_subjects, which is specifically about a
+// core.fingerprint_seen_on_other_subjects, which is specifically about a
 // reused payment fingerprint, not general same-tenant link-sharing.
 //
 // kinds must be non-empty (use Neighbors for "every kind").
@@ -161,7 +161,7 @@ func (s *Store) neighbors(ctx context.Context, tenant, subject string, capPerKey
 
 // PropagateToNeighbors bumps dirty_seq for every same-tenant subject
 // sharing any link key with subject (capped at DefaultNeighborCapTotal),
-// so their linked_deleted_n/linked_labelled_abusive_n features — computed
+// so their core.linked_deleted_n/core.linked_labelled_abusive_n features — computed
 // from evidence that just changed for THIS subject — get rescored rather
 // than sitting stale until their own next unrelated event (S2 fix round).
 // Called after a subject is labelled "abusive" (PutLabel) or permanently
@@ -196,8 +196,8 @@ func (s *Store) PropagateToNeighbors(ctx context.Context, tenant, subject string
 // NeighborOutcomes reports, among the given same-tenant subjects (typically
 // a Neighbors/NeighborsByKinds result), how many have ever emitted a
 // PERMANENT subject.deleted event and how many carry at least one
-// "abusive" label — the two counts internal/feature's linked_deleted_n and
-// linked_labelled_abusive_n features need (design §4.2). Both are computed
+// "abusive" label — the two counts internal/feature's core.linked_deleted_n and
+// core.linked_labelled_abusive_n features need (design §4.2). Both are computed
 // with one query each rather than round-tripping once per neighbor.
 //
 // Only mode="permanent" counts toward deletedCount (N3 fix round): a
diff --git a/internal/store/migrations/008_namespaced_features.sql b/internal/store/migrations/008_namespaced_features.sql
new file mode 100644
index 0000000..495e802
--- /dev/null
+++ b/internal/store/migrations/008_namespaced_features.sql
@@ -0,0 +1,48 @@
+-- P1 is intentionally a one-time key migration. Runtime accepts no flat aliases.
+ALTER TABLE corpus_examples ADD COLUMN feature_key_space text NOT NULL DEFAULT 'flat-v0';
+ALTER TABLE verdicts ADD COLUMN reason_version integer NOT NULL DEFAULT 1;
+CREATE TEMP TABLE abusekit_feature_rename(old_name text PRIMARY KEY, new_name text UNIQUE) ON COMMIT DROP;
+INSERT INTO abusekit_feature_rename VALUES
+('burst_ratio_24h_vs_lifetime','core.burst_ratio_24h_vs_lifetime'),
+('declines_before_first_success','core.declines_before_first_success'),
+('distinct_recipients_1h','email.distinct_recipients_1h'),
+('fingerprint_seen_on_other_subjects','core.fingerprint_seen_on_other_subjects'),
+('first_day_distinct_domains','email.first_day_distinct_domains'),
+('first_funding_prepaid','core.first_funding_prepaid'),
+('key_total','core.credential_total'),
+('key_velocity_1h','core.credential_velocity_1h'),
+('linked_deleted_n','core.linked_deleted_n'),
+('linked_labelled_abusive_n','core.linked_labelled_abusive_n'),
+('name_brand_match','brand.name_match'),
+('name_has_at','brand.name_has_at'),
+('neighbors_truncated','core.neighbors_truncated'),
+('resource_total','core.resource_total'),
+('resource_velocity_1h','core.resource_velocity_1h'),
+('self_send_before_external','email.self_send_before_external'),
+('sends_10m_max','email.sends_10m_max'),
+('sends_1h','email.sends_1h'),
+('sends_first_day','email.sends_first_day'),
+('subject_age_h','core.subject_age_h'),
+('subject_brand_match','email.subject_brand_match'),
+('upgrade_delay_min','core.upgrade_delay_min'),
+('upgraded','core.upgraded'),
+('webmail_recipient_share','email.webmail_recipient_share'),
+('webmail_sends_1h','email.webmail_sends_1h');
+DO $$ BEGIN
+ IF EXISTS (
+   SELECT 1 FROM corpus_examples c CROSS JOIN LATERAL jsonb_each(COALESCE(NULLIF(c.features,'null'::jsonb),'{}'::jsonb)) e
+   LEFT JOIN abusekit_feature_rename r ON r.old_name=e.key
+   WHERE r.old_name IS NULL AND (e.key !~ '^[a-z][a-z0-9]*[.][a-z][a-z0-9_]{0,55}$' OR e.key LIKE '%\_\_absent')
+ ) THEN RAISE EXCEPTION 'feature_renamed: corpus contains an unknown flat feature; migrate it explicitly'; END IF;
+ IF EXISTS (
+   SELECT c.id, COALESCE(r.new_name,e.key) FROM corpus_examples c
+   CROSS JOIN LATERAL jsonb_each(COALESCE(NULLIF(c.features,'null'::jsonb),'{}'::jsonb)) e
+   LEFT JOIN abusekit_feature_rename r ON r.old_name=e.key
+   GROUP BY c.id,COALESCE(r.new_name,e.key) HAVING count(*)>1
+ ) THEN RAISE EXCEPTION 'feature_renamed: corpus contains colliding old and new keys'; END IF;
+END $$;
+UPDATE corpus_examples c SET features = COALESCE((
+ SELECT jsonb_object_agg(COALESCE(r.new_name,e.key),e.value)
+ FROM jsonb_each(COALESCE(NULLIF(c.features,'null'::jsonb),'{}'::jsonb)) e
+ LEFT JOIN abusekit_feature_rename r ON r.old_name=e.key
+),'{}'::jsonb), feature_key_space='ns-v1';
diff --git a/internal/store/namespace_migration_test.go b/internal/store/namespace_migration_test.go
new file mode 100644
index 0000000..1612a5c
--- /dev/null
+++ b/internal/store/namespace_migration_test.go
@@ -0,0 +1,87 @@
+package store_test
+
+import (
+	"context"
+	"github.com/jackc/pgx/v5/pgxpool"
+	"github.com/tokencanopy/abusekit/internal/store/migrations"
+	"testing"
+)
+
+func TestNamespaceMigrationPreservesValuesAndOldReasons(t *testing.T) {
+	if testing.Short() {
+		t.Skip("requires Postgres")
+	}
+	ctx := context.Background()
+	pool, err := pgxpool.New(ctx, newThrowawayDatabaseURL(t))
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer pool.Close()
+	_, err = pool.Exec(ctx, `CREATE TABLE corpus_examples(id bigint, features jsonb); CREATE TABLE verdicts(reason text);
+ INSERT INTO corpus_examples VALUES (1,'{"subject_age_h":1.125,"key_total":3,"name_brand_match":1}'),(2,'{}');
+ INSERT INTO verdicts VALUES ('subject_age_h=1');`)
+	if err != nil {
+		t.Fatal(err)
+	}
+	sql, err := migrations.FS.ReadFile("008_namespaced_features.sql")
+	if err != nil {
+		t.Fatal(err)
+	}
+	tx, err := pool.Begin(ctx)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer tx.Rollback(ctx)
+	if _, err = tx.Exec(ctx, string(sql)); err != nil {
+		t.Fatal(err)
+	}
+	var correct bool
+	err = tx.QueryRow(ctx, `SELECT features='{"core.subject_age_h":1.125,"core.credential_total":3,"brand.name_match":1}'::jsonb AND feature_key_space='ns-v1' FROM corpus_examples WHERE id=1`).Scan(&correct)
+	if err != nil || !correct {
+		t.Fatalf("migration lost feature values: %v %v", correct, err)
+	}
+	err = tx.QueryRow(ctx, `SELECT reason='subject_age_h=1' AND reason_version=1 FROM verdicts`).Scan(&correct)
+	if err != nil || !correct {
+		t.Fatalf("migration changed historical reason: %v %v", correct, err)
+	}
+}
+
+func TestNamespaceMigrationRejectsLossyInputs(t *testing.T) {
+	if testing.Short() {
+		t.Skip("requires Postgres")
+	}
+	for name, features := range map[string]string{"collision": `{"key_total":1,"core.credential_total":2}`, "unknown": `{"unregistered_flat":3}`, "reserved": `{"custom.foo__absent":1}`} {
+		t.Run(name, func(t *testing.T) {
+			ctx := context.Background()
+			pool, err := pgxpool.New(ctx, newThrowawayDatabaseURL(t))
+			if err != nil {
+				t.Fatal(err)
+			}
+			defer pool.Close()
+			if _, err = pool.Exec(ctx, `CREATE TABLE corpus_examples(id bigint, features jsonb);CREATE TABLE verdicts(reason text);`); err != nil {
+				t.Fatal(err)
+			}
+			if _, err = pool.Exec(ctx, `INSERT INTO corpus_examples VALUES(1,$1)`, features); err != nil {
+				t.Fatal(err)
+			}
+			sql, err := migrations.FS.ReadFile("008_namespaced_features.sql")
+			if err != nil {
+				t.Fatal(err)
+			}
+			tx, err := pool.Begin(ctx)
+			if err != nil {
+				t.Fatal(err)
+			}
+			defer tx.Rollback(ctx)
+			_, err = tx.Exec(ctx, string(sql))
+			if err == nil {
+				t.Fatal("migration accepted a lossy key conversion")
+			}
+			_ = tx.Rollback(ctx)
+			var equal bool
+			if err = pool.QueryRow(ctx, `SELECT features=$1::jsonb FROM corpus_examples WHERE id=1`, features).Scan(&equal); err != nil || !equal {
+				t.Fatalf("failed migration changed original data: %v %v", equal, err)
+			}
+		})
+	}
+}
diff --git a/internal/store/s3_test.go b/internal/store/s3_test.go
index cc78e5c..89331df 100644
--- a/internal/store/s3_test.go
+++ b/internal/store/s3_test.go
@@ -275,7 +275,7 @@ func TestInsertCorpusExample_RoundTrips(t *testing.T) {
 		LabelID:    labelID,
 		DecisionAt: now,
 		EventSlice: []map[string]any{{"id": "e1", "type": "subject.created"}},
-		Features:   map[string]float64{"subject_age_h": 0, "resource_total": 1},
+		Features:   map[string]float64{"core.subject_age_h": 0, "core.resource_total": 1},
 		Split:      "train",
 	})
 	if err != nil {
@@ -303,7 +303,7 @@ func TestListCorpusExamples_JoinsLabelAndFiltersSplit(t *testing.T) {
 	if _, err := s.InsertCorpusExample(ctx, testTenant, store.CorpusExample{
 		Subject: "acct_corpus_train", LabelID: trainLabelID, DecisionAt: now,
 		EventSlice: []map[string]any{{"id": "e1", "type": "subject.created"}},
-		Features:   map[string]float64{"subject_age_h": 0},
+		Features:   map[string]float64{"core.subject_age_h": 0},
 		Split:      "train",
 	}); err != nil {
 		t.Fatalf("InsertCorpusExample(train): %v", err)
@@ -317,7 +317,7 @@ func TestListCorpusExamples_JoinsLabelAndFiltersSplit(t *testing.T) {
 	if _, err := s.InsertCorpusExample(ctx, testTenant, store.CorpusExample{
 		Subject: "acct_corpus_test", LabelID: testLabelID, DecisionAt: now,
 		EventSlice: []map[string]any{{"id": "e2", "type": "subject.created"}},
-		Features:   map[string]float64{"subject_age_h": 1},
+		Features:   map[string]float64{"core.subject_age_h": 1},
 		Split:      "test",
 	}); err != nil {
 		t.Fatalf("InsertCorpusExample(test): %v", err)
diff --git a/internal/store/verdicts.go b/internal/store/verdicts.go
index 4439a44..0045365 100644
--- a/internal/store/verdicts.go
+++ b/internal/store/verdicts.go
@@ -24,13 +24,14 @@ type VerdictRecord struct {
 	Calibration string
 	Probs       map[string]float64
 	// Risk is nil when Status == "unscored".
-	Risk      *float64
-	Flagged   bool
-	Reason    string
-	LLMReason *string
-	InputHash string
-	Status    string // "scored" | "unscored"
-	ErrorCode string
+	Risk          *float64
+	Flagged       bool
+	Reason        string
+	ReasonVersion int
+	LLMReason     *string
+	InputHash     string
+	Status        string // "scored" | "unscored"
+	ErrorCode     string
 }
 
 // SubjectSummary is the round-level result (internal/core.Verdict, minus
@@ -110,11 +111,11 @@ func (s *Store) UpsertVerdicts(ctx context.Context, tenant, subject string, dirt
 		err = tx.QueryRow(ctx, `
 			INSERT INTO verdicts
 				(tenant, subject, rule, mode, scorer, model, checkpoint, render, calibration,
-				 probs, risk, flagged, reason, llm_reason, input_hash, status, error_code)
-			VALUES ($1,$2,$3,$4,$5,$6,$7,$8,$9,$10,$11,$12,$13,$14,$15,$16,$17)
+				 probs, risk, flagged, reason, llm_reason, input_hash, status, error_code, reason_version)
+			VALUES ($1,$2,$3,$4,$5,$6,$7,$8,$9,$10,$11,$12,$13,$14,$15,$16,$17,$18)
 			RETURNING id
 		`, tenant, subject, r.Rule, r.Mode, r.Scorer, r.Model, r.Checkpoint, r.Render, r.Calibration,
-			probsJSON, r.Risk, r.Flagged, r.Reason, r.LLMReason, r.InputHash, r.Status, r.ErrorCode,
+			probsJSON, r.Risk, r.Flagged, r.Reason, r.LLMReason, r.InputHash, r.Status, r.ErrorCode, r.ReasonVersion,
 		).Scan(&id)
 		if err != nil {
 			return nil, fmt.Errorf("store: insert verdict for rule %s: %w", r.Rule, err)
@@ -192,18 +193,19 @@ type SubjectSignal struct {
 	// API's ETag is a hash of the ids behind one response, so a caller can
 	// tell "the exact same verdicts" from "something changed" via
 	// If-None-Match without re-fetching the body.
-	ID          int64
-	Rule        string
-	Mode        string
-	Status      string
-	Risk        float64
-	Flagged     bool
-	Model       string
-	Checkpoint  string
-	Calibration string
-	Reason      string
-	ErrorCode   string
-	ScoredAt    time.Time
+	ID            int64
+	Rule          string
+	Mode          string
+	Status        string
+	Risk          float64
+	Flagged       bool
+	Model         string
+	Checkpoint    string
+	Calibration   string
+	Reason        string
+	ReasonVersion int
+	ErrorCode     string
+	ScoredAt      time.Time
 }
 
 // SubjectView is the read model behind GET /v1/subjects/{subject}
@@ -266,15 +268,16 @@ type LatestVerdict struct {
 	// gone quiet — from any other rule's stage gating). This can be an
 	// OLDER row than the one InputHash/Status/ErrorCode came from. Risk nil
 	// means this rule has never been scored at all.
-	Risk        *float64
-	Mode        string
-	Scorer      string
-	Model       string
-	Checkpoint  string
-	Calibration string
-	Reason      string
-	Flagged     bool
-	Probs       map[string]float64
+	Risk          *float64
+	Mode          string
+	Scorer        string
+	Model         string
+	Checkpoint    string
+	Calibration   string
+	Reason        string
+	ReasonVersion int
+	Flagged       bool
+	Probs         map[string]float64
 }
 
 // LatestVerdicts returns each rule's most recent verdict for (tenant,
@@ -311,7 +314,7 @@ func (s *Store) LatestVerdicts(ctx context.Context, tenant, subject string) (map
 	// this may be an older row than the one above if the rule's most recent
 	// attempt(s) left it unscored.
 	scoredRows, err := s.pool.Query(ctx, `
-		SELECT DISTINCT ON (rule) rule, risk, mode, scorer, model, checkpoint, calibration, reason, flagged, probs
+		SELECT DISTINCT ON (rule) rule, risk, mode, scorer, model, checkpoint, calibration, reason, reason_version, flagged, probs
 		FROM verdicts
 		WHERE tenant = $1 AND subject = $2 AND status = 'scored'
 		ORDER BY rule, scored_at DESC, id DESC
@@ -321,12 +324,13 @@ func (s *Store) LatestVerdicts(ctx context.Context, tenant, subject string) (map
 	}
 	for scoredRows.Next() {
 		var (
+			reasonVersion                                              int
 			rule, mode, scorer, model, checkpoint, calibration, reason string
 			risk                                                       *float64
 			flagged                                                    bool
 			probsJSON                                                  []byte
 		)
-		if err := scoredRows.Scan(&rule, &risk, &mode, &scorer, &model, &checkpoint, &calibration, &reason, &flagged, &probsJSON); err != nil {
+		if err := scoredRows.Scan(&rule, &risk, &mode, &scorer, &model, &checkpoint, &calibration, &reason, &reasonVersion, &flagged, &probsJSON); err != nil {
 			scoredRows.Close()
 			return nil, fmt.Errorf("store: scan latest scored verdict row: %w", err)
 		}
@@ -345,6 +349,7 @@ func (s *Store) LatestVerdicts(ctx context.Context, tenant, subject string) (map
 		lv.Checkpoint = checkpoint
 		lv.Calibration = calibration
 		lv.Reason = reason
+		lv.ReasonVersion = reasonVersion
 		lv.Flagged = flagged
 		lv.Probs = probs
 		out[rule] = lv
@@ -433,7 +438,7 @@ func (s *Store) SubjectView(ctx context.Context, tenant, subject string, current
 
 	query := `
 		SELECT DISTINCT ON (rule)
-			id, rule, mode, status, risk, flagged, model, checkpoint, calibration, reason, error_code, scored_at
+			id, rule, mode, status, risk, flagged, model, checkpoint, calibration, reason, reason_version, error_code, scored_at
 		FROM verdicts
 		WHERE tenant = $1 AND subject = $2`
 	args := []any{tenant, subject}
@@ -463,7 +468,7 @@ func (s *Store) SubjectView(ctx context.Context, tenant, subject string, current
 		var sig SubjectSignal
 		var risk *float64
 		if err := rows.Scan(&sig.ID, &sig.Rule, &sig.Mode, &sig.Status, &risk, &sig.Flagged, &sig.Model,
-			&sig.Checkpoint, &sig.Calibration, &sig.Reason, &sig.ErrorCode, &sig.ScoredAt); err != nil {
+			&sig.Checkpoint, &sig.Calibration, &sig.Reason, &sig.ReasonVersion, &sig.ErrorCode, &sig.ScoredAt); err != nil {
 			return nil, fmt.Errorf("store: scan verdict row: %w", err)
 		}
 		if risk != nil {
diff --git a/internal/worker/ablation_test.go b/internal/worker/ablation_test.go
index f007237..34ec3fa 100644
--- a/internal/worker/ablation_test.go
+++ b/internal/worker/ablation_test.go
@@ -26,31 +26,31 @@ import (
 // for every case, making the whole check vacuous.
 func fullFeatureVector() map[string]float64 {
 	return map[string]float64{
-		"subject_age_h":                      0.5,
-		"resource_velocity_1h":               0.75,
-		"resource_total":                     1.25,
-		"key_velocity_1h":                    0.5,
-		"key_total":                          1,
-		"upgrade_delay_min":                  2.5,
-		"upgraded":                           0.25,
-		"declines_before_first_success":      0.5,
-		"first_funding_prepaid":              0.25,
-		"name_brand_match":                   0.25,
-		"name_has_at":                        0.25,
-		"first_day_distinct_domains":         0.75,
-		"self_send_before_external":          0.5,
-		"linked_deleted_n":                   0.5,
-		"linked_labelled_abusive_n":          0.25,
-		"fingerprint_seen_on_other_subjects": 0.25,
-		"neighbors_truncated":                0.25,
-		"burst_ratio_24h_vs_lifetime":        0.2,
-		"sends_10m_max":                      1,
-		"sends_1h":                           1,
-		"sends_first_day":                    1,
-		"webmail_recipient_share":            0.1,
-		"webmail_sends_1h":                   1,
-		"distinct_recipients_1h":             1,
-		"subject_brand_match":                0.1,
+		"core.subject_age_h":                      0.5,
+		"core.resource_velocity_1h":               0.75,
+		"core.resource_total":                     1.25,
+		"core.credential_velocity_1h":             0.5,
+		"core.credential_total":                   1,
+		"core.upgrade_delay_min":                  2.5,
+		"core.upgraded":                           0.25,
+		"core.declines_before_first_success":      0.5,
+		"core.first_funding_prepaid":              0.25,
+		"brand.name_match":                        0.25,
+		"brand.name_has_at":                       0.25,
+		"email.first_day_distinct_domains":        0.75,
+		"email.self_send_before_external":         0.5,
+		"core.linked_deleted_n":                   0.5,
+		"core.linked_labelled_abusive_n":          0.25,
+		"core.fingerprint_seen_on_other_subjects": 0.25,
+		"core.neighbors_truncated":                0.25,
+		"core.burst_ratio_24h_vs_lifetime":        0.2,
+		"email.sends_10m_max":                     1,
+		"email.sends_1h":                          1,
+		"email.sends_first_day":                   1,
+		"email.webmail_recipient_share":           0.1,
+		"email.webmail_sends_1h":                  1,
+		"email.distinct_recipients_1h":            1,
+		"email.subject_brand_match":               0.1,
 	}
 }
 
diff --git a/internal/worker/evaluate_test.go b/internal/worker/evaluate_test.go
index 96e43c2..5730663 100644
--- a/internal/worker/evaluate_test.go
+++ b/internal/worker/evaluate_test.go
@@ -272,7 +272,7 @@ func TestEvaluateSubject_SyncOnlyCarriesForwardVendorVerdict(t *testing.T) {
 		t.Fatalf("expected the subject to remain stale (dirty_seq > scored_seq) after a syncOnly carry-forward round")
 	}
 
-	// fake_rule's only declared input is subject_age_h, which never changes
+	// fake_rule's only declared input is core.subject_age_h, which never changes
 	// on its own while now is frozen — advancing the clock before the
 	// second Tick is what makes core.Plan see genuinely different inputs
 	// for the vendor rule (rather than replaying its own SkipInputUnchanged
diff --git a/internal/worker/mutation_test.go b/internal/worker/mutation_test.go
index 0833fb2..c234ff7 100644
--- a/internal/worker/mutation_test.go
+++ b/internal/worker/mutation_test.go
@@ -19,40 +19,40 @@ import (
 // assertion against a fixture, this check has no numerical fragility at
 // all — a weight set to exactly zero, dropped from the file entirely, or
 // flipped to the wrong sign fails immediately, regardless of how small
-// its magnitude is deliberately kept (upgrade_delay_min's -0.0005 is easy
+// its magnitude is deliberately kept (core.upgrade_delay_min's -0.0005 is easy
 // to miss in a fixture-band check, impossible to miss here).
 //
-// subject_age_h and upgrade_delay_min are the only two negative entries:
+// core.subject_age_h and core.upgrade_delay_min are the only two negative entries:
 // an OLDER account, or one that has gone a long time with no PAID
 // upgrade (design's clamp ceiling), is LESS likely to be a fresh
 // throwaway — see local_weights.yaml's own comments for the full
 // rationale on each.
 var goldenWeightSigns = map[string]int{
-	"subject_age_h":                      -1,
-	"resource_velocity_1h":               1,
-	"resource_total":                     1,
-	"key_velocity_1h":                    1,
-	"key_total":                          1,
-	"upgrade_delay_min":                  -1,
-	"upgraded":                           1,
-	"declines_before_first_success":      1,
-	"first_funding_prepaid":              1,
-	"name_brand_match":                   1,
-	"name_has_at":                        1,
-	"first_day_distinct_domains":         1,
-	"self_send_before_external":          1,
-	"linked_deleted_n":                   1,
-	"linked_labelled_abusive_n":          1,
-	"fingerprint_seen_on_other_subjects": 1,
-	"neighbors_truncated":                1,
-	"burst_ratio_24h_vs_lifetime":        1,
-	"sends_10m_max":                      1,
-	"sends_1h":                           1,
-	"sends_first_day":                    1,
-	"webmail_recipient_share":            1,
-	"webmail_sends_1h":                   1,
-	"distinct_recipients_1h":             1,
-	"subject_brand_match":                1,
+	"core.subject_age_h":                      -1,
+	"core.resource_velocity_1h":               1,
+	"core.resource_total":                     1,
+	"core.credential_velocity_1h":             1,
+	"core.credential_total":                   1,
+	"core.upgrade_delay_min":                  -1,
+	"core.upgraded":                           1,
+	"core.declines_before_first_success":      1,
+	"core.first_funding_prepaid":              1,
+	"brand.name_match":                        1,
+	"brand.name_has_at":                       1,
+	"email.first_day_distinct_domains":        1,
+	"email.self_send_before_external":         1,
+	"core.linked_deleted_n":                   1,
+	"core.linked_labelled_abusive_n":          1,
+	"core.fingerprint_seen_on_other_subjects": 1,
+	"core.neighbors_truncated":                1,
+	"core.burst_ratio_24h_vs_lifetime":        1,
+	"email.sends_10m_max":                     1,
+	"email.sends_1h":                          1,
+	"email.sends_first_day":                   1,
+	"email.webmail_recipient_share":           1,
+	"email.webmail_sends_1h":                  1,
+	"email.distinct_recipients_1h":            1,
+	"email.subject_brand_match":               1,
 }
 
 // TestLocalWeights_GoldenSignsAndNonZero is R2 round 2's static half of
@@ -172,8 +172,8 @@ func loadShippedWebmail(t *testing.T) feature.WebmailSet {
 // loadTestBrands merges the real, public config/brands.yaml with
 // eval/fixtures/test_brands.yaml's entirely fictional entries (S2b's
 // hygiene rule: a replay fixture never references a real brand name) —
-// used wherever a mutation scenario or fixture needs name_brand_match/
-// subject_brand_match to fire against a brand a fixture actually mentions.
+// used wherever a mutation scenario or fixture needs brand.name_match/
+// email.subject_brand_match to fire against a brand a fixture actually mentions.
 func loadTestBrands(t *testing.T) feature.BrandSet {
 	t.Helper()
 	shipped := loadShippedBrands(t)
@@ -240,8 +240,8 @@ func mutationScenarios(t *testing.T) []mutationScenario {
 		{"paid_launch_5d", extractFixture(t, brands, webmail, "paid_launch_5d.jsonl", time.Minute, false, feature.NeighborEvidence{}), 0.0, 0.4},
 		{"webmail_spread_1h", extractFixture(t, brands, webmail, "webmail_spread_1h.jsonl", time.Minute, false, feature.NeighborEvidence{}), 0.65, 0.78},
 
-		// --- Round 2, R6: real replay fixtures bounding sends_1h,
-		// sends_first_day, distinct_recipients_1h and subject_brand_match
+		// --- Round 2, R6: real replay fixtures bounding email.sends_1h,
+		// email.sends_first_day, email.distinct_recipients_1h and email.subject_brand_match
 		// (replacing the isolated synthetic scenarios these four used to
 		// need — see isolatedWeightScenarios' own comment). Three
 		// DISTINCT fixtures, each isolating one feature from its
@@ -255,13 +255,13 @@ func mutationScenarios(t *testing.T) []mutationScenario {
 }
 
 // firstDayBurstThenQuietScenario is round 2's R6 fixture bounding
-// sends_first_day specifically: first_day_burst_then_quiet.jsonl's burst
+// email.sends_first_day specifically: first_day_burst_then_quiet.jsonl's burst
 // happens entirely within the subject's first day, but — unlike
 // extractFixture's usual "lastEventAt + a short buffer" evaluation
 // instant — this scenario evaluates 26 hours after the subject's FIRST
-// event, well past currentBurstWindow (24h): sends_10m_max/sends_1h/
-// distinct_recipients_1h/webmail_sends_1h all read 0 (the burst has aged
-// out of the CURRENT window), isolating sends_first_day (a permanent
+// event, well past currentBurstWindow (24h): email.sends_10m_max/email.sends_1h/
+// email.distinct_recipients_1h/email.webmail_sends_1h all read 0 (the burst has aged
+// out of the CURRENT window), isolating email.sends_first_day (a permanent
 // fact, unaffected by how long ago its own window closed) as the only
 // one of the four with a non-zero value here.
 func firstDayBurstThenQuietScenario(t *testing.T, brands feature.BrandSet, webmail feature.WebmailSet) mutationScenario {
@@ -279,11 +279,11 @@ func firstDayBurstThenQuietScenario(t *testing.T, brands feature.BrandSet, webma
 }
 
 // isolatedWeightScenarios is R2 round 2: eight of the eighteen weights
-// (resource_total/key_total — minor companions to their velocity
-// counterparts; upgrade_delay_min — deliberately shrunk ~20x by B5 so it
-// can't swamp the model; subject_age_h, name_has_at,
-// linked_labelled_abusive_n, neighbors_truncated,
-// burst_ratio_24h_vs_lifetime) never move any of the WIDE, realistic
+// (core.resource_total/core.credential_total — minor companions to their velocity
+// counterparts; core.upgrade_delay_min — deliberately shrunk ~20x by B5 so it
+// can't swamp the model; core.subject_age_h, brand.name_has_at,
+// core.linked_labelled_abusive_n, core.neighbors_truncated,
+// core.burst_ratio_24h_vs_lifetime) never move any of the WIDE, realistic
 // fixture bands above by enough to cross an edge, even though each one
 // measurably moves the score (see TestAblation_EveryWeightedFeatureMovesTheScore).
 // TestLocalWeights_GoldenSignsAndNonZero already proves each is
@@ -301,18 +301,18 @@ func firstDayBurstThenQuietScenario(t *testing.T, brands feature.BrandSet, webma
 func isolatedWeightScenarios() []mutationScenario {
 	backdrop := func() map[string]float64 {
 		return map[string]float64{
-			"resource_velocity_1h":               0.75,
-			"resource_total":                     1.25,
-			"key_velocity_1h":                    0.5,
-			"key_total":                          1,
-			"upgraded":                           0.25,
-			"declines_before_first_success":      0.5,
-			"first_funding_prepaid":              0.25,
-			"name_brand_match":                   0.25,
-			"first_day_distinct_domains":         0.75,
-			"self_send_before_external":          0.5,
-			"linked_deleted_n":                   0.5,
-			"fingerprint_seen_on_other_subjects": 0.25,
+			"core.resource_velocity_1h":               0.75,
+			"core.resource_total":                     1.25,
+			"core.credential_velocity_1h":             0.5,
+			"core.credential_total":                   1,
+			"core.upgraded":                           0.25,
+			"core.declines_before_first_success":      0.5,
+			"core.first_funding_prepaid":              0.25,
+			"brand.name_match":                        0.25,
+			"email.first_day_distinct_domains":        0.75,
+			"email.self_send_before_external":         0.5,
+			"core.linked_deleted_n":                   0.5,
+			"core.fingerprint_seen_on_other_subjects": 0.25,
 		}
 	}
 	withTarget := func(name string, value float64) map[string]float64 {
@@ -321,27 +321,27 @@ func isolatedWeightScenarios() []mutationScenario {
 		return v
 	}
 	return []mutationScenario{
-		// subject_age_h: negative weight, so zeroing INCREASES risk —
+		// core.subject_age_h: negative weight, so zeroing INCREASES risk —
 		// base=0.160, zeroed=0.235.
-		{"isolated_subject_age_h", withTarget("subject_age_h", 24), 0.05, 0.20},
-		// resource_total: base=0.309, zeroed=0.231.
-		{"isolated_resource_total", withTarget("resource_total", 20), 0.27, 0.36},
-		// key_total: base=0.269, zeroed=0.231.
-		{"isolated_key_total", withTarget("key_total", 10), 0.25, 0.30},
-		// upgrade_delay_min: negative weight, zeroing INCREASES risk —
+		{"isolated_subject_age_h", withTarget("core.subject_age_h", 24), 0.05, 0.20},
+		// core.resource_total: base=0.309, zeroed=0.231.
+		{"isolated_resource_total", withTarget("core.resource_total", 20), 0.27, 0.36},
+		// core.credential_total: base=0.269, zeroed=0.231.
+		{"isolated_key_total", withTarget("core.credential_total", 10), 0.25, 0.30},
+		// core.upgrade_delay_min: negative weight, zeroing INCREASES risk —
 		// base=0.130, zeroed=0.235.
-		{"isolated_upgrade_delay_min", withTarget("upgrade_delay_min", 1440), 0.05, 0.185},
-		// name_has_at: base=0.336, zeroed=0.235.
-		{"isolated_name_has_at", withTarget("name_has_at", 1), 0.29, 0.40},
-		// linked_labelled_abusive_n: base=0.579, zeroed=0.235.
-		{"isolated_linked_labelled_abusive_n", withTarget("linked_labelled_abusive_n", 1), 0.42, 0.75},
-		// neighbors_truncated: base=0.293, zeroed=0.235.
-		{"isolated_neighbors_truncated", withTarget("neighbors_truncated", 1), 0.27, 0.35},
-		// burst_ratio_24h_vs_lifetime: base=0.293, zeroed=0.235.
-		{"isolated_burst_ratio_24h_vs_lifetime", withTarget("burst_ratio_24h_vs_lifetime", 1.0), 0.27, 0.35},
+		{"isolated_upgrade_delay_min", withTarget("core.upgrade_delay_min", 1440), 0.05, 0.185},
+		// brand.name_has_at: base=0.336, zeroed=0.235.
+		{"isolated_name_has_at", withTarget("brand.name_has_at", 1), 0.29, 0.40},
+		// core.linked_labelled_abusive_n: base=0.579, zeroed=0.235.
+		{"isolated_linked_labelled_abusive_n", withTarget("core.linked_labelled_abusive_n", 1), 0.42, 0.75},
+		// core.neighbors_truncated: base=0.293, zeroed=0.235.
+		{"isolated_neighbors_truncated", withTarget("core.neighbors_truncated", 1), 0.27, 0.35},
+		// core.burst_ratio_24h_vs_lifetime: base=0.293, zeroed=0.235.
+		{"isolated_burst_ratio_24h_vs_lifetime", withTarget("core.burst_ratio_24h_vs_lifetime", 1.0), 0.27, 0.35},
 		// Round 2's R6 fix round replaced the isolated synthetic scenarios
-		// that used to bound sends_1h, sends_first_day,
-		// distinct_recipients_1h and subject_brand_match with REAL replay
+		// that used to bound email.sends_1h, email.sends_first_day,
+		// email.distinct_recipients_1h and email.subject_brand_match with REAL replay
 		// fixtures instead (see mutationScenarios' own "Round 2, R6"
 		// block) — a reviewer's own finding: a synthetic-only scenario
 		// proves a weight moves SOME feature vector's score, but not that
@@ -507,9 +507,9 @@ func TestR1_AgeDecayContinuityProbe(t *testing.T) {
 // s2bWeightNames are the seven weights this PR adds — the ones
 // TestWeightMutation_NewWeightsSurviveHalfAndDoubleSweep sweeps.
 var s2bWeightNames = []string{
-	"sends_10m_max", "sends_1h", "sends_first_day",
-	"webmail_recipient_share", "webmail_sends_1h", "distinct_recipients_1h",
-	"subject_brand_match",
+	"email.sends_10m_max", "email.sends_1h", "email.sends_first_day",
+	"email.webmail_recipient_share", "email.webmail_sends_1h", "email.distinct_recipients_1h",
+	"email.subject_brand_match",
 }
 
 // TestWeightMutation_NewWeightsSurviveHalfAndDoubleSweep is round 2's R6:
diff --git a/internal/worker/namespace_test.go b/internal/worker/namespace_test.go
new file mode 100644
index 0000000..365b5c6
--- /dev/null
+++ b/internal/worker/namespace_test.go
@@ -0,0 +1,78 @@
+package worker
+
+import (
+	"context"
+	"github.com/tokencanopy/abusekit/internal/event"
+	"github.com/tokencanopy/abusekit/internal/model/fake"
+	"github.com/tokencanopy/abusekit/internal/store"
+	"strings"
+	"testing"
+	"time"
+)
+
+func TestReasonVersionSurvivesUnchangedReuse(t *testing.T) {
+	s := newTestStore(t)
+	ctx := context.Background()
+	cfg := loadShippedConfig(t)
+	now := replayBase.Add(time.Minute)
+	const subject = "acct_reason_version"
+	appendEvent(t, ctx, s, subject, "subject.created", replayBase, event.Links{}, nil)
+	w, err := New(Deps{Store: s, Config: cfg, Now: func() time.Time { return now }})
+	if err != nil {
+		t.Fatal(err)
+	}
+	d := store.DirtySubject{Tenant: testTenant, Subject: subject, DirtySeq: 1, CurrentTier: "unknown"}
+	if _, err = w.scoreSubject(ctx, d, now); err != nil {
+		t.Fatal(err)
+	}
+	latest, err := s.LatestVerdicts(ctx, testTenant, subject)
+	if err != nil {
+		t.Fatal(err)
+	}
+	lv := latest["new_account_velocity"]
+	if lv.ReasonVersion != 2 || !strings.Contains(lv.Reason, "core.resource_velocity_1h=") {
+		t.Fatalf("new reason lost version: %+v", lv)
+	}
+	for _, version := range []int{2, 1} {
+		reason := "historical template remains unchanged"
+		_, err = s.UpsertVerdicts(ctx, testTenant, subject, 1, []store.VerdictRecord{{Rule: "new_account_velocity", Mode: lv.Mode, Scorer: lv.Scorer, Model: lv.Model, Checkpoint: lv.Checkpoint, Calibration: lv.Calibration, Probs: lv.Probs, Risk: lv.Risk, Flagged: lv.Flagged, Reason: reason, ReasonVersion: version, InputHash: lv.InputHash, Status: "scored"}}, store.SubjectSummary{Tier: "low"})
+		if err != nil {
+			t.Fatal(err)
+		}
+		if _, err = w.scoreSubject(ctx, d, now); err != nil {
+			t.Fatal(err)
+		}
+		view, err := s.SubjectView(ctx, testTenant, subject, nil)
+		if err != nil {
+			t.Fatal(err)
+		}
+		if len(view.Signals) != 1 || view.Signals[0].Reason != reason || view.Signals[0].ReasonVersion != version {
+			t.Fatalf("reuse rewrote reason/version %d: %+v", version, view.Signals)
+		}
+	}
+}
+
+func TestReasonVersionSurvivesSynchronousVendorReuse(t *testing.T) {
+	s := newTestStore(t)
+	ctx := context.Background()
+	now := replayBase.Add(time.Minute)
+	const subject = "acct_vendor_reason"
+	appendEvent(t, ctx, s, subject, "subject.created", replayBase, event.Links{}, nil)
+	cfg := newFakeRuleConfig(t, fake.New())
+	risk := 0.2
+	_, err := s.UpsertVerdicts(ctx, testTenant, subject, 1, []store.VerdictRecord{{Rule: "fake_rule", Mode: "advise", Scorer: "fake_test_scorer", Model: "fake_test_scorer", Checkpoint: "v1", Probs: map[string]float64{"benign": 0.8, "abusive": 0.2}, Risk: &risk, Reason: "legacy reason", ReasonVersion: 1, InputHash: "old-input", Status: "scored"}}, store.SubjectSummary{Tier: "low"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	w, err := New(Deps{Store: s, Config: cfg, Now: func() time.Time { return now }})
+	if err != nil {
+		t.Fatal(err)
+	}
+	_, records, _, _, err := w.computeVerdict(ctx, ctx, store.DirtySubject{Tenant: testTenant, Subject: subject, DirtySeq: 1}, now, true)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(records) != 1 || records[0].Reason != "legacy reason" || records[0].ReasonVersion != 1 || records[0].InputHash != "old-input" {
+		t.Fatalf("synchronous reuse rewrote legacy evidence: %+v", records)
+	}
+}
diff --git a/internal/worker/reason.go b/internal/worker/reason.go
index 362faba..6fca13c 100644
--- a/internal/worker/reason.go
+++ b/internal/worker/reason.go
@@ -19,10 +19,10 @@ import (
 // feature values only.
 func renderReason(f feature.Features) string {
 	return fmt.Sprintf(
-		"resource_velocity_1h=%.0f key_velocity_1h=%.0f declines_before_first_success=%.0f "+
-			"first_funding_prepaid=%.0f name_brand_match=%.0f name_has_at=%.0f "+
-			"self_send_before_external=%.0f linked_deleted_n=%.0f linked_labelled_abusive_n=%.0f "+
-			"fingerprint_seen_on_other_subjects=%.0f burst_ratio_24h_vs_lifetime=%.2f",
+		"core.resource_velocity_1h=%.0f core.credential_velocity_1h=%.0f core.declines_before_first_success=%.0f "+
+			"core.first_funding_prepaid=%.0f brand.name_match=%.0f brand.name_has_at=%.0f "+
+			"email.self_send_before_external=%.0f core.linked_deleted_n=%.0f core.linked_labelled_abusive_n=%.0f "+
+			"core.fingerprint_seen_on_other_subjects=%.0f core.burst_ratio_24h_vs_lifetime=%.2f",
 		f.ResourceVelocity1h, f.KeyVelocity1h, f.DeclinesBeforeFirstSuccess,
 		f.FirstFundingPrepaid, f.NameBrandMatch, f.NameHasAt,
 		f.SelfSendBeforeExternal, f.LinkedDeletedN, f.LinkedLabelledAbusiveN,
diff --git a/internal/worker/replay_churn_test.go b/internal/worker/replay_churn_test.go
index e4cf5d6..2f1186f 100644
--- a/internal/worker/replay_churn_test.go
+++ b/internal/worker/replay_churn_test.go
@@ -19,7 +19,7 @@ import (
 // and check its tier, exactly matching design §1 success criterion 2(c):
 // "every subject from the third onward at high on its first
 // resource.created" (B1 fix round, proven: with S1's original weights and
-// unsaturated linked_deleted_n, the first subject to reach high was the
+// unsaturated core.linked_deleted_n, the first subject to reach high was the
 // ninth, not the third).
 //
 // This needs the real store (not a fake Neighbors) since it's the
@@ -81,7 +81,7 @@ func TestReplay_ChurnHighFromThirdSubjectOnward(t *testing.T) {
 			assertBand(t, "churn subject 3", view.Score, 0.8, 0.95)
 		}
 		if i+1 == numSubjects {
-			// linked_deleted_n saturates at 3 (S1 fix round): the LAST
+			// core.linked_deleted_n saturates at 3 (S1 fix round): the LAST
 			// subject's score should be no different from the 4th's, not
 			// growing without bound as more subjects churn.
 			assertBand(t, "churn subject (saturated)", view.Score, 0.9, 1.0)
diff --git a/internal/worker/replay_test.go b/internal/worker/replay_test.go
index bc6cbd5..e9c099d 100644
--- a/internal/worker/replay_test.go
+++ b/internal/worker/replay_test.go
@@ -163,7 +163,7 @@ func TestReplay_ReferenceOperatorReachesHigh(t *testing.T) {
 
 // TestReplay_BenignTransactionalStaysLow replays eval/fixtures/
 // benign_transactional.jsonl — an ordinary customer account with a slow
-// (but real — B5 fix round: `upgraded` must not fire risk on its own)
+// (but real — B5 fix round: `core.upgraded` must not fire risk on its own)
 // upgrade, no self-send rehearsal, no brand-like names, and sends outside
 // the first day — and asserts it stays at tier "low".
 func TestReplay_BenignTransactionalStaysLow(t *testing.T) {
@@ -231,7 +231,7 @@ func TestReplay_BurstFinalTierHigh(t *testing.T) {
 // 3 agents + 1 key in 10 minutes, one self-send, one external send, no
 // payment at all — previously scored 0.925, tier high) and asserts it now
 // stays below high. Upper edge widened to 0.45 (D2 round 3): switching
-// first_day_distinct_domains from a hard cap to a log1p curve anchored at
+// email.first_day_distinct_domains from a hard cap to a log1p curve anchored at
 // n=10 (see internal/feature.firstDayDistinctDomainsLogScale) makes a
 // SMALL domain count (this fixture's) contribute MORE than the old
 // literal-count formula did — log1p is concave, so it sits above the
@@ -251,7 +251,7 @@ func TestReplay_BenignFastOnboardingStaysBelowHigh(t *testing.T) {
 // named after real SaaS integrations in the first hour, no payment,
 // previously scored 0.912, tier high) and asserts it now stays below high
 // — in particular that none of "Stripe Webhook Relay"/"Google Calendar
-// Sync"/"Microsoft Teams Relay" trip name_brand_match (S3 fix round: those
+// Sync"/"Microsoft Teams Relay" trip brand.name_match (S3 fix round: those
 // generic single-word brands are excluded from config/brands.yaml).
 func TestReplay_BenignIntegrationHeavyStaysBelowHigh(t *testing.T) {
 	view := runReplay(t, "benign_integration_heavy.jsonl", "acct_example_integration_heavy_1")
@@ -305,20 +305,20 @@ func TestReplay_SelfSendOnlyStaysBelowHigh(t *testing.T) {
 // benign_receipts_fanout.jsonl — R1 round 2, proven: a day-1 receipts
 // account (1 agent) fanning out to 30 distinct, genuinely external
 // customer domains previously scored 0.9634 (tier high) on
-// first_day_distinct_domains alone; R1's hard cap brought it down to
+// email.first_day_distinct_domains alone; R1's hard cap brought it down to
 // ~0.15, and D2 round 3's log1p replacement (still anchored so n=10 gives
 // the same contribution the old cap did) leaves it at ~0.34.
 //
 // Round 2's R1 fix round widened the upper edge of this band from 0.4 to
 // 0.55: this fixture, like dormant_then_blast, has NO prior sending
-// history, so sends_10m_max/sends_1h/distinct_recipients_1h's new
+// history, so email.sends_10m_max/email.sends_1h/email.distinct_recipients_1h's new
 // burst_factor reads its 30-recipient, 1-hour fan-out at close to full
 // strength too — the SAME history-relative measure that (correctly)
 // carries dormant_then_blast to `high` on a much larger, more
 // concentrated burst also pushes this smaller, more spread-out one from
 // `low` into low `medium`. Documented trade-off, not a fixture
 // regression: this fixture's own defining shape (30 recipients spread
-// across a full hour, one legitimate account) keeps its sends_10m_max far
+// across a full hour, one legitimate account) keeps its email.sends_10m_max far
 // below dormant_then_blast's (a burst concentrated into 10 minutes), so
 // it still lands clearly short of `high` — the qualitative claim this
 // test exists to protect.
@@ -358,7 +358,7 @@ func TestReplay_VariantAStaysBelowHigh(t *testing.T) {
 // (recipient_is_own_identity=true, 10 sends, no external send ever)
 // previously scored 0.9880 (tier high) — from TWO compounding causes: the
 // pre-R6 brand matcher had no integration-token exclusion at all (so
-// "PayPal integration" tripped name_brand_match), AND
+// "PayPal integration" tripped brand.name_match), AND
 // selfSendBeforeExternal was uncapped. Both are now fixed independently
 // (R6's BrandSet.Matches integration-token gate; R1's cap here) — this
 // fixture proves the COMBINATION resolves too, not just either fix in
@@ -382,7 +382,7 @@ func TestReplay_SelfSendBrandNameStaysBelowHigh(t *testing.T) {
 // Round 2's R1 fix round raised the band from medium-sized ([0.55, 0.85])
 // to this: with no prior sending history at all, burst_factor now reads
 // this 100-in-10-minutes burst at close to full strength on BOTH
-// sends_10m_max and webmail_sends_1h at once (the account's single
+// email.sends_10m_max and email.webmail_sends_1h at once (the account's single
 // webmail domain means every one of these new weights fires together,
 // unlike a fixture that splits its volume across webmail and non-webmail
 // recipients) — the qualitative claim ("at least medium") still holds
@@ -441,7 +441,7 @@ func TestReplay_EstablishedNewsletterStaysBelowMedium(t *testing.T) {
 // its first hour — a plausible day-0 legitimate marketplace seller as
 // much as a suspicious blast. Also exercises S2 in a realistic combined
 // scenario: the agent's own name already matches "Fictashop"
-// (name_brand_match=1), so subject_brand_match must NOT also credit the
+// (brand.name_match=1), so email.subject_brand_match must NOT also credit the
 // identical brand mentioned in every subject line. Must stay below tier
 // "high".
 func TestReplay_Day0MarketplaceSellerStaysBelowHigh(t *testing.T) {
@@ -492,13 +492,13 @@ func TestReplay_PaidLaunch5dStaysBelowHigh(t *testing.T) {
 
 // TestReplay_WebmailSpread1hMediumBand replays eval/fixtures/
 // webmail_spread_1h.jsonl — round 2's R6: a fixture that isolates
-// webmail_sends_1h from sends_10m_max specifically, so the mutation
-// sweep can prove webmail_sends_1h load-bearing on its own (see
+// email.webmail_sends_1h from email.sends_10m_max specifically, so the mutation
+// sweep can prove email.webmail_sends_1h load-bearing on its own (see
 // mutation_test.go's "webmail_spread_1h" scenario). 80 webmail
 // recipients spread evenly across a full hour (8-minute intervals) —
 // deliberately NOT concentrated into any 10-minute window the way
-// webmail_blast's burst is, so sends_10m_max stays modest (20) while
-// webmail_sends_1h/sends_1h/distinct_recipients_1h (80 each) carry most
+// webmail_blast's burst is, so email.sends_10m_max stays modest (20) while
+// email.webmail_sends_1h/email.sends_1h/email.distinct_recipients_1h (80 each) carry most
 // of the signal.
 func TestReplay_WebmailSpread1hMediumBand(t *testing.T) {
 	view := runReplay(t, "webmail_spread_1h.jsonl", "acct_example_webmail_spread_1")
@@ -528,7 +528,7 @@ func TestReplay_WebmailSpread1hMediumBand(t *testing.T) {
 // burst of comparable size, and a subject line that matches a curated
 // brand. R1's blocker-level outcomes (a calendar-evadable dormant
 // account must still reach `high` on volume alone, an established
-// sender must not) require sends_10m_max/webmail_sends_1h to carry a
+// sender must not) require email.sends_10m_max/email.webmail_sends_1h to carry a
 // day-0, no-history burst most of the way to `high` by themselves —
 // weakening that weight to spare this fixture would also weaken
 // dormant_branded_burst_8d's own required outcome. This v0 feature set
@@ -579,14 +579,14 @@ func TestReplay_BrandColonCountryVariant20mReachesHigh(t *testing.T) {
 // webmail recipients) but spread thin — 15 recipients once per hour for 6
 // hours (90 total) — instead of concentrated into one burst.
 //
-// KNOWN GAP: this never reaches `high`, only `medium`. sends_10m_max and
-// webmail_sends_1h (this model's two most heavily-weighted volume
+// KNOWN GAP: this never reaches `high`, only `medium`. email.sends_10m_max and
+// email.webmail_sends_1h (this model's two most heavily-weighted volume
 // signals, and the ones single_brand_100_45m/brand_colon_country_variant_20m
 // above depend on) can only ever see ONE hour's worth (15) at any given
 // scoring instant — a "low and slow" sender that deliberately paces
 // itself below any single window's threshold is invisible to a
-// windowed-burst detector by construction. Only subject_brand_match (a
-// flat, non-volume signal) and the modest sends_1h/distinct_recipients_1h
+// windowed-burst detector by construction. Only email.subject_brand_match (a
+// flat, non-volume signal) and the modest email.sends_1h/email.distinct_recipients_1h
 // companions contribute here. Detecting a slow-drip campaign like this
 // would need a wider trailing window than any this v0 feature set reads,
 // or a feature that tracks total volume irrespective of concentration —
@@ -601,9 +601,9 @@ func TestReplay_SlowSenderKnownGap(t *testing.T) {
 
 // TestReplay_ModerateVolumeSingleBrandMediumBand replays eval/fixtures/
 // moderate_volume_single_brand.jsonl — round 2's R6: a real replay
-// fixture bounding subject_brand_match specifically (its volume alone,
+// fixture bounding email.subject_brand_match specifically (its volume alone,
 // 15 webmail recipients, is far too small to reach `high` on its own —
-// zeroing subject_brand_match's weight drops this fixture well outside
+// zeroing email.subject_brand_match's weight drops this fixture well outside
 // its band, proving the weight load-bearing on a REAL fixture, not only
 // a synthetic scenario).
 func TestReplay_ModerateVolumeSingleBrandMediumBand(t *testing.T) {
@@ -616,9 +616,9 @@ func TestReplay_ModerateVolumeSingleBrandMediumBand(t *testing.T) {
 
 // TestReplay_RepeatRecipientResendBand replays eval/fixtures/
 // repeat_recipient_resend.jsonl — round 2's R6: a real replay fixture
-// bounding sends_1h and distinct_recipients_1h with DIFFERENT values (the
-// same 5 recipients sent to twice within the hour: sends_1h sums to more
-// than distinct_recipients_1h's deduplicated count), so a wiring swap
+// bounding email.sends_1h and email.distinct_recipients_1h with DIFFERENT values (the
+// same 5 recipients sent to twice within the hour: email.sends_1h sums to more
+// than email.distinct_recipients_1h's deduplicated count), so a wiring swap
 // between the two would be caught here even though every OTHER committed
 // fixture happens to give them identical values.
 func TestReplay_RepeatRecipientResendBand(t *testing.T) {
@@ -632,8 +632,8 @@ func TestReplay_RepeatRecipientResendBand(t *testing.T) {
 // a short buffer") — round 2's R6: this fixture's burst happened
 // entirely within the subject's first day, but by the time this test
 // evaluates it, that burst is well past currentBurstWindow (24h), so
-// sends_10m_max/sends_1h/webmail_sends_1h/distinct_recipients_1h all read
-// 0 — only sends_first_day (a permanent fact, unaffected by how long ago
+// email.sends_10m_max/email.sends_1h/email.webmail_sends_1h/email.distinct_recipients_1h all read
+// 0 — only email.sends_first_day (a permanent fact, unaffected by how long ago
 // its own window closed) is non-zero, isolating it as a REAL fixture
 // rather than only a synthetic scenario.
 func TestReplay_FirstDayBurstThenQuietBand(t *testing.T) {
@@ -652,7 +652,7 @@ func TestReplay_FirstDayBurstThenQuietBand(t *testing.T) {
 // routinely sending ordinary product-update copy that happens to mention
 // a brand ("Our product now integrates with Glowbank Calendar" — not a
 // lure, and not a phrase any community/integration gate exempts) must not
-// get a PERMANENT subject_brand_match lift from that routine mention.
+// get a PERMANENT email.subject_brand_match lift from that routine mention.
 // ageDecayFactor discounts it to its 0.2 floor by this account's age, so
 // this fixture stays low.
 func TestReplay_EstablishedProductCopyBrandMentionStaysLow(t *testing.T) {
diff --git a/internal/worker/robustness_test.go b/internal/worker/robustness_test.go
index 774539a..1e1fd45 100644
--- a/internal/worker/robustness_test.go
+++ b/internal/worker/robustness_test.go
@@ -217,7 +217,7 @@ rules:
   - name: fake_rule
     mode: advise
     scorer: fake_test_scorer
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
diff --git a/internal/worker/round2_test.go b/internal/worker/round2_test.go
index b9f6f35..30a9252 100644
--- a/internal/worker/round2_test.go
+++ b/internal/worker/round2_test.go
@@ -15,10 +15,10 @@ import (
 // TestScoreSubject_AgeDriftAloneReusesResultAcrossRounds is R7 round 2's
 // integration-level proof, exercising the real store/worker wiring (not
 // just internal/core's pure inputHash unit test): a subject whose ONLY
-// input to a rule is subject_age_h, rescored repeatedly with no new event
+// input to a rule is core.subject_age_h, rescored repeatedly with no new event
 // at all — only elapsed time passing — must call the scorer at most twice
 // across 10 rounds (once at the start, and at most once more when
-// subject_age_h happens to cross into the next hour bucket partway
+// core.subject_age_h happens to cross into the next hour bucket partway
 // through), not once per round.
 //
 // scoreSubject is called directly (bypassing ClaimDirtySubjects'
@@ -54,7 +54,7 @@ func TestScoreSubject_AgeDriftAloneReusesResultAcrossRounds(t *testing.T) {
 	}
 	d := dirty[0]
 
-	// baseNow: subject_age_h starts at 5.0 (comfortably under the 24h
+	// baseNow: core.subject_age_h starts at 5.0 (comfortably under the 24h
 	// clamp, so it keeps drifting rather than sitting still). 10 rounds, 8
 	// minutes apart, span 72 minutes — enough to cross from hour-bucket 5
 	// into hour-bucket 6 partway through, matching R7's own "<=2 calls"
@@ -87,7 +87,7 @@ func TestScoreSubject_AgeDriftAloneReusesResultAcrossRounds(t *testing.T) {
 // "unchanged, reuse it" once a rule's backoff clears — the round that
 // produced that hash never actually answered, so there is nothing valid
 // to reuse. Before worker.go's fix (only a "scored" LatestVerdict feeds
-// RuleState.LastInputHash), a still-quantization-stable subject_age_h
+// RuleState.LastInputHash), a still-quantization-stable core.subject_age_h
 // made a past-backoff rule silently skip retrying forever, stuck on the
 // same recorded error.
 func TestScoreSubject_ErroredRoundNeverSkipsAsInputUnchanged(t *testing.T) {
@@ -118,7 +118,7 @@ func TestScoreSubject_ErroredRoundNeverSkipsAsInputUnchanged(t *testing.T) {
 	}
 	d := dirty[0]
 
-	// now1: subject_age_h ~= 5.0h. now2: ~5.001h later, well past the 30s
+	// now1: core.subject_age_h ~= 5.0h. now2: ~5.001h later, well past the 30s
 	// rule backoff schedule but still inside the SAME 1-hour hash bucket —
 	// exactly the case R7's quantization makes common.
 	now1 := created.Add(5 * time.Hour)
diff --git a/internal/worker/skip_unchanged_test.go b/internal/worker/skip_unchanged_test.go
index a9ccf0a..910a903 100644
--- a/internal/worker/skip_unchanged_test.go
+++ b/internal/worker/skip_unchanged_test.go
@@ -33,7 +33,7 @@ func TestScoreSubject_SkipInputUnchangedAvoidsRecallingScorer(t *testing.T) {
 		t.Fatalf("New: %v", err)
 	}
 
-	// Round 1: dirty_seq=1, input is whatever subject_age_h computes to at
+	// Round 1: dirty_seq=1, input is whatever core.subject_age_h computes to at
 	// `now` — the scorer is called once.
 	d := store.DirtySubject{Tenant: testTenant, Subject: "acct_skip_unchanged", DirtySeq: 1, CurrentTier: "unknown"}
 	if _, err := w.scoreSubject(ctx, d, now); err != nil {
@@ -43,7 +43,7 @@ func TestScoreSubject_SkipInputUnchangedAvoidsRecallingScorer(t *testing.T) {
 		t.Fatalf("round 1: scorer called %d times, want 1", calls)
 	}
 
-	// Round 2: SAME now (so subject_age_h, the rule's only input, is
+	// Round 2: SAME now (so core.subject_age_h, the rule's only input, is
 	// byte-identical) and the SAME dirty_seq (simulating a rescore-at tick
 	// with no new event) — Plan should mark this input_unchanged, so the
 	// scorer must NOT be called again.
@@ -68,7 +68,7 @@ func TestScoreSubject_SkipInputUnchangedAvoidsRecallingScorer(t *testing.T) {
 		t.Errorf("reused risk = %v, want %v (identical to round 1's)", view.Signals[0].Risk, wantRisk)
 	}
 
-	// Round 3: a genuinely different `now` (input changes: subject_age_h
+	// Round 3: a genuinely different `now` (input changes: core.subject_age_h
 	// grows) must call the scorer again.
 	now2 := now.Add(time.Hour)
 	d2 := store.DirtySubject{Tenant: testTenant, Subject: "acct_skip_unchanged", DirtySeq: 1, CurrentTier: "unknown"}
diff --git a/internal/worker/testutil_test.go b/internal/worker/testutil_test.go
index d755f78..2d375a0 100644
--- a/internal/worker/testutil_test.go
+++ b/internal/worker/testutil_test.go
@@ -77,7 +77,7 @@ func loadShippedConfig(t *testing.T) *config.Config {
 
 // loadShippedBrands loads the real config/brands.yaml this repo ships
 // (S3 fix round) — used alongside loadShippedConfig by every replay test
-// so name_brand_match is exercised against the actual curated list, not
+// so brand.name_match is exercised against the actual curated list, not
 // silently held at 0 by an unset Deps.Brands.
 func loadShippedBrands(t *testing.T) feature.BrandSet {
 	t.Helper()
@@ -109,7 +109,7 @@ rules:
   - name: fake_rule
     mode: advise
     scorer: fake_test_scorer
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
@@ -151,14 +151,14 @@ rules:
   - name: fake_rule_a
     mode: advise
     scorer: fake_scorer_a
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
   - name: fake_rule_b
     mode: advise
     scorer: fake_scorer_b
-    inputs: [subject_age_h]
+    inputs: [core.subject_age_h]
     labels: [benign, abusive]
     benign_label: benign
     threshold: 0.5
diff --git a/internal/worker/worker.go b/internal/worker/worker.go
index e6379b1..fa815f2 100644
--- a/internal/worker/worker.go
+++ b/internal/worker/worker.go
@@ -26,6 +26,7 @@ import (
 	"github.com/tokencanopy/abusekit/internal/core"
 	"github.com/tokencanopy/abusekit/internal/event"
 	"github.com/tokencanopy/abusekit/internal/feature"
+	"github.com/tokencanopy/abusekit/internal/feature/registry"
 	"github.com/tokencanopy/abusekit/internal/model"
 	"github.com/tokencanopy/abusekit/internal/store"
 )
@@ -104,8 +105,8 @@ type Deps struct {
 	Store     Store
 	Config    *config.Config
 	Neighbors feature.Neighbors  // feature.NewStoreNeighbors(realStore, cfg) in production; feature.NoNeighbors is a valid choice too.
-	Brands    feature.BrandSet   // config/brands.yaml merged with an optional brands_extra, loaded once at startup; the zero value holds name_brand_match/subject_brand_match at 0.
-	Webmail   feature.WebmailSet // config/webmail.yaml, loaded once at startup (S2b); the zero value holds webmail_recipient_share/webmail_sends_1h at 0.
+	Brands    feature.BrandSet   // config/brands.yaml merged with an optional brands_extra, loaded once at startup; the zero value holds brand.name_match/email.subject_brand_match at 0.
+	Webmail   feature.WebmailSet // config/webmail.yaml, loaded once at startup (S2b); the zero value holds email.webmail_recipient_share/email.webmail_sends_1h at 0.
 
 	// Calibration is consulted by internal/core.Combine the same way it
 	// would be by the harness (S4). v0 has no vendor scorer needing a
@@ -754,7 +755,7 @@ func (w *Worker) computeVerdict(ctx, scoreCtx context.Context, d store.DirtySubj
 			// R7 round 2, proven: LatestVerdict.InputHash reflects the
 			// literal latest row regardless of status. Feeding an ERRORED
 			// round's hash to Plan as LastInputHash meant that once
-			// quantization (below) made subject_age_h/upgrade_delay_min
+			// quantization (below) made core.subject_age_h/core.upgrade_delay_min
 			// repeat across rounds, a rule already PAST its backoff window
 			// would match that stale error hash and skip re-invoking the
 			// scorer at all — silently freezing on the SAME error forever
@@ -777,7 +778,7 @@ func (w *Worker) computeVerdict(ctx, scoreCtx context.Context, d store.DirtySubj
 		return core.Verdict{}, nil, time.Time{}, false, fmt.Errorf("prune rule_state: %w", err)
 	}
 
-	calls := core.Plan(fr.Features.Map(), nil, ruleStates) // N1 fix round: nil Text — v0 has no text-input rule registered yet (S5 adds the first one); Plan's own doc comment covers what a non-nil map would do.
+	calls := core.Plan(core.Vector{Values: fr.Features.Map(), HashQuantum: registry.HashQuanta()}, nil, ruleStates) // N1 fix round: nil Text — v0 has no text-input rule registered yet (S5 adds the first one); Plan's own doc comment covers what a non-nil map would do.
 	results := make([]*model.ScoreResult, len(calls))
 	outcomes := make([]core.RuleOutcome, len(calls))
 	isElevated := elevated(d.CurrentTier)
@@ -837,7 +838,7 @@ func (w *Worker) computeVerdict(ctx, scoreCtx context.Context, d store.DirtySubj
 			if lv, ok := latest[r.Name]; ok && lv.Status == "scored" {
 				res := model.ScoreResult{Probs: lv.Probs, Model: lv.Model, Checkpoint: lv.Checkpoint, Render: call.Request.RenderVersion}
 				results[i] = &res
-				outcomes[i] = core.RuleOutcome{Rule: r, Result: &res, Reason: lv.Reason}
+				outcomes[i] = core.RuleOutcome{Rule: r, Result: &res, Reason: lv.Reason, ReasonVersion: lv.ReasonVersion}
 				inputHashOverride[i] = lv.InputHash
 			} else {
 				// R3 (round 2 fix round): nothing to carry forward, and
@@ -890,7 +891,7 @@ func (w *Worker) computeVerdict(ctx, scoreCtx context.Context, d store.DirtySubj
 			if lv, ok := latest[r.Name]; ok && lv.Status == "scored" {
 				res := model.ScoreResult{Probs: lv.Probs, Model: lv.Model, Checkpoint: lv.Checkpoint, Render: call.Request.RenderVersion}
 				results[i] = &res
-				outcomes[i] = core.RuleOutcome{Rule: r, Result: &res, Reason: lv.Reason}
+				outcomes[i] = core.RuleOutcome{Rule: r, Result: &res, Reason: lv.Reason, ReasonVersion: lv.ReasonVersion}
 			} else if ok {
 				outcomes[i] = core.RuleOutcome{Rule: r, Unscored: true, ErrorCode: lv.ErrorCode}
 			} else {
@@ -1017,7 +1018,7 @@ func (w *Worker) computeVerdict(ctx, scoreCtx context.Context, d store.DirtySubj
 		if r.Scorer == "local" {
 			reason = renderReason(fr.Features)
 		}
-		outcomes[i] = core.RuleOutcome{Rule: r, Result: &res, Reason: reason}
+		outcomes[i] = core.RuleOutcome{Rule: r, Result: &res, Reason: reason, ReasonVersion: 2}
 	}
 
 	// R3 (round 2 fix round): drop every omitted index from calls,
@@ -1078,20 +1079,21 @@ func (w *Worker) computeVerdict(ctx, scoreCtx context.Context, d store.DirtySubj
 			inputHash = inputHashOverride[i]
 		}
 		records[i] = store.VerdictRecord{
-			Rule:        sig.Rule,
-			Mode:        string(sig.Mode),
-			Scorer:      call.Rule.Scorer,
-			Model:       sig.Model,
-			Checkpoint:  sig.Checkpoint,
-			Render:      call.Request.RenderVersion,
-			Calibration: sig.Calibration,
-			Probs:       probs,
-			Risk:        risk,
-			Flagged:     sig.Flagged,
-			Reason:      sig.Reason,
-			InputHash:   inputHash,
-			Status:      sig.Status,
-			ErrorCode:   sig.ErrorCode,
+			Rule:          sig.Rule,
+			Mode:          string(sig.Mode),
+			Scorer:        call.Rule.Scorer,
+			Model:         sig.Model,
+			Checkpoint:    sig.Checkpoint,
+			Render:        call.Request.RenderVersion,
+			Calibration:   sig.Calibration,
+			Probs:         probs,
+			Risk:          risk,
+			Flagged:       sig.Flagged,
+			Reason:        sig.Reason,
+			ReasonVersion: sig.ReasonVersion,
+			InputHash:     inputHash,
+			Status:        sig.Status,
+			ErrorCode:     sig.ErrorCode,
 		}
 	}
 
diff --git a/pkg/abusekit/client_test.go b/pkg/abusekit/client_test.go
index 430c682..bd765ac 100644
--- a/pkg/abusekit/client_test.go
+++ b/pkg/abusekit/client_test.go
@@ -3,6 +3,7 @@ package abusekit_test
 import (
 	"context"
 	"errors"
+	"strings"
 	"testing"
 	"time"
 
@@ -169,6 +170,14 @@ func TestClient_EvaluateReachesHigh(t *testing.T) {
 	if subj.Tier != "high" {
 		t.Fatalf("tier = %q, want high\nsignals: %+v", subj.Tier, subj.Signals)
 	}
+	if len(subj.Signals) == 0 {
+		t.Fatal("missing scored signals")
+	}
+	for _, sig := range subj.Signals {
+		if sig.Status == "scored" && (sig.ReasonVersion != 2 || !strings.Contains(sig.Reason, "core.resource_velocity_1h=")) {
+			t.Fatalf("SDK lost namespaced reason/version: %+v", sig)
+		}
+	}
 	if !subj.EvaluatedNow {
 		t.Fatalf("expected EvaluatedNow=true")
 	}
diff --git a/pkg/abusekit/subjects.go b/pkg/abusekit/subjects.go
index 4a45224..fee51b1 100644
--- a/pkg/abusekit/subjects.go
+++ b/pkg/abusekit/subjects.go
@@ -12,16 +12,17 @@ import (
 // Signal is one rule's contribution to a Subject's score (design §4.4).
 // Risk/Flagged are nil when Status is "unscored".
 type Signal struct {
-	Rule        string   `json:"rule"`
-	Mode        string   `json:"mode,omitempty"`
-	Status      string   `json:"status"`
-	Risk        *float64 `json:"risk,omitempty"`
-	Flagged     *bool    `json:"flagged,omitempty"`
-	Model       string   `json:"model,omitempty"`
-	Checkpoint  string   `json:"checkpoint,omitempty"`
-	Calibration string   `json:"calibration,omitempty"`
-	Reason      string   `json:"reason,omitempty"`
-	ErrorCode   string   `json:"error_code,omitempty"`
+	Rule          string   `json:"rule"`
+	Mode          string   `json:"mode,omitempty"`
+	Status        string   `json:"status"`
+	Risk          *float64 `json:"risk,omitempty"`
+	Flagged       *bool    `json:"flagged,omitempty"`
+	Model         string   `json:"model,omitempty"`
+	Checkpoint    string   `json:"checkpoint,omitempty"`
+	Calibration   string   `json:"calibration,omitempty"`
+	Reason        string   `json:"reason,omitempty"`
+	ReasonVersion int      `json:"reason_version,omitempty"`
+	ErrorCode     string   `json:"error_code,omitempty"`
 }
 
 // Subject is the response shape of GET /v1/subjects/{subject} and