From c6d3ec426501f1e8e6bd550a32270fed5b8318d3 Mon Sep 17 00:00:00 2001
From: Jim Pudar <jim@pudar.com>
Date: Sun, 24 May 2026 13:32:10 -0400
Subject: [PATCH 1/6] Fix timeline usage arrows

---
 src/spy/ui/src/App.tsx | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/spy/ui/src/App.tsx b/src/spy/ui/src/App.tsx
index 716c856..444e194 100644
--- a/src/spy/ui/src/App.tsx
+++ b/src/spy/ui/src/App.tsx
@@ -975,9 +975,9 @@ function timelineUsageMetricData(usage: SpyCallSummary["usage"]): UsageMetricPro
 function usageMetricMarker(label: string): React.ReactNode {
   switch (label) {
     case "read":
-      return <ArrowDown aria-hidden="true" size={13} strokeWidth={2.4} />;
-    case "write":
       return <ArrowUp aria-hidden="true" size={13} strokeWidth={2.4} />;
+    case "write":
+      return <ArrowDown aria-hidden="true" size={13} strokeWidth={2.4} />;
     case "cache read":
       return "R";
     case "cache write":

From 9dcf49e003bde7e217d50410aabf8e546a58e82a Mon Sep 17 00:00:00 2001
From: Jim Pudar <jim@pudar.com>
Date: Sun, 24 May 2026 14:13:42 -0400
Subject: [PATCH 2/6] Add provider token accounting

---
 .env.defaults                       |   1 +
 SPY_PLAN.md                         |  63 +++++-
 bun.lock                            | 195 +++++++++++++++-
 package.json                        |   1 +
 src/rootcell/rootcell.test.ts       |  12 +
 src/rootcell/rootcell.ts            |  68 ++++--
 src/spy/README.md                   |  36 ++-
 src/spy/api-contracts.ts            |  66 ++++++
 src/spy/bedrock-token-count.ts      |  82 +++++++
 src/spy/migrations.ts               |  64 ++++++
 src/spy/schemas.test.ts             |   4 +-
 src/spy/service.test.ts             | 109 +++++++++
 src/spy/service.ts                  | 234 ++++++++++++++++++-
 src/spy/store.test.ts               |  70 ++++++
 src/spy/store.ts                    | 336 +++++++++++++++++++++++++++-
 src/spy/tokens.test.ts              |  90 ++++++++
 src/spy/tokens.ts                   | 121 ++++++++++
 src/spy/ui/e2e/spy-ui.playwright.ts |  80 +++++++
 src/spy/ui/src/App.tsx              | 199 ++++++++++++++--
 src/spy/ui/src/api.test.ts          |  45 +++-
 src/spy/ui/src/api.ts               |  13 ++
 src/spy/ui/src/types.ts             |   6 +
 22 files changed, 1831 insertions(+), 64 deletions(-)
 create mode 100644 src/spy/bedrock-token-count.ts
 create mode 100644 src/spy/tokens.test.ts
 create mode 100644 src/spy/tokens.ts

diff --git a/.env.defaults b/.env.defaults
index 1c6b539..798fdba 100644
--- a/.env.defaults
+++ b/.env.defaults
@@ -22,5 +22,6 @@ ROOTCELL_SPY_ENABLED=false
 # ROOTCELL_SPY_MAX_BYTES=6442450944
 # ROOTCELL_SPY_SPOOL_MAX_BYTES=1073741824
 # ROOTCELL_SPY_STORE_RAW=false
+# ROOTCELL_SPY_TOKEN_COUNT_MODE=provider
 # ROOTCELL_SPY_BIND=127.0.0.1
 # ROOTCELL_SPY_PORT=6174
diff --git a/SPY_PLAN.md b/SPY_PLAN.md
index bee1bc8..88d29fe 100644
--- a/SPY_PLAN.md
+++ b/SPY_PLAN.md
@@ -52,7 +52,7 @@ multi-conversation support straightforward, but those are not v1 scope.
 - Desktop-only UI. Do not spend v1 scope on mobile support.
 - No keyboard shortcut requirement. Design the browser UX on its own terms, not
   as a TUI clone.
-- Token counting for highlighted text and per-block token estimates are v1.5,
+- Token counting for highlighted text and per-block provider counts are v1.5,
   not v1.
 - Automated compaction detection is v1.5, not v1.
 - Broader charts/visual regression screenshots are v1.5 or later.
@@ -194,6 +194,7 @@ ROOTCELL_SPY_ENABLED=false
 # ROOTCELL_SPY_MAX_BYTES=6442450944
 # ROOTCELL_SPY_SPOOL_MAX_BYTES=1073741824
 # ROOTCELL_SPY_STORE_RAW=false
+# ROOTCELL_SPY_TOKEN_COUNT_MODE=provider
 # ROOTCELL_SPY_BIND=127.0.0.1
 # ROOTCELL_SPY_PORT=6174
 ```
@@ -205,6 +206,7 @@ Defaults:
 - Total spy store budget: 6 GiB.
 - Spool budget: 1 GiB.
 - Raw exact payload storage disabled.
+- Token count mode defaults to Bedrock CountTokens provider counting.
 - Firewall service binds `127.0.0.1:6174`.
 
 `./rootcell spy` should choose host-local port `6174` when available and fall
@@ -671,6 +673,40 @@ V1 excludes:
     `./rootcell spy --no-open` refuses to launch while disabled, the
     `rootcell-spy.service` is inactive, the SQLite store is preserved, the spool
     is empty, and a disabled-state Pi/Bedrock call writes no spool files.
+- Completed the V1.5 provider-only token accounting foundation:
+  - Added shared token-count API contracts for `call`, `section`, `block`, and
+    transient/cached `selection` subjects with `provider_reported`,
+    `provider_counted`, and `unavailable` provenance only.
+  - Removed local token estimates and the `estimated` provenance path. All
+    displayed token counts now come from provider-reported usage, Bedrock
+    CountTokens, or an explicit unavailable record.
+  - Added provider-routed `POST /api/token-count`; the browser asks the
+    firewall-hosted spy service, and the browser never calls Bedrock directly.
+  - Added Bedrock Runtime CountTokens support with model-id normalization for
+    Anthropic inference-profile ids such as `us.` and `global.` prefixed Haiku
+    model ids.
+  - Extended `GET /api/calls/:id` so call details backfill missing request,
+    section, and block counts through the provider and return cached/stored
+    token records.
+  - Added SQLite schema v4 and token-count cache persistence keyed by subject
+    identity, source hash, and model id, with cascade deletion through retention
+    and clear-data.
+  - Updated the inspector with token/provenance chips on block rows, token
+    columns in request composition, explicit provider-count controls, and
+    highlighted selection counting that stores provider results.
+  - Updated generated spy env defaults and docs so
+    `ROOTCELL_SPY_TOKEN_COUNT_MODE=provider` is the only supported mode, and
+    forwarded Bedrock credential env when token counting is enabled.
+  - Fixed live Bedrock CountTokens payload issues found during validation:
+    Anthropic inference-profile ids are converted to base model ids for
+    CountTokens, and isolated system-context block text uses a valid Converse
+    message wrapper instead of a system-only payload that Bedrock rejects.
+  - Rebuilt and provisioned the default firewall/agent VMs with the corrected
+    spy service and UI assets.
+  - Verified `bun run typecheck`, `bun run lint`, `bun run test:spy`,
+    `bun run test:spy-ui:unit`, `bun run test:spy-ui:e2e`,
+    `bun run build:spy`, and `git diff --check`; service tests that bind local
+    ports were run with localhost permissions when required.
 
 ### V1
 
@@ -759,18 +795,29 @@ notes, and follow-up verification baseline were moved to
 
 Add analysis depth:
 
-- Exact/estimated token counting for highlighted text, blocks, sections, and
+- [x] Shared token-count contracts for `call`, `section`, `block`, and
+  `selection` subjects.
+- [x] Provider-only token-count mode. Local estimates and `estimated`
+  provenance were removed.
+- [x] Provider-reported request totals are used when available.
+- [x] Provider-counted token counting for highlighted text, blocks, sections, and
   whole requests.
-- Provider-routed token-count backend; browser never calls LLM providers
+- [x] Provider-routed token-count backend; browser never calls LLM providers
   directly.
-- Per-block token provenance: `provider_reported`, `provider_counted`,
-  `estimated`, or `unavailable`.
-- Automated compaction candidate detection:
+- [x] Bedrock CountTokens support through the firewall spy service, including
+  Anthropic inference-profile model-id normalization.
+- [x] SQLite cache for provider-counted call, section, block, and selection
+  results with retention and clear-data deletion.
+- [x] Per-block token provenance: `provider_reported`, `provider_counted`, or
+  `unavailable`.
+- [x] Request composition token columns and block-row token/provenance chips.
+- [x] Explicit provider-count and highlighted-selection count UI actions.
+- [ ] Automated compaction candidate detection:
   - Pi-specific request patterns from fixtures.
   - Generic fallback heuristics.
   - Labels that distinguish Pi-specific candidates from heuristic candidates.
-- Dedicated compaction investigation view.
-- Visual regression/screenshot checks.
+- [ ] Dedicated compaction investigation view.
+- [ ] Visual regression/screenshot checks.
 
 ### V2
 
diff --git a/bun.lock b/bun.lock
index a71fbbd..f902ef8 100644
--- a/bun.lock
+++ b/bun.lock
@@ -5,6 +5,7 @@
     "": {
       "name": "rootcell",
       "dependencies": {
+        "@aws-sdk/client-bedrock-runtime": "^3.1050.0",
         "@aws-sdk/client-ec2": "^3.1050.0",
         "@aws-sdk/client-s3": "^3.1050.0",
         "@aws-sdk/client-secrets-manager": "^3.1050.0",
@@ -52,6 +53,8 @@
 
     "@aws-crypto/util": ["@aws-crypto/util@5.2.0", "", { "dependencies": { "@aws-sdk/types": "^3.222.0", "@smithy/util-utf8": "^2.0.0", "tslib": "^2.6.2" } }, "sha512-4RkU9EsI6ZpBve5fseQlGNUWKMa1RLPQ1dnjnQoe07ldfIzcsGb5hC5W0Dm7u423KWzawlrpbjXBrXCEv9zazQ=="],
 
+    "@aws-sdk/client-bedrock-runtime": ["@aws-sdk/client-bedrock-runtime@3.1053.0", "", { "dependencies": { "@aws-crypto/sha256-browser": "5.2.0", "@aws-crypto/sha256-js": "5.2.0", "@aws-sdk/core": "^3.974.13", "@aws-sdk/credential-provider-node": "^3.972.44", "@aws-sdk/eventstream-handler-node": "^3.972.17", "@aws-sdk/middleware-eventstream": "^3.972.13", "@aws-sdk/middleware-websocket": "^3.972.21", "@aws-sdk/token-providers": "3.1053.0", "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/fetch-http-handler": "^5.4.3", "@smithy/node-http-handler": "^4.7.3", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-I5dua8y1logE+Mx6r5kvI1tjM+XyC3H42KDCpEqmhrJfanor/x/AdOavyv3HnS4sBqUxx2IrjLP3ouEumjeTzA=="],
+
     "@aws-sdk/client-cognito-identity": ["@aws-sdk/client-cognito-identity@3.1050.0", "", { "dependencies": { "@aws-crypto/sha256-browser": "5.2.0", "@aws-crypto/sha256-js": "5.2.0", "@aws-sdk/core": "^3.974.12", "@aws-sdk/credential-provider-node": "^3.972.43", "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/fetch-http-handler": "^5.4.2", "@smithy/node-http-handler": "^4.7.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-VBbHeLRUoprJE57zc8WEbqC+bLUbHGlMI8S7NUuvEZ3svsYp0SGzkw81xuq2W7zbnlNFJL1jMIINjNMGo0Rn1Q=="],
 
     "@aws-sdk/client-ec2": ["@aws-sdk/client-ec2@3.1050.0", "", { "dependencies": { "@aws-crypto/sha256-browser": "5.2.0", "@aws-crypto/sha256-js": "5.2.0", "@aws-sdk/core": "^3.974.12", "@aws-sdk/credential-provider-node": "^3.972.43", "@aws-sdk/middleware-sdk-ec2": "^3.972.26", "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/fetch-http-handler": "^5.4.2", "@smithy/node-http-handler": "^4.7.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-pJrYSya1WQs+2Wvvz8oC9bezZmbdOCFhRG39e1NIxyhAoMsHk2GQ7Yp0sKqjjn7IXKvaGAekIhdh+s3NTfK9Qg=="],
@@ -62,7 +65,7 @@
 
     "@aws-sdk/client-sts": ["@aws-sdk/client-sts@3.1050.0", "", { "dependencies": { "@aws-crypto/sha256-browser": "5.2.0", "@aws-crypto/sha256-js": "5.2.0", "@aws-sdk/core": "^3.974.12", "@aws-sdk/credential-provider-node": "^3.972.43", "@aws-sdk/signature-v4-multi-region": "^3.996.27", "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/fetch-http-handler": "^5.4.2", "@smithy/node-http-handler": "^4.7.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-CaQcTKGwxUEmU661gu3OxV9Ep7/jX39C83jfd/HnW/o7O/W9/bb+Jn1aMS05cdpst6wGBQ2kzgsCXGaBZGuLxQ=="],
 
-    "@aws-sdk/core": ["@aws-sdk/core@3.974.12", "", { "dependencies": { "@aws-sdk/types": "^3.973.8", "@aws-sdk/xml-builder": "^3.972.24", "@aws/lambda-invoke-store": "^0.2.2", "@smithy/core": "^3.24.2", "@smithy/signature-v4": "^5.4.2", "@smithy/types": "^4.14.1", "bowser": "^2.11.0", "tslib": "^2.6.2" } }, "sha512-qrqgioqYFjwR6LatVNS1L2Vk++EwRIxqSQXPKNv5Ofux2D8UNgqMQ1znnMyEImXquVPTtbf71fc128pvmU6y9A=="],
+    "@aws-sdk/core": ["@aws-sdk/core@3.974.13", "", { "dependencies": { "@aws-sdk/types": "^3.973.9", "@aws-sdk/xml-builder": "^3.972.25", "@aws/lambda-invoke-store": "^0.2.2", "@smithy/core": "^3.24.3", "@smithy/signature-v4": "^5.4.2", "@smithy/types": "^4.14.2", "bowser": "^2.11.0", "tslib": "^2.6.2" } }, "sha512-+Y5/4tHki0uYgyx8eun146DegRVQBpdKGK5RbV0FTKJPpaKTchvqVxrrRFK6Wk0JksO4iAZKw3eqxGEIwtO98w=="],
 
     "@aws-sdk/crc64-nvme": ["@aws-sdk/crc64-nvme@3.972.8", "", { "dependencies": { "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-fVfUCL/Xh2zINYMPZvj+iBn6XWouQf0DAnjaWCI9MkmqXzL2Iy5FoQB8O7syFe6gN6AH1ecDDU58T51Ou0kFkA=="],
 
@@ -76,7 +79,7 @@
 
     "@aws-sdk/credential-provider-login": ["@aws-sdk/credential-provider-login@3.972.42", "", { "dependencies": { "@aws-sdk/core": "^3.974.12", "@aws-sdk/nested-clients": "^3.997.10", "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-O6WkZga3kf0yqyJYd1dbeJqVhEgJx/x1UaLgtbR+XuL/YP+K5y6QTxQKL7ka9z3jnQASESKGAPnRyt4D5hQrxA=="],
 
-    "@aws-sdk/credential-provider-node": ["@aws-sdk/credential-provider-node@3.972.43", "", { "dependencies": { "@aws-sdk/credential-provider-env": "^3.972.38", "@aws-sdk/credential-provider-http": "^3.972.40", "@aws-sdk/credential-provider-ini": "^3.972.42", "@aws-sdk/credential-provider-process": "^3.972.38", "@aws-sdk/credential-provider-sso": "^3.972.42", "@aws-sdk/credential-provider-web-identity": "^3.972.42", "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/credential-provider-imds": "^4.3.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-D/DJmbrWRP5BXEO3FH+ar4el+2n6OlGofiud7dQun2jES+AQEJjczenp1jBb4MBN7CpGpS8nsWGQLtuzc9tQbA=="],
+    "@aws-sdk/credential-provider-node": ["@aws-sdk/credential-provider-node@3.972.44", "", { "dependencies": { "@aws-sdk/credential-provider-env": "^3.972.39", "@aws-sdk/credential-provider-http": "^3.972.41", "@aws-sdk/credential-provider-ini": "^3.972.43", "@aws-sdk/credential-provider-process": "^3.972.39", "@aws-sdk/credential-provider-sso": "^3.972.43", "@aws-sdk/credential-provider-web-identity": "^3.972.43", "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/credential-provider-imds": "^4.3.2", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-sDaBIT0yrNNIPfvlsiTCmANm07zKju+ipWODjEXgZlsjMeIJR3LVp7RDyAOzUoAsTbDfYKDWp+i5WrFiQP6rmQ=="],
 
     "@aws-sdk/credential-provider-process": ["@aws-sdk/credential-provider-process@3.972.38", "", { "dependencies": { "@aws-sdk/core": "^3.974.12", "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-EnbYVajGgbkb24s0K1eo4VNAPV5mHIET7LSvirTaFCwkfrfaOJxtSE+wY/tJdKDS21cEYkZs2ruCaAm+W4iblg=="],
 
@@ -86,8 +89,12 @@
 
     "@aws-sdk/credential-providers": ["@aws-sdk/credential-providers@3.1050.0", "", { "dependencies": { "@aws-sdk/client-cognito-identity": "3.1050.0", "@aws-sdk/core": "^3.974.12", "@aws-sdk/credential-provider-cognito-identity": "^3.972.35", "@aws-sdk/credential-provider-env": "^3.972.38", "@aws-sdk/credential-provider-http": "^3.972.40", "@aws-sdk/credential-provider-ini": "^3.972.42", "@aws-sdk/credential-provider-login": "^3.972.42", "@aws-sdk/credential-provider-node": "^3.972.43", "@aws-sdk/credential-provider-process": "^3.972.38", "@aws-sdk/credential-provider-sso": "^3.972.42", "@aws-sdk/credential-provider-web-identity": "^3.972.42", "@aws-sdk/nested-clients": "^3.997.10", "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/credential-provider-imds": "^4.3.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-IvGKl6+Vwf/x/wzgfWHjUwKu+0x5BeB7uwSO3QGH/9ssuAdpZR+maBUDP+HYbBgG2mU+CufN/eTelVwnWh10FQ=="],
 
+    "@aws-sdk/eventstream-handler-node": ["@aws-sdk/eventstream-handler-node@3.972.17", "", { "dependencies": { "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-WFwdNcjchKZr7jKYgGimUZO8sSKQF/le7GGqgeCzz/lHozInE6b0gFJ1YMr8NaIeAoWJwgtrF7RE4/qMgosAdQ=="],
+
     "@aws-sdk/middleware-bucket-endpoint": ["@aws-sdk/middleware-bucket-endpoint@3.972.14", "", { "dependencies": { "@aws-sdk/core": "^3.974.12", "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-Aaj0d+xbo1jJquBWJP0/9V/XZRYukO3LWIRp3dOLHmoFrYKb4YZ0aLefgVHfGcNOVBS2ZTq7L/n5JcrE7DaC+Q=="],
 
+    "@aws-sdk/middleware-eventstream": ["@aws-sdk/middleware-eventstream@3.972.13", "", { "dependencies": { "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-ECfsw7mf6G/sxNbKbGE3/h1xeIArY/yRI1IjDGYkLgDIankh+aDOtDRSr40LVlIHGL9+jEH1cVuxmbJ8NLL/1A=="],
+
     "@aws-sdk/middleware-expect-continue": ["@aws-sdk/middleware-expect-continue@3.972.12", "", { "dependencies": { "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-dA5pKTom/Ls9mgeyeaRBNQrRIVOLVjv4AmKOB0/e4yaiXEUy0gSz2d3liP8JHtYoCAEWySU1jWnyzwLOREN+4g=="],
 
     "@aws-sdk/middleware-flexible-checksums": ["@aws-sdk/middleware-flexible-checksums@3.974.20", "", { "dependencies": { "@aws-crypto/crc32": "5.2.0", "@aws-crypto/crc32c": "5.2.0", "@aws-crypto/util": "5.2.0", "@aws-sdk/core": "^3.974.12", "@aws-sdk/crc64-nvme": "^3.972.8", "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-NdnMVQCR1YjIcqFAiNLdBiOwr2DyQDB2IiXQrBhzolKOv32ae4d4Ll7IzLMi04eMHiq/o/Y/GjFuVjF9HuG0QA=="],
@@ -100,17 +107,19 @@
 
     "@aws-sdk/middleware-ssec": ["@aws-sdk/middleware-ssec@3.972.10", "", { "dependencies": { "@aws-sdk/types": "^3.973.8", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-Gli9A0u8EVVb+5bFDGS/QbSVg28w/wpEidg1ggVcSj65BDTdGR6punsOcVjqdiu1i42WHWo51MCvARPIIz9juw=="],
 
+    "@aws-sdk/middleware-websocket": ["@aws-sdk/middleware-websocket@3.972.21", "", { "dependencies": { "@aws-sdk/core": "^3.974.13", "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/fetch-http-handler": "^5.4.3", "@smithy/signature-v4": "^5.4.2", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-yr+5+C7v9R55sAJ89A55Wrm7wIKPVn5cm6J3Hztnd5s/iwEUKxyJqCnIxJu4fVXgG9XBQD1Jc4rsWC1ozahJjA=="],
+
     "@aws-sdk/nested-clients": ["@aws-sdk/nested-clients@3.997.10", "", { "dependencies": { "@aws-crypto/sha256-browser": "5.2.0", "@aws-crypto/sha256-js": "5.2.0", "@aws-sdk/core": "^3.974.12", "@aws-sdk/signature-v4-multi-region": "^3.996.27", "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/fetch-http-handler": "^5.4.2", "@smithy/node-http-handler": "^4.7.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-FtQ/Bt327peZJuyo4WZSOLVUTw9ujRxntepiC7L65FxA2P82Xlq0g14T22BuqBUeMjDoxa9nvwiMHjLIfP3eUg=="],
 
     "@aws-sdk/signature-v4-multi-region": ["@aws-sdk/signature-v4-multi-region@3.996.27", "", { "dependencies": { "@aws-sdk/types": "^3.973.8", "@smithy/core": "^3.24.2", "@smithy/signature-v4": "^5.4.2", "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-0Phbz4t6HI3D3skxvG2uI+VWU034/nSIw1T8d+FPzzQG9EQTrw94o9mOKO2Gv3n3Oc8P7JD7RAUxkoneLWv5Eg=="],
 
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@@ -578,6 +587,128 @@
 
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+
+    "@aws-crypto/sha1-browser/@aws-sdk/types": ["@aws-sdk/types@3.973.8", "", { "dependencies": { "@smithy/types": "^4.14.1", "tslib": "^2.6.2" } }, "sha512-gjlAdtHMbtR9X5iIhVUvbVcy55KnznpC6bkDUWW9z915bi0ckdUr5cjf16Kp6xq0bP5HBD2xzgbL9F9Quv5vUw=="],
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+
+    "@aws-sdk/credential-provider-node/@aws-sdk/credential-provider-ini/@aws-sdk/credential-provider-login": ["@aws-sdk/credential-provider-login@3.972.43", "", { "dependencies": { "@aws-sdk/core": "^3.974.13", "@aws-sdk/nested-clients": "^3.997.11", "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-HG7kQCwXtbv3oBV61Ins0oNX8KKyvrMqqRkb6ZiAfQHbMuHaiNaEb2KnpKLPkNpqImSBK82UkVE/kaY6IfWikA=="],
+
+    "@aws-sdk/credential-provider-node/@aws-sdk/credential-provider-ini/@aws-sdk/nested-clients": ["@aws-sdk/nested-clients@3.997.11", "", { "dependencies": { "@aws-crypto/sha256-browser": "5.2.0", "@aws-crypto/sha256-js": "5.2.0", "@aws-sdk/core": "^3.974.13", "@aws-sdk/signature-v4-multi-region": "^3.996.28", "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/fetch-http-handler": "^5.4.3", "@smithy/node-http-handler": "^4.7.3", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-nWXXJ1r/r8N2Gw1pWolRgED38/A9A8DHR2ETWIv220zh4PZHcybbR4hUVWWktmNXTRHzDJwRluapHn0rZxuoqA=="],
+
+    "@aws-sdk/credential-provider-node/@aws-sdk/credential-provider-sso/@aws-sdk/nested-clients": ["@aws-sdk/nested-clients@3.997.11", "", { "dependencies": { "@aws-crypto/sha256-browser": "5.2.0", "@aws-crypto/sha256-js": "5.2.0", "@aws-sdk/core": "^3.974.13", "@aws-sdk/signature-v4-multi-region": "^3.996.28", "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/fetch-http-handler": "^5.4.3", "@smithy/node-http-handler": "^4.7.3", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-nWXXJ1r/r8N2Gw1pWolRgED38/A9A8DHR2ETWIv220zh4PZHcybbR4hUVWWktmNXTRHzDJwRluapHn0rZxuoqA=="],
+
+    "@aws-sdk/credential-provider-node/@aws-sdk/credential-provider-sso/@aws-sdk/token-providers": ["@aws-sdk/token-providers@3.1052.0", "", { "dependencies": { "@aws-sdk/core": "^3.974.13", "@aws-sdk/nested-clients": "^3.997.11", "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-QqZNB3so7UIDxZtroc85TQaLVxdZRFm0eWM1CSR2N+b06as9TOrilvrlTZuj3guYlxMs6yLOgGxnklJ5qMYtTw=="],
+
+    "@aws-sdk/credential-provider-node/@aws-sdk/credential-provider-web-identity/@aws-sdk/nested-clients": ["@aws-sdk/nested-clients@3.997.11", "", { "dependencies": { "@aws-crypto/sha256-browser": "5.2.0", "@aws-crypto/sha256-js": "5.2.0", "@aws-sdk/core": "^3.974.13", "@aws-sdk/signature-v4-multi-region": "^3.996.28", "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/fetch-http-handler": "^5.4.3", "@smithy/node-http-handler": "^4.7.3", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-nWXXJ1r/r8N2Gw1pWolRgED38/A9A8DHR2ETWIv220zh4PZHcybbR4hUVWWktmNXTRHzDJwRluapHn0rZxuoqA=="],
+
+    "@aws-sdk/credential-provider-process/@aws-sdk/core/@aws-sdk/xml-builder": ["@aws-sdk/xml-builder@3.972.24", "", { "dependencies": { "@nodable/entities": "2.1.0", "@smithy/types": "^4.14.1", "fast-xml-parser": "5.7.3", "tslib": "^2.6.2" } }, "sha512-V8z5YcDPfsvzrBlj0xR1vhRtocblhYbqdreCJB/voGd4Sr5zjNAeWxexbnqVtskTJe0vFb5KMqbSL++ePl+zRw=="],
+
+    "@aws-sdk/credential-provider-sso/@aws-sdk/core/@aws-sdk/xml-builder": ["@aws-sdk/xml-builder@3.972.24", "", { "dependencies": { "@nodable/entities": "2.1.0", "@smithy/types": "^4.14.1", "fast-xml-parser": "5.7.3", "tslib": "^2.6.2" } }, "sha512-V8z5YcDPfsvzrBlj0xR1vhRtocblhYbqdreCJB/voGd4Sr5zjNAeWxexbnqVtskTJe0vFb5KMqbSL++ePl+zRw=="],
+
+    "@aws-sdk/credential-provider-web-identity/@aws-sdk/core/@aws-sdk/xml-builder": ["@aws-sdk/xml-builder@3.972.24", "", { "dependencies": { "@nodable/entities": "2.1.0", "@smithy/types": "^4.14.1", "fast-xml-parser": "5.7.3", "tslib": "^2.6.2" } }, "sha512-V8z5YcDPfsvzrBlj0xR1vhRtocblhYbqdreCJB/voGd4Sr5zjNAeWxexbnqVtskTJe0vFb5KMqbSL++ePl+zRw=="],
+
+    "@aws-sdk/credential-providers/@aws-sdk/core/@aws-sdk/xml-builder": ["@aws-sdk/xml-builder@3.972.24", "", { "dependencies": { "@nodable/entities": "2.1.0", "@smithy/types": "^4.14.1", "fast-xml-parser": "5.7.3", "tslib": "^2.6.2" } }, "sha512-V8z5YcDPfsvzrBlj0xR1vhRtocblhYbqdreCJB/voGd4Sr5zjNAeWxexbnqVtskTJe0vFb5KMqbSL++ePl+zRw=="],
+
+    "@aws-sdk/middleware-bucket-endpoint/@aws-sdk/core/@aws-sdk/xml-builder": ["@aws-sdk/xml-builder@3.972.24", "", { "dependencies": { "@nodable/entities": "2.1.0", "@smithy/types": "^4.14.1", "fast-xml-parser": "5.7.3", "tslib": "^2.6.2" } }, "sha512-V8z5YcDPfsvzrBlj0xR1vhRtocblhYbqdreCJB/voGd4Sr5zjNAeWxexbnqVtskTJe0vFb5KMqbSL++ePl+zRw=="],
+
+    "@aws-sdk/middleware-flexible-checksums/@aws-sdk/core/@aws-sdk/xml-builder": ["@aws-sdk/xml-builder@3.972.24", "", { "dependencies": { "@nodable/entities": "2.1.0", "@smithy/types": "^4.14.1", "fast-xml-parser": "5.7.3", "tslib": "^2.6.2" } }, "sha512-V8z5YcDPfsvzrBlj0xR1vhRtocblhYbqdreCJB/voGd4Sr5zjNAeWxexbnqVtskTJe0vFb5KMqbSL++ePl+zRw=="],
+
+    "@aws-sdk/middleware-sdk-ec2/@aws-sdk/core/@aws-sdk/xml-builder": ["@aws-sdk/xml-builder@3.972.24", "", { "dependencies": { "@nodable/entities": "2.1.0", "@smithy/types": "^4.14.1", "fast-xml-parser": "5.7.3", "tslib": "^2.6.2" } }, "sha512-V8z5YcDPfsvzrBlj0xR1vhRtocblhYbqdreCJB/voGd4Sr5zjNAeWxexbnqVtskTJe0vFb5KMqbSL++ePl+zRw=="],
+
+    "@aws-sdk/middleware-sdk-s3/@aws-sdk/core/@aws-sdk/xml-builder": ["@aws-sdk/xml-builder@3.972.24", "", { "dependencies": { "@nodable/entities": "2.1.0", "@smithy/types": "^4.14.1", "fast-xml-parser": "5.7.3", "tslib": "^2.6.2" } }, "sha512-V8z5YcDPfsvzrBlj0xR1vhRtocblhYbqdreCJB/voGd4Sr5zjNAeWxexbnqVtskTJe0vFb5KMqbSL++ePl+zRw=="],
+
+    "@aws-sdk/nested-clients/@aws-sdk/core/@aws-sdk/xml-builder": ["@aws-sdk/xml-builder@3.972.24", "", { "dependencies": { "@nodable/entities": "2.1.0", "@smithy/types": "^4.14.1", "fast-xml-parser": "5.7.3", "tslib": "^2.6.2" } }, "sha512-V8z5YcDPfsvzrBlj0xR1vhRtocblhYbqdreCJB/voGd4Sr5zjNAeWxexbnqVtskTJe0vFb5KMqbSL++ePl+zRw=="],
+
+    "@aws-sdk/token-providers/@aws-sdk/nested-clients/@aws-sdk/signature-v4-multi-region": ["@aws-sdk/signature-v4-multi-region@3.996.28", "", { "dependencies": { "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/signature-v4": "^5.4.2", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-qs9z5LqXO/CZC2Lg9SGKpoLU8Rhi+m2pFKZqfO9pytX1clc0katqtsDNupJxFy0xT9wsZSPzM2v1y+/H/zfp5Q=="],
+
+    "@aws-sdk/credential-provider-node/@aws-sdk/credential-provider-ini/@aws-sdk/nested-clients/@aws-sdk/signature-v4-multi-region": ["@aws-sdk/signature-v4-multi-region@3.996.28", "", { "dependencies": { "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/signature-v4": "^5.4.2", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-qs9z5LqXO/CZC2Lg9SGKpoLU8Rhi+m2pFKZqfO9pytX1clc0katqtsDNupJxFy0xT9wsZSPzM2v1y+/H/zfp5Q=="],
+
+    "@aws-sdk/credential-provider-node/@aws-sdk/credential-provider-sso/@aws-sdk/nested-clients/@aws-sdk/signature-v4-multi-region": ["@aws-sdk/signature-v4-multi-region@3.996.28", "", { "dependencies": { "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/signature-v4": "^5.4.2", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-qs9z5LqXO/CZC2Lg9SGKpoLU8Rhi+m2pFKZqfO9pytX1clc0katqtsDNupJxFy0xT9wsZSPzM2v1y+/H/zfp5Q=="],
+
+    "@aws-sdk/credential-provider-node/@aws-sdk/credential-provider-web-identity/@aws-sdk/nested-clients/@aws-sdk/signature-v4-multi-region": ["@aws-sdk/signature-v4-multi-region@3.996.28", "", { "dependencies": { "@aws-sdk/types": "^3.973.9", "@smithy/core": "^3.24.3", "@smithy/signature-v4": "^5.4.2", "@smithy/types": "^4.14.2", "tslib": "^2.6.2" } }, "sha512-qs9z5LqXO/CZC2Lg9SGKpoLU8Rhi+m2pFKZqfO9pytX1clc0katqtsDNupJxFy0xT9wsZSPzM2v1y+/H/zfp5Q=="],
   }
 }
diff --git a/package.json b/package.json
index 4109de8..7960aa4 100644
--- a/package.json
+++ b/package.json
@@ -38,6 +38,7 @@
     "vitest": "^4.0.0"
   },
   "dependencies": {
+    "@aws-sdk/client-bedrock-runtime": "^3.1050.0",
     "@aws-sdk/client-ec2": "^3.1050.0",
     "@aws-sdk/client-s3": "^3.1050.0",
     "@aws-sdk/client-secrets-manager": "^3.1050.0",
diff --git a/src/rootcell/rootcell.test.ts b/src/rootcell/rootcell.test.ts
index 3438968..20e7554 100644
--- a/src/rootcell/rootcell.test.ts
+++ b/src/rootcell/rootcell.test.ts
@@ -252,6 +252,7 @@ describe("rootcell argument parsing", () => {
       "ROOTCELL_SPY_MAX_BYTES=6442450944",
       "ROOTCELL_SPY_SPOOL_MAX_BYTES=1073741824",
       "ROOTCELL_SPY_STORE_RAW=false",
+      "ROOTCELL_SPY_TOKEN_COUNT_MODE=provider",
       "ROOTCELL_SPY_BIND=127.0.0.1",
       "ROOTCELL_SPY_PORT=6174",
       "",
@@ -259,10 +260,13 @@ describe("rootcell argument parsing", () => {
     expect(renderSpyEnv({
       ROOTCELL_SPY_ENABLED: "yes",
       ROOTCELL_SPY_RETENTION_DAYS: "14",
+      ROOTCELL_SPY_TOKEN_COUNT_MODE: "provider",
       ROOTCELL_SPY_BIND: "127.0.0.1",
       ROOTCELL_SPY_PORT: "7000",
     })).toContain("ROOTCELL_SPY_ENABLED=true\n");
+    expect(renderSpyEnv({}, ["AWS_BEARER_TOKEN_BEDROCK=secret value"])).toContain("AWS_BEARER_TOKEN_BEDROCK=\"secret value\"\n");
     expect(() => renderSpyEnv({ ROOTCELL_SPY_BIND: "bad\nvalue" })).toThrow("must not contain newlines");
+    expect(() => renderSpyEnv({}, ["bad-name=value"])).toThrow("invalid spy environment variable name");
   });
 
   test("chooses a fallback spy port when the preferred port is occupied", async () => {
@@ -1092,6 +1096,14 @@ describe("VM and network providers", () => {
     expect(firewallModule).not.toContain(legacySpyRunDir);
     expect(firewallModule).not.toContain("ps.textual");
 
+    const rootcellSource = readFileSync("src/rootcell/rootcell.ts", "utf8");
+    expect(rootcellSource).toContain("\"dist/spy-service.js\"");
+    expect(rootcellSource).toContain("\"dist/spy-ui\"");
+    expect(rootcellSource).toContain("private guestFlakeRef");
+    expect(rootcellSource).toContain("path:${this.config.guestRepoDir}#");
+    expect(rootcellSource).toContain("sudo grep -Eq '^ROOTCELL_SPY_ENABLED=");
+    expect(rootcellSource).not.toContain("private async installFirewallSpyAssets");
+
     const agentModule = readFileSync("agent-vm.nix", "utf8");
     expect(agentModule).toContain('DHCP = "ipv4";');
     expect(agentModule).toContain("UseDNS = false;");
diff --git a/src/rootcell/rootcell.ts b/src/rootcell/rootcell.ts
index 4fe0ad0..9cbeb79 100644
--- a/src/rootcell/rootcell.ts
+++ b/src/rootcell/rootcell.ts
@@ -69,10 +69,18 @@ const SPY_ENV_DEFAULTS = {
   ROOTCELL_SPY_MAX_BYTES: "6442450944",
   ROOTCELL_SPY_SPOOL_MAX_BYTES: "1073741824",
   ROOTCELL_SPY_STORE_RAW: "false",
+  ROOTCELL_SPY_TOKEN_COUNT_MODE: "provider",
   ROOTCELL_SPY_BIND: SPY_REMOTE_HOST,
   ROOTCELL_SPY_PORT: String(SPY_DEFAULT_PORT),
 } as const;
 const SPY_ENV_KEYS = Object.keys(SPY_ENV_DEFAULTS) as (keyof typeof SPY_ENV_DEFAULTS)[];
+const SPY_BEDROCK_SECRET_ENV_NAMES = new Set([
+  "AWS_ACCESS_KEY_ID",
+  "AWS_SECRET_ACCESS_KEY",
+  "AWS_SESSION_TOKEN",
+  "AWS_SECURITY_TOKEN",
+  "AWS_BEARER_TOKEN_BEDROCK",
+]);
 
 export interface VmListEntry {
   readonly instance: string;
@@ -560,6 +568,7 @@ exit 1
     await this.providers.vm.exec(this.config.firewallVm, [
       "sudo",
       "install",
+      "-D",
       "-m",
       "0600",
       "-o",
@@ -576,6 +585,10 @@ exit 1
     return role === "agent" ? "agent-vm" : "firewall-vm";
   }
 
+  private guestFlakeRef(attribute: string): string {
+    return `path:${this.config.guestRepoDir}#${attribute}`;
+  }
+
   private async runSpy(options: SpyOptions): Promise<number> {
     const readiness = await this.checkFirewallSpyReadiness();
     if (readiness !== "ready") {
@@ -616,11 +629,11 @@ exit 1
     const remotePort = this.spyRemotePort();
     const script = `
 set -e
-if [ ! -f /etc/agent-vm/spy.env ]; then
+if ! sudo test -f /etc/agent-vm/spy.env; then
   echo missing-env
   exit 10
 fi
-if ! grep -Eq '^ROOTCELL_SPY_ENABLED=(1|true|yes|on)$' /etc/agent-vm/spy.env; then
+if ! sudo grep -Eq '^ROOTCELL_SPY_ENABLED=(1|true|yes|on)$' /etc/agent-vm/spy.env; then
   echo disabled
   exit 11
 fi
@@ -728,6 +741,10 @@ fi
     return envBoolean(process.env.ROOTCELL_SPY_ENABLED, false);
   }
 
+  private isSpyProviderTokenCountingEnabled(): boolean {
+    return true;
+  }
+
   private buildSpyArtifacts(): void {
     log("building spy service and browser assets...");
     runInherited("bun", ["run", "build:spy"], {
@@ -736,7 +753,7 @@ fi
   }
 
   private async configureFirewallSpyService(): Promise<void> {
-    this.writeSpyEnv();
+    await this.writeSpyEnv();
     const hostPath = join(this.config.generatedDir, "spy.env");
     const stagedPath = "/tmp/.rootcell-spy.env.staged";
     await this.providers.vm.copyToGuest(this.config.firewallVm, hostPath, stagedPath);
@@ -744,11 +761,11 @@ fi
       "sudo",
       "install",
       "-m",
-      "0644",
+      "0640",
       "-o",
       "root",
       "-g",
-      "root",
+      "rootcell-spy",
       stagedPath,
       "/etc/agent-vm/spy.env",
     ]);
@@ -789,8 +806,17 @@ fi
     });
   }
 
-  private writeSpyEnv(): void {
-    writeFileSync(join(this.config.generatedDir, "spy.env"), renderSpyEnv(process.env), "utf8");
+  private async writeSpyEnv(): Promise<void> {
+    const extraEnv = this.isSpyProviderTokenCountingEnabled()
+      ? [
+        ...await this.readSecretEnv(SPY_BEDROCK_SECRET_ENV_NAMES),
+        `AWS_REGION=${this.config.awsEc2?.region ?? process.env.AWS_REGION ?? "us-east-1"}`,
+        `AWS_DEFAULT_REGION=${this.config.awsEc2?.region ?? process.env.AWS_DEFAULT_REGION ?? process.env.AWS_REGION ?? "us-east-1"}`,
+      ]
+      : [];
+    const spyEnvPath = join(this.config.generatedDir, "spy.env");
+    writeFileSync(spyEnvPath, renderSpyEnv(process.env, extraEnv), "utf8");
+    chmodSync(spyEnvPath, 0o600);
   }
 
   private async ensureFirewall(force: boolean, options: { readonly allowProvision: boolean } = { allowProvision: true }): Promise<boolean> {
@@ -844,8 +870,7 @@ systemctl is-active mitmproxy-explicit >/dev/null 2>&1 \\
     await this.bootstrapFirewallDns();
     await this.runNixosSwitch("firewall", `
 set -e
-cd '${this.config.guestRepoDir}'
-sudo nixos-rebuild switch --flake .#${this.nixosConfiguration("firewall")}
+sudo nixos-rebuild switch --flake ${shellQuote(this.guestFlakeRef(this.nixosConfiguration("firewall")))}
 `);
     await this.syncFirewallCa();
     await this.providers.vm.exec(this.config.firewallVm, [
@@ -897,7 +922,6 @@ sudo nixos-rebuild switch --flake .#${this.nixosConfiguration("firewall")}
     await this.bootstrapAgentFirewallTrust();
     await this.runNixosSwitch("agent", `
 set -e
-cd '${this.config.guestRepoDir}'
 export NIX_SSL_CERT_FILE=/tmp/agent-vm-bootstrap-ca-bundle.crt
 export SSL_CERT_FILE=/tmp/agent-vm-bootstrap-ca-bundle.crt
 export GIT_SSL_CAINFO=/tmp/agent-vm-bootstrap-ca-bundle.crt
@@ -907,7 +931,7 @@ sudo env \\
   SSL_CERT_FILE="$SSL_CERT_FILE" \\
   GIT_SSL_CAINFO="$GIT_SSL_CAINFO" \\
   REQUESTS_CA_BUNDLE="$REQUESTS_CA_BUNDLE" \\
-  nixos-rebuild switch --flake .#${this.nixosConfiguration("agent")}
+  nixos-rebuild switch --flake ${shellQuote(this.guestFlakeRef(this.nixosConfiguration("agent")))}
 `);
     await this.runAgentHomeManager();
     log("agent provisioning complete.");
@@ -965,12 +989,11 @@ fi
   private async runAgentHomeManager(): Promise<void> {
     const script = `
 set -e
-cd '${this.config.guestRepoDir}'
 export NIX_SSL_CERT_FILE=/etc/ssl/certs/ca-certificates.crt
 export SSL_CERT_FILE=/etc/ssl/certs/ca-certificates.crt
 export GIT_SSL_CAINFO=/etc/ssl/certs/ca-certificates.crt
 export REQUESTS_CA_BUNDLE=/etc/ssl/certs/ca-certificates.crt
-nix run .#home-manager -- switch --flake .#${this.config.guestUser}
+nix run ${shellQuote(this.guestFlakeRef("home-manager"))} -- switch --flake ${shellQuote(this.guestFlakeRef(this.config.guestUser))}
 `;
     const attempts = 4;
     for (let attempt = 1; attempt <= attempts; attempt += 1) {
@@ -991,7 +1014,7 @@ nix run .#home-manager -- switch --flake .#${this.config.guestUser}
     }
   }
 
-  private async readSecretEnv(): Promise<string[]> {
+  private async readSecretEnv(allowedEnvNames?: ReadonlySet<string>): Promise<string[]> {
     const path = this.config.secretsPath;
     if (!existsSync(path)) {
       return [];
@@ -1000,6 +1023,9 @@ nix run .#home-manager -- switch --flake .#${this.config.guestUser}
 
     const injected: string[] = [];
     for (const mapping of mappings) {
+      if (allowedEnvNames !== undefined && !allowedEnvNames.has(mapping.envName)) {
+        continue;
+      }
       let value;
       try {
         value = await this.providers.secrets.read(mapping.secret);
@@ -1133,7 +1159,7 @@ function editPath(paths: ReturnType<typeof instancePaths>, target: (typeof EDIT_
   return join(paths.proxyDir, EDIT_PROXY_FILES[target]);
 }
 
-export function renderSpyEnv(env: NodeJS.ProcessEnv = process.env): string {
+export function renderSpyEnv(env: NodeJS.ProcessEnv = process.env, extraEnv: readonly string[] = []): string {
   return [
     "# Generated by ./rootcell provision. DO NOT EDIT.",
     ...SPY_ENV_KEYS.map((key) => {
@@ -1143,6 +1169,18 @@ export function renderSpyEnv(env: NodeJS.ProcessEnv = process.env): string {
         : raw === undefined || raw.trim().length === 0 ? SPY_ENV_DEFAULTS[key] : raw.trim();
       return `${key}=${envFileValue(value)}`;
     }),
+    ...extraEnv.map((entry) => {
+      const separator = entry.indexOf("=");
+      if (separator <= 0) {
+        throw new Error("spy environment extra entries must be NAME=value");
+      }
+      const key = entry.slice(0, separator);
+      const value = entry.slice(separator + 1);
+      if (!/^[A-Za-z_][A-Za-z0-9_]*$/.test(key)) {
+        throw new Error(`invalid spy environment variable name: ${key}`);
+      }
+      return `${key}=${envFileValue(value)}`;
+    }),
     "",
   ].join("\n");
 }
diff --git a/src/spy/README.md b/src/spy/README.md
index c7e6a24..43d4cbf 100644
--- a/src/spy/README.md
+++ b/src/spy/README.md
@@ -24,7 +24,6 @@ V1 does not include:
 
 - OpenAI, direct Anthropic, Codex, Claude Code, Cursor, or multi-provider UI.
 - Multi-conversation grouping.
-- Token estimates or provider token-count calls.
 - Automated compaction detection.
 - Public exposure, authentication, or collaboration features.
 - The old terminal/TUI spy or old NDJSON format.
@@ -118,6 +117,7 @@ ROOTCELL_SPY_ENABLED=false
 # ROOTCELL_SPY_MAX_BYTES=6442450944
 # ROOTCELL_SPY_SPOOL_MAX_BYTES=1073741824
 # ROOTCELL_SPY_STORE_RAW=false
+# ROOTCELL_SPY_TOKEN_COUNT_MODE=provider
 # ROOTCELL_SPY_BIND=127.0.0.1
 # ROOTCELL_SPY_PORT=6174
 ```
@@ -129,6 +129,7 @@ Defaults:
 - Limit the SQLite store to 6 GiB.
 - Limit pending spool files to 1 GiB.
 - Do not persist exact raw payload records by default.
+- Count tokens through Bedrock CountTokens; no local token estimates are shown.
 - Bind the firewall-local service to `127.0.0.1:6174`.
 
 `./rootcell spy` tries host-local port `6174` first and falls back to the next
@@ -138,7 +139,25 @@ Additional service-only environment variables exist for tests and development:
 `ROOTCELL_SPY_DB_PATH`, `ROOTCELL_SPY_SPOOL_DIR`,
 `ROOTCELL_SPY_STATIC_DIR`, `ROOTCELL_SPY_INGEST_INTERVAL_MS`,
 `ROOTCELL_SPY_RETENTION_INTERVAL_MS`, and
-`ROOTCELL_SPY_INGEST_BATCH_LIMIT`.
+`ROOTCELL_SPY_INGEST_BATCH_LIMIT`. `ROOTCELL_SPY_BEDROCK_REGION` can override
+the AWS region used for provider token counting.
+
+## Token Counting
+
+The API and browser expose token counts for whole requests, request sections,
+blocks, and selected text. Each count is labeled with provenance:
+`provider_reported`, `provider_counted`, or `unavailable`.
+
+Default behavior uses provider-reported usage already present in captured
+responses and Bedrock CountTokens for block, section, and selected-text counts.
+The browser never calls Bedrock directly. Bedrock CountTokens is called with the
+base Anthropic model ID because Bedrock inference-profile IDs such as
+`us.anthropic.*` can be valid for inference but rejected for token counting.
+
+Provider token counting can send captured prompt text back to Bedrock. When
+provider mode is enabled, `./rootcell provision` forwards only Bedrock-relevant
+credential environment variables into `/etc/agent-vm/spy.env`, and installs that
+file as `0640 root:rootcell-spy`.
 
 ## Capacity Defaults
 
@@ -272,7 +291,12 @@ bun run test:spy-ui:unit
 bun run test:spy-ui:e2e
 ```
 
-During provisioning, `./rootcell` runs `bun run build:spy` before copying the
-bundled service and static UI assets into the firewall VM. Do not copy host
-`node_modules` into the VM; the service bundle is architecture-neutral
-TypeScript/JavaScript and uses the firewall VM's Bun runtime.
+During provisioning, `./rootcell` runs `bun run build:spy`, copies the generated
+`dist/spy-service.js` and `dist/spy-ui` artifacts into the firewall VM's guest
+flake source, and lets Nix install them into `/etc/agent-vm`. Guest rebuilds use
+an explicit `path:` flake reference so copied generated assets remain visible
+even if the guest source directory has stale Git metadata. Clean flake evals
+still tolerate missing local `dist/` output because `dist/` is ignored by git.
+Do not copy host `node_modules` into the VM; the service bundle is
+architecture-neutral TypeScript/JavaScript and uses the firewall VM's Bun
+runtime.
diff --git a/src/spy/api-contracts.ts b/src/spy/api-contracts.ts
index f91a4ad..8b38986 100644
--- a/src/spy/api-contracts.ts
+++ b/src/spy/api-contracts.ts
@@ -47,6 +47,14 @@ export const SpyHealthSnapshotSchema = z.object({
   metadata: z.record(z.string(), z.string()),
 }).strict();
 
+export const SpyTokenCountModeSchema = z.enum(["provider"]);
+export const SpyTokenCountProvenanceSchema = z.enum([
+  "provider_reported",
+  "provider_counted",
+  "unavailable",
+]);
+export const SpyTokenCountSubjectTypeSchema = z.enum(["call", "section", "block", "selection"]);
+
 export const SpyServiceHealthSchema = z.object({
   ok: z.literal(true),
   service: z.object({
@@ -57,6 +65,7 @@ export const SpyServiceHealthSchema = z.object({
     maxBytes: NonNegativeIntegerSchema,
     spoolMaxBytes: NonNegativeIntegerSchema,
     storeRaw: z.boolean(),
+    tokenCountMode: SpyTokenCountModeSchema,
     staticAssets: z.boolean(),
   }).strict(),
   store: SpyHealthSnapshotSchema,
@@ -70,6 +79,56 @@ export const SpyUsageSummarySchema = z.object({
   totalTokens: NonNegativeIntegerSchema.nullable(),
 }).strict();
 
+export const SpyTokenCountRecordSchema = z.object({
+  subjectType: SpyTokenCountSubjectTypeSchema,
+  callId: z.string().min(1).optional(),
+  blockId: z.string().min(1).optional(),
+  direction: z.enum(["request", "response"]).optional(),
+  kind: NormalizedBlockKindSchema.optional(),
+  label: z.string().min(1).optional(),
+  sourceHash: z.string().min(1),
+  modelId: z.string().min(1),
+  tokens: NonNegativeIntegerSchema.nullable(),
+  provenance: SpyTokenCountProvenanceSchema,
+  countedAt: NonNegativeNumberSchema,
+  error: z.string().min(1).optional(),
+}).strict();
+
+export const SpyTokenCountSubjectSchema = z.discriminatedUnion("type", [
+  z.object({
+    type: z.literal("call"),
+    callId: z.string().min(1),
+    direction: z.literal("request"),
+  }).strict(),
+  z.object({
+    type: z.literal("section"),
+    callId: z.string().min(1),
+    direction: z.enum(["request", "response"]),
+    kind: NormalizedBlockKindSchema,
+  }).strict(),
+  z.object({
+    type: z.literal("block"),
+    callId: z.string().min(1),
+    blockId: z.string().min(1),
+  }).strict(),
+  z.object({
+    type: z.literal("selection"),
+    callId: z.string().min(1),
+    text: z.string(),
+    label: z.string().min(1).optional(),
+  }).strict(),
+]);
+
+export const SpyTokenCountRequestSchema = z.object({
+  mode: SpyTokenCountModeSchema.optional(),
+  subjects: z.array(SpyTokenCountSubjectSchema).min(1).max(100),
+}).strict();
+
+export const SpyTokenCountResponseSchema = z.object({
+  mode: SpyTokenCountModeSchema,
+  records: z.array(SpyTokenCountRecordSchema),
+}).strict();
+
 export const SpyCallSummarySchema = z.object({
   call: ProviderCallSchema,
   durationMs: NonNegativeIntegerSchema.nullable(),
@@ -126,6 +185,7 @@ export const StreamEventPageSchema = spyPaginatedResultSchema(StreamEventSchema)
 export const SpyCallDetailSchema = z.object({
   summary: SpyCallSummarySchema,
   requestComposition: SpyRequestCompositionSchema,
+  tokenCounts: z.array(SpyTokenCountRecordSchema),
   httpEvents: z.array(HttpEventRecordSchema),
   blocks: z.array(NormalizedBlockSchema),
   usageRecords: z.array(UsageRecordSchema),
@@ -167,6 +227,12 @@ export type IngestSpoolBatchResult = Readonly<z.infer<typeof IngestSpoolBatchRes
 export type RetentionResult = Readonly<z.infer<typeof RetentionResultSchema>>;
 export type SpyHealthSnapshot = Readonly<z.infer<typeof SpyHealthSnapshotSchema>>;
 export type SpyServiceHealth = Readonly<z.infer<typeof SpyServiceHealthSchema>>;
+export type SpyTokenCountMode = z.infer<typeof SpyTokenCountModeSchema>;
+export type SpyTokenCountProvenance = z.infer<typeof SpyTokenCountProvenanceSchema>;
+export type SpyTokenCountSubject = Readonly<z.infer<typeof SpyTokenCountSubjectSchema>>;
+export type SpyTokenCountRequest = Readonly<z.infer<typeof SpyTokenCountRequestSchema>>;
+export type SpyTokenCountRecord = Readonly<z.infer<typeof SpyTokenCountRecordSchema>>;
+export type SpyTokenCountResponse = Readonly<z.infer<typeof SpyTokenCountResponseSchema>>;
 export type SpyUsageSummary = Readonly<z.infer<typeof SpyUsageSummarySchema>>;
 export type SpyCallSummary = Readonly<z.infer<typeof SpyCallSummarySchema>>;
 export type SpyRequestCompositionSection = Readonly<z.infer<typeof SpyRequestCompositionSectionSchema>>;
diff --git a/src/spy/bedrock-token-count.ts b/src/spy/bedrock-token-count.ts
new file mode 100644
index 0000000..2dde57f
--- /dev/null
+++ b/src/spy/bedrock-token-count.ts
@@ -0,0 +1,82 @@
+import {
+  BedrockRuntimeClient,
+  CountTokensCommand,
+  type CountTokensCommandInput,
+} from "@aws-sdk/client-bedrock-runtime";
+import type { NormalizedBlock } from "./schemas.ts";
+
+export interface BedrockTokenCounter {
+  count(input: BedrockTokenCountInput): Promise<number>;
+}
+
+export interface BedrockTokenCountInput {
+  readonly modelId: string;
+  readonly input: CountTokensCommandInput["input"];
+}
+
+export class AwsBedrockTokenCounter implements BedrockTokenCounter {
+  private readonly client: BedrockRuntimeClient;
+
+  constructor(options: { readonly region: string }) {
+    this.client = new BedrockRuntimeClient({ region: options.region });
+  }
+
+  async count(input: BedrockTokenCountInput): Promise<number> {
+    const response = await this.client.send(new CountTokensCommand({
+      modelId: bedrockTokenCountModelId(input.modelId),
+      input: input.input,
+    }));
+    if (response.inputTokens === undefined) {
+      throw new Error("Bedrock CountTokens returned no inputTokens value");
+    }
+    return response.inputTokens;
+  }
+}
+
+export function bedrockTokenCountModelId(modelId: string): string {
+  const match = /^(?:us|eu|au|global)\.(anthropic\.claude-.+)$/.exec(modelId);
+  return match?.[1] ?? modelId;
+}
+
+export function bedrockCountInputFromRequestBody(bodyText: string): CountTokensCommandInput["input"] | null {
+  let body: unknown;
+  try {
+    body = JSON.parse(bodyText) as unknown;
+  } catch {
+    return null;
+  }
+  if (!isRecord(body)) {
+    return null;
+  }
+
+  const converse: Record<string, unknown> = {};
+  copyIfPresent(body, converse, "messages");
+  copyIfPresent(body, converse, "system");
+  copyIfPresent(body, converse, "toolConfig");
+  copyIfPresent(body, converse, "additionalModelRequestFields");
+  return Object.keys(converse).length === 0 ? null : { converse };
+}
+
+export function bedrockCountInputForText(text: string, block?: NormalizedBlock): CountTokensCommandInput["input"] {
+  const role = block?.role === "assistant" ? "assistant" : "user";
+  return {
+    converse: {
+      messages: [
+        {
+          role,
+          content: [{ text }],
+        },
+      ],
+    },
+  };
+}
+
+function copyIfPresent(source: Record<string, unknown>, target: Record<string, unknown>, key: string): void {
+  if (source[key] !== undefined) {
+    target[key] = source[key];
+  }
+}
+
+function isRecord(value: unknown): value is Record<string, unknown> {
+  return value !== null && typeof value === "object" && !Array.isArray(value);
+}
diff --git a/src/spy/migrations.ts b/src/spy/migrations.ts
index 6dcc6b0..e99bf1a 100644
--- a/src/spy/migrations.ts
+++ b/src/spy/migrations.ts
@@ -176,6 +176,70 @@ INSERT INTO normalized_block_fts(block_id, text)
       FROM normalized_block_fts
       WHERE normalized_block_fts.block_id = normalized_block.id
     );
+`,
+  },
+  {
+    version: 3,
+    name: "token count cache",
+    sql: `
+CREATE TABLE IF NOT EXISTS token_count (
+  id TEXT PRIMARY KEY,
+  call_id TEXT NOT NULL REFERENCES provider_call(id) ON DELETE CASCADE,
+  subject_type TEXT NOT NULL CHECK (subject_type IN ('call', 'section', 'block')),
+  direction TEXT CHECK (direction IN ('request', 'response')),
+  block_id TEXT,
+  kind TEXT,
+  source_hash TEXT NOT NULL,
+  cache_key TEXT NOT NULL UNIQUE,
+  model_id TEXT NOT NULL,
+  tokens INTEGER,
+  provenance TEXT NOT NULL CHECK (provenance = 'provider_counted'),
+  counted_at REAL NOT NULL,
+  error TEXT
+);
+
+CREATE INDEX IF NOT EXISTS token_count_call_idx
+  ON token_count(call_id);
+CREATE INDEX IF NOT EXISTS token_count_subject_idx
+  ON token_count(subject_type, call_id, direction, block_id, kind);
+`,
+  },
+  {
+    version: 4,
+    name: "provider-only token count cache subjects",
+    sql: `
+CREATE TABLE IF NOT EXISTS token_count_next (
+  id TEXT PRIMARY KEY,
+  call_id TEXT NOT NULL REFERENCES provider_call(id) ON DELETE CASCADE,
+  subject_type TEXT NOT NULL CHECK (subject_type IN ('call', 'section', 'block', 'selection')),
+  direction TEXT CHECK (direction IN ('request', 'response')),
+  block_id TEXT,
+  kind TEXT,
+  label TEXT,
+  source_hash TEXT NOT NULL,
+  cache_key TEXT NOT NULL UNIQUE,
+  model_id TEXT NOT NULL,
+  tokens INTEGER,
+  provenance TEXT NOT NULL CHECK (provenance = 'provider_counted'),
+  counted_at REAL NOT NULL,
+  error TEXT
+);
+
+INSERT OR REPLACE INTO token_count_next (
+  id, call_id, subject_type, direction, block_id, kind, label, source_hash,
+  cache_key, model_id, tokens, provenance, counted_at, error
+)
+SELECT id, call_id, subject_type, direction, block_id, kind, NULL, source_hash,
+       cache_key, model_id, tokens, provenance, counted_at, error
+FROM token_count;
+
+DROP TABLE token_count;
+ALTER TABLE token_count_next RENAME TO token_count;
+
+CREATE INDEX IF NOT EXISTS token_count_call_idx
+  ON token_count(call_id);
+CREATE INDEX IF NOT EXISTS token_count_subject_idx
+  ON token_count(subject_type, call_id, direction, block_id, kind);
 `,
   },
 ];
diff --git a/src/spy/schemas.test.ts b/src/spy/schemas.test.ts
index 38641dc..50871f1 100644
--- a/src/spy/schemas.test.ts
+++ b/src/spy/schemas.test.ts
@@ -114,8 +114,8 @@ describe("spy sqlite migrations", () => {
     const db = new Database(":memory:");
     try {
       applySpyMigrations(db);
-      expect(currentSpySchemaVersion()).toBe(2);
-      expect(db.query("SELECT MAX(version) AS version FROM schema_migration").get()).toEqual({ version: 2 });
+      expect(currentSpySchemaVersion()).toBe(4);
+      expect(db.query("SELECT MAX(version) AS version FROM schema_migration").get()).toEqual({ version: 4 });
 
       db.query(`
 INSERT INTO provider_call (
diff --git a/src/spy/service.test.ts b/src/spy/service.test.ts
index 9e0bd65..0206f87 100644
--- a/src/spy/service.test.ts
+++ b/src/spy/service.test.ts
@@ -9,12 +9,14 @@ import {
   SpyCallDiffSchema,
   SpyCallSummaryPageSchema,
   SpyServiceHealthSchema,
+  SpyTokenCountResponseSchema,
   StreamEventPageSchema,
   SseEventNameSchema,
   SseEventPayloadSchemas,
 } from "./api-contracts.ts";
 import { SpoolEventSchema, type SpoolEvent } from "./schemas.ts";
 import { spyServiceConfigFromEnv, startSpyService, type SpyServiceHandle } from "./service.ts";
+import type { BedrockTokenCounter, BedrockTokenCountInput } from "./bedrock-token-count.ts";
 
 const FIXTURE_PATH = new URL("./fixtures/bedrock-pi-us-sonnet-4-6.ndjson", import.meta.url);
 
@@ -33,6 +35,24 @@ interface SseReader {
   >;
 }
 
+class FakeTokenCounter implements BedrockTokenCounter {
+  readonly inputs: BedrockTokenCountInput[] = [];
+
+  constructor(
+    private readonly result: number,
+    private readonly failure?: Error | undefined,
+  ) {}
+
+  async count(input: BedrockTokenCountInput): Promise<number> {
+    await Promise.resolve();
+    this.inputs.push(input);
+    if (this.failure !== undefined) {
+      throw this.failure;
+    }
+    return this.result;
+  }
+}
+
 const tempRoots: string[] = [];
 const serviceHandles: SpyServiceHandle[] = [];
 
@@ -56,6 +76,8 @@ function fixtureEvents(): SpoolEvent[] {
 function createTestService(options: {
   readonly storeRaw?: boolean | undefined;
   readonly startIngestion?: boolean | undefined;
+  readonly tokenCounter?: BedrockTokenCounter | undefined;
+  readonly tokenCountMode?: "provider" | undefined;
 } = {}): TestService {
   const root = mkdtempSync(join(tmpdir(), "rootcell-spy-service-"));
   tempRoots.push(root);
@@ -75,10 +97,12 @@ function createTestService(options: {
       spoolDir,
       staticDir,
       storeRaw: options.storeRaw === true,
+      ...(options.tokenCountMode === undefined ? {} : { tokenCountMode: options.tokenCountMode }),
       ingestIntervalMs: 60_000,
       retentionIntervalMs: 60_000,
     },
     startIngestion: options.startIngestion ?? false,
+    tokenCounter: options.tokenCounter,
   });
   serviceHandles.push(handle);
   return { root, dbPath, spoolDir, staticDir, handle };
@@ -104,6 +128,10 @@ describe("spy web service", () => {
     expect(spyServiceConfigFromEnv({}).enabled).toBe(true);
     expect(spyServiceConfigFromEnv({ ROOTCELL_SPY_ENABLED: "false" }).enabled).toBe(false);
     expect(spyServiceConfigFromEnv({ ROOTCELL_SPY_ENABLED: "true" }).enabled).toBe(true);
+    expect(spyServiceConfigFromEnv({}).tokenCountMode).toBe("provider");
+    expect(spyServiceConfigFromEnv({ ROOTCELL_SPY_TOKEN_COUNT_MODE: "estimate" }).tokenCountMode).toBe("provider");
+    expect(spyServiceConfigFromEnv({ ROOTCELL_SPY_TOKEN_COUNT_MODE: "provider" }).tokenCountMode).toBe("provider");
+    expect(spyServiceConfigFromEnv({ AWS_REGION: "us-west-2" }).bedrockRegion).toBe("us-west-2");
   });
 
   test("serves health, paginated calls, details, diff, stream events, and search", async () => {
@@ -122,6 +150,7 @@ describe("spy web service", () => {
     const health = await jsonAs(healthResponse, SpyServiceHealthSchema);
     expect(health.service.enabled).toBe(true);
     expect(health.service.storeRaw).toBe(false);
+    expect(health.service.tokenCountMode).toBe("provider");
     expect(health.store.providerCallCount).toBe(5);
     expect(health.store.droppedCaptureCount).toBe(0);
     expect(health.store.lastIngestAt).not.toBeNull();
@@ -221,6 +250,86 @@ describe("spy web service", () => {
     expect(missingResponse.status).toBe(404);
   });
 
+  test("counts tokens through provider calls, cached provider counts, and provider-reported usage", async () => {
+    const counter = new FakeTokenCounter(77);
+    const { handle, spoolDir } = createTestService({ tokenCounter: counter, tokenCountMode: "provider" });
+    writeSpoolEvents(spoolDir, fixtureEvents());
+    expect(handle.ingestOnce()).toMatchObject({ ingested: 10 });
+
+    const page = await jsonAs(await fetch(`${handle.url}/api/calls?limit=1`), SpyCallSummaryPageSchema);
+    const callId = page.items[0]?.call.id;
+    if (callId === undefined) {
+      throw new Error("missing call id");
+    }
+    const detail = await jsonAs(await fetch(`${handle.url}/api/calls/${encodeURIComponent(callId)}`), SpyCallDetailSchema);
+    const block = detail.blocks.find((candidate) => candidate.direction === "request" && candidate.text !== undefined);
+    if (block === undefined) {
+      throw new Error("missing text block");
+    }
+    expect(detail.tokenCounts.find((record) => record.subjectType === "block" && record.blockId === block.id))
+      .toMatchObject({ subjectType: "block", provenance: "provider_counted", tokens: 77 });
+    const afterDetailCount = counter.inputs.length;
+    expect(afterDetailCount).toBeGreaterThan(0);
+
+    const cachedBlock = await jsonAs(await fetch(`${handle.url}/api/token-count`, {
+      method: "POST",
+      headers: { "Content-Type": "application/json" },
+      body: JSON.stringify({ mode: "provider", subjects: [{ type: "block", callId, blockId: block.id }] }),
+    }), SpyTokenCountResponseSchema);
+    expect(cachedBlock.records[0]).toMatchObject({ subjectType: "block", provenance: "provider_counted", tokens: 77 });
+    expect(counter.inputs).toHaveLength(afterDetailCount);
+
+    const selection = await jsonAs(await fetch(`${handle.url}/api/token-count`, {
+      method: "POST",
+      headers: { "Content-Type": "application/json" },
+      body: JSON.stringify({ mode: "provider", subjects: [{ type: "selection", callId, text: "selected text" }] }),
+    }), SpyTokenCountResponseSchema);
+    expect(selection.records[0]).toMatchObject({ provenance: "provider_counted", tokens: 77 });
+    expect(counter.inputs).toHaveLength(afterDetailCount + 1);
+
+    const cachedSelection = await jsonAs(await fetch(`${handle.url}/api/token-count`, {
+      method: "POST",
+      headers: { "Content-Type": "application/json" },
+      body: JSON.stringify({ mode: "provider", subjects: [{ type: "selection", callId, text: "selected text" }] }),
+    }), SpyTokenCountResponseSchema);
+    expect(cachedSelection.records[0]).toMatchObject({ provenance: "provider_counted", tokens: 77 });
+    expect(counter.inputs).toHaveLength(afterDetailCount + 1);
+
+    const reported = await jsonAs(await fetch(`${handle.url}/api/token-count`, {
+      method: "POST",
+      headers: { "Content-Type": "application/json" },
+      body: JSON.stringify({ mode: "provider", subjects: [{ type: "call", callId, direction: "request" }] }),
+    }), SpyTokenCountResponseSchema);
+    expect(reported.records[0]).toMatchObject({ subjectType: "call", provenance: "provider_reported" });
+    expect(counter.inputs).toHaveLength(afterDetailCount + 1);
+  });
+
+  test("returns unavailable token records when provider counting fails", async () => {
+    const { handle, spoolDir } = createTestService({
+      tokenCounter: new FakeTokenCounter(0, new Error("provider offline")),
+      tokenCountMode: "provider",
+    });
+    writeSpoolEvents(spoolDir, fixtureEvents());
+    expect(handle.ingestOnce()).toMatchObject({ ingested: 10 });
+
+    const page = await jsonAs(await fetch(`${handle.url}/api/calls?limit=1`), SpyCallSummaryPageSchema);
+    const callId = page.items[0]?.call.id;
+    if (callId === undefined) {
+      throw new Error("missing call id");
+    }
+    const response = await jsonAs(await fetch(`${handle.url}/api/token-count`, {
+      method: "POST",
+      headers: { "Content-Type": "application/json" },
+      body: JSON.stringify({ mode: "provider", subjects: [{ type: "selection", callId, text: "selected text" }] }),
+    }), SpyTokenCountResponseSchema);
+    expect(response.records[0]).toMatchObject({
+      subjectType: "selection",
+      provenance: "unavailable",
+      tokens: null,
+      error: "provider offline",
+    });
+  });
+
   test("returns raw payloads only when raw storage is enabled", async () => {
     const { handle, spoolDir } = createTestService({ storeRaw: true });
     writeSpoolEvents(spoolDir, fixtureEvents());
diff --git a/src/spy/service.ts b/src/spy/service.ts
index cfb6128..a9220cd 100644
--- a/src/spy/service.ts
+++ b/src/spy/service.ts
@@ -1,11 +1,24 @@
 import { existsSync, statSync } from "node:fs";
 import { extname, isAbsolute, join, relative, resolve } from "node:path";
 import { z } from "zod";
+import {
+  AwsBedrockTokenCounter,
+  bedrockCountInputForText,
+  bedrockCountInputFromRequestBody,
+  type BedrockTokenCounter,
+} from "./bedrock-token-count.ts";
+import {
+  SpyTokenCountRequestSchema,
+  type SpyTokenCountMode,
+  type SpyTokenCountRecord,
+  type SpyTokenCountSubject,
+} from "./api-contracts.ts";
 import {
   openSpyStore,
   type IngestSpoolBatchResult,
   type RetentionResult,
   type SpyHealthSnapshot,
+  type SpyCallDetail,
   type SpyListCallsOptions,
   type SpySearchCallsOptions,
   type SpyStore,
@@ -13,6 +26,7 @@ import {
   type SpyStreamEventsOptions,
 } from "./store.ts";
 import { ProviderCallStatusSchema } from "./schemas.ts";
+import { unavailableTokenRecord } from "./tokens.ts";
 
 const DEFAULT_BIND = "127.0.0.1";
 const DEFAULT_PORT = 6174;
@@ -24,6 +38,8 @@ const DEFAULT_SPOOL_MAX_BYTES = 1024 * 1024 * 1024;
 const DEFAULT_INGEST_INTERVAL_MS = 500;
 const DEFAULT_RETENTION_INTERVAL_MS = 15 * 60 * 1000;
 const DEFAULT_INGEST_BATCH_LIMIT = 100;
+const DEFAULT_TOKEN_COUNT_MODE: SpyTokenCountMode = "provider";
+const TOKEN_COUNT_CONCURRENCY = 8;
 
 const ClearRequestSchema = z.object({
   confirm: z.literal(true),
@@ -40,6 +56,8 @@ export interface SpyServiceConfig {
   readonly maxBytes: number;
   readonly spoolMaxBytes: number;
   readonly storeRaw: boolean;
+  readonly tokenCountMode: SpyTokenCountMode;
+  readonly bedrockRegion: string;
   readonly ingestIntervalMs: number;
   readonly retentionIntervalMs: number;
   readonly ingestBatchLimit: number;
@@ -55,6 +73,7 @@ export interface SpyServiceHealth {
     readonly maxBytes: number;
     readonly spoolMaxBytes: number;
     readonly storeRaw: boolean;
+    readonly tokenCountMode: SpyTokenCountMode;
     readonly staticAssets: boolean;
   };
   readonly store: SpyHealthSnapshot;
@@ -64,6 +83,7 @@ export interface StartSpyServiceOptions {
   readonly config?: Partial<SpyServiceConfig> | undefined;
   readonly startIngestion?: boolean | undefined;
   readonly now?: (() => number) | undefined;
+  readonly tokenCounter?: BedrockTokenCounter | undefined;
 }
 
 export interface SpyServiceHandle {
@@ -100,6 +120,7 @@ class SpyHttpService {
   constructor(
     private readonly config: SpyServiceConfig,
     private readonly store: SpyStore,
+    private readonly tokenCounter: BedrockTokenCounter | undefined,
   ) {}
 
   start(startIngestion: boolean): void {
@@ -190,6 +211,10 @@ class SpyHttpService {
       this.broadcastHealth();
       return jsonResponse(result);
     }
+    if (request.method === "POST" && path === "/api/token-count") {
+      const body = SpyTokenCountRequestSchema.parse(await jsonBody(request));
+      return jsonResponse(await this.countTokens(body.subjects, body.mode ?? this.config.tokenCountMode));
+    }
 
     const streamMatch = /^\/api\/calls\/([^/]+)\/stream-events$/.exec(path);
     if (request.method === "GET" && streamMatch !== null) {
@@ -210,7 +235,7 @@ class SpyHttpService {
     const detailMatch = /^\/api\/calls\/([^/]+)$/.exec(path);
     if (request.method === "GET" && detailMatch !== null) {
       const callId = decodeURIComponent(detailMatch[1] ?? "");
-      const detail = this.store.getCallDetail(callId);
+      const detail = await this.getCallDetailWithTokenCounts(callId);
       if (detail === null) {
         throw new HttpError(404, "call not found");
       }
@@ -231,6 +256,7 @@ class SpyHttpService {
         maxBytes: this.config.maxBytes,
         spoolMaxBytes: this.config.spoolMaxBytes,
         storeRaw: this.config.storeRaw,
+        tokenCountMode: this.config.tokenCountMode,
         staticAssets: this.config.staticDir !== undefined,
       },
       store: this.store.getHealthSnapshot(),
@@ -266,6 +292,75 @@ class SpyHttpService {
     });
   }
 
+  private async countTokens(
+    subjects: readonly SpyTokenCountSubject[],
+    mode: SpyTokenCountMode,
+  ): Promise<{ readonly mode: SpyTokenCountMode; readonly records: readonly SpyTokenCountRecord[] }> {
+    const records = await mapWithConcurrency(subjects, TOKEN_COUNT_CONCURRENCY, async (subject) => await this.countTokenSubject(subject));
+    return { mode, records };
+  }
+
+  private async countTokenSubject(subject: SpyTokenCountSubject): Promise<SpyTokenCountRecord> {
+    const prepared = this.store.prepareTokenCountSubject(subject);
+    if (prepared === null) {
+      return unavailableTokenRecord({
+        subjectType: subject.type,
+        callId: subject.callId,
+        ...(subject.type === "block" ? { blockId: subject.blockId } : {}),
+        ...(subject.type === "section" || subject.type === "call" ? { direction: subject.direction } : {}),
+        ...(subject.type === "section" ? { kind: subject.kind } : {}),
+        ...(subject.type === "selection" && subject.label !== undefined ? { label: subject.label } : {}),
+        sourceHash: "missing",
+        modelId: "unknown",
+        countedAt: Date.now() / 1000,
+      }, "call or subject not found");
+    }
+    if (prepared.providerReported !== undefined) {
+      return prepared.providerReported;
+    }
+    if (prepared.cacheKey !== undefined) {
+      const cached = this.store.getCachedProviderTokenCount(prepared.cacheKey);
+      if (cached !== null) {
+        return cached;
+      }
+    }
+    if (this.tokenCounter === undefined) {
+      return unavailableTokenRecord(prepared.base, "provider token counting is not configured");
+    }
+    try {
+      const input = prepared.requestBodyText === undefined
+        ? bedrockCountInputForText(prepared.text, prepared.block)
+        : bedrockCountInputFromRequestBody(prepared.requestBodyText) ?? bedrockCountInputForText(prepared.text, prepared.block);
+      const tokens = await this.tokenCounter.count({ modelId: prepared.base.modelId, input });
+      const record: SpyTokenCountRecord = {
+        ...prepared.base,
+        tokens,
+        provenance: "provider_counted",
+      };
+      this.store.saveProviderTokenCount(record);
+      return record;
+    } catch (error) {
+      return unavailableTokenRecord(prepared.base, errorMessage(error));
+    }
+  }
+
+  private async getCallDetailWithTokenCounts(callId: string): Promise<SpyCallDetail | null> {
+    const detail = this.store.getCallDetail(callId);
+    if (detail === null) {
+      return null;
+    }
+    const subjects = missingTokenCountSubjects(detail);
+    if (subjects.length === 0) {
+      return detail;
+    }
+    const counted = await this.countTokens(subjects, "provider");
+    const refreshed = this.store.getCallDetail(callId) ?? detail;
+    return {
+      ...refreshed,
+      tokenCounts: mergeTokenCounts(refreshed.tokenCounts, counted.records),
+    };
+  }
+
   private serveStatic(path: string, requestHeaders: Headers): Response {
     const staticDir = this.config.staticDir;
     if (staticDir === undefined) {
@@ -350,6 +445,8 @@ export function spyServiceConfigFromEnv(env: NodeJS.ProcessEnv = process.env): S
     maxBytes: envNumber(env.ROOTCELL_SPY_MAX_BYTES, DEFAULT_MAX_BYTES),
     spoolMaxBytes: envNumber(env.ROOTCELL_SPY_SPOOL_MAX_BYTES, DEFAULT_SPOOL_MAX_BYTES),
     storeRaw: envBoolean(env.ROOTCELL_SPY_STORE_RAW, false),
+    tokenCountMode: tokenCountModeFromEnv(env.ROOTCELL_SPY_TOKEN_COUNT_MODE),
+    bedrockRegion: nonEmpty(env.ROOTCELL_SPY_BEDROCK_REGION) ?? nonEmpty(env.AWS_REGION) ?? nonEmpty(env.AWS_DEFAULT_REGION) ?? "us-east-1",
     ingestIntervalMs: envNumber(env.ROOTCELL_SPY_INGEST_INTERVAL_MS, DEFAULT_INGEST_INTERVAL_MS),
     retentionIntervalMs: envNumber(env.ROOTCELL_SPY_RETENTION_INTERVAL_MS, DEFAULT_RETENTION_INTERVAL_MS),
     ingestBatchLimit: envNumber(env.ROOTCELL_SPY_INGEST_BATCH_LIMIT, DEFAULT_INGEST_BATCH_LIMIT),
@@ -367,17 +464,23 @@ export function startSpyService(options: StartSpyServiceOptions = {}): SpyServic
     ...(options.now === undefined ? {} : { now: options.now }),
   };
   const store = openSpyStore(storeOptions);
+  const tokenCounter = options.tokenCounter ?? (
+    hasBedrockCredentialEnv()
+      ? new AwsBedrockTokenCounter({ region: config.bedrockRegion })
+      : undefined
+  );
   let service: SpyHttpService | undefined;
   let server: Bun.Server<undefined> | undefined;
   let activeConfig = config;
   let lastListenError: unknown;
   for (const port of candidatePorts(config.port)) {
     activeConfig = { ...config, port };
-    service = new SpyHttpService(activeConfig, store);
+    service = new SpyHttpService(activeConfig, store, tokenCounter);
     try {
       server = Bun.serve({
         hostname: activeConfig.bind,
         port: activeConfig.port,
+        idleTimeout: 120,
         fetch: (request) => {
           if (service === undefined) {
             return jsonError(503, "service unavailable");
@@ -550,6 +653,10 @@ function responseForError(error: unknown): Response {
   return jsonError(500, error instanceof Error ? error.message : "internal error");
 }
 
+function errorMessage(error: unknown): string {
+  return error instanceof Error ? error.message : String(error);
+}
+
 function nonEmpty(value: string | undefined): string | undefined {
   const trimmed = value?.trim();
   return trimmed === undefined || trimmed.length === 0 ? undefined : trimmed;
@@ -570,6 +677,129 @@ function envBoolean(value: string | undefined, fallback: boolean): boolean {
   return ["1", "true", "yes", "on"].includes(value.trim().toLowerCase());
 }
 
+function hasBedrockCredentialEnv(env: NodeJS.ProcessEnv = process.env): boolean {
+  return nonEmpty(env.AWS_BEARER_TOKEN_BEDROCK) !== undefined
+    || nonEmpty(env.AWS_ACCESS_KEY_ID) !== undefined
+    || nonEmpty(env.AWS_SECRET_ACCESS_KEY) !== undefined
+    || nonEmpty(env.AWS_SESSION_TOKEN) !== undefined
+    || nonEmpty(env.AWS_SECURITY_TOKEN) !== undefined;
+}
+
+function tokenCountModeFromEnv(value: string | undefined): SpyTokenCountMode {
+  const normalized = value?.trim().toLowerCase();
+  return normalized === "provider" ? "provider" : DEFAULT_TOKEN_COUNT_MODE;
+}
+
+function missingTokenCountSubjects(detail: SpyCallDetail): SpyTokenCountSubject[] {
+  const present = new Set(
+    detail.tokenCounts
+      .filter((record) => record.provenance !== "unavailable")
+      .map(recordSubjectKey),
+  );
+  const subjects: SpyTokenCountSubject[] = [];
+  const requestCall: SpyTokenCountSubject = {
+    type: "call",
+    callId: detail.summary.call.id,
+    direction: "request",
+  };
+  if (!present.has(subjectKey(requestCall))) {
+    subjects.push(requestCall);
+  }
+
+  const sectionKeys = new Set<string>();
+  for (const block of detail.blocks) {
+    const section: SpyTokenCountSubject = {
+      type: "section",
+      callId: detail.summary.call.id,
+      direction: block.direction,
+      kind: block.kind,
+    };
+    const key = subjectKey(section);
+    if (!sectionKeys.has(key)) {
+      sectionKeys.add(key);
+      if (!present.has(key)) {
+        subjects.push(section);
+      }
+    }
+
+    const blockSubject: SpyTokenCountSubject = {
+      type: "block",
+      callId: detail.summary.call.id,
+      blockId: block.id,
+    };
+    if (!present.has(subjectKey(blockSubject))) {
+      subjects.push(blockSubject);
+    }
+  }
+  return subjects;
+}
+
+function mergeTokenCounts(
+  existing: readonly SpyTokenCountRecord[],
+  counted: readonly SpyTokenCountRecord[],
+): readonly SpyTokenCountRecord[] {
+  const records = new Map(existing.map((record) => [recordSubjectKey(record), record]));
+  for (const record of counted) {
+    const key = recordSubjectKey(record);
+    const current = records.get(key);
+    if (current === undefined || current.provenance === "unavailable") {
+      records.set(key, record);
+    }
+  }
+  return [...records.values()];
+}
+
+function subjectKey(subject: SpyTokenCountSubject): string {
+  if (subject.type === "call") {
+    return ["call", subject.callId, subject.direction, "", "", ""].join(":");
+  }
+  if (subject.type === "section") {
+    return ["section", subject.callId, subject.direction, "", subject.kind, ""].join(":");
+  }
+  if (subject.type === "block") {
+    return ["block", subject.callId, "", subject.blockId, "", ""].join(":");
+  }
+  return ["selection", subject.callId, "", "", "", subject.label ?? subject.text].join(":");
+}
+
+function recordSubjectKey(record: SpyTokenCountRecord): string {
+  return [
+    record.subjectType,
+    record.callId ?? "",
+    record.direction ?? "",
+    record.blockId ?? "",
+    record.kind ?? "",
+    record.label ?? record.sourceHash,
+  ].join(":");
+}
+
+async function mapWithConcurrency<T, U>(
+  items: readonly T[],
+  concurrency: number,
+  mapper: (item: T) => Promise<U>,
+): Promise<U[]> {
+  const results = new Array<U>(items.length);
+  let nextIndex = 0;
+  async function worker(): Promise<void> {
+    for (;;) {
+      const index = nextIndex;
+      nextIndex += 1;
+      if (index >= items.length) {
+        return;
+      }
+      const item = items[index] as T;
+      results[index] = await mapper(item);
+    }
+  }
+  await Promise.all(Array.from(
+    { length: Math.min(concurrency, items.length) },
+    async () => {
+      await worker();
+    },
+  ));
+  return results;
+}
+
 function candidatePorts(port: number): number[] {
   if (port !== 0) {
     return [port];
diff --git a/src/spy/store.test.ts b/src/spy/store.test.ts
index 1a03edd..4ae1ca1 100644
--- a/src/spy/store.test.ts
+++ b/src/spy/store.test.ts
@@ -389,6 +389,76 @@ describe("spy SQLite store", () => {
     }
   });
 
+  test("prepares, caches, and cascades token count records", () => {
+    let now = 1_000;
+    const { dbPath, spoolDir, store } = createTestStore({ now: () => now });
+    try {
+      writeSpoolEvents(spoolDir, fixturePair());
+      expect(store.ingestSpoolBatch()).toMatchObject({ ingested: 2 });
+
+      const callId = bedrockCallIdForFlow("fixture-flow-simple");
+      let detail = requiredDetail(store, callId);
+      const providerReported = detail.tokenCounts.find((record) =>
+        record.subjectType === "call" && record.direction === "request"
+      );
+      expect(providerReported).toMatchObject({
+        provenance: "provider_reported",
+        tokens: detail.summary.usage.inputTokens,
+      });
+
+      const block = detail.blocks.find((candidate) => candidate.direction === "request" && candidate.text !== undefined);
+      if (block === undefined) {
+        throw new Error("missing request text block");
+      }
+      const prepared = store.prepareTokenCountSubject({ type: "block", callId, blockId: block.id });
+      expect(prepared).not.toBeNull();
+      expect(prepared?.base).toMatchObject({
+        subjectType: "block",
+        blockId: block.id,
+      });
+
+      now = 1_100;
+      store.saveProviderTokenCount({
+        subjectType: "block",
+        callId,
+        blockId: block.id,
+        direction: block.direction,
+        kind: block.kind,
+        sourceHash: block.content_hash,
+        modelId: detail.summary.call.model_id,
+        tokens: 42,
+        provenance: "provider_counted",
+        countedAt: now,
+      });
+      detail = requiredDetail(store, callId);
+      expect(detail.tokenCounts.find((record) => record.subjectType === "block" && record.blockId === block.id))
+        .toMatchObject({ provenance: "provider_counted", tokens: 42 });
+      expect(countRows(dbPath, "token_count")).toBe(1);
+
+      const selection = store.prepareTokenCountSubject({ type: "selection", callId, text: "selected text", label: "selection" });
+      expect(selection?.cacheKey).toBeDefined();
+      now = 1_200;
+      store.saveProviderTokenCount({
+        subjectType: "selection",
+        callId,
+        label: "selection",
+        sourceHash: selection?.base.sourceHash ?? "",
+        modelId: detail.summary.call.model_id,
+        tokens: 7,
+        provenance: "provider_counted",
+        countedAt: now,
+      });
+      expect(store.getCachedProviderTokenCount(selection?.cacheKey ?? "missing"))
+        .toMatchObject({ subjectType: "selection", label: "selection", provenance: "provider_counted", tokens: 7 });
+      expect(countRows(dbPath, "token_count")).toBe(2);
+
+      store.clearData();
+      expect(countRows(dbPath, "token_count")).toBe(0);
+    } finally {
+      store.close();
+    }
+  });
+
   test("persists raw payloads only when raw storage is enabled", () => {
     const disabledComposition = (() => {
       const rawDisabled = createTestStore();
diff --git a/src/spy/store.ts b/src/spy/store.ts
index 9066584..a19b4d5 100644
--- a/src/spy/store.ts
+++ b/src/spy/store.ts
@@ -1,6 +1,10 @@
 import { existsSync, mkdirSync, readdirSync, readFileSync, rmSync, statSync } from "node:fs";
 import { dirname, join } from "node:path";
 import { Database } from "bun:sqlite";
+import type {
+  SpyTokenCountRecord,
+  SpyTokenCountSubject,
+} from "./api-contracts.ts";
 import {
   bedrockCallIdForFlow,
   normalizeBedrockRequest,
@@ -29,6 +33,13 @@ import {
   type StreamEvent,
   type UsageRecord,
 } from "./schemas.ts";
+import {
+  textForBlock,
+  textForBlocks,
+  tokenCacheKey,
+  tokenSourceHash,
+  type TokenRecordBase,
+} from "./tokens.ts";
 
 const DEFAULT_RETENTION_DAYS = 7;
 const DEFAULT_MAX_BYTES = 6 * 1024 * 1024 * 1024;
@@ -177,12 +188,23 @@ export interface SpyStreamEventsOptions {
 export interface SpyCallDetail {
   readonly summary: SpyCallSummary;
   readonly requestComposition: SpyRequestComposition;
+  readonly tokenCounts: readonly SpyTokenCountRecord[];
   readonly httpEvents: readonly HttpEventRecord[];
   readonly blocks: readonly NormalizedBlock[];
   readonly usageRecords: readonly UsageRecord[];
   readonly rawPayloads: readonly RawPayloadRecord[];
 }
 
+export interface SpyPreparedTokenCountSubject {
+  readonly subject: SpyTokenCountSubject;
+  readonly base: TokenRecordBase;
+  readonly text: string;
+  readonly requestBodyText?: string | undefined;
+  readonly block?: NormalizedBlock | undefined;
+  readonly cacheKey?: string | undefined;
+  readonly providerReported?: SpyTokenCountRecord | undefined;
+}
+
 export interface SpyBlockDiff {
   readonly block: NormalizedBlock;
   readonly classification: DiffClassification;
@@ -204,6 +226,9 @@ export interface SpyStore {
   getCallDiff(callId: string): SpyCallDiff | null;
   getStreamEvents(callId: string, options?: SpyStreamEventsOptions): SpyPaginatedResult<StreamEvent>;
   searchCallSummaries(options: SpySearchCallsOptions): SpyPaginatedResult<SpyCallSummary>;
+  prepareTokenCountSubject(subject: SpyTokenCountSubject): SpyPreparedTokenCountSubject | null;
+  getCachedProviderTokenCount(cacheKey: string): SpyTokenCountRecord | null;
+  saveProviderTokenCount(record: SpyTokenCountRecord): void;
   runRetention(): RetentionResult;
   clearData(): ClearDataResult;
   getHealthSnapshot(): SpyHealthSnapshot;
@@ -320,6 +345,23 @@ interface RawPayloadRow {
   readonly body_encoding: "aws-eventstream" | null;
 }
 
+interface TokenCountRow {
+  readonly id: string;
+  readonly call_id: string;
+  readonly subject_type: SpyTokenCountRecord["subjectType"];
+  readonly direction: "request" | "response" | null;
+  readonly block_id: string | null;
+  readonly kind: NormalizedBlock["kind"] | null;
+  readonly label: string | null;
+  readonly source_hash: string;
+  readonly cache_key: string;
+  readonly model_id: string;
+  readonly tokens: number | null;
+  readonly provenance: "provider_counted";
+  readonly counted_at: number;
+  readonly error: string | null;
+}
+
 interface UsageSummaryRow {
   readonly input_tokens: number | null;
   readonly output_tokens: number | null;
@@ -454,12 +496,11 @@ ORDER BY observed_at ASC, direction ASC
 `).all(callId) as HttpEventRow[];
 
     const blocks = this.blocksForCall(callId);
+    const requestBlocks = blocks.filter((block) => block.direction === "request");
     return {
       summary,
-      requestComposition: requestCompositionForBlocks(
-        blocks.filter((block) => block.direction === "request"),
-        summary.usage,
-      ),
+      requestComposition: requestCompositionForBlocks(requestBlocks, summary.usage),
+      tokenCounts: this.tokenCountsForCall(summary, blocks),
       httpEvents: httpEvents.map(httpEventFromRow),
       blocks,
       usageRecords: this.usageRecordsForCall(callId),
@@ -598,6 +639,163 @@ LIMIT ?
     return this.paginatedCallSummaries(rows, limit);
   }
 
+  prepareTokenCountSubject(subject: SpyTokenCountSubject): SpyPreparedTokenCountSubject | null {
+    const row = this.callRow(subject.callId);
+    if (row === null) {
+      return null;
+    }
+    const summary = this.callSummaryForRow(row);
+    const countedAt = this.now();
+
+    if (subject.type === "call") {
+      const blocks = this.blocksForCall(subject.callId, subject.direction);
+      const text = textForBlocks(blocks);
+      const sourceHash = row.request_content_hash ?? tokenSourceHash(text);
+      const base: TokenRecordBase = {
+        subjectType: "call",
+        callId: subject.callId,
+        direction: subject.direction,
+        sourceHash,
+        modelId: row.model_id,
+        countedAt,
+      };
+      const providerReported = summary.usage.inputTokens === null ? undefined : {
+        ...base,
+        tokens: summary.usage.inputTokens,
+        provenance: "provider_reported" as const,
+      };
+      return {
+        subject,
+        base,
+        text,
+        requestBodyText: this.requestBodyTextForCall(subject.callId),
+        cacheKey: tokenCacheKey(base),
+        providerReported,
+      };
+    }
+
+    if (subject.type === "section") {
+      const blocks = this.blocksForCall(subject.callId, subject.direction)
+        .filter((block) => block.kind === subject.kind);
+      const text = textForBlocks(blocks);
+      const sourceHash = tokenSourceHash(blocks.map((block) => block.content_hash).join("\n"));
+      const base: TokenRecordBase = {
+        subjectType: "section",
+        callId: subject.callId,
+        direction: subject.direction,
+        kind: subject.kind,
+        sourceHash,
+        modelId: row.model_id,
+        countedAt,
+      };
+      return {
+        subject,
+        base,
+        text,
+        cacheKey: tokenCacheKey(base),
+      };
+    }
+
+    if (subject.type === "block") {
+      const block = this.blockForCall(subject.callId, subject.blockId);
+      if (block === null) {
+        return null;
+      }
+      const text = textForBlock(block);
+      const base: TokenRecordBase = {
+        subjectType: "block",
+        callId: subject.callId,
+        blockId: subject.blockId,
+        direction: block.direction,
+        kind: block.kind,
+        sourceHash: block.content_hash,
+        modelId: row.model_id,
+        countedAt,
+      };
+      return {
+        subject,
+        base,
+        text,
+        block,
+        cacheKey: tokenCacheKey(base),
+      };
+    }
+
+    const sourceHash = tokenSourceHash(subject.text);
+    const base: TokenRecordBase = {
+      subjectType: "selection",
+      callId: subject.callId,
+      label: subject.label,
+      sourceHash,
+      modelId: row.model_id,
+      countedAt,
+    };
+    return {
+      subject,
+      base,
+      text: subject.text,
+      cacheKey: tokenCacheKey(base),
+    };
+  }
+
+  getCachedProviderTokenCount(cacheKey: string): SpyTokenCountRecord | null {
+    const row = this.db.query(`
+SELECT id, call_id, subject_type, direction, block_id, kind, label, source_hash,
+       cache_key, model_id, tokens, provenance, counted_at, error
+FROM token_count
+WHERE cache_key = ?
+`).get(cacheKey) as TokenCountRow | null;
+    return row === null ? null : tokenCountFromRow(row);
+  }
+
+  saveProviderTokenCount(record: SpyTokenCountRecord): void {
+    if (record.callId === undefined) {
+      return;
+    }
+    if (record.provenance !== "provider_counted") {
+      return;
+    }
+    const callId = record.callId;
+    const cacheKey = tokenCacheKey({
+      subjectType: record.subjectType,
+      callId,
+      blockId: record.blockId,
+      direction: record.direction,
+      kind: record.kind,
+      sourceHash: record.sourceHash,
+      modelId: record.modelId,
+    });
+    this.withWriteLock(() => {
+      this.db.query(`
+INSERT INTO token_count (
+  id, call_id, subject_type, direction, block_id, kind, label, source_hash, cache_key,
+  model_id, tokens, provenance, counted_at, error
+) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+ON CONFLICT(cache_key) DO UPDATE SET
+  label = excluded.label,
+  tokens = excluded.tokens,
+  provenance = excluded.provenance,
+  counted_at = excluded.counted_at,
+  error = excluded.error
+`).run(
+        tokenCountId(record),
+        callId,
+        record.subjectType,
+        record.direction ?? null,
+        record.blockId ?? null,
+        record.kind ?? null,
+        record.label ?? null,
+        record.sourceHash,
+        cacheKey,
+        record.modelId,
+        record.tokens,
+        record.provenance,
+        record.countedAt,
+        record.error ?? null,
+      );
+    });
+  }
+
   runRetention(): RetentionResult {
     return this.withWriteLock(() => {
       let deletedByAge = 0;
@@ -1029,6 +1227,59 @@ ORDER BY direction ASC, ordinal ASC, id ASC
     return rows.map(normalizedBlockFromRow);
   }
 
+  private blockForCall(callId: string, blockId: string): NormalizedBlock | null {
+    const row = this.db.query(`
+SELECT id, call_id, direction, ordinal, role, kind, source, provider_path,
+       text, json, char_size, byte_size, content_hash, cache_marker
+FROM normalized_block
+WHERE call_id = ? AND id = ?
+`).get(callId, blockId) as NormalizedBlockRow | null;
+    return row === null ? null : normalizedBlockFromRow(row);
+  }
+
+  private requestBodyTextForCall(callId: string): string | undefined {
+    const row = this.db.query(`
+SELECT body_text
+FROM http_event
+WHERE call_id = ? AND direction = 'request' AND body_text IS NOT NULL
+ORDER BY observed_at ASC, id ASC
+LIMIT 1
+`).get(callId) as { readonly body_text: string | null } | null;
+    return row?.body_text ?? undefined;
+  }
+
+  private tokenCountsForCall(summary: SpyCallSummary, blocks: readonly NormalizedBlock[]): SpyTokenCountRecord[] {
+    const records = new Map<string, SpyTokenCountRecord>();
+    const now = this.now();
+    const requestBlocks = blocks.filter((block) => block.direction === "request");
+    const requestText = textForBlocks(requestBlocks);
+    const requestBase: TokenRecordBase = {
+      subjectType: "call",
+      callId: summary.call.id,
+      direction: "request",
+      sourceHash: summary.call.request_content_hash ?? tokenSourceHash(requestText),
+      modelId: summary.call.model_id,
+      countedAt: now,
+    };
+    const inputTokens = summary.usage.inputTokens;
+    if (inputTokens !== null) {
+      addBestTokenRecord(records, { ...requestBase, tokens: inputTokens, provenance: "provider_reported" });
+    }
+
+    const cachedRows = this.db.query(`
+SELECT id, call_id, subject_type, direction, block_id, kind, label, source_hash,
+       cache_key, model_id, tokens, provenance, counted_at, error
+FROM token_count
+WHERE call_id = ?
+ORDER BY counted_at DESC, id ASC
+`).all(summary.call.id) as TokenCountRow[];
+    for (const row of cachedRows) {
+      addBestTokenRecord(records, tokenCountFromRow(row));
+    }
+
+    return [...records.values()].sort(compareTokenCountRecords);
+  }
+
   private usageRecordsForCall(callId: string): UsageRecord[] {
     const rows = this.db.query(`
 SELECT id, call_id, source, input_tokens, output_tokens, cache_read_tokens,
@@ -1310,6 +1561,83 @@ function requestCompositionForBlocks(
   };
 }
 
+function addBestTokenRecord(records: Map<string, SpyTokenCountRecord>, record: SpyTokenCountRecord): void {
+  const key = tokenRecordKey(record);
+  const existing = records.get(key);
+  if (existing === undefined || tokenRecordPriority(record) > tokenRecordPriority(existing)) {
+    records.set(key, record);
+  }
+}
+
+function tokenRecordKey(record: SpyTokenCountRecord): string {
+  return [
+    record.subjectType,
+    record.callId ?? "",
+    record.direction ?? "",
+    record.blockId ?? "",
+    record.kind ?? "",
+    record.label ?? "",
+  ].join(":");
+}
+
+function tokenRecordPriority(record: SpyTokenCountRecord): number {
+  if (record.provenance === "provider_reported") {
+    return 4;
+  }
+  if (record.provenance === "provider_counted") {
+    return 3;
+  }
+  return 1;
+}
+
+function compareTokenCountRecords(left: SpyTokenCountRecord, right: SpyTokenCountRecord): number {
+  const subject = left.subjectType.localeCompare(right.subjectType);
+  if (subject !== 0) {
+    return subject;
+  }
+  const direction = (left.direction ?? "").localeCompare(right.direction ?? "");
+  if (direction !== 0) {
+    return direction;
+  }
+  const ordinal = tokenKindOrdinal(left.kind) - tokenKindOrdinal(right.kind);
+  if (ordinal !== 0) {
+    return ordinal;
+  }
+  return (left.blockId ?? left.label ?? "").localeCompare(right.blockId ?? right.label ?? "");
+}
+
+function tokenKindOrdinal(kind: NormalizedBlock["kind"] | undefined): number {
+  return kind === undefined ? -1 : REQUEST_COMPOSITION_SECTION_ORDER.indexOf(kind);
+}
+
+function tokenCountId(record: SpyTokenCountRecord): string {
+  return [
+    "token",
+    record.callId ?? "transient",
+    record.subjectType,
+    record.direction ?? "none",
+    record.blockId ?? record.kind ?? "all",
+    record.sourceHash.slice(0, 16),
+  ].join("-");
+}
+
+function tokenCountFromRow(row: TokenCountRow): SpyTokenCountRecord {
+  return {
+    subjectType: row.subject_type,
+    callId: row.call_id,
+    ...(row.block_id === null ? {} : { blockId: row.block_id }),
+    ...(row.direction === null ? {} : { direction: row.direction }),
+    ...(row.kind === null ? {} : { kind: row.kind }),
+    ...(row.label === null ? {} : { label: row.label }),
+    sourceHash: row.source_hash,
+    modelId: row.model_id,
+    tokens: row.tokens,
+    provenance: row.provenance,
+    countedAt: row.counted_at,
+    ...(row.error === null ? {} : { error: row.error }),
+  };
+}
+
 function messageIndexForBlock(block: NormalizedBlock): number | undefined {
   const match = /^\$\.messages\[(\d+)\]/.exec(block.provider_path ?? "");
   if (match === null) {
diff --git a/src/spy/tokens.test.ts b/src/spy/tokens.test.ts
new file mode 100644
index 0000000..670ff92
--- /dev/null
+++ b/src/spy/tokens.test.ts
@@ -0,0 +1,90 @@
+import { describe, expect, test } from "bun:test";
+import { bedrockCountInputForText, bedrockCountInputFromRequestBody, bedrockTokenCountModelId } from "./bedrock-token-count.ts";
+import {
+  textForBlock,
+  tokenCacheKey,
+  tokenSourceHash,
+} from "./tokens.ts";
+import type { NormalizedBlock } from "./schemas.ts";
+
+describe("spy token accounting helpers", () => {
+  test("uses stable JSON text for JSON-only blocks", () => {
+    const block: NormalizedBlock = {
+      id: "block-json",
+      call_id: "call-json",
+      direction: "request",
+      ordinal: 0,
+      kind: "tool-definition",
+      source: "test",
+      json: { z: 1, a: { b: 2 } },
+      char_size: 0,
+      byte_size: 0,
+      content_hash: "hash-json",
+      cache_marker: false,
+    };
+    expect(textForBlock(block)).toBe('{"a":{"b":2},"z":1}');
+  });
+
+  test("builds stable provider cache keys from subject identity and source hash", () => {
+    const sourceHash = tokenSourceHash("hello");
+    expect(tokenCacheKey({
+      subjectType: "block",
+      callId: "call-one",
+      blockId: "block-one",
+      sourceHash,
+      modelId: "model-one",
+    })).toBe(`block:call-one::block-one::${sourceHash}:model-one`);
+  });
+
+  test("builds Bedrock CountTokens converse input from captured request bodies", () => {
+    expect(bedrockCountInputFromRequestBody(JSON.stringify({
+      messages: [{ role: "user", content: [{ text: "hi" }] }],
+      system: [{ text: "system" }],
+      inferenceConfig: { maxTokens: 100 },
+      toolConfig: { tools: [] },
+    }))).toEqual({
+      converse: {
+        messages: [{ role: "user", content: [{ text: "hi" }] }],
+        system: [{ text: "system" }],
+        toolConfig: { tools: [] },
+      },
+    });
+    expect(bedrockCountInputFromRequestBody("{")).toBeNull();
+  });
+
+  test("uses base Anthropic model ids for Bedrock CountTokens", () => {
+    expect(bedrockTokenCountModelId("us.anthropic.claude-haiku-4-5-20251001-v1:0"))
+      .toBe("anthropic.claude-haiku-4-5-20251001-v1:0");
+    expect(bedrockTokenCountModelId("global.anthropic.claude-haiku-4-5-20251001-v1:0"))
+      .toBe("anthropic.claude-haiku-4-5-20251001-v1:0");
+    expect(bedrockTokenCountModelId("anthropic.claude-3-5-haiku-20241022-v1:0"))
+      .toBe("anthropic.claude-3-5-haiku-20241022-v1:0");
+    expect(bedrockTokenCountModelId("us.amazon.nova-pro-v1:0"))
+      .toBe("us.amazon.nova-pro-v1:0");
+  });
+
+  test("wraps block text as a minimal Converse token input", () => {
+    expect(bedrockCountInputForText("selected text")).toEqual({
+      converse: {
+        messages: [{ role: "user", content: [{ text: "selected text" }] }],
+      },
+    });
+    expect(bedrockCountInputForText("system text", {
+      id: "block-system",
+      call_id: "call-system",
+      direction: "request",
+      ordinal: 0,
+      kind: "harness-system-context",
+      source: "test",
+      text: "system text",
+      char_size: 11,
+      byte_size: 11,
+      content_hash: "hash-system",
+      cache_marker: false,
+    })).toEqual({
+      converse: {
+        messages: [{ role: "user", content: [{ text: "system text" }] }],
+      },
+    });
+  });
+});
diff --git a/src/spy/tokens.ts b/src/spy/tokens.ts
new file mode 100644
index 0000000..9cf8e67
--- /dev/null
+++ b/src/spy/tokens.ts
@@ -0,0 +1,121 @@
+import { createHash } from "node:crypto";
+import type { NormalizedBlock } from "./schemas.ts";
+import type {
+  SpyTokenCountRecord,
+  SpyTokenCountSubject,
+} from "./api-contracts.ts";
+
+export interface TokenRecordBase {
+  readonly subjectType: SpyTokenCountRecord["subjectType"];
+  readonly callId?: string | undefined;
+  readonly blockId?: string | undefined;
+  readonly direction?: NormalizedBlock["direction"] | undefined;
+  readonly kind?: NormalizedBlock["kind"] | undefined;
+  readonly label?: string | undefined;
+  readonly sourceHash: string;
+  readonly modelId: string;
+  readonly countedAt: number;
+}
+
+export function textForTokenCounting(value: unknown): string {
+  if (typeof value === "string") {
+    return value;
+  }
+  return stableJson(value);
+}
+
+export function textForBlock(block: NormalizedBlock): string {
+  if (block.text !== undefined) {
+    return block.text;
+  }
+  if (block.json !== undefined) {
+    return stableJson(block.json);
+  }
+  return "";
+}
+
+export function textForBlocks(blocks: readonly NormalizedBlock[]): string {
+  return blocks
+    .map(textForBlock)
+    .filter((text) => text.length > 0)
+    .join("\n\n");
+}
+
+export function tokenSourceHash(text: string): string {
+  return createHash("sha256").update(text).digest("hex");
+}
+
+export function tokenCacheKey(base: Omit<TokenRecordBase, "countedAt">): string {
+  return [
+    base.subjectType,
+    base.callId ?? "",
+    base.direction ?? "",
+    base.blockId ?? "",
+    base.kind ?? "",
+    base.sourceHash,
+    base.modelId,
+  ].join(":");
+}
+
+export function unavailableTokenRecord(base: TokenRecordBase, error: string): SpyTokenCountRecord {
+  return {
+    ...base,
+    tokens: null,
+    provenance: "unavailable",
+    error,
+  };
+}
+
+export function tokenSubjectCacheKey(subject: SpyTokenCountSubject, sourceHash: string, modelId: string): string {
+  if (subject.type === "call") {
+    return tokenCacheKey({
+      subjectType: "call",
+      callId: subject.callId,
+      direction: subject.direction,
+      sourceHash,
+      modelId,
+    });
+  }
+  if (subject.type === "section") {
+    return tokenCacheKey({
+      subjectType: "section",
+      callId: subject.callId,
+      direction: subject.direction,
+      kind: subject.kind,
+      sourceHash,
+      modelId,
+    });
+  }
+  if (subject.type === "block") {
+    return tokenCacheKey({
+      subjectType: "block",
+      callId: subject.callId,
+      blockId: subject.blockId,
+      sourceHash,
+      modelId,
+    });
+  }
+  return tokenCacheKey({
+    subjectType: "selection",
+    callId: subject.callId,
+    sourceHash,
+    modelId,
+  });
+}
+
+function stableJson(value: unknown): string {
+  return JSON.stringify(sortJson(value));
+}
+
+function sortJson(value: unknown): unknown {
+  if (Array.isArray(value)) {
+    return value.map(sortJson);
+  }
+  if (value !== null && typeof value === "object") {
+    const entries = Object.entries(value as Record<string, unknown>)
+      .sort(([left], [right]) => left.localeCompare(right))
+      .map(([key, entryValue]) => [key, sortJson(entryValue)] as const);
+    return Object.fromEntries(entries);
+  }
+  return value;
+}
diff --git a/src/spy/ui/e2e/spy-ui.playwright.ts b/src/spy/ui/e2e/spy-ui.playwright.ts
index 8ecfe2f..0d2207a 100644
--- a/src/spy/ui/e2e/spy-ui.playwright.ts
+++ b/src/spy/ui/e2e/spy-ui.playwright.ts
@@ -6,6 +6,7 @@ import type {
   SpyCallSummary,
   SpyRequestComposition,
   SpyServiceHealth,
+  SpyTokenCountRecord,
   StreamEvent,
 } from "../src/types.ts";
 
@@ -809,6 +810,30 @@ test("bounds high-volume stream events and clears them on range changes", async
   expect(await page.evaluate(() => document.querySelector("main")?.scrollTop ?? -1)).toBe(0);
 });
 
+test("shows token provenance and counts selected block text", async ({ page }) => {
+  await page.setViewportSize({ width: 1280, height: 720 });
+  await installHeavyStreamRoutes(page);
+  await page.goto("/?since=0");
+  await page.getByTestId("timeline-row").click();
+
+  const block = page.getByTestId("block-row-block-request-user");
+  await expect(block.getByText("5 tok", { exact: true })).toBeVisible();
+
+  await block.getByTestId("provider-count-block-request-user").click();
+  await expect(block.getByText("77 tok", { exact: true })).toBeVisible();
+
+  await block.locator("pre").evaluate((element) => {
+    const range = document.createRange();
+    range.selectNodeContents(element);
+    const selection = window.getSelection();
+    selection?.removeAllRanges();
+    selection?.addRange(range);
+  });
+  await block.getByTestId("selection-count-block-request-user").click();
+  await expect(block.getByTestId("selection-token-count")).toContainText("5 tok");
+  await expect(block.getByTestId("selection-token-count")).toContainText("provider counted");
+});
+
 test("traps focus in the clear data dialog and closes with Escape", async ({ page }) => {
   await page.goto("/?since=0");
   await expect(page.getByTestId("timeline-row")).toHaveCount(5);
@@ -923,6 +948,28 @@ async function installHeavyStreamRoutes(page: Page): Promise<void> {
   await page.route(/\/api\/calls\/call-heavy-stream$/, async (route) => {
     await fulfillJson(route, fixture.detail);
   });
+  await page.route(/\/api\/token-count$/, async (route) => {
+    const body = await route.request().postDataJSON() as {
+      readonly subjects?: readonly { readonly type: string; readonly callId?: string; readonly blockId?: string; readonly text?: string }[];
+    };
+    const subject = body.subjects?.[0];
+    await fulfillJson(route, {
+      mode: "provider",
+      records: [{
+        subjectType: subject?.type ?? "block",
+        callId: subject?.callId ?? HEAVY_STREAM_CALL_ID,
+        ...(subject?.blockId === undefined ? {} : { blockId: subject.blockId }),
+        direction: "request",
+        kind: "current-user-input",
+        label: subject?.type === "selection" ? "selection" : undefined,
+        sourceHash: "provider-count-hash",
+        modelId: HEAVY_STREAM_MODEL_ID,
+        tokens: subject?.type === "selection" ? 5 : 77,
+        provenance: "provider_counted",
+        countedAt: HEAVY_STREAM_TS + 3,
+      }],
+    });
+  });
   await page.route(/\/api\/calls(?:\?.*)?$/, async (route) => {
     await fulfillJson(route, { items: [fixture.summary] });
   });
@@ -1094,6 +1141,7 @@ function diffScopeFixture(): {
   const detail: SpyCallDetail = {
     summary,
     requestComposition: requestComposition(usage),
+    tokenCounts: tokenCountsFor(summary, blocks),
     httpEvents: [],
     blocks,
     usageRecords: [],
@@ -1159,6 +1207,7 @@ function cacheTimelineFixture(): {
       totalBlockCount: 3,
       cacheMarkerCount: 2,
     },
+    tokenCounts: [],
     httpEvents: [],
     blocks: [
       {
@@ -1276,6 +1325,7 @@ function networkMetadataFixture(): {
   const detail: SpyCallDetail = {
     summary,
     requestComposition: requestComposition(usage),
+    tokenCounts: tokenCountsFor(summary, blocks),
     httpEvents: [
       {
         id: "http-request-network-metadata",
@@ -1406,6 +1456,7 @@ function blockFilterDetail(
   return {
     summary,
     requestComposition: requestComposition(usage),
+    tokenCounts: [],
     httpEvents: [],
     blocks,
     usageRecords: [],
@@ -1485,6 +1536,7 @@ function heavyStreamFixture(): {
   const detail: SpyCallDetail = {
     summary,
     requestComposition: requestComposition(usage),
+    tokenCounts: tokenCountsFor(summary, blocks),
     httpEvents: [
       {
         id: "http-request-heavy-stream",
@@ -1552,6 +1604,7 @@ function healthFixture(providerCallCount: number, lastIngestAt: number): SpyServ
       maxBytes: 6442450944,
       spoolMaxBytes: 1073741824,
       storeRaw: false,
+      tokenCountMode: "provider",
       staticAssets: true,
     },
     store: {
@@ -1596,6 +1649,33 @@ function requestComposition(usage: SpyCallSummary["usage"]): SpyRequestCompositi
   };
 }
 
+function tokenCountsFor(summary: SpyCallSummary, blocks: readonly NormalizedBlock[]): SpyTokenCountRecord[] {
+  return [
+    {
+      subjectType: "call",
+      callId: summary.call.id,
+      direction: "request",
+      sourceHash: summary.call.request_content_hash ?? `${summary.call.id}-request-token-hash`,
+      modelId: summary.call.model_id,
+      tokens: summary.usage.inputTokens,
+      provenance: summary.usage.inputTokens === null ? "unavailable" : "provider_reported",
+      countedAt: summary.call.started_at,
+    },
+    ...blocks.map((block): SpyTokenCountRecord => ({
+      subjectType: "block",
+      callId: summary.call.id,
+      blockId: block.id,
+      direction: block.direction,
+      kind: block.kind,
+      sourceHash: block.content_hash,
+      modelId: summary.call.model_id,
+      tokens: Math.max(1, Math.ceil(block.byte_size / 4)),
+      provenance: "provider_counted",
+      countedAt: summary.call.started_at,
+    })),
+  ];
+}
+
 function normalizedBlock(
   id: string,
   direction: NormalizedBlock["direction"],
diff --git a/src/spy/ui/src/App.tsx b/src/spy/ui/src/App.tsx
index 444e194..9cbb4fa 100644
--- a/src/spy/ui/src/App.tsx
+++ b/src/spy/ui/src/App.tsx
@@ -8,6 +8,7 @@ import {
   Clock,
   Database,
   Filter,
+  Hash,
   Loader2,
   RefreshCcw,
   Search,
@@ -48,6 +49,7 @@ import type {
   SpyRequestComposition,
   SpyCallSummary,
   SpyServiceHealth,
+  SpyTokenCountRecord,
   StreamEvent,
   TimePreset,
   UiFilters,
@@ -1107,7 +1109,7 @@ function InspectorContent(props: {
         <SummaryPanel detail={props.detail} />
       </InspectorAnchor>
       <InspectorAnchor id="composition">
-        <RequestCompositionPanel composition={props.detail.requestComposition} />
+        <RequestCompositionPanel composition={props.detail.requestComposition} tokenCounts={props.detail.tokenCounts} />
       </InspectorAnchor>
       <BlockToolbar filters={props.filters} onFilters={props.onFilters} />
       <Section
@@ -1116,7 +1118,7 @@ function InspectorContent(props: {
         meta={blockListMeta(requestBlocks)}
         defaultOpen={blockSectionsDefaultOpen}
       >
-        <BlockList blocks={requestBlocks} filterKind={props.filters.blockKind} diffByBlockId={diffByBlockId} />
+        <BlockList blocks={requestBlocks} filterKind={props.filters.blockKind} diffByBlockId={diffByBlockId} tokenCounts={props.detail.tokenCounts} />
       </Section>
       <Section
         id="response-blocks"
@@ -1124,7 +1126,7 @@ function InspectorContent(props: {
         meta={blockListMeta(responseBlocks)}
         defaultOpen={blockSectionsDefaultOpen}
       >
-        <BlockList blocks={responseBlocks} filterKind={props.filters.blockKind} diffByBlockId={diffByBlockId} />
+        <BlockList blocks={responseBlocks} filterKind={props.filters.blockKind} diffByBlockId={diffByBlockId} tokenCounts={props.detail.tokenCounts} />
       </Section>
       <Section id="diff" title="Diff Against Previous Request">
         <DiffPanel diff={props.diff} preset={props.preset} since={props.since} />
@@ -1270,8 +1272,10 @@ function PanelMetric(props: {
 
 function RequestCompositionPanel(props: {
   readonly composition: SpyRequestComposition;
+  readonly tokenCounts: readonly SpyTokenCountRecord[];
 }): React.ReactElement {
   const { composition } = props;
+  const requestTokens = tokenCountForCall(props.tokenCounts, "request");
   return (
     <div className="rounded-md border border-stone-300 bg-white p-4 shadow-sm" data-testid="request-composition">
       <div className="flex items-center justify-between gap-3">
@@ -1305,29 +1309,40 @@ function RequestCompositionPanel(props: {
           detail={formatCompositionUsageDetail(composition.usage)}
           detailTestId="composition-provider-usage-detail"
         />
+        <CompositionMetric
+          label="Request tokens"
+          value={formatTokenRecord(requestTokens)}
+          detail={tokenProvenanceLabel(requestTokens)}
+          detailTestId="composition-request-token-detail"
+        />
       </div>
 
       <div className="spy-scrollbar mt-3 overflow-x-auto rounded-md border border-stone-200 text-xs" data-testid="composition-section-table">
-        <div className="grid grid-cols-[minmax(116px,1fr)_54px_58px_52px_64px_64px] items-center gap-2 bg-stone-100 px-3 py-2 font-medium text-stone-600">
+        <div className="grid grid-cols-[minmax(92px,1fr)_42px_46px_42px_48px_52px_54px] items-center gap-1 bg-stone-100 px-3 py-2 font-medium text-stone-600">
           <span>Section</span>
           <span>State</span>
-          <span className="text-right">Messages</span>
+          <span className="text-right">Msgs</span>
           <span className="text-right">Blocks</span>
           <span className="text-right">Chars</span>
           <span className="text-right">Bytes</span>
+          <span className="text-right">Tokens</span>
         </div>
-        {composition.sections.map((section) => (
-          <div key={section.kind} className="grid grid-cols-[minmax(116px,1fr)_54px_58px_52px_64px_64px] items-center gap-2 border-t border-stone-200 px-3 py-2">
-            <span className="font-medium leading-4 text-stone-800">{blockKindLabel(section.kind)}</span>
-            <span className={section.present ? "text-emerald-700" : "text-stone-400"}>
-              {section.present ? "present" : "absent"}
-            </span>
-            <span className="text-right text-stone-600">{formatNumber(section.messageCount)}</span>
-            <span className="text-right text-stone-600">{formatNumber(section.blockCount)}</span>
-            <span className="text-right text-stone-600">{formatNumber(section.charSize)}</span>
-            <span className="text-right text-stone-600">{formatBytes(section.byteSize)}</span>
-          </div>
-        ))}
+        {composition.sections.map((section) => {
+          const tokenCount = tokenCountForSection(props.tokenCounts, "request", section.kind);
+          return (
+            <div key={section.kind} className="grid grid-cols-[minmax(92px,1fr)_42px_46px_42px_48px_52px_54px] items-center gap-1 border-t border-stone-200 px-3 py-2">
+              <span className="font-medium leading-4 text-stone-800">{blockKindLabel(section.kind)}</span>
+              <span className={section.present ? "text-emerald-700" : "text-stone-400"}>
+                {section.present ? "present" : "absent"}
+              </span>
+              <span className="text-right text-stone-600">{formatNumber(section.messageCount)}</span>
+              <span className="text-right text-stone-600">{formatNumber(section.blockCount)}</span>
+              <span className="text-right text-stone-600">{formatNumber(section.charSize)}</span>
+              <span className="text-right text-stone-600">{formatBytes(section.byteSize)}</span>
+              <span className="text-right text-stone-600" title={tokenProvenanceLabel(tokenCount)}>{formatTokenRecord(tokenCount)}</span>
+            </div>
+          );
+        })}
       </div>
     </div>
   );
@@ -1358,6 +1373,83 @@ function formatCompositionUsageDetail(usage: SpyRequestComposition["usage"]): st
   ].join(" · ");
 }
 
+function tokenCountForCall(
+  records: readonly SpyTokenCountRecord[],
+  direction: NormalizedBlock["direction"],
+): SpyTokenCountRecord | undefined {
+  return bestTokenRecord(records.filter((record) => record.subjectType === "call" && record.direction === direction));
+}
+
+function tokenCountForSection(
+  records: readonly SpyTokenCountRecord[],
+  direction: NormalizedBlock["direction"],
+  kind: NormalizedBlock["kind"],
+): SpyTokenCountRecord | undefined {
+  return bestTokenRecord(records.filter((record) =>
+    record.subjectType === "section" && record.direction === direction && record.kind === kind
+  ));
+}
+
+function tokenCountForBlock(records: readonly SpyTokenCountRecord[], blockId: string): SpyTokenCountRecord | undefined {
+  return bestTokenRecord(records.filter((record) => record.subjectType === "block" && record.blockId === blockId));
+}
+
+function bestTokenRecord(records: readonly SpyTokenCountRecord[]): SpyTokenCountRecord | undefined {
+  return [...records].sort((left, right) => tokenRecordPriority(right) - tokenRecordPriority(left))[0];
+}
+
+function tokenRecordPriority(record: SpyTokenCountRecord): number {
+  if (record.provenance === "provider_reported") {
+    return 4;
+  }
+  if (record.provenance === "provider_counted") {
+    return 3;
+  }
+  return 1;
+}
+
+function formatTokenRecord(record: SpyTokenCountRecord | undefined): string {
+  return record?.tokens === undefined || record.tokens === null ? "-" : `${formatNumber(record.tokens)} tok`;
+}
+
+function tokenProvenanceLabel(record: SpyTokenCountRecord | undefined): string {
+  if (record === undefined) {
+    return "unavailable";
+  }
+  const label = record.provenance.replaceAll("_", " ");
+  return record.error === undefined ? label : `${label}: ${record.error}`;
+}
+
+function tokenTone(record: SpyTokenCountRecord | undefined): "neutral" | "green" | "amber" | "red" | "blue" | "teal" {
+  if (record?.provenance === "provider_reported") {
+    return "green";
+  }
+  if (record?.provenance === "provider_counted") {
+    return "blue";
+  }
+  return "red";
+}
+
+function unavailableUiTokenCount(
+  block: NormalizedBlock,
+  error: string,
+  label?: string,
+): SpyTokenCountRecord {
+  return {
+    subjectType: label === undefined ? "block" : "selection",
+    callId: block.call_id,
+    direction: block.direction,
+    kind: block.kind,
+    ...(label === undefined ? { blockId: block.id } : { label }),
+    sourceHash: block.content_hash,
+    modelId: "unknown",
+    tokens: null,
+    provenance: "unavailable",
+    countedAt: Date.now() / 1000,
+    error,
+  };
+}
+
 function BlockToolbar(props: {
   readonly filters: UiFilters;
   readonly onFilters: (filters: UiFilters) => void;
@@ -1393,6 +1485,7 @@ function BlockList(props: {
   readonly blocks: readonly NormalizedBlock[];
   readonly filterKind: string;
   readonly diffByBlockId: ReadonlyMap<string, DiffClassification>;
+  readonly tokenCounts: readonly SpyTokenCountRecord[];
 }): React.ReactElement {
   const blocks = props.filterKind === ALL_FILTER
     ? props.blocks
@@ -1406,7 +1499,12 @@ function BlockList(props: {
   return (
     <div className="space-y-2">
       {blocks.map((block) => (
-        <BlockRow key={block.id} block={block} diff={props.diffByBlockId.get(block.id)} />
+        <BlockRow
+          key={block.id}
+          block={block}
+          diff={props.diffByBlockId.get(block.id)}
+          tokenCount={tokenCountForBlock(props.tokenCounts, block.id)}
+        />
       ))}
     </div>
   );
@@ -1421,17 +1519,71 @@ function blockFilterLabel(kind: string): string {
 function BlockRow(props: {
   readonly block: NormalizedBlock;
   readonly diff: DiffClassification | undefined;
+  readonly tokenCount: SpyTokenCountRecord | undefined;
 }): React.ReactElement {
   const text = blockText(props.block);
+  const [providerCount, setProviderCount] = React.useState<SpyTokenCountRecord | null>(null);
+  const [selectionCount, setSelectionCount] = React.useState<SpyTokenCountRecord | null>(null);
+  const [tokenState, setTokenState] = React.useState<LoadState>("idle");
+  const visibleTokenCount = providerCount ?? props.tokenCount;
+  const countBlockWithProvider = (): void => {
+    setTokenState("loading");
+    void api.tokenCount({
+      mode: "provider",
+      subjects: [{ type: "block", callId: props.block.call_id, blockId: props.block.id }],
+    }).then((response) => {
+      setProviderCount(response.records[0] ?? null);
+      setTokenState("idle");
+    }).catch((error: unknown) => {
+      setProviderCount(unavailableUiTokenCount(props.block, errorMessage(error)));
+      setTokenState("error");
+    });
+  };
+  const countSelection = (): void => {
+    const selectedText = window.getSelection()?.toString() ?? "";
+    if (selectedText.length === 0) {
+      setSelectionCount(unavailableUiTokenCount(props.block, "select text inside a block first"));
+      return;
+    }
+    setTokenState("loading");
+    void api.tokenCount({
+      mode: "provider",
+      subjects: [{ type: "selection", callId: props.block.call_id, text: selectedText, label: "selection" }],
+    }).then((response) => {
+      setSelectionCount(response.records[0] ?? null);
+      setTokenState("idle");
+    }).catch((error: unknown) => {
+      setSelectionCount(unavailableUiTokenCount(props.block, errorMessage(error), "selection"));
+      setTokenState("error");
+    });
+  };
   return (
-    <div className={cn("rounded-md border bg-white p-3", blockBorderClass(props.block.kind))}>
-      <div className="flex items-center gap-2">
+    <div className={cn("rounded-md border bg-white p-3", blockBorderClass(props.block.kind))} data-testid={`block-row-${props.block.id}`}>
+      <div className="flex flex-wrap items-center gap-2">
         <Badge tone={blockTone(props.block.kind)}>{blockKindLabel(props.block.kind)}</Badge>
         {props.block.role === undefined ? null : <Badge>{props.block.role}</Badge>}
         {props.block.cache_marker ? <Badge tone="blue">cache marker</Badge> : null}
         {props.diff === undefined ? null : <Badge tone={diffTone(props.diff)}>{props.diff}</Badge>}
-        <span className="ml-auto text-xs text-stone-500">{formatBytes(props.block.byte_size)}</span>
+        <Badge tone={tokenTone(visibleTokenCount)} title={tokenProvenanceLabel(visibleTokenCount)}>
+          {formatTokenRecord(visibleTokenCount)}
+        </Badge>
+        <div className="ml-auto flex items-center gap-1">
+          <Button type="button" variant="secondary" size="sm" onClick={countSelection} title="Count selected text" data-testid={`selection-count-${props.block.id}`}>
+            <Hash aria-hidden="true" size={14} />
+            Selection
+          </Button>
+          <Button type="button" variant="secondary" size="sm" onClick={countBlockWithProvider} title="Ask Bedrock CountTokens for this block" data-testid={`provider-count-${props.block.id}`}>
+            {tokenState === "loading" ? <Loader2 aria-hidden="true" className="animate-spin" size={14} /> : <Hash aria-hidden="true" size={14} />}
+            Provider
+          </Button>
+          <span className="text-xs text-stone-500">{formatBytes(props.block.byte_size)}</span>
+        </div>
       </div>
+      {selectionCount === null ? null : (
+        <div className="mt-2 text-xs text-stone-600" data-testid="selection-token-count">
+          Selection tokens: <span className="font-semibold">{formatTokenRecord(selectionCount)}</span> · {tokenProvenanceLabel(selectionCount)}
+        </div>
+      )}
       {text.length === 0 ? null : (
         <pre className="spy-scrollbar mt-3 max-h-64 overflow-auto whitespace-pre-wrap break-words rounded-md bg-stone-950 p-3 text-xs leading-5 text-stone-50">
           {clipped(text, 6_000)}
@@ -1729,6 +1881,7 @@ function HealthPanel(props: { readonly health: SpyServiceHealth | null }): React
       <HealthCell label="Store cap" value={formatBytes(service.maxBytes)} />
       <HealthCell label="Spool cap" value={formatBytes(service.spoolMaxBytes)} />
       <HealthCell label="Retention" value={`${formatNumber(service.retentionDays)} days`} />
+      <HealthCell label="Token mode" value={service.tokenCountMode} />
       <HealthCell label="Dropped captures" value={formatNumber(store.droppedCaptureCount)} />
       <HealthCell label="Last ingest" value={store.lastIngestAt === null ? "-" : formatDateTime(store.lastIngestAt)} />
       <HealthCell label="Calls" value={formatNumber(store.providerCallCount)} />
@@ -1987,3 +2140,7 @@ function sseErrorMessage(error: unknown): string {
   const message = error instanceof Error ? error.message : String(error);
   return `SSE validation failed: ${message}`;
 }
+
+function errorMessage(error: unknown): string {
+  return error instanceof Error ? error.message : String(error);
+}
diff --git a/src/spy/ui/src/api.test.ts b/src/spy/ui/src/api.test.ts
index 9734259..0f6bb83 100644
--- a/src/spy/ui/src/api.test.ts
+++ b/src/spy/ui/src/api.test.ts
@@ -1,5 +1,5 @@
 import { afterEach, describe, expect, test } from "bun:test";
-import { SpyCallDetailSchema, SpyServiceHealthSchema } from "../../api-contracts.ts";
+import { SpyCallDetailSchema, SpyServiceHealthSchema, SpyTokenCountResponseSchema } from "../../api-contracts.ts";
 import {
   SpyApiClient,
   callsUrl,
@@ -128,6 +128,15 @@ describe("spy UI API helpers", () => {
         valid: { items: [sampleStreamEvent], nextCursor: "stream-next" },
         run: () => client.streamEvents("call/one"),
       },
+      {
+        name: "token count",
+        endpoint: "/api/token-count",
+        valid: sampleTokenCountResponse,
+        run: () => client.tokenCount({
+          mode: "provider",
+          subjects: [{ type: "block", callId: "call-one", blockId: "block-one" }],
+        }),
+      },
       {
         name: "clear data",
         endpoint: "/api/clear",
@@ -151,6 +160,11 @@ describe("spy UI API helpers", () => {
     expect(SpyCallDetailSchema.safeParse(missingComposition).success).toBe(false);
   });
 
+  test("validates token count responses", () => {
+    expect(SpyTokenCountResponseSchema.safeParse(sampleTokenCountResponse).success).toBe(true);
+    expect(SpyTokenCountResponseSchema.safeParse({ mode: "provider", records: [{ tokens: 1 }] }).success).toBe(false);
+  });
+
   test("requires explicit V1 health fields", () => {
     const missingEnabled = {
       ...sampleHealth,
@@ -280,6 +294,7 @@ const sampleHealth = {
     maxBytes: 6_442_450_944,
     spoolMaxBytes: 1_073_741_824,
     storeRaw: false,
+    tokenCountMode: "provider",
     staticAssets: true,
   },
   store: {
@@ -315,6 +330,18 @@ const sampleBlock = {
 const sampleDetail = {
   summary: sampleSummary,
   requestComposition: sampleRequestComposition,
+  tokenCounts: [{
+    subjectType: "block",
+    callId: "call-one",
+    blockId: "block-one",
+    direction: "request",
+    kind: "current-user-input",
+    sourceHash: "block-hash",
+    modelId: "us.anthropic.claude-sonnet-4-6",
+    tokens: 2,
+    provenance: "provider_counted",
+    countedAt: 1,
+  }],
   httpEvents: [{
     id: "http-call-one-request",
     call_id: "call-one",
@@ -339,6 +366,22 @@ const sampleDetail = {
   rawPayloads: [],
 } as const;
 
+const sampleTokenCountResponse = {
+  mode: "provider",
+  records: [{
+    subjectType: "block",
+    callId: "call-one",
+    blockId: "block-one",
+    direction: "request",
+    kind: "current-user-input",
+    sourceHash: "block-hash",
+    modelId: "us.anthropic.claude-sonnet-4-6",
+    tokens: 2,
+    provenance: "provider_counted",
+    countedAt: 2,
+  }],
+} as const;
+
 const sampleDiff = {
   call: sampleSummary,
   previousCall: null,
diff --git a/src/spy/ui/src/api.ts b/src/spy/ui/src/api.ts
index 985cb6e..1c2646d 100644
--- a/src/spy/ui/src/api.ts
+++ b/src/spy/ui/src/api.ts
@@ -5,6 +5,7 @@ import {
   SpyCallDiffSchema,
   SpyCallSummaryPageSchema,
   SpyServiceHealthSchema,
+  SpyTokenCountResponseSchema,
   StreamEventPageSchema,
   SseEventPayloadSchemas,
 } from "../../api-contracts.ts";
@@ -16,6 +17,8 @@ import type {
   SpyCallSummary,
   SpyPaginatedResult,
   SpyServiceHealth,
+  SpyTokenCountRequest,
+  SpyTokenCountResponse,
   StreamEvent,
   SseCallsChangedPayload,
   SseEventName,
@@ -188,6 +191,16 @@ export class SpyApiClient {
     return fetchJson(streamEventsUrl(callId, cursor), StreamEventPageSchema);
   }
 
+  tokenCount(request: SpyTokenCountRequest): Promise<SpyTokenCountResponse> {
+    return fetchJson("/api/token-count", SpyTokenCountResponseSchema, {
+      method: "POST",
+      body: JSON.stringify(request),
+      headers: {
+        "Content-Type": "application/json",
+      },
+    });
+  }
+
   clearData(): Promise<ClearDataResult> {
     return fetchJson("/api/clear", ClearDataResultSchema, {
       method: "POST",
diff --git a/src/spy/ui/src/types.ts b/src/spy/ui/src/types.ts
index d05f9bd..f9d1634 100644
--- a/src/spy/ui/src/types.ts
+++ b/src/spy/ui/src/types.ts
@@ -16,6 +16,9 @@ import type {
   SpyRequestComposition,
   SpyRequestCompositionSection,
   SpyServiceHealth,
+  SpyTokenCountRecord,
+  SpyTokenCountRequest,
+  SpyTokenCountResponse,
   SpyUsageSummary,
   SseCallsChangedPayload,
   SseEventName,
@@ -36,6 +39,9 @@ export type {
   SpyRequestComposition,
   SpyRequestCompositionSection,
   SpyServiceHealth,
+  SpyTokenCountRecord,
+  SpyTokenCountRequest,
+  SpyTokenCountResponse,
   SpyUsageSummary,
   StreamEvent,
   SseCallsChangedPayload,

From b0d6e0b74279671f44439b11c2bc8b78aede9e78 Mon Sep 17 00:00:00 2001
From: Jim Pudar <jim@pudar.com>
Date: Sun, 24 May 2026 16:30:21 -0400
Subject: [PATCH 3/6] Add spy compaction and token count updates

---
 SPY_PLAN.md                         |  53 ++++-
 src/spy/README.md                   |  10 +-
 src/spy/api-contracts.ts            |  60 +++++-
 src/spy/bedrock-token-count.ts      |   6 +-
 src/spy/compaction.test.ts          | 283 +++++++++++++++++++++++++++
 src/spy/compaction.ts               | 293 ++++++++++++++++++++++++++++
 src/spy/service.test.ts             | 129 ++++++++++--
 src/spy/service.ts                  |  83 ++++----
 src/spy/store.test.ts               |  62 +++++-
 src/spy/store.ts                    |  78 ++++----
 src/spy/tokens.test.ts              |  19 +-
 src/spy/ui/e2e/spy-ui.playwright.ts | 173 +++++++++++++++-
 src/spy/ui/src/App.tsx              | 165 ++++++++++++----
 src/spy/ui/src/api.test.ts          |  35 ++++
 src/spy/ui/src/api.ts               |   7 +-
 src/spy/ui/src/types.ts             |   6 +
 16 files changed, 1290 insertions(+), 172 deletions(-)
 create mode 100644 src/spy/compaction.test.ts
 create mode 100644 src/spy/compaction.ts

diff --git a/SPY_PLAN.md b/SPY_PLAN.md
index 88d29fe..222ee74 100644
--- a/SPY_PLAN.md
+++ b/SPY_PLAN.md
@@ -158,13 +158,23 @@ The first screen should be a live conversation-analysis surface:
 Performance requirements:
 
 - Virtualize the live timeline.
+- Virtualize every large or repeated content surface by viewport, not just the
+  timeline. The inspector, block lists, raw payloads, stream payloads, diffs,
+  and any future conversation/context views must remain responsive when a single
+  provider request contains a one million token context window.
+- Do not silently truncate normalized request/response bodies as a performance
+  strategy. If a body is too large to mount eagerly, render a virtualized or
+  lazily mounted full-content view with explicit preview/expand affordances.
+  Token counts, byte counts, hashes, diffs, and search must always be based on
+  the full captured content, not the preview.
 - Fetch summaries first and details on demand.
 - Paginate historical queries.
 - Keep stream events and raw payload details collapsed and loaded only on
   request.
 - Use semantic highlighting instead of editor-style highlighting as the primary
   visual language.
-- Avoid rendering giant JSON/code blocks into the DOM.
+- Avoid rendering giant JSON/code blocks into the DOM outside a viewport-bounded
+  virtualized/lazy surface.
 
 Semantic highlighting should distinguish:
 
@@ -707,6 +717,32 @@ V1 excludes:
     `bun run test:spy-ui:unit`, `bun run test:spy-ui:e2e`,
     `bun run build:spy`, and `git diff --check`; service tests that bind local
     ports were run with localhost permissions when required.
+- Completed V1.5 automated compaction candidate detection:
+  - Added shared compaction assessment API contracts with candidate source,
+    confidence, reasons, and request-transition evidence.
+  - Added a pure request-context compaction detector with Pi-specific request
+    profile signals and generic structural fallback heuristics.
+  - Wired call detail responses to compare each request against the previous
+    comparable request and return computed compaction assessment data without a
+    new persistence migration.
+  - Added a browser inspector summary label for candidate calls, distinguishing
+    Pi-pattern candidates from lower-confidence heuristic candidates.
+  - Added fixture-backed and synthetic coverage for Pi candidates, generic
+    candidates, and false positives where existing Pi/Bedrock fixtures should
+    not be flagged.
+  - Validated against the default Lima agent/firewall/spy setup with
+    `ROOTCELL_SPY_ENABLED=true`: provisioned the updated service/UI, launched
+    `./rootcell spy --no-open`, ran a real Pi/Bedrock session, triggered manual
+    `/compact`, sent a post-compaction prompt, and inspected the live spy API
+    and browser UI.
+  - Confirmed raw storage was not required for inspection. The live
+    post-compaction call was labeled `Pi compaction candidate` with low
+    confidence because Pi emitted a summary-like history block while still
+    carrying the earlier large history in the assembled request.
+  - Verified `bun run typecheck`, `bun run lint`, `bun run test:spy`,
+    `bun run test:spy-ui:unit`, `bun run build:spy`,
+    `bun run test:spy-ui:e2e`, and `git diff --check`; localhost-bound tests
+    and live VM work were run outside the sandbox where required.
 
 ### V1
 
@@ -795,6 +831,19 @@ notes, and follow-up verification baseline were moved to
 
 Add analysis depth:
 
+- [ ] P0 viewport virtualization for all large content surfaces.
+  - The UI must handle a provider request with a one million token context
+    window without freezing, scroll jumps, runaway DOM size, or silent body
+    truncation.
+  - Timeline virtualization is not sufficient. Inspector block lists, block
+    bodies, raw payload bodies, stream payload previews, diff views, and future
+    conversation/context views must render only the visible viewport or
+    intentionally expanded local content.
+  - Full captured content remains the source of truth for token counts, byte
+    counts, hashes, search, and diffing. Preview text is only a presentation
+    optimization and must be labeled or expandable when it is not the full body.
+  - Replace `clipped(...)` body rendering with explicit viewport/lazy rendering
+    behavior and add regression coverage using very large synthetic blocks.
 - [x] Shared token-count contracts for `call`, `section`, `block`, and
   `selection` subjects.
 - [x] Provider-only token-count mode. Local estimates and `estimated`
@@ -812,7 +861,7 @@ Add analysis depth:
   `unavailable`.
 - [x] Request composition token columns and block-row token/provenance chips.
 - [x] Explicit provider-count and highlighted-selection count UI actions.
-- [ ] Automated compaction candidate detection:
+- [x] Automated compaction candidate detection:
   - Pi-specific request patterns from fixtures.
   - Generic fallback heuristics.
   - Labels that distinguish Pi-specific candidates from heuristic candidates.
diff --git a/src/spy/README.md b/src/spy/README.md
index 43d4cbf..9fed06b 100644
--- a/src/spy/README.md
+++ b/src/spy/README.md
@@ -148,8 +148,14 @@ The API and browser expose token counts for whole requests, request sections,
 blocks, and selected text. Each count is labeled with provenance:
 `provider_reported`, `provider_counted`, or `unavailable`.
 
-Default behavior uses provider-reported usage already present in captured
-responses and Bedrock CountTokens for block, section, and selected-text counts.
+Default behavior uses Bedrock CountTokens for whole-request, section, block,
+and selected-text counts. Whole-request counts use the captured provider request
+body when available so they preserve the real request context: messages, system
+prompt, tool config, cache hints, and provider overhead. Standalone block,
+section, and selection counts are wrapped as a minimal user message regardless
+of the original block role or kind. That keeps per-fragment attribution
+consistent and avoids provider validation rules for incomplete assistant turns.
+
 The browser never calls Bedrock directly. Bedrock CountTokens is called with the
 base Anthropic model ID because Bedrock inference-profile IDs such as
 `us.anthropic.*` can be valid for inference but rejected for token counting.
diff --git a/src/spy/api-contracts.ts b/src/spy/api-contracts.ts
index 8b38986..635da3c 100644
--- a/src/spy/api-contracts.ts
+++ b/src/spy/api-contracts.ts
@@ -129,6 +129,51 @@ export const SpyTokenCountResponseSchema = z.object({
   records: z.array(SpyTokenCountRecordSchema),
 }).strict();
 
+export const SpyCompactionDetectionSourceSchema = z.enum(["none", "pi_pattern", "heuristic", "summarization_request"]);
+export const SpyCompactionConfidenceSchema = z.enum(["none", "low", "medium", "high"]);
+export const SpyCompactionReasonSchema = z.enum([
+  "no_previous_comparable_call",
+  "pi_request_context_profile",
+  "summarization_system_prompt",
+  "conversation_wrapper_input",
+  "large_current_user_input",
+  "stable_request_context",
+  "summary_like_history_block",
+  "prior_history_byte_drop",
+  "prior_history_block_drop",
+  "request_byte_drop",
+  "input_token_drop",
+]);
+
+export const SpyCompactionEvidenceSchema = z.object({
+  currentCallId: z.string().min(1),
+  previousCallId: z.string().min(1).nullable(),
+  currentRequestByteSize: NonNegativeIntegerSchema,
+  previousRequestByteSize: NonNegativeIntegerSchema.nullable(),
+  currentInputTokens: NonNegativeIntegerSchema.nullable(),
+  previousInputTokens: NonNegativeIntegerSchema.nullable(),
+  currentContextTokens: NonNegativeIntegerSchema.nullable(),
+  previousContextTokens: NonNegativeIntegerSchema.nullable(),
+  currentPriorHistoryByteSize: NonNegativeIntegerSchema,
+  previousPriorHistoryByteSize: NonNegativeIntegerSchema.nullable(),
+  currentPriorHistoryBlockCount: NonNegativeIntegerSchema,
+  previousPriorHistoryBlockCount: NonNegativeIntegerSchema.nullable(),
+  summaryLikeBlockIds: z.array(z.string().min(1)),
+  newHistoryBlockIds: z.array(z.string().min(1)),
+  changedHistoryBlockIds: z.array(z.string().min(1)),
+  repeatedContextBlockCount: NonNegativeIntegerSchema,
+  changedContextBlockCount: NonNegativeIntegerSchema,
+}).strict();
+
+export const SpyCompactionAssessmentSchema = z.object({
+  status: z.enum(["none", "candidate"]),
+  source: SpyCompactionDetectionSourceSchema,
+  confidence: SpyCompactionConfidenceSchema,
+  label: z.string().min(1),
+  reasons: z.array(SpyCompactionReasonSchema),
+  evidence: SpyCompactionEvidenceSchema,
+}).strict();
+
 export const SpyCallSummarySchema = z.object({
   call: ProviderCallSchema,
   durationMs: NonNegativeIntegerSchema.nullable(),
@@ -185,6 +230,7 @@ export const StreamEventPageSchema = spyPaginatedResultSchema(StreamEventSchema)
 export const SpyCallDetailSchema = z.object({
   summary: SpyCallSummarySchema,
   requestComposition: SpyRequestCompositionSchema,
+  compaction: SpyCompactionAssessmentSchema,
   tokenCounts: z.array(SpyTokenCountRecordSchema),
   httpEvents: z.array(HttpEventRecordSchema),
   blocks: z.array(NormalizedBlockSchema),
@@ -204,7 +250,7 @@ export const SpyCallDiffSchema = z.object({
   blocks: z.array(SpyBlockDiffSchema),
 }).strict();
 
-export const SseEventNameSchema = z.enum(["hello", "health", "calls-changed", "cleared"]);
+export const SseEventNameSchema = z.enum(["hello", "health", "calls-changed", "token-counts-changed", "cleared"]);
 
 export const SseHelloPayloadSchema = z.object({
   id: NonNegativeIntegerSchema,
@@ -215,10 +261,16 @@ export const SseCallsChangedPayloadSchema = z.union([
   z.object({ retention: RetentionResultSchema }).strict(),
 ]);
 
+export const SseTokenCountsChangedPayloadSchema = z.object({
+  callId: z.string().min(1),
+  records: z.array(SpyTokenCountRecordSchema).min(1),
+}).strict();
+
 export const SseEventPayloadSchemas = {
   hello: SseHelloPayloadSchema,
   health: SpyServiceHealthSchema,
   "calls-changed": SseCallsChangedPayloadSchema,
+  "token-counts-changed": SseTokenCountsChangedPayloadSchema,
   cleared: ClearDataResultSchema,
 } as const;
 
@@ -233,6 +285,11 @@ export type SpyTokenCountSubject = Readonly<z.infer<typeof SpyTokenCountSubjectS
 export type SpyTokenCountRequest = Readonly<z.infer<typeof SpyTokenCountRequestSchema>>;
 export type SpyTokenCountRecord = Readonly<z.infer<typeof SpyTokenCountRecordSchema>>;
 export type SpyTokenCountResponse = Readonly<z.infer<typeof SpyTokenCountResponseSchema>>;
+export type SpyCompactionDetectionSource = z.infer<typeof SpyCompactionDetectionSourceSchema>;
+export type SpyCompactionConfidence = z.infer<typeof SpyCompactionConfidenceSchema>;
+export type SpyCompactionReason = z.infer<typeof SpyCompactionReasonSchema>;
+export type SpyCompactionEvidence = Readonly<z.infer<typeof SpyCompactionEvidenceSchema>>;
+export type SpyCompactionAssessment = Readonly<z.infer<typeof SpyCompactionAssessmentSchema>>;
 export type SpyUsageSummary = Readonly<z.infer<typeof SpyUsageSummarySchema>>;
 export type SpyCallSummary = Readonly<z.infer<typeof SpyCallSummarySchema>>;
 export type SpyRequestCompositionSection = Readonly<z.infer<typeof SpyRequestCompositionSectionSchema>>;
@@ -247,3 +304,4 @@ export type SpyPaginatedResult<T> = Readonly<{
 export type SseEventName = z.infer<typeof SseEventNameSchema>;
 export type SseHelloPayload = Readonly<z.infer<typeof SseHelloPayloadSchema>>;
 export type SseCallsChangedPayload = Readonly<z.infer<typeof SseCallsChangedPayloadSchema>>;
+export type SseTokenCountsChangedPayload = Readonly<z.infer<typeof SseTokenCountsChangedPayloadSchema>>;
diff --git a/src/spy/bedrock-token-count.ts b/src/spy/bedrock-token-count.ts
index 2dde57f..d06404f 100644
--- a/src/spy/bedrock-token-count.ts
+++ b/src/spy/bedrock-token-count.ts
@@ -3,7 +3,6 @@ import {
   CountTokensCommand,
   type CountTokensCommandInput,
 } from "@aws-sdk/client-bedrock-runtime";
-import type { NormalizedBlock } from "./schemas.ts";
 
 export interface BedrockTokenCounter {
   count(input: BedrockTokenCountInput): Promise<number>;
@@ -57,13 +56,12 @@ export function bedrockCountInputFromRequestBody(bodyText: string): CountTokensC
   return Object.keys(converse).length === 0 ? null : { converse };
 }
 
-export function bedrockCountInputForText(text: string, block?: NormalizedBlock): CountTokensCommandInput["input"] {
-  const role = block?.role === "assistant" ? "assistant" : "user";
+export function bedrockCountInputForText(text: string): CountTokensCommandInput["input"] {
   return {
     converse: {
       messages: [
         {
-          role,
+          role: "user",
           content: [{ text }],
         },
       ],
diff --git a/src/spy/compaction.test.ts b/src/spy/compaction.test.ts
new file mode 100644
index 0000000..143784a
--- /dev/null
+++ b/src/spy/compaction.test.ts
@@ -0,0 +1,283 @@
+import { readFileSync } from "node:fs";
+import { describe, expect, test } from "bun:test";
+import type { SpyCallSummary, SpyUsageSummary } from "./api-contracts.ts";
+import { detectCompaction } from "./compaction.ts";
+import { normalizeBedrockSpoolEvents, type NormalizedProviderCall } from "./bedrock.ts";
+import {
+  SpoolEventSchema,
+  type NormalizedBlock,
+  type ProviderCall,
+  type SpoolEvent,
+} from "./schemas.ts";
+
+const FIXTURE_PATH = new URL("./fixtures/bedrock-pi-us-sonnet-4-6.ndjson", import.meta.url);
+
+describe("compaction detection", () => {
+  test("does not flag existing Pi/Bedrock fixture calls as compaction candidates", () => {
+    const calls = normalizeBedrockSpoolEvents(fixtureEvents());
+    let previous: NormalizedProviderCall | null = null;
+
+    for (const call of calls) {
+      const assessment = detectCompaction({
+        summary: summaryFromNormalizedCall(call),
+        requestBlocks: requestBlocks(call.blocks),
+        previousSummary: previous === null ? null : summaryFromNormalizedCall(previous),
+        previousRequestBlocks: previous === null ? [] : requestBlocks(previous.blocks),
+      });
+      expect(assessment.status).toBe("none");
+      previous = call;
+    }
+  });
+
+  test("labels Pi-pattern compaction candidates with high confidence", () => {
+    const previousBlocks = [
+      requestBlock("previous-system", "harness-system-context", "You are operating inside pi.", { source: "pi-bedrock-system", hash: "stable-system" }),
+      requestBlock("previous-history-1", "prior-conversation-history", "First historical turn. ".repeat(120), { role: "user" }),
+      requestBlock("previous-history-2", "prior-conversation-history", "Second historical turn. ".repeat(120), { role: "assistant" }),
+      requestBlock("previous-history-3", "prior-conversation-history", "Third historical turn. ".repeat(120), { role: "user" }),
+      requestBlock("previous-history-4", "prior-conversation-history", "Fourth historical turn. ".repeat(120), { role: "assistant" }),
+      requestBlock("previous-current", "current-user-input", "continue with the task", { role: "user" }),
+    ];
+    const currentBlocks = [
+      requestBlock("current-system", "harness-system-context", "You are operating inside pi.", { source: "pi-bedrock-system", hash: "stable-system" }),
+      requestBlock("current-summary", "prior-conversation-history", "Summary of the conversation so far: the user asked for a filesystem refactor and the agent edited two modules.", { role: "user" }),
+      requestBlock("current-current", "current-user-input", "continue with the task", { role: "user" }),
+    ];
+
+    const assessment = detectCompaction({
+      summary: summary("current-pi", currentBlocks, { requestByteSize: 4_000, inputTokens: 1_100 }),
+      requestBlocks: currentBlocks,
+      previousSummary: summary("previous-pi", previousBlocks, { requestByteSize: 16_000, inputTokens: 5_600 }),
+      previousRequestBlocks: previousBlocks,
+    });
+
+    expect(assessment).toMatchObject({
+      status: "candidate",
+      source: "pi_pattern",
+      confidence: "high",
+      label: "Pi compaction candidate",
+    });
+    expect(assessment.reasons).toContain("pi_request_context_profile");
+    expect(assessment.reasons).toContain("summary_like_history_block");
+    expect(assessment.reasons).toContain("prior_history_byte_drop");
+    expect(assessment.evidence.summaryLikeBlockIds).toEqual(["current-summary"]);
+  });
+
+  test("labels Pi summarization requests as compaction events without a prior transition", () => {
+    const currentBlocks = [
+      requestBlock(
+        "current-conversation",
+        "current-user-input",
+        `<conversation>\n[User]: ${"Build the extension plan. ".repeat(900)}\n[Assistant]: ${"Edited files and tested. ".repeat(900)}\n</conversation>`,
+        { role: "user" },
+      ),
+      requestBlock(
+        "current-summary-system",
+        "harness-system-context",
+        "You are a context summarization assistant. Your task is to read a conversation between a user and an AI coding assistant, then produce a structured summary following the exact format specified. Do NOT continue the conversation.",
+        { source: "pi-bedrock-system" },
+      ),
+    ];
+
+    const assessment = detectCompaction({
+      summary: summary("current-summarization", currentBlocks),
+      requestBlocks: currentBlocks,
+      previousSummary: null,
+      previousRequestBlocks: [],
+    });
+
+    expect(assessment).toMatchObject({
+      status: "candidate",
+      source: "summarization_request",
+      confidence: "high",
+      label: "Compaction summarization request",
+    });
+    expect(assessment.reasons).toEqual([
+      "summarization_system_prompt",
+      "conversation_wrapper_input",
+      "large_current_user_input",
+    ]);
+  });
+
+  test("labels generic structural compaction candidates separately from Pi patterns", () => {
+    const previousBlocks = [
+      requestBlock("previous-system", "harness-system-context", "stable generic system context", { source: "generic", hash: "stable-system" }),
+      requestBlock("previous-history-1", "prior-conversation-history", "Long generic history. ".repeat(140), { source: "generic", role: "user" }),
+      requestBlock("previous-history-2", "prior-conversation-history", "Long generic reply. ".repeat(140), { source: "generic", role: "assistant" }),
+      requestBlock("previous-history-3", "prior-conversation-history", "More generic history. ".repeat(140), { source: "generic", role: "user" }),
+      requestBlock("previous-history-4", "prior-conversation-history", "More generic reply. ".repeat(140), { source: "generic", role: "assistant" }),
+      requestBlock("previous-current", "current-user-input", "next request", { source: "generic", role: "user" }),
+    ];
+    const currentBlocks = [
+      requestBlock("current-system", "harness-system-context", "stable generic system context", { source: "generic", hash: "stable-system" }),
+      requestBlock("current-summary", "prior-conversation-history", "Context summary: earlier turns established the implementation constraints.", { source: "generic", role: "user" }),
+      requestBlock("current-current", "current-user-input", "next request", { source: "generic", role: "user" }),
+    ];
+
+    const assessment = detectCompaction({
+      summary: summary("current-generic", currentBlocks, { requestByteSize: 5_000, inputTokens: 1_600 }),
+      requestBlocks: currentBlocks,
+      previousSummary: summary("previous-generic", previousBlocks, { requestByteSize: 18_000, inputTokens: 6_000 }),
+      previousRequestBlocks: previousBlocks,
+    });
+
+    expect(assessment.status).toBe("candidate");
+    expect(assessment.source).toBe("heuristic");
+    expect(assessment.label).toBe("Heuristic compaction candidate");
+    expect(assessment.reasons).not.toContain("pi_request_context_profile");
+  });
+
+  test("does not treat summary-like current user input as compaction evidence", () => {
+    const previousBlocks = [
+      requestBlock("previous-system", "harness-system-context", "stable generic system context", { source: "generic", hash: "stable-system" }),
+      requestBlock("previous-current", "current-user-input", "start", { source: "generic", role: "user" }),
+    ];
+    const currentBlocks = [
+      requestBlock("current-system", "harness-system-context", "stable generic system context", { source: "generic", hash: "stable-system" }),
+      requestBlock("current-current", "current-user-input", "Please summarize the current file.", { source: "generic", role: "user" }),
+    ];
+
+    const assessment = detectCompaction({
+      summary: summary("current-no-history", currentBlocks, { requestByteSize: 1_000, inputTokens: 300 }),
+      requestBlocks: currentBlocks,
+      previousSummary: summary("previous-no-history", previousBlocks, { requestByteSize: 1_000, inputTokens: 300 }),
+      previousRequestBlocks: previousBlocks,
+    });
+
+    expect(assessment.status).toBe("none");
+    expect(assessment.evidence.summaryLikeBlockIds).toEqual([]);
+  });
+
+  test("does not flag summary-like history without real context drop evidence", () => {
+    const previousBlocks = [
+      requestBlock("previous-system", "harness-system-context", "You are operating inside pi.", { source: "pi-bedrock-system", hash: "stable-system" }),
+      requestBlock("previous-history", "prior-conversation-history", "Long prior context. ".repeat(180), { role: "user" }),
+      requestBlock("previous-current", "current-user-input", "continue", { role: "user" }),
+    ];
+    const currentBlocks = [
+      requestBlock("current-system", "harness-system-context", "You are operating inside pi.", { source: "pi-bedrock-system", hash: "stable-system" }),
+      requestBlock("current-history", "prior-conversation-history", "Summary of the conversation so far, but no meaningful byte drop. ".repeat(80), { role: "user" }),
+      requestBlock("current-current", "current-user-input", "continue", { role: "user" }),
+    ];
+
+    const assessment = detectCompaction({
+      summary: summary("current-no-drop", currentBlocks, { requestByteSize: 14_000, inputTokens: 4_800 }),
+      requestBlocks: currentBlocks,
+      previousSummary: summary("previous-no-drop", previousBlocks, { requestByteSize: 15_000, inputTokens: 5_000 }),
+      previousRequestBlocks: previousBlocks,
+    });
+
+    expect(assessment.status).toBe("none");
+    expect(assessment.reasons).toEqual([]);
+  });
+});
+
+function fixtureEvents(): SpoolEvent[] {
+  return readFileSync(FIXTURE_PATH, "utf8")
+    .trim()
+    .split("\n")
+    .filter(Boolean)
+    .map((line) => SpoolEventSchema.parse(JSON.parse(line) as unknown));
+}
+
+function requestBlocks(blocks: readonly NormalizedBlock[]): NormalizedBlock[] {
+  return blocks.filter((block) => block.direction === "request");
+}
+
+function summaryFromNormalizedCall(call: NormalizedProviderCall): SpyCallSummary {
+  const request = requestBlocks(call.blocks);
+  const response = call.blocks.filter((block) => block.direction === "response");
+  return {
+    call: call.call,
+    durationMs: call.call.completed_at === undefined ? null : Math.round((call.call.completed_at - call.call.started_at) * 1000),
+    usage: usageSummary(call.usage[0]),
+    requestBlockCount: request.length,
+    responseBlockCount: response.length,
+    requestByteSize: byteSize(request),
+    responseByteSize: byteSize(response),
+    cacheMarkerCount: call.blocks.filter((block) => block.cache_marker).length,
+    streamEventCount: call.streamEvents.length,
+    rawPayloadCount: call.rawPayloads.length,
+  };
+}
+
+function summary(
+  id: string,
+  blocks: readonly NormalizedBlock[],
+  options: { readonly requestByteSize?: number | undefined; readonly inputTokens?: number | undefined } = {},
+): SpyCallSummary {
+  const request = requestBlocks(blocks);
+  const response = blocks.filter((block) => block.direction === "response");
+  return {
+    call: {
+      id,
+      provider: "bedrock",
+      operation: "converse-stream",
+      model_id: "us.anthropic.claude-sonnet-4-6",
+      status: "complete",
+      started_at: id.startsWith("previous") ? 1 : 2,
+      completed_at: id.startsWith("previous") ? 1.5 : 2.5,
+      status_code: 200,
+      request_flow_id: `${id}-request`,
+      response_flow_id: `${id}-response`,
+      request_content_hash: `${id}-request-hash`,
+      response_content_hash: `${id}-response-hash`,
+    } satisfies ProviderCall,
+    durationMs: 500,
+    usage: {
+      inputTokens: options.inputTokens ?? null,
+      outputTokens: null,
+      cacheReadTokens: null,
+      cacheWriteTokens: null,
+      totalTokens: options.inputTokens ?? null,
+    },
+    requestBlockCount: request.length,
+    responseBlockCount: response.length,
+    requestByteSize: options.requestByteSize ?? byteSize(request),
+    responseByteSize: byteSize(response),
+    cacheMarkerCount: request.filter((block) => block.cache_marker).length,
+    streamEventCount: 0,
+    rawPayloadCount: 0,
+  };
+}
+
+function usageSummary(record: NormalizedProviderCall["usage"][number] | undefined): SpyUsageSummary {
+  return {
+    inputTokens: record?.input_tokens ?? null,
+    outputTokens: record?.output_tokens ?? null,
+    cacheReadTokens: record?.cache_read_tokens ?? null,
+    cacheWriteTokens: record?.cache_write_tokens ?? null,
+    totalTokens: record?.total_tokens ?? null,
+  };
+}
+
+function requestBlock(
+  id: string,
+  kind: NormalizedBlock["kind"],
+  text: string,
+  options: {
+    readonly source?: string | undefined;
+    readonly role?: string | undefined;
+    readonly hash?: string | undefined;
+  } = {},
+): NormalizedBlock {
+  return {
+    id,
+    call_id: id.startsWith("previous") ? "previous-call" : "current-call",
+    direction: "request",
+    ordinal: Number(id.replace(/\D/g, "")) || 0,
+    role: options.role,
+    kind,
+    source: options.source ?? "pi-bedrock-message",
+    provider_path: `$.${id}`,
+    text,
+    char_size: text.length,
+    byte_size: new TextEncoder().encode(text).length,
+    content_hash: options.hash ?? `${id}-hash`,
+    cache_marker: false,
+  };
+}
+
+function byteSize(blocks: readonly NormalizedBlock[]): number {
+  return blocks.reduce((total, block) => total + block.byte_size, 0);
+}
diff --git a/src/spy/compaction.ts b/src/spy/compaction.ts
new file mode 100644
index 0000000..e0960e7
--- /dev/null
+++ b/src/spy/compaction.ts
@@ -0,0 +1,293 @@
+import type {
+  SpyCallSummary,
+  SpyCompactionAssessment,
+  SpyCompactionConfidence,
+  SpyCompactionReason,
+} from "./api-contracts.ts";
+import type { NormalizedBlock } from "./schemas.ts";
+
+const MIN_HISTORY_BYTES_FOR_DROP = 2_048;
+const MIN_REQUEST_BYTES_FOR_DROP = 8_192;
+const MIN_INPUT_TOKENS_FOR_DROP = 2_000;
+const MIN_LARGE_SUMMARIZATION_INPUT_BYTES = 16_384;
+const HISTORY_BYTE_DROP_RATIO = 0.55;
+const REQUEST_BYTE_DROP_RATIO = 0.75;
+const INPUT_TOKEN_DROP_RATIO = 0.75;
+const HISTORY_BLOCK_DROP_RATIO = 0.4;
+const SUMMARY_LIKE_HISTORY_PATTERN = /\b(summary|summarized|summarised|condensed|compacted|compressed|conversation so far|context summary|previous context|prior conversation|earlier conversation)\b/i;
+const SUMMARIZATION_SYSTEM_PATTERN = /\b(context summarization assistant|structured summary|summari[sz]e the conversation|read a conversation between a user and an AI coding assistant|do not continue the conversation)\b/i;
+const CONVERSATION_WRAPPER_PATTERN = /<conversation>[\s\S]*<\/conversation>|\[User\]:[\s\S]*\[Assistant\]:/i;
+
+export interface RequestTransitionInput {
+  readonly summary: SpyCallSummary;
+  readonly requestBlocks: readonly NormalizedBlock[];
+  readonly previousSummary: SpyCallSummary | null;
+  readonly previousRequestBlocks: readonly NormalizedBlock[];
+}
+
+export function detectCompaction(input: RequestTransitionInput): SpyCompactionAssessment {
+  const currentHistoryBlocks = historyBlocks(input.requestBlocks);
+  const previousHistoryBlocks = historyBlocks(input.previousRequestBlocks);
+  const summaryLikeBlockIds = currentHistoryBlocks
+    .filter((block) => SUMMARY_LIKE_HISTORY_PATTERN.test(block.text ?? ""))
+    .map((block) => block.id);
+  const historyDiff = classifyHistoryBlocks(currentHistoryBlocks, previousHistoryBlocks);
+  const contextStability = stableContext(input.requestBlocks, input.previousRequestBlocks);
+  const summarizationRequest = detectSummarizationRequest(input.requestBlocks);
+
+  const evidence = {
+    currentCallId: input.summary.call.id,
+    previousCallId: input.previousSummary?.call.id ?? null,
+    currentRequestByteSize: input.summary.requestByteSize,
+    previousRequestByteSize: input.previousSummary?.requestByteSize ?? null,
+    currentInputTokens: input.summary.usage.inputTokens,
+    previousInputTokens: input.previousSummary?.usage.inputTokens ?? null,
+    currentContextTokens: contextTokens(input.summary),
+    previousContextTokens: input.previousSummary === null ? null : contextTokens(input.previousSummary),
+    currentPriorHistoryByteSize: byteSize(currentHistoryBlocks),
+    previousPriorHistoryByteSize: input.previousSummary === null ? null : byteSize(previousHistoryBlocks),
+    currentPriorHistoryBlockCount: currentHistoryBlocks.length,
+    previousPriorHistoryBlockCount: input.previousSummary === null ? null : previousHistoryBlocks.length,
+    summaryLikeBlockIds,
+    newHistoryBlockIds: historyDiff.newBlockIds,
+    changedHistoryBlockIds: historyDiff.changedBlockIds,
+    repeatedContextBlockCount: contextStability.repeatedBlockCount,
+    changedContextBlockCount: contextStability.changedBlockCount,
+  };
+
+  if (summarizationRequest.isCandidate) {
+    return {
+      status: "candidate",
+      source: "summarization_request",
+      confidence: summarizationRequest.largeCurrentInput ? "high" : "medium",
+      label: "Compaction summarization request",
+      reasons: summarizationRequest.reasons,
+      evidence,
+    };
+  }
+
+  if (input.previousSummary === null) {
+    return {
+      status: "none",
+      source: "none",
+      confidence: "none",
+      label: "No compaction candidate",
+      reasons: ["no_previous_comparable_call"],
+      evidence,
+    };
+  }
+
+  const reasons: SpyCompactionReason[] = [];
+  const piProfile = isPiRequestContext(input);
+  const stable = contextStability.repeatedBlockCount + contextStability.changedBlockCount > 0;
+  const currentInputExists = input.requestBlocks.some((block) => block.kind === "current-user-input");
+  const historyByteDrop = evidence.previousPriorHistoryByteSize !== null
+    && evidence.previousPriorHistoryByteSize >= MIN_HISTORY_BYTES_FOR_DROP
+    && evidence.currentPriorHistoryByteSize <= evidence.previousPriorHistoryByteSize * HISTORY_BYTE_DROP_RATIO;
+  const historyBlockDrop = evidence.previousPriorHistoryBlockCount !== null
+    && evidence.previousPriorHistoryBlockCount >= 4
+    && evidence.currentPriorHistoryBlockCount <= Math.max(1, Math.floor(evidence.previousPriorHistoryBlockCount * HISTORY_BLOCK_DROP_RATIO));
+  const requestByteDrop = evidence.previousRequestByteSize !== null
+    && evidence.previousRequestByteSize >= MIN_REQUEST_BYTES_FOR_DROP
+    && evidence.currentRequestByteSize <= evidence.previousRequestByteSize * REQUEST_BYTE_DROP_RATIO;
+  const inputTokenDrop = evidence.currentContextTokens !== null
+    && evidence.previousContextTokens !== null
+    && evidence.previousContextTokens >= MIN_INPUT_TOKENS_FOR_DROP
+    && evidence.currentContextTokens <= evidence.previousContextTokens * INPUT_TOKEN_DROP_RATIO;
+  const summaryLikeHistory = summaryLikeBlockIds.length > 0;
+
+  if (piProfile) {
+    reasons.push("pi_request_context_profile");
+  }
+  if (stable) {
+    reasons.push("stable_request_context");
+  }
+  if (summaryLikeHistory) {
+    reasons.push("summary_like_history_block");
+  }
+  if (historyByteDrop) {
+    reasons.push("prior_history_byte_drop");
+  }
+  if (historyBlockDrop) {
+    reasons.push("prior_history_block_drop");
+  }
+  if (requestByteDrop) {
+    reasons.push("request_byte_drop");
+  }
+  if (inputTokenDrop) {
+    reasons.push("input_token_drop");
+  }
+
+  const hasPriorHistory = evidence.currentPriorHistoryBlockCount > 0 && evidence.previousPriorHistoryBlockCount !== null && evidence.previousPriorHistoryBlockCount > 0;
+  const piCandidate = piProfile && stable && currentInputExists && hasPriorHistory && (
+    (summaryLikeHistory && (historyByteDrop || requestByteDrop || inputTokenDrop))
+      || (historyByteDrop && (historyBlockDrop || requestByteDrop || inputTokenDrop))
+  );
+  const heuristicCandidate = !piCandidate && stable && currentInputExists && hasPriorHistory && (
+    (summaryLikeHistory && historyByteDrop)
+      || (historyByteDrop && historyBlockDrop && (requestByteDrop || inputTokenDrop))
+  );
+
+  if (!piCandidate && !heuristicCandidate) {
+    return {
+      status: "none",
+      source: "none",
+      confidence: "none",
+      label: "No compaction candidate",
+      reasons: [],
+      evidence,
+    };
+  }
+
+  return {
+    status: "candidate",
+    source: piCandidate ? "pi_pattern" : "heuristic",
+    confidence: candidateConfidence({
+      piCandidate,
+      summaryLikeHistory,
+      historyByteDrop,
+      historyBlockDrop,
+      requestByteDrop,
+      inputTokenDrop,
+    }),
+    label: piCandidate ? "Pi compaction candidate" : "Heuristic compaction candidate",
+    reasons,
+    evidence,
+  };
+}
+
+function historyBlocks(blocks: readonly NormalizedBlock[]): NormalizedBlock[] {
+  return blocks.filter((block) => block.direction === "request" && block.kind === "prior-conversation-history");
+}
+
+function detectSummarizationRequest(blocks: readonly NormalizedBlock[]): {
+  readonly isCandidate: boolean;
+  readonly largeCurrentInput: boolean;
+  readonly reasons: SpyCompactionReason[];
+} {
+  const systemPrompt = blocks.find((block) =>
+    block.direction === "request"
+    && block.kind === "harness-system-context"
+    && SUMMARIZATION_SYSTEM_PATTERN.test(block.text ?? "")
+  );
+  const wrappedInput = blocks.find((block) =>
+    block.direction === "request"
+    && block.kind === "current-user-input"
+    && CONVERSATION_WRAPPER_PATTERN.test(block.text ?? "")
+  );
+  const largeCurrentInput = wrappedInput !== undefined && wrappedInput.byte_size >= MIN_LARGE_SUMMARIZATION_INPUT_BYTES;
+  const reasons: SpyCompactionReason[] = [];
+  if (systemPrompt !== undefined) {
+    reasons.push("summarization_system_prompt");
+  }
+  if (wrappedInput !== undefined) {
+    reasons.push("conversation_wrapper_input");
+  }
+  if (largeCurrentInput) {
+    reasons.push("large_current_user_input");
+  }
+  return {
+    isCandidate: systemPrompt !== undefined && wrappedInput !== undefined,
+    largeCurrentInput,
+    reasons,
+  };
+}
+
+function byteSize(blocks: readonly NormalizedBlock[]): number {
+  return blocks.reduce((total, block) => total + block.byte_size, 0);
+}
+
+function contextTokens(summary: SpyCallSummary): number | null {
+  const parts = [
+    summary.usage.inputTokens,
+    summary.usage.cacheReadTokens,
+    summary.usage.cacheWriteTokens,
+  ].filter((value): value is number => value !== null);
+  return parts.length === 0 ? null : parts.reduce((total, value) => total + value, 0);
+}
+
+function classifyHistoryBlocks(
+  currentBlocks: readonly NormalizedBlock[],
+  previousBlocks: readonly NormalizedBlock[],
+): { readonly newBlockIds: string[]; readonly changedBlockIds: string[] } {
+  const previousHashes = new Set(previousBlocks.map((block) => block.content_hash));
+  const previousSignatures = new Set(previousBlocks.map(blockSignature));
+  const newBlockIds: string[] = [];
+  const changedBlockIds: string[] = [];
+  for (const block of currentBlocks) {
+    if (previousHashes.has(block.content_hash)) {
+      continue;
+    }
+    if (previousSignatures.has(blockSignature(block))) {
+      changedBlockIds.push(block.id);
+    } else {
+      newBlockIds.push(block.id);
+    }
+  }
+  return { newBlockIds, changedBlockIds };
+}
+
+function stableContext(
+  currentBlocks: readonly NormalizedBlock[],
+  previousBlocks: readonly NormalizedBlock[],
+): { readonly repeatedBlockCount: number; readonly changedBlockCount: number } {
+  const previousContext = previousBlocks.filter(isContextBlock);
+  const previousHashes = new Set(previousContext.map((block) => block.content_hash));
+  const previousSignatures = new Set(previousContext.map(blockSignature));
+  let repeatedBlockCount = 0;
+  let changedBlockCount = 0;
+  for (const block of currentBlocks.filter(isContextBlock)) {
+    if (previousHashes.has(block.content_hash)) {
+      repeatedBlockCount += 1;
+    } else if (previousSignatures.has(blockSignature(block))) {
+      changedBlockCount += 1;
+    }
+  }
+  return { repeatedBlockCount, changedBlockCount };
+}
+
+function isContextBlock(block: NormalizedBlock): boolean {
+  return block.direction === "request" && (
+    block.kind === "harness-system-context"
+      || block.kind === "tool-definition"
+      || block.kind === "provider-envelope"
+  );
+}
+
+function isPiRequestContext(input: RequestTransitionInput): boolean {
+  return input.requestBlocks.some((block) => {
+    if (block.source.includes("pi")) {
+      return true;
+    }
+    return block.kind === "harness-system-context" && /\binside pi\b/i.test(block.text ?? "");
+  });
+}
+
+function blockSignature(block: NormalizedBlock): string {
+  return [
+    block.direction,
+    block.kind,
+    block.role ?? "",
+    block.provider_path ?? "",
+  ].join(":");
+}
+
+function candidateConfidence(input: {
+  readonly piCandidate: boolean;
+  readonly summaryLikeHistory: boolean;
+  readonly historyByteDrop: boolean;
+  readonly historyBlockDrop: boolean;
+  readonly requestByteDrop: boolean;
+  readonly inputTokenDrop: boolean;
+}): SpyCompactionConfidence {
+  const signalCount = [
+    input.summaryLikeHistory,
+    input.historyByteDrop,
+    input.historyBlockDrop,
+    input.requestByteDrop || input.inputTokenDrop,
+  ].filter(Boolean).length;
+  if (input.piCandidate && signalCount >= 3) {
+    return "high";
+  }
+  return signalCount >= 2 ? "medium" : "low";
+}
diff --git a/src/spy/service.test.ts b/src/spy/service.test.ts
index 0206f87..34e6dce 100644
--- a/src/spy/service.test.ts
+++ b/src/spy/service.test.ts
@@ -13,6 +13,7 @@ import {
   StreamEventPageSchema,
   SseEventNameSchema,
   SseEventPayloadSchemas,
+  type SpyCallDetail,
 } from "./api-contracts.ts";
 import { SpoolEventSchema, type SpoolEvent } from "./schemas.ts";
 import { spyServiceConfigFromEnv, startSpyService, type SpyServiceHandle } from "./service.ts";
@@ -41,10 +42,15 @@ class FakeTokenCounter implements BedrockTokenCounter {
   constructor(
     private readonly result: number,
     private readonly failure?: Error | undefined,
+    private readonly delayMs = 0,
   ) {}
 
   async count(input: BedrockTokenCountInput): Promise<number> {
-    await Promise.resolve();
+    if (this.delayMs > 0) {
+      await sleep(this.delayMs);
+    } else {
+      await Promise.resolve();
+    }
     this.inputs.push(input);
     if (this.failure !== undefined) {
       throw this.failure;
@@ -179,6 +185,7 @@ describe("spy web service", () => {
     expect(detail.requestComposition.totalMessageCount).toBeGreaterThan(0);
     expect(detail.requestComposition.sections.some((section) => section.present)).toBe(true);
     expect(detail.requestComposition.usage).toEqual(detail.summary.usage);
+    expect(detail.compaction.status).toBe("none");
     expect(detail.httpEvents).toHaveLength(2);
     expect(detail.blocks.length).toBeGreaterThan(0);
     expect(detail.usageRecords.length).toBeGreaterThan(0);
@@ -250,7 +257,55 @@ describe("spy web service", () => {
     expect(missingResponse.status).toBe(404);
   });
 
-  test("counts tokens through provider calls, cached provider counts, and provider-reported usage", async () => {
+  test("returns call details immediately and streams provider token counts over SSE", async () => {
+    const counter = new FakeTokenCounter(77, undefined, 250);
+    const { handle, spoolDir } = createTestService({ tokenCounter: counter, tokenCountMode: "provider" });
+    writeSpoolEvents(spoolDir, fixtureEvents());
+    expect(handle.ingestOnce()).toMatchObject({ ingested: 10 });
+
+    const response = await fetch(`${handle.url}/api/events`);
+    expect(response.status).toBe(200);
+    if (response.body === null) {
+      throw new Error("missing SSE body");
+    }
+    const reader = response.body.getReader();
+    try {
+      await readSseUntil(reader, "event: hello");
+
+      const page = await jsonAs(await fetch(`${handle.url}/api/calls?limit=1`), SpyCallSummaryPageSchema);
+      const callId = page.items[0]?.call.id;
+      if (callId === undefined) {
+        throw new Error("missing call id");
+      }
+      const detail = await jsonAs(await fetch(`${handle.url}/api/calls/${encodeURIComponent(callId)}`), SpyCallDetailSchema);
+      const block = detail.blocks.find((candidate) => candidate.direction === "request" && candidate.text !== undefined);
+      if (block === undefined) {
+        throw new Error("missing text block");
+      }
+      const responseBlock = detail.blocks.find((candidate) => candidate.direction === "response" && candidate.text !== undefined);
+      if (responseBlock === undefined) {
+        throw new Error("missing response text block");
+      }
+
+      expect(detail.tokenCounts.find((record) => record.subjectType === "block" && record.blockId === block.id))
+        .toBeUndefined();
+      expect(counter.inputs).toHaveLength(0);
+
+      const tokenEvents = await readSseUntil(reader, "event: token-counts-changed");
+      expect(tokenEvents).toContain(`"callId":"${callId}"`);
+      expect(tokenEvents).toContain("\"provenance\":\"provider_counted\"");
+      expectValidSsePayloads(tokenEvents);
+      await waitUntil(() => counter.inputs.length >= expectedBackgroundProviderCount(detail));
+
+      const refreshed = await jsonAs(await fetch(`${handle.url}/api/calls/${encodeURIComponent(callId)}`), SpyCallDetailSchema);
+      expect(refreshed.tokenCounts.find((record) => record.subjectType === "block" && record.blockId === responseBlock.id))
+        .toMatchObject({ subjectType: "block", direction: "response", provenance: "provider_counted", tokens: 77 });
+    } finally {
+      await reader.cancel();
+    }
+  });
+
+  test("counts tokens through explicit provider calls and cached provider counts", async () => {
     const counter = new FakeTokenCounter(77);
     const { handle, spoolDir } = createTestService({ tokenCounter: counter, tokenCountMode: "provider" });
     writeSpoolEvents(spoolDir, fixtureEvents());
@@ -261,15 +316,22 @@ describe("spy web service", () => {
     if (callId === undefined) {
       throw new Error("missing call id");
     }
-    const detail = await jsonAs(await fetch(`${handle.url}/api/calls/${encodeURIComponent(callId)}`), SpyCallDetailSchema);
+    const detail = handle.store.getCallDetail(callId);
+    if (detail === null) {
+      throw new Error("missing call detail");
+    }
     const block = detail.blocks.find((candidate) => candidate.direction === "request" && candidate.text !== undefined);
     if (block === undefined) {
       throw new Error("missing text block");
     }
-    expect(detail.tokenCounts.find((record) => record.subjectType === "block" && record.blockId === block.id))
-      .toMatchObject({ subjectType: "block", provenance: "provider_counted", tokens: 77 });
-    const afterDetailCount = counter.inputs.length;
-    expect(afterDetailCount).toBeGreaterThan(0);
+
+    const countedBlock = await jsonAs(await fetch(`${handle.url}/api/token-count`, {
+      method: "POST",
+      headers: { "Content-Type": "application/json" },
+      body: JSON.stringify({ mode: "provider", subjects: [{ type: "block", callId, blockId: block.id }] }),
+    }), SpyTokenCountResponseSchema);
+    expect(countedBlock.records[0]).toMatchObject({ subjectType: "block", provenance: "provider_counted", tokens: 77 });
+    expect(counter.inputs).toHaveLength(1);
 
     const cachedBlock = await jsonAs(await fetch(`${handle.url}/api/token-count`, {
       method: "POST",
@@ -277,7 +339,7 @@ describe("spy web service", () => {
       body: JSON.stringify({ mode: "provider", subjects: [{ type: "block", callId, blockId: block.id }] }),
     }), SpyTokenCountResponseSchema);
     expect(cachedBlock.records[0]).toMatchObject({ subjectType: "block", provenance: "provider_counted", tokens: 77 });
-    expect(counter.inputs).toHaveLength(afterDetailCount);
+    expect(counter.inputs).toHaveLength(1);
 
     const selection = await jsonAs(await fetch(`${handle.url}/api/token-count`, {
       method: "POST",
@@ -285,7 +347,7 @@ describe("spy web service", () => {
       body: JSON.stringify({ mode: "provider", subjects: [{ type: "selection", callId, text: "selected text" }] }),
     }), SpyTokenCountResponseSchema);
     expect(selection.records[0]).toMatchObject({ provenance: "provider_counted", tokens: 77 });
-    expect(counter.inputs).toHaveLength(afterDetailCount + 1);
+    expect(counter.inputs).toHaveLength(2);
 
     const cachedSelection = await jsonAs(await fetch(`${handle.url}/api/token-count`, {
       method: "POST",
@@ -293,15 +355,15 @@ describe("spy web service", () => {
       body: JSON.stringify({ mode: "provider", subjects: [{ type: "selection", callId, text: "selected text" }] }),
     }), SpyTokenCountResponseSchema);
     expect(cachedSelection.records[0]).toMatchObject({ provenance: "provider_counted", tokens: 77 });
-    expect(counter.inputs).toHaveLength(afterDetailCount + 1);
+    expect(counter.inputs).toHaveLength(2);
 
     const reported = await jsonAs(await fetch(`${handle.url}/api/token-count`, {
       method: "POST",
       headers: { "Content-Type": "application/json" },
       body: JSON.stringify({ mode: "provider", subjects: [{ type: "call", callId, direction: "request" }] }),
     }), SpyTokenCountResponseSchema);
-    expect(reported.records[0]).toMatchObject({ subjectType: "call", provenance: "provider_reported" });
-    expect(counter.inputs).toHaveLength(afterDetailCount + 1);
+    expect(reported.records[0]).toMatchObject({ subjectType: "call", provenance: "provider_counted", tokens: 77 });
+    expect(counter.inputs).toHaveLength(3);
   });
 
   test("returns unavailable token records when provider counting fails", async () => {
@@ -457,6 +519,49 @@ async function sleep(ms: number): Promise<void> {
   await new Promise((resolve) => setTimeout(resolve, ms));
 }
 
+async function waitUntil(predicate: () => boolean, timeoutMs = 2_000): Promise<void> {
+  const deadline = Date.now() + timeoutMs;
+  while (!predicate()) {
+    if (Date.now() >= deadline) {
+      throw new Error("timed out waiting for condition");
+    }
+    await sleep(10);
+  }
+}
+
+function expectedBackgroundProviderCount(detail: SpyCallDetail): number {
+  const present = new Set(detail.tokenCounts
+    .filter((record) => record.provenance !== "unavailable")
+    .map((record) => {
+      if (record.subjectType === "call") {
+        return ["call", record.callId ?? "", record.direction ?? "", "", "", ""].join(":");
+      }
+      if (record.subjectType === "section") {
+        return ["section", record.callId ?? "", record.direction ?? "", "", record.kind ?? "", ""].join(":");
+      }
+      if (record.subjectType === "block") {
+        return ["block", record.callId ?? "", "", record.blockId ?? "", ""].join(":");
+      }
+      return ["selection", record.callId ?? "", "", "", "", record.label ?? record.sourceHash].join(":");
+    }));
+  const missing = new Set<string>();
+  const callKey = ["call", detail.summary.call.id, "request", "", "", ""].join(":");
+  if (!present.has(callKey)) {
+    missing.add(callKey);
+  }
+  for (const block of detail.blocks) {
+    const sectionKey = ["section", detail.summary.call.id, block.direction, "", block.kind, ""].join(":");
+    if (!present.has(sectionKey)) {
+      missing.add(sectionKey);
+    }
+    const blockKey = ["block", detail.summary.call.id, "", block.id, "", ""].join(":");
+    if (!present.has(blockKey)) {
+      missing.add(blockKey);
+    }
+  }
+  return missing.size;
+}
+
 function expectValidSsePayloads(text: string): void {
   const frames = text.split("\n\n").filter((frame) => frame.trim().length > 0);
   for (const frame of frames) {
diff --git a/src/spy/service.ts b/src/spy/service.ts
index a9220cd..a1e1c49 100644
--- a/src/spy/service.ts
+++ b/src/spy/service.ts
@@ -113,6 +113,7 @@ class HttpError extends Error {
 class SpyHttpService {
   private readonly encoder = new TextEncoder();
   private readonly clients = new Map<number, SseClient>();
+  private readonly backgroundTokenCountKeys = new Set<string>();
   private ingestTimer: ReturnType<typeof setInterval> | undefined;
   private retentionTimer: ReturnType<typeof setInterval> | undefined;
   private nextClientId = 1;
@@ -235,10 +236,11 @@ class SpyHttpService {
     const detailMatch = /^\/api\/calls\/([^/]+)$/.exec(path);
     if (request.method === "GET" && detailMatch !== null) {
       const callId = decodeURIComponent(detailMatch[1] ?? "");
-      const detail = await this.getCallDetailWithTokenCounts(callId);
+      const detail = this.store.getCallDetail(callId);
       if (detail === null) {
         throw new HttpError(404, "call not found");
       }
+      this.startBackgroundTokenCounts(detail);
       return jsonResponse(detail);
     }
 
@@ -315,9 +317,6 @@ class SpyHttpService {
         countedAt: Date.now() / 1000,
       }, "call or subject not found");
     }
-    if (prepared.providerReported !== undefined) {
-      return prepared.providerReported;
-    }
     if (prepared.cacheKey !== undefined) {
       const cached = this.store.getCachedProviderTokenCount(prepared.cacheKey);
       if (cached !== null) {
@@ -329,8 +328,8 @@ class SpyHttpService {
     }
     try {
       const input = prepared.requestBodyText === undefined
-        ? bedrockCountInputForText(prepared.text, prepared.block)
-        : bedrockCountInputFromRequestBody(prepared.requestBodyText) ?? bedrockCountInputForText(prepared.text, prepared.block);
+        ? bedrockCountInputForText(prepared.text)
+        : bedrockCountInputFromRequestBody(prepared.requestBodyText) ?? bedrockCountInputForText(prepared.text);
       const tokens = await this.tokenCounter.count({ modelId: prepared.base.modelId, input });
       const record: SpyTokenCountRecord = {
         ...prepared.base,
@@ -344,21 +343,36 @@ class SpyHttpService {
     }
   }
 
-  private async getCallDetailWithTokenCounts(callId: string): Promise<SpyCallDetail | null> {
-    const detail = this.store.getCallDetail(callId);
-    if (detail === null) {
-      return null;
-    }
+  private startBackgroundTokenCounts(detail: SpyCallDetail): void {
     const subjects = missingTokenCountSubjects(detail);
     if (subjects.length === 0) {
-      return detail;
+      return;
     }
-    const counted = await this.countTokens(subjects, "provider");
-    const refreshed = this.store.getCallDetail(callId) ?? detail;
-    return {
-      ...refreshed,
-      tokenCounts: mergeTokenCounts(refreshed.tokenCounts, counted.records),
-    };
+    const pending = subjects.filter((subject) => {
+      const key = subjectKey(subject);
+      if (this.backgroundTokenCountKeys.has(key)) {
+        return false;
+      }
+      this.backgroundTokenCountKeys.add(key);
+      return true;
+    });
+    if (pending.length === 0) {
+      return;
+    }
+    const callId = detail.summary.call.id;
+    void mapWithConcurrency(pending, TOKEN_COUNT_CONCURRENCY, async (subject) => {
+      const key = subjectKey(subject);
+      try {
+        const record = await this.countTokenSubject(subject);
+        this.broadcast("token-counts-changed", { callId, records: [record] });
+      } finally {
+        this.backgroundTokenCountKeys.delete(key);
+      }
+    }).catch(() => {
+      for (const subject of pending) {
+        this.backgroundTokenCountKeys.delete(subjectKey(subject));
+      }
+    });
   }
 
   private serveStatic(path: string, requestHeaders: Headers): Response {
@@ -734,21 +748,6 @@ function missingTokenCountSubjects(detail: SpyCallDetail): SpyTokenCountSubject[
   return subjects;
 }
 
-function mergeTokenCounts(
-  existing: readonly SpyTokenCountRecord[],
-  counted: readonly SpyTokenCountRecord[],
-): readonly SpyTokenCountRecord[] {
-  const records = new Map(existing.map((record) => [recordSubjectKey(record), record]));
-  for (const record of counted) {
-    const key = recordSubjectKey(record);
-    const current = records.get(key);
-    if (current === undefined || current.provenance === "unavailable") {
-      records.set(key, record);
-    }
-  }
-  return [...records.values()];
-}
-
 function subjectKey(subject: SpyTokenCountSubject): string {
   if (subject.type === "call") {
     return ["call", subject.callId, subject.direction, "", "", ""].join(":");
@@ -763,14 +762,16 @@ function subjectKey(subject: SpyTokenCountSubject): string {
 }
 
 function recordSubjectKey(record: SpyTokenCountRecord): string {
-  return [
-    record.subjectType,
-    record.callId ?? "",
-    record.direction ?? "",
-    record.blockId ?? "",
-    record.kind ?? "",
-    record.label ?? record.sourceHash,
-  ].join(":");
+  if (record.subjectType === "call") {
+    return ["call", record.callId ?? "", record.direction ?? "", "", "", ""].join(":");
+  }
+  if (record.subjectType === "section") {
+    return ["section", record.callId ?? "", record.direction ?? "", "", record.kind ?? "", ""].join(":");
+  }
+  if (record.subjectType === "block") {
+    return ["block", record.callId ?? "", "", record.blockId ?? "", "", ""].join(":");
+  }
+  return ["selection", record.callId ?? "", "", "", "", record.label ?? record.sourceHash].join(":");
 }
 
 async function mapWithConcurrency<T, U>(
diff --git a/src/spy/store.test.ts b/src/spy/store.test.ts
index 4ae1ca1..05f7d7d 100644
--- a/src/spy/store.test.ts
+++ b/src/spy/store.test.ts
@@ -141,6 +141,23 @@ function requestVariant(
   return SpoolRequestEventSchema.parse({ ...event, ...overrides });
 }
 
+function syntheticBedrockRequest(flowId: string, ts: number, body: Record<string, unknown>): SpoolRequestEvent {
+  return SpoolRequestEventSchema.parse({
+    version: 1,
+    ts,
+    direction: "request",
+    flow_id: flowId,
+    provider: "bedrock",
+    operation: "converse-stream",
+    model_id: "us.anthropic.claude-sonnet-4-6",
+    host: "bedrock-runtime.us-east-1.amazonaws.com",
+    method: "POST",
+    path: "/model/us.anthropic.claude-sonnet-4-6/converse-stream",
+    headers: [["content-type", "application/json"]],
+    body_text: JSON.stringify(body),
+  });
+}
+
 function responseVariant(
   event: SpoolResponseEvent,
   overrides: Partial<Pick<SpoolResponseEvent, "flow_id" | "ts" | "model_id" | "operation" | "status_code">>,
@@ -357,6 +374,7 @@ describe("spy SQLite store", () => {
 
       const simple = requiredDetail(store, "call-fixture-flow-simple");
       expect(simple.requestComposition.totalBlockCount).toBe(simple.summary.requestBlockCount);
+      expect(simple.compaction.status).toBe("none");
       expect(simple.requestComposition.totalByteSize).toBe(simple.summary.requestByteSize);
       expect(simple.requestComposition.totalMessageCount).toBe(1);
       expect(simple.requestComposition.usage).toEqual(simple.summary.usage);
@@ -389,6 +407,43 @@ describe("spy SQLite store", () => {
     }
   });
 
+  test("computes Pi compaction assessments from request context transitions", () => {
+    const { store } = createTestStore();
+    try {
+      store.persistRequest(syntheticBedrockRequest("fixture-flow-pre-compaction", 1, {
+        messages: [
+          { role: "user", content: [{ text: "First historical user turn. ".repeat(180) }] },
+          { role: "assistant", content: [{ text: "First historical assistant turn. ".repeat(180) }] },
+          { role: "user", content: [{ text: "Second historical user turn. ".repeat(180) }] },
+          { role: "assistant", content: [{ text: "Second historical assistant turn. ".repeat(180) }] },
+          { role: "user", content: [{ text: "continue before compaction" }] },
+        ],
+        system: [{ text: "You are an expert coding assistant operating inside pi, a coding agent harness." }],
+        inferenceConfig: { maxTokens: 32_000 },
+      }));
+      store.persistRequest(syntheticBedrockRequest("fixture-flow-post-compaction", 2, {
+        messages: [
+          { role: "user", content: [{ text: "Summary of the conversation so far: the user asked for a multi-file refactor and the agent edited the store layer." }] },
+          { role: "user", content: [{ text: "continue after compaction" }] },
+        ],
+        system: [{ text: "You are an expert coding assistant operating inside pi, a coding agent harness." }],
+        inferenceConfig: { maxTokens: 32_000 },
+      }));
+
+      const detail = requiredDetail(store, bedrockCallIdForFlow("fixture-flow-post-compaction"));
+      expect(detail.compaction).toMatchObject({
+        status: "candidate",
+        source: "pi_pattern",
+        label: "Pi compaction candidate",
+      });
+      expect(detail.compaction.reasons).toContain("summary_like_history_block");
+      expect(detail.compaction.reasons).toContain("prior_history_byte_drop");
+      expect(detail.compaction.evidence.previousCallId).toBe(bedrockCallIdForFlow("fixture-flow-pre-compaction"));
+    } finally {
+      store.close();
+    }
+  });
+
   test("prepares, caches, and cascades token count records", () => {
     let now = 1_000;
     const { dbPath, spoolDir, store } = createTestStore({ now: () => now });
@@ -398,13 +453,10 @@ describe("spy SQLite store", () => {
 
       const callId = bedrockCallIdForFlow("fixture-flow-simple");
       let detail = requiredDetail(store, callId);
-      const providerReported = detail.tokenCounts.find((record) =>
+      const requestTokenCount = detail.tokenCounts.find((record) =>
         record.subjectType === "call" && record.direction === "request"
       );
-      expect(providerReported).toMatchObject({
-        provenance: "provider_reported",
-        tokens: detail.summary.usage.inputTokens,
-      });
+      expect(requestTokenCount).toBeUndefined();
 
       const block = detail.blocks.find((candidate) => candidate.direction === "request" && candidate.text !== undefined);
       if (block === undefined) {
diff --git a/src/spy/store.ts b/src/spy/store.ts
index a19b4d5..5e15048 100644
--- a/src/spy/store.ts
+++ b/src/spy/store.ts
@@ -2,6 +2,7 @@ import { existsSync, mkdirSync, readdirSync, readFileSync, rmSync, statSync } fr
 import { dirname, join } from "node:path";
 import { Database } from "bun:sqlite";
 import type {
+  SpyCompactionAssessment,
   SpyTokenCountRecord,
   SpyTokenCountSubject,
 } from "./api-contracts.ts";
@@ -10,6 +11,7 @@ import {
   normalizeBedrockRequest,
   normalizeBedrockResponse,
 } from "./bedrock.ts";
+import { detectCompaction } from "./compaction.ts";
 import { applySpyMigrations, currentSpySchemaVersion } from "./migrations.ts";
 import {
   HttpEventRecordSchema,
@@ -188,6 +190,7 @@ export interface SpyStreamEventsOptions {
 export interface SpyCallDetail {
   readonly summary: SpyCallSummary;
   readonly requestComposition: SpyRequestComposition;
+  readonly compaction: SpyCompactionAssessment;
   readonly tokenCounts: readonly SpyTokenCountRecord[];
   readonly httpEvents: readonly HttpEventRecord[];
   readonly blocks: readonly NormalizedBlock[];
@@ -200,9 +203,7 @@ export interface SpyPreparedTokenCountSubject {
   readonly base: TokenRecordBase;
   readonly text: string;
   readonly requestBodyText?: string | undefined;
-  readonly block?: NormalizedBlock | undefined;
   readonly cacheKey?: string | undefined;
-  readonly providerReported?: SpyTokenCountRecord | undefined;
 }
 
 export interface SpyBlockDiff {
@@ -497,10 +498,20 @@ ORDER BY observed_at ASC, direction ASC
 
     const blocks = this.blocksForCall(callId);
     const requestBlocks = blocks.filter((block) => block.direction === "request");
+    const requestComposition = requestCompositionForBlocks(requestBlocks, summary.usage);
+    const previousRow = this.previousComparableCallRow(row);
+    const previousSummary = previousRow === null ? null : this.callSummaryForRow(previousRow);
+    const previousRequestBlocks = previousRow === null ? [] : this.blocksForCall(previousRow.id, "request");
     return {
       summary,
-      requestComposition: requestCompositionForBlocks(requestBlocks, summary.usage),
-      tokenCounts: this.tokenCountsForCall(summary, blocks),
+      requestComposition,
+      compaction: detectCompaction({
+        summary,
+        requestBlocks,
+        previousSummary,
+        previousRequestBlocks,
+      }),
+      tokenCounts: this.tokenCountsForCall(summary),
       httpEvents: httpEvents.map(httpEventFromRow),
       blocks,
       usageRecords: this.usageRecordsForCall(callId),
@@ -514,19 +525,7 @@ ORDER BY observed_at ASC, direction ASC
       return null;
     }
 
-    const previousRow = this.db.query(`
-SELECT id, provider, operation, model_id, status, started_at, completed_at,
-       status_code, request_flow_id, response_flow_id, request_content_hash,
-       response_content_hash
-FROM provider_call
-WHERE provider = ?
-  AND model_id = ?
-  AND operation = ?
-  AND (started_at < ? OR (started_at = ? AND id < ?))
-ORDER BY started_at DESC, id DESC
-LIMIT 1
-`).get(row.provider, row.model_id, row.operation, row.started_at, row.started_at, row.id) as ProviderCallRow | null;
-
+    const previousRow = this.previousComparableCallRow(row);
     const currentBlocks = this.blocksForCall(callId, "request");
     const previousBlocks = previousRow === null ? [] : this.blocksForCall(previousRow.id, "request");
     const previousByHash = new Map<string, NormalizedBlock>();
@@ -644,7 +643,6 @@ LIMIT ?
     if (row === null) {
       return null;
     }
-    const summary = this.callSummaryForRow(row);
     const countedAt = this.now();
 
     if (subject.type === "call") {
@@ -659,18 +657,12 @@ LIMIT ?
         modelId: row.model_id,
         countedAt,
       };
-      const providerReported = summary.usage.inputTokens === null ? undefined : {
-        ...base,
-        tokens: summary.usage.inputTokens,
-        provenance: "provider_reported" as const,
-      };
       return {
         subject,
         base,
         text,
         requestBodyText: this.requestBodyTextForCall(subject.callId),
         cacheKey: tokenCacheKey(base),
-        providerReported,
       };
     }
 
@@ -716,7 +708,6 @@ LIMIT ?
         subject,
         base,
         text,
-        block,
         cacheKey: tokenCacheKey(base),
       };
     }
@@ -1227,6 +1218,21 @@ ORDER BY direction ASC, ordinal ASC, id ASC
     return rows.map(normalizedBlockFromRow);
   }
 
+  private previousComparableCallRow(row: ProviderCallRow): ProviderCallRow | null {
+    return this.db.query(`
+SELECT id, provider, operation, model_id, status, started_at, completed_at,
+       status_code, request_flow_id, response_flow_id, request_content_hash,
+       response_content_hash
+FROM provider_call
+WHERE provider = ?
+  AND model_id = ?
+  AND operation = ?
+  AND (started_at < ? OR (started_at = ? AND id < ?))
+ORDER BY started_at DESC, id DESC
+LIMIT 1
+`).get(row.provider, row.model_id, row.operation, row.started_at, row.started_at, row.id) as ProviderCallRow | null;
+  }
+
   private blockForCall(callId: string, blockId: string): NormalizedBlock | null {
     const row = this.db.query(`
 SELECT id, call_id, direction, ordinal, role, kind, source, provider_path,
@@ -1248,24 +1254,8 @@ LIMIT 1
     return row?.body_text ?? undefined;
   }
 
-  private tokenCountsForCall(summary: SpyCallSummary, blocks: readonly NormalizedBlock[]): SpyTokenCountRecord[] {
+  private tokenCountsForCall(summary: SpyCallSummary): SpyTokenCountRecord[] {
     const records = new Map<string, SpyTokenCountRecord>();
-    const now = this.now();
-    const requestBlocks = blocks.filter((block) => block.direction === "request");
-    const requestText = textForBlocks(requestBlocks);
-    const requestBase: TokenRecordBase = {
-      subjectType: "call",
-      callId: summary.call.id,
-      direction: "request",
-      sourceHash: summary.call.request_content_hash ?? tokenSourceHash(requestText),
-      modelId: summary.call.model_id,
-      countedAt: now,
-    };
-    const inputTokens = summary.usage.inputTokens;
-    if (inputTokens !== null) {
-      addBestTokenRecord(records, { ...requestBase, tokens: inputTokens, provenance: "provider_reported" });
-    }
-
     const cachedRows = this.db.query(`
 SELECT id, call_id, subject_type, direction, block_id, kind, label, source_hash,
        cache_key, model_id, tokens, provenance, counted_at, error
@@ -1581,10 +1571,10 @@ function tokenRecordKey(record: SpyTokenCountRecord): string {
 }
 
 function tokenRecordPriority(record: SpyTokenCountRecord): number {
-  if (record.provenance === "provider_reported") {
+  if (record.provenance === "provider_counted") {
     return 4;
   }
-  if (record.provenance === "provider_counted") {
+  if (record.provenance === "provider_reported") {
     return 3;
   }
   return 1;
diff --git a/src/spy/tokens.test.ts b/src/spy/tokens.test.ts
index 670ff92..bc96c78 100644
--- a/src/spy/tokens.test.ts
+++ b/src/spy/tokens.test.ts
@@ -69,22 +69,15 @@ describe("spy token accounting helpers", () => {
         messages: [{ role: "user", content: [{ text: "selected text" }] }],
       },
     });
-    expect(bedrockCountInputForText("system text", {
-      id: "block-system",
-      call_id: "call-system",
-      direction: "request",
-      ordinal: 0,
-      kind: "harness-system-context",
-      source: "test",
-      text: "system text",
-      char_size: 11,
-      byte_size: 11,
-      content_hash: "hash-system",
-      cache_marker: false,
-    })).toEqual({
+    expect(bedrockCountInputForText("system text")).toEqual({
       converse: {
         messages: [{ role: "user", content: [{ text: "system text" }] }],
       },
     });
+    expect(bedrockCountInputForText("assistant response")).toEqual({
+      converse: {
+        messages: [{ role: "user", content: [{ text: "assistant response" }] }],
+      },
+    });
   });
 });
diff --git a/src/spy/ui/e2e/spy-ui.playwright.ts b/src/spy/ui/e2e/spy-ui.playwright.ts
index 0d2207a..8b96a28 100644
--- a/src/spy/ui/e2e/spy-ui.playwright.ts
+++ b/src/spy/ui/e2e/spy-ui.playwright.ts
@@ -4,6 +4,7 @@ import type {
   SpyCallDetail,
   SpyCallDiff,
   SpyCallSummary,
+  SpyCompactionAssessment,
   SpyRequestComposition,
   SpyServiceHealth,
   SpyTokenCountRecord,
@@ -196,10 +197,60 @@ test("keeps relative time ranges rolling on refresh", async ({ page }) => {
   expect(url.searchParams.has("since")).toBe(false);
 });
 
+test("preserves inspector scroll during rolling range refreshes", async ({ page }) => {
+  await page.setViewportSize({ width: 1280, height: 720 });
+  await page.goto("/?since=0");
+  await expect(page.getByTestId("timeline-row")).toHaveCount(5);
+
+  await page.getByRole("button", { name: "10 min" }).click();
+  await expect(page.getByTestId("timeline-row")).toHaveCount(5);
+  await page.getByTestId("timeline-row").first().click();
+  await expect(page.getByTestId("request-composition")).toBeVisible();
+
+  const beforeRefresh = await page.evaluate(async () => {
+    const body = document.querySelector('[data-testid="inspector-scroll-body"]');
+    if (body === null) {
+      throw new Error("missing inspector body");
+    }
+    body.scrollTop = body.scrollHeight;
+    await new Promise<void>((resolve) => {
+      requestAnimationFrame(() => {
+        resolve();
+      });
+    });
+    return body.scrollTop;
+  });
+  expect(beforeRefresh).toBeGreaterThan(0);
+
+  const initialSubtitle = (await readRangeState(page)).subtitle;
+  await page.waitForTimeout(2100);
+  const refreshResponse = page.waitForResponse((response) => new URL(response.url()).pathname === "/api/calls");
+  await page.getByLabel("Refresh calls").click();
+  await refreshResponse;
+
+  const afterRefresh = await page.evaluate(async () => {
+    await new Promise<void>((resolve) => {
+      requestAnimationFrame(() => {
+        requestAnimationFrame(() => {
+          resolve();
+        });
+      });
+    });
+    return document.querySelector('[data-testid="inspector-scroll-body"]')?.scrollTop ?? -1;
+  });
+  expect(afterRefresh).toBeGreaterThan(0);
+  expect((await readRangeState(page)).subtitle).not.toBe(initialSubtitle);
+
+  const url = new URL(page.url());
+  expect(url.searchParams.get("preset")).toBe("10m");
+  expect(url.searchParams.has("since")).toBe(false);
+});
+
 test("keeps timeline and inspector scroll containers inside the viewport", async ({ page }) => {
   await page.setViewportSize({ width: 1280, height: 720 });
   await page.goto("/?since=0");
   await expect(page.getByTestId("timeline-row")).toHaveCount(5);
+  await expect(page.getByTestId("request-composition")).toBeVisible();
 
   const initialMetrics = await page.evaluate(() => {
     const rectOf = (selector: string): DOMRect => {
@@ -404,6 +455,18 @@ test("shows full provider model id in the selected-call summary", async ({ page
   await expect(summary.getByTestId("summary-model-id")).toContainText(fullModelId);
 });
 
+test("shows compaction candidate labels in the selected-call summary", async ({ page }) => {
+  await installCompactionRoutes(page);
+  await page.goto("/?since=0");
+  await timelineRow(page, DIFF_SCOPE_CALL_ID).click();
+
+  const candidate = page.getByTestId("compaction-candidate");
+  await expect(candidate).toBeVisible();
+  await expect(candidate).toContainText("Pi compaction candidate");
+  await expect(candidate).toContainText("high confidence");
+  await expect(candidate).toContainText("summary-like history");
+});
+
 test("keeps inspector summary metric values readable", async ({ page }) => {
   await page.setViewportSize({ width: 1280, height: 720 });
   await page.goto("/?since=0");
@@ -810,7 +873,7 @@ test("bounds high-volume stream events and clears them on range changes", async
   expect(await page.evaluate(() => document.querySelector("main")?.scrollTop ?? -1)).toBe(0);
 });
 
-test("shows token provenance and counts selected block text", async ({ page }) => {
+test("shows backend token provenance and counts selected block text", async ({ page }) => {
   await page.setViewportSize({ width: 1280, height: 720 });
   await installHeavyStreamRoutes(page);
   await page.goto("/?since=0");
@@ -818,9 +881,7 @@ test("shows token provenance and counts selected block text", async ({ page }) =
 
   const block = page.getByTestId("block-row-block-request-user");
   await expect(block.getByText("5 tok", { exact: true })).toBeVisible();
-
-  await block.getByTestId("provider-count-block-request-user").click();
-  await expect(block.getByText("77 tok", { exact: true })).toBeVisible();
+  await expect(block.getByTestId("provider-count-block-request-user")).toHaveCount(0);
 
   await block.locator("pre").evaluate((element) => {
     const range = document.createRange();
@@ -997,6 +1058,29 @@ async function installDiffScopeRoutes(page: Page): Promise<void> {
   });
 }
 
+async function installCompactionRoutes(page: Page): Promise<void> {
+  const fixture = diffScopeFixture();
+  const detail: SpyCallDetail = {
+    ...fixture.detail,
+    compaction: compactionCandidate(fixture.summary),
+  };
+  await page.route(/\/api\/health$/, async (route) => {
+    await fulfillJson(route, fixture.health);
+  });
+  await page.route(/\/api\/calls\/call-diff-scope-current\/diff$/, async (route) => {
+    await fulfillJson(route, fixture.diff);
+  });
+  await page.route(/\/api\/calls\/call-diff-scope-current$/, async (route) => {
+    await fulfillJson(route, detail);
+  });
+  await page.route(/\/api\/calls(?:\?.*)?$/, async (route) => {
+    await fulfillJson(route, { items: [fixture.summary] });
+  });
+  await page.route(/\/api\/search(?:\?.*)?$/, async (route) => {
+    await fulfillJson(route, { items: [fixture.summary] });
+  });
+}
+
 async function installCacheTimelineRoutes(page: Page): Promise<void> {
   const fixture = cacheTimelineFixture();
   await page.route(/\/api\/health$/, async (route) => {
@@ -1141,6 +1225,7 @@ function diffScopeFixture(): {
   const detail: SpyCallDetail = {
     summary,
     requestComposition: requestComposition(usage),
+    compaction: noCompaction(summary),
     tokenCounts: tokenCountsFor(summary, blocks),
     httpEvents: [],
     blocks,
@@ -1207,6 +1292,7 @@ function cacheTimelineFixture(): {
       totalBlockCount: 3,
       cacheMarkerCount: 2,
     },
+    compaction: noCompaction(summary),
     tokenCounts: [],
     httpEvents: [],
     blocks: [
@@ -1325,6 +1411,7 @@ function networkMetadataFixture(): {
   const detail: SpyCallDetail = {
     summary,
     requestComposition: requestComposition(usage),
+    compaction: noCompaction(summary),
     tokenCounts: tokenCountsFor(summary, blocks),
     httpEvents: [
       {
@@ -1456,6 +1543,7 @@ function blockFilterDetail(
   return {
     summary,
     requestComposition: requestComposition(usage),
+    compaction: noCompaction(summary),
     tokenCounts: [],
     httpEvents: [],
     blocks,
@@ -1536,6 +1624,7 @@ function heavyStreamFixture(): {
   const detail: SpyCallDetail = {
     summary,
     requestComposition: requestComposition(usage),
+    compaction: noCompaction(summary),
     tokenCounts: tokenCountsFor(summary, blocks),
     httpEvents: [
       {
@@ -1649,7 +1738,79 @@ function requestComposition(usage: SpyCallSummary["usage"]): SpyRequestCompositi
   };
 }
 
+function noCompaction(summary: SpyCallSummary): SpyCompactionAssessment {
+  return {
+    status: "none",
+    source: "none",
+    confidence: "none",
+    label: "No compaction candidate",
+    reasons: ["no_previous_comparable_call"],
+    evidence: {
+      currentCallId: summary.call.id,
+      previousCallId: null,
+      currentRequestByteSize: summary.requestByteSize,
+      previousRequestByteSize: null,
+      currentInputTokens: summary.usage.inputTokens,
+      previousInputTokens: null,
+      currentContextTokens: contextTokens(summary.usage),
+      previousContextTokens: null,
+      currentPriorHistoryByteSize: 0,
+      previousPriorHistoryByteSize: null,
+      currentPriorHistoryBlockCount: 0,
+      previousPriorHistoryBlockCount: null,
+      summaryLikeBlockIds: [],
+      newHistoryBlockIds: [],
+      changedHistoryBlockIds: [],
+      repeatedContextBlockCount: 0,
+      changedContextBlockCount: 0,
+    },
+  };
+}
+
+function compactionCandidate(summary: SpyCallSummary): SpyCompactionAssessment {
+  const currentContextTokens = contextTokens(summary.usage);
+  return {
+    status: "candidate",
+    source: "pi_pattern",
+    confidence: "high",
+    label: "Pi compaction candidate",
+    reasons: [
+      "pi_request_context_profile",
+      "stable_request_context",
+      "summary_like_history_block",
+      "prior_history_byte_drop",
+      "request_byte_drop",
+    ],
+    evidence: {
+      currentCallId: summary.call.id,
+      previousCallId: DIFF_SCOPE_PREVIOUS_CALL_ID,
+      currentRequestByteSize: summary.requestByteSize,
+      previousRequestByteSize: summary.requestByteSize * 4,
+      currentInputTokens: summary.usage.inputTokens,
+      previousInputTokens: summary.usage.inputTokens === null ? null : summary.usage.inputTokens * 4,
+      currentContextTokens,
+      previousContextTokens: currentContextTokens === null ? null : currentContextTokens * 4,
+      currentPriorHistoryByteSize: 512,
+      previousPriorHistoryByteSize: 8_192,
+      currentPriorHistoryBlockCount: 1,
+      previousPriorHistoryBlockCount: 6,
+      summaryLikeBlockIds: ["compaction-summary-block"],
+      newHistoryBlockIds: ["compaction-summary-block"],
+      changedHistoryBlockIds: [],
+      repeatedContextBlockCount: 2,
+      changedContextBlockCount: 0,
+    },
+  };
+}
+
+function contextTokens(usage: SpyCallSummary["usage"]): number | null {
+  const parts = [usage.inputTokens, usage.cacheReadTokens, usage.cacheWriteTokens]
+    .filter((value): value is number => value !== null);
+  return parts.length === 0 ? null : parts.reduce((total, value) => total + value, 0);
+}
+
 function tokenCountsFor(summary: SpyCallSummary, blocks: readonly NormalizedBlock[]): SpyTokenCountRecord[] {
+  const requestTokens = contextTokens(summary.usage);
   return [
     {
       subjectType: "call",
@@ -1657,8 +1818,8 @@ function tokenCountsFor(summary: SpyCallSummary, blocks: readonly NormalizedBloc
       direction: "request",
       sourceHash: summary.call.request_content_hash ?? `${summary.call.id}-request-token-hash`,
       modelId: summary.call.model_id,
-      tokens: summary.usage.inputTokens,
-      provenance: summary.usage.inputTokens === null ? "unavailable" : "provider_reported",
+      tokens: requestTokens,
+      provenance: requestTokens === null ? "unavailable" : "provider_counted",
       countedAt: summary.call.started_at,
     },
     ...blocks.map((block): SpyTokenCountRecord => ({
diff --git a/src/spy/ui/src/App.tsx b/src/spy/ui/src/App.tsx
index 9cbb4fa..61a03ef 100644
--- a/src/spy/ui/src/App.tsx
+++ b/src/spy/ui/src/App.tsx
@@ -48,6 +48,8 @@ import type {
   SpyCallDiff,
   SpyRequestComposition,
   SpyCallSummary,
+  SpyCompactionAssessment,
+  SpyCompactionReason,
   SpyServiceHealth,
   SpyTokenCountRecord,
   StreamEvent,
@@ -143,6 +145,7 @@ export function App(): React.ReactElement {
   const initialRange = React.useMemo(() => initialTimelineRangeFromLocation(window.location), []);
   const [preset, setPreset] = React.useState<TimePreset>(initialRange.preset);
   const [since, setSince] = React.useState(initialRange.since);
+  const [displaySince, setDisplaySince] = React.useState(initialRange.since);
   const [customStart, setCustomStart] = React.useState(() => datetimeLocalValue(initialRange.since));
   const [searchDraft, setSearchDraft] = React.useState("");
   const [search, setSearch] = React.useState("");
@@ -285,6 +288,30 @@ export function App(): React.ReactElement {
         setSseError(sseErrorMessage(error));
       }
     };
+    const onTokenCountsChanged = (event: MessageEvent<string>): void => {
+      try {
+        const payload = parseSseEventData("token-counts-changed", event.data);
+        setSseError(undefined);
+        setDetailState((current) => {
+          if (current?.detail == null) {
+            return current;
+          }
+          if (current.detail.summary.call.id !== payload.callId) {
+            return current;
+          }
+          return {
+            ...current,
+            detail: {
+              ...current.detail,
+              tokenCounts: mergeTokenCountRecords(current.detail.tokenCounts, payload.records),
+            },
+          };
+        });
+      } catch (error) {
+        setSseConnected(false);
+        setSseError(sseErrorMessage(error));
+      }
+    };
     const onCleared = (event: MessageEvent<string>): void => {
       try {
         parseSseEventData("cleared", event.data);
@@ -307,6 +334,7 @@ export function App(): React.ReactElement {
     source.addEventListener("hello", onHello as EventListener);
     source.addEventListener("health", onHealth as EventListener);
     source.addEventListener("calls-changed", onCallsChanged as EventListener);
+    source.addEventListener("token-counts-changed", onTokenCountsChanged as EventListener);
     source.addEventListener("cleared", onCleared as EventListener);
 
     return () => {
@@ -315,6 +343,7 @@ export function App(): React.ReactElement {
       source.removeEventListener("hello", onHello as EventListener);
       source.removeEventListener("health", onHealth as EventListener);
       source.removeEventListener("calls-changed", onCallsChanged as EventListener);
+      source.removeEventListener("token-counts-changed", onTokenCountsChanged as EventListener);
       source.removeEventListener("cleared", onCleared as EventListener);
       source.close();
     };
@@ -403,20 +432,17 @@ export function App(): React.ReactElement {
   function setTimelineRange(nextPreset: TimePreset, nextSince: number): void {
     setPreset(nextPreset);
     setSince(nextSince);
+    setDisplaySince(nextSince);
     setCustomStart(datetimeLocalValue(nextSince));
     replaceTimelineRangeUrl(nextPreset, nextSince);
   }
 
   function sinceForCallLoad(append: boolean): number {
-    if (append || !isRollingPreset(preset)) {
+    if (append || preset === "live" || !isRollingPreset(preset)) {
       return since;
     }
     const nextSince = resolveTimelineSince(preset, since);
-    if (nextSince !== since) {
-      setSince(nextSince);
-      setCustomStart(datetimeLocalValue(nextSince));
-      replaceTimelineRangeUrl(preset, nextSince);
-    }
+    setDisplaySince((current) => current === nextSince ? current : nextSince);
     return nextSince;
   }
 
@@ -537,7 +563,7 @@ export function App(): React.ReactElement {
             <div className="min-w-0">
               <h1 className="truncate text-base font-semibold">Rootcell Spy</h1>
               <p className="truncate text-xs text-stone-500">
-                {preset === "live" ? "Live from now" : `Since ${formatDateTime(since)}`}
+                {preset === "live" ? "Live from now" : `Since ${formatDateTime(displaySince)}`}
               </p>
             </div>
           </div>
@@ -620,7 +646,7 @@ export function App(): React.ReactElement {
             resetKey={inspectorResetKey}
             pinned={selectedCallIsPinned}
             preset={preset}
-            since={since}
+            since={displaySince}
             filters={filters}
             health={health}
             onFilters={setFilters}
@@ -1248,10 +1274,59 @@ function SummaryPanel(props: { readonly detail: SpyCallDetail }): React.ReactEle
         <PanelMetric icon={<Database aria-hidden="true" size={16} />} label="Request" value={formatBytes(summary.requestByteSize)} />
         <PanelMetric icon={<BadgeInfo aria-hidden="true" size={16} />} label="Total Usage" value={formatUsageTotal(summary.usage)} />
       </div>
+      <CompactionSummary assessment={props.detail.compaction} />
+    </div>
+  );
+}
+
+function CompactionSummary(props: { readonly assessment: SpyCompactionAssessment }): React.ReactElement | null {
+  const { assessment } = props;
+  if (assessment.status !== "candidate") {
+    return null;
+  }
+  return (
+    <div className="mt-3 rounded-md border border-amber-200 bg-amber-50 p-3" data-testid="compaction-candidate">
+      <div className="flex flex-wrap items-center gap-2">
+        <AlertTriangle aria-hidden="true" size={16} className="text-amber-700" />
+        <span className="text-sm font-semibold text-stone-950">{assessment.label}</span>
+        <Badge tone="amber">{assessment.confidence} confidence</Badge>
+      </div>
+      <div className="mt-2 flex flex-wrap gap-1.5">
+        {assessment.reasons.map((reason) => (
+          <Badge key={reason} tone="neutral">{compactionReasonLabel(reason)}</Badge>
+        ))}
+      </div>
     </div>
   );
 }
 
+function compactionReasonLabel(reason: SpyCompactionReason): string {
+  switch (reason) {
+    case "no_previous_comparable_call":
+      return "no previous request";
+    case "pi_request_context_profile":
+      return "Pi request profile";
+    case "summarization_system_prompt":
+      return "summary system prompt";
+    case "conversation_wrapper_input":
+      return "conversation wrapper";
+    case "large_current_user_input":
+      return "large current input";
+    case "stable_request_context":
+      return "stable context";
+    case "summary_like_history_block":
+      return "summary-like history";
+    case "prior_history_byte_drop":
+      return "history bytes dropped";
+    case "prior_history_block_drop":
+      return "history blocks dropped";
+    case "request_byte_drop":
+      return "request bytes dropped";
+    case "input_token_drop":
+      return "input tokens dropped";
+  }
+}
+
 function PanelMetric(props: {
   readonly icon: React.ReactNode;
   readonly label: string;
@@ -1399,35 +1474,66 @@ function bestTokenRecord(records: readonly SpyTokenCountRecord[]): SpyTokenCount
 }
 
 function tokenRecordPriority(record: SpyTokenCountRecord): number {
-  if (record.provenance === "provider_reported") {
+  if (record.provenance === "provider_counted") {
     return 4;
   }
-  if (record.provenance === "provider_counted") {
+  if (record.provenance === "provider_reported") {
     return 3;
   }
   return 1;
 }
 
+function mergeTokenCountRecords(
+  existing: readonly SpyTokenCountRecord[],
+  incoming: readonly SpyTokenCountRecord[],
+): SpyTokenCountRecord[] {
+  const records = new Map(existing.map((record) => [tokenRecordKey(record), record]));
+  for (const record of incoming) {
+    const key = tokenRecordKey(record);
+    const current = records.get(key);
+    if (current === undefined || tokenRecordPriority(record) >= tokenRecordPriority(current)) {
+      records.set(key, record);
+    }
+  }
+  return [...records.values()];
+}
+
+function tokenRecordKey(record: SpyTokenCountRecord): string {
+  if (record.subjectType === "call") {
+    return ["call", record.callId ?? "", record.direction ?? "", "", "", ""].join(":");
+  }
+  if (record.subjectType === "section") {
+    return ["section", record.callId ?? "", record.direction ?? "", "", record.kind ?? "", ""].join(":");
+  }
+  if (record.subjectType === "block") {
+    return ["block", record.callId ?? "", "", record.blockId ?? "", ""].join(":");
+  }
+  return ["selection", record.callId ?? "", "", "", "", record.label ?? record.sourceHash].join(":");
+}
+
 function formatTokenRecord(record: SpyTokenCountRecord | undefined): string {
-  return record?.tokens === undefined || record.tokens === null ? "-" : `${formatNumber(record.tokens)} tok`;
+  if (record === undefined) {
+    return "pending";
+  }
+  return record.tokens === null ? "-" : `${formatNumber(record.tokens)} tok`;
 }
 
 function tokenProvenanceLabel(record: SpyTokenCountRecord | undefined): string {
   if (record === undefined) {
-    return "unavailable";
+    return "count pending";
   }
   const label = record.provenance.replaceAll("_", " ");
   return record.error === undefined ? label : `${label}: ${record.error}`;
 }
 
 function tokenTone(record: SpyTokenCountRecord | undefined): "neutral" | "green" | "amber" | "red" | "blue" | "teal" {
-  if (record?.provenance === "provider_reported") {
-    return "green";
-  }
   if (record?.provenance === "provider_counted") {
     return "blue";
   }
-  return "red";
+  if (record?.provenance === "provider_reported") {
+    return "green";
+  }
+  return record === undefined ? "neutral" : "red";
 }
 
 function unavailableUiTokenCount(
@@ -1522,39 +1628,20 @@ function BlockRow(props: {
   readonly tokenCount: SpyTokenCountRecord | undefined;
 }): React.ReactElement {
   const text = blockText(props.block);
-  const [providerCount, setProviderCount] = React.useState<SpyTokenCountRecord | null>(null);
   const [selectionCount, setSelectionCount] = React.useState<SpyTokenCountRecord | null>(null);
-  const [tokenState, setTokenState] = React.useState<LoadState>("idle");
-  const visibleTokenCount = providerCount ?? props.tokenCount;
-  const countBlockWithProvider = (): void => {
-    setTokenState("loading");
-    void api.tokenCount({
-      mode: "provider",
-      subjects: [{ type: "block", callId: props.block.call_id, blockId: props.block.id }],
-    }).then((response) => {
-      setProviderCount(response.records[0] ?? null);
-      setTokenState("idle");
-    }).catch((error: unknown) => {
-      setProviderCount(unavailableUiTokenCount(props.block, errorMessage(error)));
-      setTokenState("error");
-    });
-  };
   const countSelection = (): void => {
     const selectedText = window.getSelection()?.toString() ?? "";
     if (selectedText.length === 0) {
       setSelectionCount(unavailableUiTokenCount(props.block, "select text inside a block first"));
       return;
     }
-    setTokenState("loading");
     void api.tokenCount({
       mode: "provider",
       subjects: [{ type: "selection", callId: props.block.call_id, text: selectedText, label: "selection" }],
     }).then((response) => {
       setSelectionCount(response.records[0] ?? null);
-      setTokenState("idle");
     }).catch((error: unknown) => {
       setSelectionCount(unavailableUiTokenCount(props.block, errorMessage(error), "selection"));
-      setTokenState("error");
     });
   };
   return (
@@ -1564,18 +1651,14 @@ function BlockRow(props: {
         {props.block.role === undefined ? null : <Badge>{props.block.role}</Badge>}
         {props.block.cache_marker ? <Badge tone="blue">cache marker</Badge> : null}
         {props.diff === undefined ? null : <Badge tone={diffTone(props.diff)}>{props.diff}</Badge>}
-        <Badge tone={tokenTone(visibleTokenCount)} title={tokenProvenanceLabel(visibleTokenCount)}>
-          {formatTokenRecord(visibleTokenCount)}
+        <Badge tone={tokenTone(props.tokenCount)} title={tokenProvenanceLabel(props.tokenCount)}>
+          {formatTokenRecord(props.tokenCount)}
         </Badge>
         <div className="ml-auto flex items-center gap-1">
           <Button type="button" variant="secondary" size="sm" onClick={countSelection} title="Count selected text" data-testid={`selection-count-${props.block.id}`}>
             <Hash aria-hidden="true" size={14} />
             Selection
           </Button>
-          <Button type="button" variant="secondary" size="sm" onClick={countBlockWithProvider} title="Ask Bedrock CountTokens for this block" data-testid={`provider-count-${props.block.id}`}>
-            {tokenState === "loading" ? <Loader2 aria-hidden="true" className="animate-spin" size={14} /> : <Hash aria-hidden="true" size={14} />}
-            Provider
-          </Button>
           <span className="text-xs text-stone-500">{formatBytes(props.block.byte_size)}</span>
         </div>
       </div>
diff --git a/src/spy/ui/src/api.test.ts b/src/spy/ui/src/api.test.ts
index 0f6bb83..387606d 100644
--- a/src/spy/ui/src/api.test.ts
+++ b/src/spy/ui/src/api.test.ts
@@ -160,6 +160,12 @@ describe("spy UI API helpers", () => {
     expect(SpyCallDetailSchema.safeParse(missingComposition).success).toBe(false);
   });
 
+  test("requires compaction assessment in call details", () => {
+    const missingCompaction: Record<string, unknown> = { ...sampleDetail };
+    delete missingCompaction.compaction;
+    expect(SpyCallDetailSchema.safeParse(missingCompaction).success).toBe(false);
+  });
+
   test("validates token count responses", () => {
     expect(SpyTokenCountResponseSchema.safeParse(sampleTokenCountResponse).success).toBe(true);
     expect(SpyTokenCountResponseSchema.safeParse({ mode: "provider", records: [{ tokens: 1 }] }).success).toBe(false);
@@ -193,6 +199,8 @@ describe("spy UI API helpers", () => {
     expect(parseSseEventData("health", JSON.stringify(sampleHealth))).toEqual(sampleHealth);
     expect(parseSseEventData("calls-changed", JSON.stringify({ result: sampleIngestResult }))).toEqual({ result: sampleIngestResult });
     expect(parseSseEventData("calls-changed", JSON.stringify({ retention: sampleRetentionResult }))).toEqual({ retention: sampleRetentionResult });
+    expect(parseSseEventData("token-counts-changed", JSON.stringify({ callId: "call-one", records: sampleTokenCountResponse.records })))
+      .toEqual({ callId: "call-one", records: [...sampleTokenCountResponse.records] });
     expect(parseSseEventData("cleared", JSON.stringify(sampleClearResult))).toEqual(sampleClearResult);
   });
 
@@ -200,6 +208,7 @@ describe("spy UI API helpers", () => {
     expect(() => parseSseEventData("health", "{")).toThrow("invalid SSE health JSON");
     expect(() => parseSseEventData("health", JSON.stringify({ ok: true }))).toThrow("invalid response from SSE health payload");
     expect(() => parseSseEventData("calls-changed", JSON.stringify({ unknown: true }))).toThrow("invalid response from SSE calls-changed payload");
+    expect(() => parseSseEventData("token-counts-changed", JSON.stringify({ callId: "call-one", records: [] }))).toThrow("invalid response from SSE token-counts-changed payload");
   });
 });
 
@@ -330,6 +339,32 @@ const sampleBlock = {
 const sampleDetail = {
   summary: sampleSummary,
   requestComposition: sampleRequestComposition,
+  compaction: {
+    status: "none",
+    source: "none",
+    confidence: "none",
+    label: "No compaction candidate",
+    reasons: ["no_previous_comparable_call"],
+    evidence: {
+      currentCallId: "call-one",
+      previousCallId: null,
+      currentRequestByteSize: 25,
+      previousRequestByteSize: null,
+      currentInputTokens: 10,
+      previousInputTokens: null,
+      currentContextTokens: 13,
+      previousContextTokens: null,
+      currentPriorHistoryByteSize: 0,
+      previousPriorHistoryByteSize: null,
+      currentPriorHistoryBlockCount: 0,
+      previousPriorHistoryBlockCount: null,
+      summaryLikeBlockIds: [],
+      newHistoryBlockIds: [],
+      changedHistoryBlockIds: [],
+      repeatedContextBlockCount: 0,
+      changedContextBlockCount: 0,
+    },
+  },
   tokenCounts: [{
     subjectType: "block",
     callId: "call-one",
diff --git a/src/spy/ui/src/api.ts b/src/spy/ui/src/api.ts
index 1c2646d..f547eda 100644
--- a/src/spy/ui/src/api.ts
+++ b/src/spy/ui/src/api.ts
@@ -23,6 +23,7 @@ import type {
   SseCallsChangedPayload,
   SseEventName,
   SseHelloPayload,
+  SseTokenCountsChangedPayload,
   TimePreset,
 } from "./types.ts";
 
@@ -215,8 +216,9 @@ export class SpyApiClient {
 export function parseSseEventData(eventName: "hello", data: string): SseHelloPayload;
 export function parseSseEventData(eventName: "health", data: string): SpyServiceHealth;
 export function parseSseEventData(eventName: "calls-changed", data: string): SseCallsChangedPayload;
+export function parseSseEventData(eventName: "token-counts-changed", data: string): SseTokenCountsChangedPayload;
 export function parseSseEventData(eventName: "cleared", data: string): ClearDataResult;
-export function parseSseEventData(eventName: SseEventName, data: string): SseHelloPayload | SpyServiceHealth | SseCallsChangedPayload | ClearDataResult {
+export function parseSseEventData(eventName: SseEventName, data: string): SseHelloPayload | SpyServiceHealth | SseCallsChangedPayload | SseTokenCountsChangedPayload | ClearDataResult {
   let payload: unknown;
   try {
     payload = JSON.parse(data) as unknown;
@@ -232,6 +234,9 @@ export function parseSseEventData(eventName: SseEventName, data: string): SseHel
   if (eventName === "calls-changed") {
     return parseWithSchema("SSE calls-changed payload", SseEventPayloadSchemas["calls-changed"], payload);
   }
+  if (eventName === "token-counts-changed") {
+    return parseWithSchema("SSE token-counts-changed payload", SseEventPayloadSchemas["token-counts-changed"], payload);
+  }
   return parseWithSchema("SSE cleared payload", SseEventPayloadSchemas.cleared, payload);
 }
 
diff --git a/src/spy/ui/src/types.ts b/src/spy/ui/src/types.ts
index f9d1634..c31c945 100644
--- a/src/spy/ui/src/types.ts
+++ b/src/spy/ui/src/types.ts
@@ -11,6 +11,8 @@ import type {
   SpyCallDetail,
   SpyCallDiff,
   SpyCallSummary,
+  SpyCompactionAssessment,
+  SpyCompactionReason,
   SpyHealthSnapshot,
   SpyPaginatedResult,
   SpyRequestComposition,
@@ -23,6 +25,7 @@ import type {
   SseCallsChangedPayload,
   SseEventName,
   SseHelloPayload,
+  SseTokenCountsChangedPayload,
 } from "../../api-contracts.ts";
 
 export type {
@@ -34,6 +37,8 @@ export type {
   SpyCallDetail,
   SpyCallDiff,
   SpyCallSummary,
+  SpyCompactionAssessment,
+  SpyCompactionReason,
   SpyHealthSnapshot,
   SpyPaginatedResult,
   SpyRequestComposition,
@@ -47,6 +52,7 @@ export type {
   SseCallsChangedPayload,
   SseEventName,
   SseHelloPayload,
+  SseTokenCountsChangedPayload,
   UsageRecord,
 };
 

From 3725df73d4a2f5e3a291c8f0ca310b7342ae7a9e Mon Sep 17 00:00:00 2001
From: Jim Pudar <jim@pudar.com>
Date: Sun, 24 May 2026 16:50:56 -0400
Subject: [PATCH 4/6] Virtualize spy large content views

---
 src/spy/ui/e2e/spy-ui.playwright.ts | 276 ++++++++++++++++++++++++++++
 src/spy/ui/src/App.tsx              | 252 ++++++++++++++++++++++---
 src/spy/ui/src/styles.css           |   7 +
 3 files changed, 510 insertions(+), 25 deletions(-)

diff --git a/src/spy/ui/e2e/spy-ui.playwright.ts b/src/spy/ui/e2e/spy-ui.playwright.ts
index 8b96a28..ac407bd 100644
--- a/src/spy/ui/e2e/spy-ui.playwright.ts
+++ b/src/spy/ui/e2e/spy-ui.playwright.ts
@@ -1,6 +1,7 @@
 import { expect, type Locator, type Page, type Route, test } from "@playwright/test";
 import type {
   NormalizedBlock,
+  RawPayloadRecord,
   SpyCallDetail,
   SpyCallDiff,
   SpyCallSummary,
@@ -895,6 +896,83 @@ test("shows backend token provenance and counts selected block text", async ({ p
   await expect(block.getByTestId("selection-token-count")).toContainText("provider counted");
 });
 
+test("virtualizes large block lists while preserving large block text selection", async ({ page }) => {
+  await page.setViewportSize({ width: 1280, height: 720 });
+  const fixture = largeContentFixture();
+  const expectedSelection = fixture.largeText.slice(0, Math.floor(fixture.largeText.length / 2));
+  const tokenCapture = { count: 0, sawExpectedSelection: false, lastLength: 0 };
+  await installLargeContentRoutes(page, { expectedSelection, tokenCapture });
+
+  await page.goto("/?since=0");
+  await expect(page.getByTestId("timeline-row")).toHaveCount(1);
+  await page.getByTestId("inspector-nav-request-blocks").click();
+
+  const virtualList = page.getByTestId("virtual-block-list").first();
+  await expect(virtualList).toBeVisible();
+  await expect(page.getByTestId("block-row-large-request-000")).toBeVisible();
+
+  const initialMetrics = await page.evaluate(() => ({
+    mountedRows: document.querySelectorAll('[data-testid^="block-row-"]').length,
+    fullTextControls: document.querySelectorAll('textarea[data-testid="block-body-full"]').length,
+  }));
+  expect(initialMetrics.mountedRows).toBeLessThan(40);
+  expect(initialMetrics.fullTextControls).toBe(0);
+
+  const largeBlock = page.getByTestId("block-row-large-request-000");
+  await expect(largeBlock.getByText("Preview", { exact: true })).toBeVisible();
+  await largeBlock.getByRole("button", { name: "Show Full Text" }).click();
+  const fullText = largeBlock.getByTestId("block-body-full");
+  await expect(fullText).toBeVisible();
+
+  const selectionLength = expectedSelection.length;
+  await fullText.evaluate((element, end) => {
+    if (!(element instanceof HTMLTextAreaElement)) {
+      throw new Error("large block full text is not a textarea");
+    }
+    element.focus();
+    element.setSelectionRange(0, end);
+  }, selectionLength);
+
+  await largeBlock.getByTestId("selection-count-large-request-000").click();
+  await expect(largeBlock.getByTestId("selection-token-count")).toContainText("12,345 tok");
+  expect(tokenCapture.count).toBe(1);
+  expect(tokenCapture.lastLength).toBe(expectedSelection.length);
+  expect(tokenCapture.sawExpectedSelection).toBe(true);
+});
+
+test("keeps large raw and stream payloads collapsed and bounded", async ({ page }) => {
+  await page.setViewportSize({ width: 1280, height: 720 });
+  await installLargeContentRoutes(page);
+
+  await page.goto("/?since=0");
+  await expect(page.getByTestId("timeline-row")).toHaveCount(1);
+
+  await page.getByTestId("inspector-nav-stream").click();
+  await page.getByRole("button", { name: "Load Stream Events" }).click();
+  await page.getByTestId("stream-event-card").first().getByRole("button", { name: "Show Payload" }).click();
+  await expect(page.getByTestId("stream-event-payload")).toHaveCount(1);
+  await expect(page.getByTestId("stream-event-payload-body-preview")).toBeVisible();
+  await expect(page.getByTestId("stream-event-payload-body-full")).toHaveCount(0);
+  await page.getByTestId("stream-event-payload").getByRole("button", { name: "Show Full Text" }).click();
+  await expect(page.getByTestId("stream-event-payload-body-full")).toBeVisible();
+
+  await page.getByTestId("inspector-nav-raw").click();
+  await expect(page.getByTestId("raw-payload-card")).toBeVisible();
+  await expect(page.getByTestId("raw-payload-body")).toHaveCount(0);
+  await page.getByTestId("raw-payload-card").getByRole("button", { name: "Show Payload" }).click();
+  await expect(page.getByTestId("raw-payload-body")).toBeVisible();
+  await expect(page.getByTestId("raw-payload-text-preview")).toBeVisible();
+  await page.getByTestId("raw-payload-body").getByRole("button", { name: "Show Full Text" }).click();
+  await expect(page.getByTestId("raw-payload-text-full")).toBeVisible();
+
+  const payloadMetrics = await page.evaluate(() => ({
+    streamPayloadHeight: document.querySelector('[data-testid="stream-event-payload"]')?.getBoundingClientRect().height ?? 0,
+    rawPayloadHeight: document.querySelector('[data-testid="raw-payload-body"]')?.getBoundingClientRect().height ?? 0,
+  }));
+  expect(payloadMetrics.streamPayloadHeight).toBeLessThan(700);
+  expect(payloadMetrics.rawPayloadHeight).toBeLessThan(700);
+});
+
 test("traps focus in the clear data dialog and closes with Escape", async ({ page }) => {
   await page.goto("/?since=0");
   await expect(page.getByTestId("timeline-row")).toHaveCount(5);
@@ -968,6 +1046,8 @@ const NETWORK_METADATA_RAW_PATH = "/model/us.anthropic.claude-haiku-4-5-20251001
 const BLOCK_FILTER_CALL_A_ID = "call-block-filter-a";
 const BLOCK_FILTER_CALL_B_ID = "call-block-filter-b";
 const BLOCK_FILTER_TS = 1779563000;
+const LARGE_CONTENT_CALL_ID = "call-large-content";
+const LARGE_CONTENT_TS = 1779563200;
 const BLOCK_KINDS: readonly NormalizedBlock["kind"][] = [
   "provider-envelope",
   "harness-system-context",
@@ -1039,6 +1119,58 @@ async function installHeavyStreamRoutes(page: Page): Promise<void> {
   });
 }
 
+async function installLargeContentRoutes(page: Page, options: {
+  readonly expectedSelection?: string | undefined;
+  readonly tokenCapture?: { count: number; sawExpectedSelection: boolean; lastLength: number } | undefined;
+} = {}): Promise<void> {
+  const fixture = largeContentFixture();
+  await page.route(/\/api\/health$/, async (route) => {
+    await fulfillJson(route, fixture.health);
+  });
+  await page.route(/\/api\/calls\/call-large-content\/stream-events(?:\?.*)?$/, async (route) => {
+    await fulfillJson(route, { items: fixture.streamEvents });
+  });
+  await page.route(/\/api\/calls\/call-large-content\/diff$/, async (route) => {
+    await fulfillJson(route, fixture.diff);
+  });
+  await page.route(/\/api\/calls\/call-large-content$/, async (route) => {
+    await fulfillJson(route, fixture.detail);
+  });
+  await page.route(/\/api\/token-count$/, async (route) => {
+    const body = await route.request().postDataJSON() as {
+      readonly subjects?: readonly { readonly type: string; readonly callId?: string; readonly text?: string }[];
+    };
+    const subject = body.subjects?.[0];
+    const selectedText = subject?.text ?? "";
+    if (options.tokenCapture !== undefined) {
+      options.tokenCapture.count += 1;
+      options.tokenCapture.lastLength = selectedText.length;
+      options.tokenCapture.sawExpectedSelection = selectedText === options.expectedSelection;
+    }
+    await fulfillJson(route, {
+      mode: "provider",
+      records: [{
+        subjectType: "selection",
+        callId: subject?.callId ?? LARGE_CONTENT_CALL_ID,
+        direction: "request",
+        kind: "current-user-input",
+        label: "selection",
+        sourceHash: "large-content-selection-hash",
+        modelId: HEAVY_STREAM_MODEL_ID,
+        tokens: 12_345,
+        provenance: "provider_counted",
+        countedAt: LARGE_CONTENT_TS + 3,
+      }],
+    });
+  });
+  await page.route(/\/api\/calls(?:\?.*)?$/, async (route) => {
+    await fulfillJson(route, { items: [fixture.summary] });
+  });
+  await page.route(/\/api\/search(?:\?.*)?$/, async (route) => {
+    await fulfillJson(route, { items: [fixture.summary] });
+  });
+}
+
 async function installDiffScopeRoutes(page: Page): Promise<void> {
   const fixture = diffScopeFixture();
   await page.route(/\/api\/health$/, async (route) => {
@@ -1682,6 +1814,121 @@ function heavyStreamFixture(): {
   };
 }
 
+function largeContentFixture(): {
+  readonly summary: SpyCallSummary;
+  readonly detail: SpyCallDetail;
+  readonly diff: SpyCallDiff;
+  readonly health: SpyServiceHealth;
+  readonly streamEvents: readonly StreamEvent[];
+  readonly largeText: string;
+} {
+  const usage = {
+    inputTokens: 90_000,
+    outputTokens: 100,
+    cacheReadTokens: 0,
+    cacheWriteTokens: 0,
+    totalTokens: 90_100,
+  };
+  const largeText = largeTextFixture("compaction-user-message", 1_600);
+  const rawPayloadText = largeTextFixture("raw-provider-payload", 1_000);
+  const streamPayloadText = largeTextFixture("stream-provider-payload", 900);
+  const requestBlocks = [
+    largeContentBlock("large-request-000", "request", 0, "current-user-input", largeText),
+    ...Array.from({ length: 139 }, (_, index) => largeContentBlock(
+      `large-request-${String(index + 1).padStart(3, "0")}`,
+      "request",
+      index + 1,
+      index % 5 === 0 ? "prior-conversation-history" : "harness-system-context",
+      `synthetic context block ${String(index + 1)} ${"ctx ".repeat(20)}`,
+    )),
+  ];
+  const responseBlocks = [
+    largeContentBlock("large-response-000", "response", 0, "assistant-output", "large content fixture response"),
+  ];
+  const blocks = [...requestBlocks, ...responseBlocks];
+  const requestByteSize = requestBlocks.reduce((total, block) => total + block.byte_size, 0);
+  const responseByteSize = responseBlocks.reduce((total, block) => total + block.byte_size, 0);
+  const call = {
+    id: LARGE_CONTENT_CALL_ID,
+    provider: "bedrock" as const,
+    operation: "converse-stream",
+    model_id: HEAVY_STREAM_MODEL_ID,
+    status: "complete" as const,
+    started_at: LARGE_CONTENT_TS,
+    completed_at: LARGE_CONTENT_TS + 2,
+    status_code: 200,
+    request_flow_id: "large-content-flow",
+    response_flow_id: "large-content-flow",
+    request_content_hash: "large-content-request-hash",
+    response_content_hash: "large-content-response-hash",
+  };
+  const summary: SpyCallSummary = {
+    call,
+    durationMs: 2000,
+    usage,
+    requestBlockCount: requestBlocks.length,
+    responseBlockCount: responseBlocks.length,
+    requestByteSize,
+    responseByteSize,
+    cacheMarkerCount: 0,
+    streamEventCount: 1,
+    rawPayloadCount: 1,
+  };
+  const rawPayload: RawPayloadRecord = {
+    id: "raw-large-content-request",
+    call_id: LARGE_CONTENT_CALL_ID,
+    direction: "request",
+    content_type: "application/json",
+    body_text: rawPayloadText,
+    body_sha256: "raw-large-content-sha",
+  };
+  const detail: SpyCallDetail = {
+    summary,
+    requestComposition: {
+      ...requestComposition(usage),
+      totalBlockCount: requestBlocks.length,
+      totalMessageCount: 1,
+      totalCharSize: requestBlocks.reduce((total, block) => total + block.char_size, 0),
+      totalByteSize: requestByteSize,
+    },
+    compaction: noCompaction(summary),
+    tokenCounts: tokenCountsFor(summary, blocks),
+    httpEvents: [],
+    blocks,
+    usageRecords: [],
+    rawPayloads: [rawPayload],
+  };
+  return {
+    summary,
+    detail,
+    diff: {
+      call: summary,
+      previousCall: null,
+      blocks: requestBlocks.map((block) => ({ block, classification: "new" as const })),
+    },
+    health: healthFixture(1, LARGE_CONTENT_TS),
+    streamEvents: [{
+      id: "stream-large-content-000",
+      call_id: LARGE_CONTENT_CALL_ID,
+      ordinal: 0,
+      event_type: "contentBlockDelta",
+      headers: {
+        ":event-type": "contentBlockDelta",
+        ":content-type": "application/json",
+      },
+      payload: {
+        contentBlockIndex: 0,
+        delta: {
+          text: streamPayloadText,
+        },
+      },
+      payload_sha256: "stream-large-content-sha",
+      observed_at: LARGE_CONTENT_TS + 1,
+    }],
+    largeText,
+  };
+}
+
 function healthFixture(providerCallCount: number, lastIngestAt: number): SpyServiceHealth {
   return {
     ok: true,
@@ -1860,6 +2107,35 @@ function normalizedBlock(
   };
 }
 
+function largeContentBlock(
+  id: string,
+  direction: NormalizedBlock["direction"],
+  ordinal: number,
+  kind: NormalizedBlock["kind"],
+  text: string,
+): NormalizedBlock {
+  return {
+    id,
+    call_id: LARGE_CONTENT_CALL_ID,
+    direction,
+    ordinal,
+    kind,
+    source: "synthetic-large-content",
+    provider_path: "$.synthetic.large",
+    text,
+    char_size: text.length,
+    byte_size: new TextEncoder().encode(text).length,
+    content_hash: `${id}-hash`,
+    cache_marker: false,
+  };
+}
+
+function largeTextFixture(label: string, lineCount: number): string {
+  return Array.from({ length: lineCount }, (_, index) => (
+    `${label} line ${String(index).padStart(4, "0")} ${"ABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789".repeat(3)}`
+  )).join("\n");
+}
+
 function diffScopeBlock(
   id: string,
   direction: NormalizedBlock["direction"],
diff --git a/src/spy/ui/src/App.tsx b/src/spy/ui/src/App.tsx
index 61a03ef..f7cb5de 100644
--- a/src/spy/ui/src/App.tsx
+++ b/src/spy/ui/src/App.tsx
@@ -26,7 +26,6 @@ import { Select } from "./components/ui/select.tsx";
 import {
   blockKindLabel,
   blockText,
-  clipped,
   formatBytes,
   formatCount,
   formatDateTime,
@@ -62,8 +61,13 @@ const api = new SpyApiClient();
 const CALL_LIMIT = 100;
 const ALL_FILTER = "all";
 const TIMELINE_ROW_ESTIMATE = 138;
+const BLOCK_LIST_VIRTUALIZE_MIN_ITEMS = 24;
+const BLOCK_ROW_ESTIMATE = 230;
+const BLOCK_LIST_VIEWPORT_HEIGHT = 680;
 const BLOCK_SECTION_AUTO_OPEN_MAX_BLOCKS = 6;
 const BLOCK_SECTION_AUTO_OPEN_MAX_BYTES = 24 * 1024;
+const BLOCK_BODY_PREVIEW_CHARS = 6_000;
+const RAW_PAYLOAD_PREVIEW_CHARS = 4_000;
 const STREAM_EVENT_WINDOW_SIZE = 25;
 const STREAM_EVENT_PAYLOAD_PREVIEW_CHARS = 4_000;
 const BLOCK_KIND_OPTIONS: readonly NormalizedBlock["kind"][] = [
@@ -1122,8 +1126,14 @@ function InspectorContent(props: {
   readonly onStreamWindowStart: (windowStart: number) => void;
   readonly onToggleStreamPayload: (eventId: string) => void;
 }): React.ReactElement {
-  const requestBlocks = props.detail.blocks.filter((block) => block.direction === "request");
-  const responseBlocks = props.detail.blocks.filter((block) => block.direction === "response");
+  const requestBlocks = React.useMemo(
+    () => props.detail.blocks.filter((block) => block.direction === "request"),
+    [props.detail.blocks],
+  );
+  const responseBlocks = React.useMemo(
+    () => props.detail.blocks.filter((block) => block.direction === "response"),
+    [props.detail.blocks],
+  );
   const blockSectionsDefaultOpen = shouldAutoOpenBlockSections(requestBlocks, responseBlocks);
   const diffByBlockId = React.useMemo(() => {
     return new Map(props.diff.blocks.map((entry) => [entry.block.id, entry.classification]));
@@ -1593,15 +1603,24 @@ function BlockList(props: {
   readonly diffByBlockId: ReadonlyMap<string, DiffClassification>;
   readonly tokenCounts: readonly SpyTokenCountRecord[];
 }): React.ReactElement {
-  const blocks = props.filterKind === ALL_FILTER
+  const blocks = React.useMemo(() => props.filterKind === ALL_FILTER
     ? props.blocks
-    : props.blocks.filter((block) => block.kind === props.filterKind);
+    : props.blocks.filter((block) => block.kind === props.filterKind), [props.blocks, props.filterKind]);
   if (blocks.length === 0) {
     const emptyMessage = props.filterKind === ALL_FILTER
       ? "No blocks captured in this section."
       : `No ${blockFilterLabel(props.filterKind)} blocks in this section.`;
     return <div className="rounded-md border border-stone-200 bg-stone-50 p-3 text-sm text-stone-500">{emptyMessage}</div>;
   }
+  if (blocks.length >= BLOCK_LIST_VIRTUALIZE_MIN_ITEMS) {
+    return (
+      <VirtualizedBlockList
+        blocks={blocks}
+        diffByBlockId={props.diffByBlockId}
+        tokenCounts={props.tokenCounts}
+      />
+    );
+  }
   return (
     <div className="space-y-2">
       {blocks.map((block) => (
@@ -1616,6 +1635,60 @@ function BlockList(props: {
   );
 }
 
+function VirtualizedBlockList(props: {
+  readonly blocks: readonly NormalizedBlock[];
+  readonly diffByBlockId: ReadonlyMap<string, DiffClassification>;
+  readonly tokenCounts: readonly SpyTokenCountRecord[];
+}): React.ReactElement {
+  const parentRef = React.useRef<HTMLDivElement | null>(null);
+  const rowVirtualizer = useVirtualizer({
+    count: props.blocks.length,
+    getScrollElement: () => parentRef.current,
+    estimateSize: () => BLOCK_ROW_ESTIMATE,
+    getItemKey: (index) => props.blocks[index]?.id ?? index,
+    overscan: 5,
+  });
+  const virtualItems = rowVirtualizer.getVirtualItems();
+
+  React.useEffect(() => {
+    parentRef.current?.scrollTo({ top: 0 });
+    rowVirtualizer.measure();
+  }, [props.blocks]);
+
+  return (
+    <div
+      ref={parentRef}
+      className="spy-scrollbar overflow-auto rounded-md border border-stone-200 bg-stone-100 p-2"
+      data-testid="virtual-block-list"
+      style={{ maxHeight: `${String(BLOCK_LIST_VIEWPORT_HEIGHT)}px` }}
+    >
+      <div className="relative w-full" style={{ height: `${String(rowVirtualizer.getTotalSize())}px` }}>
+        {virtualItems.map((virtualRow) => {
+          const block = props.blocks[virtualRow.index];
+          if (block === undefined) {
+            return null;
+          }
+          return (
+            <div
+              key={virtualRow.key}
+              ref={rowVirtualizer.measureElement}
+              data-index={virtualRow.index}
+              className="absolute left-0 top-0 w-full pb-2"
+              style={{ transform: `translateY(${String(virtualRow.start)}px)` }}
+            >
+              <BlockRow
+                block={block}
+                diff={props.diffByBlockId.get(block.id)}
+                tokenCount={tokenCountForBlock(props.tokenCounts, block.id)}
+              />
+            </div>
+          );
+        })}
+      </div>
+    </div>
+  );
+}
+
 function blockFilterLabel(kind: string): string {
   return BLOCK_KIND_OPTIONS.includes(kind as NormalizedBlock["kind"])
     ? blockKindLabel(kind as NormalizedBlock["kind"])
@@ -1628,9 +1701,12 @@ function BlockRow(props: {
   readonly tokenCount: SpyTokenCountRecord | undefined;
 }): React.ReactElement {
   const text = blockText(props.block);
+  const fullTextRef = React.useRef<HTMLTextAreaElement | null>(null);
   const [selectionCount, setSelectionCount] = React.useState<SpyTokenCountRecord | null>(null);
   const countSelection = (): void => {
-    const selectedText = window.getSelection()?.toString() ?? "";
+    const textareaSelectedText = selectedTextFromTextarea(fullTextRef.current, text);
+    const browserSelectedText = window.getSelection()?.toString() ?? "";
+    const selectedText = textareaSelectedText.length > 0 ? textareaSelectedText : browserSelectedText;
     if (selectedText.length === 0) {
       setSelectionCount(unavailableUiTokenCount(props.block, "select text inside a block first"));
       return;
@@ -1668,15 +1744,109 @@ function BlockRow(props: {
         </div>
       )}
       {text.length === 0 ? null : (
-        <pre className="spy-scrollbar mt-3 max-h-64 overflow-auto whitespace-pre-wrap break-words rounded-md bg-stone-950 p-3 text-xs leading-5 text-stone-50">
-          {clipped(text, 6_000)}
-        </pre>
+        <SelectableTextViewer
+          text={text}
+          previewChars={BLOCK_BODY_PREVIEW_CHARS}
+          fullTextRef={fullTextRef}
+          fullLabel={`${blockKindLabel(props.block.kind)} block body`}
+          testId="block-body"
+          variant="dark"
+        />
       )}
       <div className="mt-2 truncate text-xs text-stone-500">{props.block.provider_path ?? props.block.source}</div>
     </div>
   );
 }
 
+function selectedTextFromTextarea(textarea: HTMLTextAreaElement | null, text: string): string {
+  if (textarea === null) {
+    return "";
+  }
+  const start = Math.min(textarea.selectionStart, textarea.selectionEnd);
+  const end = Math.max(textarea.selectionStart, textarea.selectionEnd);
+  if (end <= start) {
+    return "";
+  }
+  return text.slice(start, end);
+}
+
+function SelectableTextViewer(props: {
+  readonly text: string;
+  readonly previewChars: number;
+  readonly fullLabel: string;
+  readonly testId: string;
+  readonly variant?: "dark" | "light" | undefined;
+  readonly fullTextRef?: React.RefObject<HTMLTextAreaElement | null> | undefined;
+}): React.ReactElement {
+  const [expanded, setExpanded] = React.useState(false);
+  const isLarge = props.text.length > props.previewChars;
+  const variant = props.variant ?? "light";
+  if (!isLarge) {
+    return (
+      <pre className={textViewerClassName(variant)} data-testid={`${props.testId}-full`}>
+        {props.text}
+      </pre>
+    );
+  }
+  const previewText = textPreview(props.text, props.previewChars);
+  return (
+    <div className="mt-3 rounded-md border border-stone-700/20 bg-white/5 p-2" data-testid={`${props.testId}-viewer`}>
+      <div className="flex flex-wrap items-center gap-2">
+        <Badge tone="amber">Preview</Badge>
+        <span className={cn("text-xs", variant === "dark" ? "text-stone-300" : "text-stone-500")}>
+          Showing {formatNumber(previewText.length)} of {formatNumber(props.text.length)} chars
+        </span>
+        <Button
+          type="button"
+          className="ml-auto"
+          variant="secondary"
+          size="sm"
+          onClick={() => {
+            setExpanded((current) => !current);
+          }}
+        >
+          {expanded ? "Hide Full Text" : "Show Full Text"}
+        </Button>
+      </div>
+      {expanded ? (
+        <textarea
+          ref={props.fullTextRef}
+          aria-label={props.fullLabel}
+          className={cn(
+            "spy-scrollbar spy-text-font mt-2 h-80 w-full resize-y overflow-auto rounded-md border p-3 text-xs leading-5 outline-none focus-visible:ring-2 focus-visible:ring-emerald-600 focus-visible:ring-offset-2",
+            variant === "dark"
+              ? "border-stone-700 bg-stone-950 text-stone-50"
+              : "border-stone-200 bg-white text-stone-700",
+          )}
+          data-testid={`${props.testId}-full`}
+          readOnly
+          spellCheck={false}
+          value={props.text}
+        />
+      ) : (
+        <pre className={textViewerClassName(variant)} data-testid={`${props.testId}-preview`}>
+          {previewText}
+          {"\n..."}
+        </pre>
+      )}
+    </div>
+  );
+}
+
+function textViewerClassName(variant: "dark" | "light"): string {
+  return cn(
+    "spy-scrollbar mt-3 max-h-64 overflow-auto whitespace-pre-wrap break-words rounded-md p-3 text-xs leading-5",
+    "spy-text-font",
+    variant === "dark"
+      ? "bg-stone-950 text-stone-50"
+      : "bg-white text-stone-700",
+  );
+}
+
+function textPreview(text: string, maxChars: number): string {
+  return text.slice(0, maxChars).trimEnd();
+}
+
 function DiffPanel(props: {
   readonly diff: SpyCallDiff;
   readonly preset: TimePreset;
@@ -1910,9 +2080,14 @@ function StreamEventRow(props: {
         </Button>
       </div>
       {props.expanded ? (
-        <pre className="mt-2 whitespace-pre-wrap break-words rounded-md bg-white p-3 text-xs text-stone-700" data-testid="stream-event-payload">
-          {clipped(payloadText, STREAM_EVENT_PAYLOAD_PREVIEW_CHARS)}
-        </pre>
+        <div data-testid="stream-event-payload">
+          <SelectableTextViewer
+            text={payloadText}
+            previewChars={STREAM_EVENT_PAYLOAD_PREVIEW_CHARS}
+            fullLabel="Stream event payload"
+            testId="stream-event-payload-body"
+          />
+        </div>
       ) : null}
     </div>
   );
@@ -1932,25 +2107,52 @@ function RawPayloadPanel(props: {
   return (
     <div className="space-y-2">
       {props.rawPayloads.map((payload) => (
-        <div key={payload.id} className="rounded-md border border-stone-200 bg-stone-50 p-3">
-          <div className="flex items-center gap-2">
-            <Badge tone={payload.direction === "request" ? "teal" : "green"}>{payload.direction}</Badge>
-            <span className="text-xs text-stone-500">{payload.content_type ?? payload.body_encoding ?? "payload"} · {payload.body_sha256 ?? "no hash"}</span>
-          </div>
-          {payload.body_text === undefined ? (
-            <div className="mt-2 text-xs text-stone-500">base64 payload · {payload.body_b64 === undefined ? "not available" : `${formatNumber(payload.body_b64.length)} encoded chars`}</div>
-          ) : (
-            <pre className="spy-scrollbar mt-2 max-h-52 overflow-auto whitespace-pre-wrap break-words rounded-md bg-white p-3 text-xs text-stone-700">
-              {clipped(payload.body_text, 4_000)}
-            </pre>
-          )}
-        </div>
+        <RawPayloadRow key={payload.id} payload={payload} />
       ))}
       <div className="text-xs text-stone-500">Stored payload records: {formatNumber(props.rawPayloadCount)}</div>
     </div>
   );
 }
 
+function RawPayloadRow(props: { readonly payload: RawPayloadRecord }): React.ReactElement {
+  const [expanded, setExpanded] = React.useState(false);
+  const payload = props.payload;
+  return (
+    <div className="rounded-md border border-stone-200 bg-stone-50 p-3" data-testid="raw-payload-card">
+      <div className="flex items-center gap-2">
+        <Badge tone={payload.direction === "request" ? "teal" : "green"}>{payload.direction}</Badge>
+        <span className="min-w-0 truncate text-xs text-stone-500">{payload.content_type ?? payload.body_encoding ?? "payload"} · {payload.body_sha256 ?? "no hash"}</span>
+        {payload.body_text === undefined ? null : (
+          <Button
+            type="button"
+            className="ml-auto"
+            size="sm"
+            onClick={() => {
+              setExpanded((current) => !current);
+            }}
+          >
+            {expanded ? "Hide Payload" : "Show Payload"}
+          </Button>
+        )}
+      </div>
+      {payload.body_text === undefined ? (
+        <div className="mt-2 text-xs text-stone-500">base64 payload · {payload.body_b64 === undefined ? "not available" : `${formatNumber(payload.body_b64.length)} encoded chars`}</div>
+      ) : expanded ? (
+        <div data-testid="raw-payload-body">
+          <SelectableTextViewer
+            text={payload.body_text}
+            previewChars={RAW_PAYLOAD_PREVIEW_CHARS}
+            fullLabel="Raw provider payload"
+            testId="raw-payload-text"
+          />
+        </div>
+      ) : (
+        <div className="mt-2 text-xs text-stone-500">Payload body collapsed.</div>
+      )}
+    </div>
+  );
+}
+
 function HealthPanel(props: { readonly health: SpyServiceHealth | null }): React.ReactElement {
   if (props.health === null) {
     return <div className="text-sm text-stone-500">Health unavailable.</div>;
diff --git a/src/spy/ui/src/styles.css b/src/spy/ui/src/styles.css
index 1bde04a..94b570b 100644
--- a/src/spy/ui/src/styles.css
+++ b/src/spy/ui/src/styles.css
@@ -34,6 +34,13 @@ code {
   font-family: "SFMono-Regular", Consolas, "Liberation Mono", monospace;
 }
 
+.spy-text-font {
+  font-family: "SFMono-Regular", Consolas, "Liberation Mono", monospace;
+  font-size: 0.75rem;
+  letter-spacing: 0;
+  line-height: 1.25rem;
+}
+
 ::selection {
   background: #0f766e;
   color: white;

From 3fdec0fa1264534efb4bd6d257baa56c183c017b Mon Sep 17 00:00:00 2001
From: Jim Pudar <jim@pudar.com>
Date: Sun, 24 May 2026 16:52:12 -0400
Subject: [PATCH 5/6] Update spy V1.5 plan status

---
 SPY_PLAN.md | 29 ++++++++++++++++++++++++++++-
 1 file changed, 28 insertions(+), 1 deletion(-)

diff --git a/SPY_PLAN.md b/SPY_PLAN.md
index 222ee74..5bebae7 100644
--- a/SPY_PLAN.md
+++ b/SPY_PLAN.md
@@ -743,6 +743,29 @@ V1 excludes:
     `bun run test:spy-ui:unit`, `bun run build:spy`,
     `bun run test:spy-ui:e2e`, and `git diff --check`; localhost-bound tests
     and live VM work were run outside the sandbox where required.
+- Completed V1.5 P0 large-content handling:
+  - Virtualized large request and response block lists in the inspector so
+    repeated block rows do not create runaway DOM size.
+  - Replaced silent block body clipping with an explicit preview/full-text flow.
+    Large block previews are labeled, and expanded block bodies mount the full
+    captured text in a bounded readonly textarea.
+  - Preserved long-range text selection inside expanded block bodies so the
+    existing selected-text provider token counter can measure large spans such
+    as the first half of a compaction request.
+  - Kept full captured content as the source of truth for token counts, byte
+    counts, hashes, search, and diffing. No service API, SQLite schema,
+    provider adapter, or persistence changes were needed.
+  - Made raw payload and stream payload bodies collapsed by default, with
+    bounded preview/full-text expansion instead of silent truncation.
+  - Added Playwright coverage for large synthetic request blocks, bounded DOM
+    row counts, exact selected-substring submission to `POST /api/token-count`,
+    and large raw/stream payload expansion.
+  - Fixed the expanded full-text control styling so preview and full text use
+    the same monospace font, size, line height, and letter spacing.
+  - Verified `bun run typecheck`, `bun run lint`, `bun run test:spy-ui:unit`,
+    `bun run test:spy-ui:e2e`, `bun run build:spy`, and `git diff --check`;
+    localhost-bound Playwright tests were run outside the sandbox where
+    required.
 
 ### V1
 
@@ -831,7 +854,7 @@ notes, and follow-up verification baseline were moved to
 
 Add analysis depth:
 
-- [ ] P0 viewport virtualization for all large content surfaces.
+- [x] P0 viewport virtualization for all large content surfaces.
   - The UI must handle a provider request with a one million token context
     window without freezing, scroll jumps, runaway DOM size, or silent body
     truncation.
@@ -844,6 +867,10 @@ Add analysis depth:
     optimization and must be labeled or expandable when it is not the full body.
   - Replace `clipped(...)` body rendering with explicit viewport/lazy rendering
     behavior and add regression coverage using very large synthetic blocks.
+  - Large block bodies are not line-virtualized because selected-text token
+    counting must support selecting large spans of text. Expanded blocks use a
+    bounded readonly textarea that mounts the full block text and preserves
+    native selection behavior.
 - [x] Shared token-count contracts for `call`, `section`, `block`, and
   `selection` subjects.
 - [x] Provider-only token-count mode. Local estimates and `estimated`

From 979a4733d8cabc7eb0ae46924810d430bc98914c Mon Sep 17 00:00:00 2001
From: Jim Pudar <jim@pudar.com>
Date: Sun, 24 May 2026 17:19:07 -0400
Subject: [PATCH 6/6] Add spy UI screenshot checks

---
 SPY_PLAN.md                                   |   6 +-
 src/spy/ui/e2e/spy-ui.playwright.ts           |  92 ++++++++++++++++++
 .../spy-clear-data-dialog-darwin.png          | Bin 0 -> 117929 bytes
 .../spy-compaction-candidate-label-darwin.png | Bin 0 -> 14367 bytes
 .../spy-default-selected-call-darwin.png      | Bin 0 -> 114883 bytes
 ...y-inspector-summary-composition-darwin.png | Bin 0 -> 61112 bytes
 ...py-large-content-expanded-block-darwin.png | Bin 0 -> 96040 bytes
 src/spy/ui/playwright.config.ts               |   2 +-
 8 files changed, 97 insertions(+), 3 deletions(-)
 create mode 100644 src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-clear-data-dialog-darwin.png
 create mode 100644 src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-compaction-candidate-label-darwin.png
 create mode 100644 src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-default-selected-call-darwin.png
 create mode 100644 src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-inspector-summary-composition-darwin.png
 create mode 100644 src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-large-content-expanded-block-darwin.png

diff --git a/SPY_PLAN.md b/SPY_PLAN.md
index 5bebae7..d7f5cb2 100644
--- a/SPY_PLAN.md
+++ b/SPY_PLAN.md
@@ -892,8 +892,10 @@ Add analysis depth:
   - Pi-specific request patterns from fixtures.
   - Generic fallback heuristics.
   - Labels that distinguish Pi-specific candidates from heuristic candidates.
-- [ ] Dedicated compaction investigation view.
-- [ ] Visual regression/screenshot checks.
+- [x] Dedicated compaction investigation view closed as not needed for V1.5:
+  the existing summary label plus visible request/response blocks make real
+  harness compaction calls obvious enough for the current operator workflow.
+- [x] Visual regression/screenshot checks for stable desktop UI states.
 
 ### V2
 
diff --git a/src/spy/ui/e2e/spy-ui.playwright.ts b/src/spy/ui/e2e/spy-ui.playwright.ts
index ac407bd..4581670 100644
--- a/src/spy/ui/e2e/spy-ui.playwright.ts
+++ b/src/spy/ui/e2e/spy-ui.playwright.ts
@@ -1009,6 +1009,66 @@ test("clears data with confirmation", async ({ page }) => {
   await expect(page.getByText("No provider calls in this range.")).toBeVisible();
 });
 
+test.describe("visual regression screenshots", () => {
+  test("captures the selected-call desktop shell", async ({ page }) => {
+    await prepareVisualPage(page);
+    await installCacheTimelineRoutes(page);
+    await page.goto("/?since=0");
+    await timelineRow(page, CACHE_TIMELINE_CALL_ID).click();
+    await expect(page.getByTestId("inspector-section-summary")).toBeVisible();
+
+    await expect(page).toHaveScreenshot("spy-default-selected-call.png", SCREENSHOT_OPTIONS);
+  });
+
+  test("captures selected-call summary and composition", async ({ page }) => {
+    await prepareVisualPage(page);
+    await installCacheTimelineRoutes(page);
+    await page.goto("/?since=0");
+    await timelineRow(page, CACHE_TIMELINE_CALL_ID).click();
+    await expect(page.getByTestId("request-composition")).toBeVisible();
+
+    await expect(page.getByTestId("inspector")).toHaveScreenshot("spy-inspector-summary-composition.png", SCREENSHOT_OPTIONS);
+  });
+
+  test("captures the compaction candidate summary label", async ({ page }) => {
+    await prepareVisualPage(page);
+    await installCompactionRoutes(page);
+    await page.goto("/?since=0");
+    await timelineRow(page, DIFF_SCOPE_CALL_ID).click();
+    const candidate = page.getByTestId("compaction-candidate");
+    await expect(candidate).toBeVisible();
+
+    await expect(candidate).toHaveScreenshot("spy-compaction-candidate-label.png", SCREENSHOT_OPTIONS);
+  });
+
+  test("captures large-content preview and expansion controls", async ({ page }) => {
+    await prepareVisualPage(page);
+    await installLargeContentRoutes(page);
+    await page.goto("/?since=0");
+    await expect(page.getByTestId("timeline-row")).toHaveCount(1);
+    await page.getByTestId("inspector-nav-request-blocks").click();
+
+    const largeBlock = page.getByTestId("block-row-large-request-000");
+    await expect(largeBlock.getByText("Preview", { exact: true })).toBeVisible();
+    await largeBlock.getByRole("button", { name: "Show Full Text" }).click();
+    await expect(largeBlock.getByTestId("block-body-full")).toBeVisible();
+
+    await expect(largeBlock).toHaveScreenshot("spy-large-content-expanded-block.png", SCREENSHOT_OPTIONS);
+  });
+
+  test("captures the clear-data confirmation dialog", async ({ page }) => {
+    await prepareVisualPage(page);
+    await installCacheTimelineRoutes(page);
+    await page.goto("/?since=0");
+    await expect(page.getByTestId("timeline-row")).toHaveCount(1);
+    await page.getByLabel("Clear spy data").click();
+    const dialog = page.getByRole("dialog", { name: "Clear Spy Data" });
+    await expect(dialog).toBeVisible();
+
+    await expect(dialog).toHaveScreenshot("spy-clear-data-dialog.png", SCREENSHOT_OPTIONS);
+  });
+});
+
 async function readRangeState(page: Page): Promise<{
   readonly activeButtons: readonly string[];
   readonly subtitle: string;
@@ -1048,6 +1108,10 @@ const BLOCK_FILTER_CALL_B_ID = "call-block-filter-b";
 const BLOCK_FILTER_TS = 1779563000;
 const LARGE_CONTENT_CALL_ID = "call-large-content";
 const LARGE_CONTENT_TS = 1779563200;
+const SCREENSHOT_OPTIONS = {
+  animations: "disabled" as const,
+  maxDiffPixelRatio: 0.01,
+};
 const BLOCK_KINDS: readonly NormalizedBlock["kind"][] = [
   "provider-envelope",
   "harness-system-context",
@@ -1064,6 +1128,34 @@ const BLOCK_KINDS: readonly NormalizedBlock["kind"][] = [
   "unknown",
 ];
 
+async function prepareVisualPage(page: Page): Promise<void> {
+  await page.setViewportSize({ width: 1280, height: 720 });
+  await page.addInitScript(() => {
+    class StableEventSource extends EventTarget {
+      readonly url: string;
+      readyState = 1;
+
+      constructor(url: string | URL) {
+        super();
+        this.url = String(url);
+        setTimeout(() => {
+          this.dispatchEvent(new Event("open"));
+        }, 0);
+      }
+
+      close(): void {
+        this.readyState = 2;
+      }
+    }
+
+    Object.defineProperty(window, "EventSource", {
+      configurable: true,
+      writable: true,
+      value: StableEventSource,
+    });
+  });
+}
+
 async function installHeavyStreamRoutes(page: Page): Promise<void> {
   const fixture = heavyStreamFixture();
   await page.route(/\/api\/health$/, async (route) => {
diff --git a/src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-clear-data-dialog-darwin.png b/src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-clear-data-dialog-darwin.png
new file mode 100644
index 0000000000000000000000000000000000000000..9d17c8c15998dc4cf686eb87eaf9847f4a01767e
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diff --git a/src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-compaction-candidate-label-darwin.png b/src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-compaction-candidate-label-darwin.png
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diff --git a/src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-inspector-summary-composition-darwin.png b/src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-inspector-summary-composition-darwin.png
new file mode 100644
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diff --git a/src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-large-content-expanded-block-darwin.png b/src/spy/ui/e2e/spy-ui.playwright.ts-snapshots/spy-large-content-expanded-block-darwin.png
new file mode 100644
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HcmV?d00001

diff --git a/src/spy/ui/playwright.config.ts b/src/spy/ui/playwright.config.ts
index 3fd33c2..8455bae 100644
--- a/src/spy/ui/playwright.config.ts
+++ b/src/spy/ui/playwright.config.ts
@@ -1,7 +1,7 @@
 import { defineConfig, devices } from "@playwright/test";
 import { resolve } from "node:path";
 
-const port = 4674;
+const port = Number(process.env.SPY_UI_E2E_PORT ?? "4674");
 const uiRoot = import.meta.dirname;
 const staticDir = resolve(uiRoot, "../../../dist/spy-ui");
 const testServer = resolve(uiRoot, "test-server.ts");