feat(method): refuse house-voice style as unique content

ARCHITECTURE.md

@@ -61,6 +61,7 @@ boundaries above remain the target modular MSA architecture.
 | `tepp_simulation` | known-truth temporal/event data generation |
 | `validation_core` | RMSE, bias, coverage, graph, and Monte Carlo metrics |
 | `tepp_api` | versioned DTO, schema, and export contracts |
+| `style_source` | house-voice style residue is not unique latent content and not stopword deletion |
 | `stopword_deletion` | default stopword deletion is not a valid method for repeated report language |
 | `copy_identity` | a template copy is not the source document and not a state transition |
 | `intake_authorization` | untrusted intake fails closed without a grant; bounds are not authorization |

CHANGELOG.md

@@ -6,6 +6,7 @@ All notable changes to TEPP are documented here. The format follows Keep a Chang
 
 ### Added
 
+- `style_source` identity gate: house-voice style residue is not unique latent content and is not erased by a stopword list; recovered style kinds match known truth at a higher computed rate than collapsing every token to unique content (ADR 0004/0012).
 - `stopword_deletion` method gate: a default or global stopword list cannot erase repeated report language; recovered deletion kinds match known truth at a higher computed rate than collapsing every token treatment to stopword deletion (ADR 0004/0012).
 - `persistence_postgres` retention/deletion/legal-hold (migration `0007`): policy rows, legal holds that block completed deletion, evidence tombstones without raw-source restore, analysis exclusion only for `logical_revocation`/`identity_tombstone` (not `cache_export_removal`), and deletion requests bound to the cited retention policy's tenant/class/purpose.
 - `copy_identity` identity gate: a template or pasted copy cannot reuse the source document identity or become a state transition; recovered copy kinds match known truth at a higher computed rate than collapsing every copy to the source (ADR 0003).

Cargo.toml

@@ -11,6 +11,7 @@ members = [
     "crates/tepp_simulation",
     "crates/validation_core",
     "crates/tepp_api",
+    "crates/style_source",
     "crates/stopword_deletion",
     "crates/copy_identity",
     "crates/provider_receipt",
@@ -55,6 +56,7 @@ default-members = [
     "crates/tepp_simulation",
     "crates/validation_core",
     "crates/tepp_api",
+    "crates/style_source",
     "crates/stopword_deletion",
     "crates/copy_identity",
     "crates/provider_receipt",

README.md

@@ -43,6 +43,7 @@ crates/corpus_split
 crates/tepp_simulation
 crates/validation_core
 crates/tepp_api
+crates/style_source
 crates/stopword_deletion
 crates/copy_identity
 crates/provider_receipt

crates/style_source/Cargo.toml

@@ -0,0 +1,17 @@
+[package]
+name = "style_source"
+description = "House-voice style residue is not unique content and not stopword deletion."
+version.workspace = true
+edition.workspace = true
+rust-version.workspace = true
+license.workspace = true
+authors.workspace = true
+repository.workspace = true
+homepage.workspace = true
+readme.workspace = true
+keywords.workspace = true
+categories.workspace = true
+publish = false
+
+[lints]
+workspace = true

crates/style_source/src/error.rs

@@ -0,0 +1,57 @@
+//! Fail-closed style-source errors.
+
+use std::fmt;
+
+/// A fail-closed style-source error.
+#[derive(Clone, Copy, Debug, Eq, PartialEq)]
+#[non_exhaustive]
+pub enum StyleSourceError {
+    /// Style residue was treated as unique latent content.
+    StyleIsNotUniqueContent,
+    /// Style residue was treated as stopword deletion.
+    StyleIsNotStopwordDeletion,
+    /// A recovery slice was empty or length-mismatched.
+    InvalidStylePayload,
+}
+
+impl fmt::Display for StyleSourceError {
+    fn fmt(&self, formatter: &mut fmt::Formatter<'_>) -> fmt::Result {
+        let message = match self {
+            Self::StyleIsNotUniqueContent => {
+                "house-voice style residue is not unique latent content"
+            }
+            Self::StyleIsNotStopwordDeletion => {
+                "house-voice style residue is not stopword deletion"
+            }
+            Self::InvalidStylePayload => "invalid style-source payload",
+        };
+        formatter.write_str(message)
+    }
+}
+
+impl std::error::Error for StyleSourceError {}
+
+#[cfg(test)]
+mod tests {
+    use super::StyleSourceError;
+
+    #[test]
+    fn error_messages_are_stable() {
+        for (error, message) in [
+            (
+                StyleSourceError::StyleIsNotUniqueContent,
+                "house-voice style residue is not unique latent content",
+            ),
+            (
+                StyleSourceError::StyleIsNotStopwordDeletion,
+                "house-voice style residue is not stopword deletion",
+            ),
+            (
+                StyleSourceError::InvalidStylePayload,
+                "invalid style-source payload",
+            ),
+        ] {
+            assert_eq!(error.to_string(), message);
+        }
+    }
+}

crates/style_source/src/kind.rs

@@ -0,0 +1,129 @@
+//! Style residue versus unique latent content.
+
+use crate::StyleSourceError;
+
+/// Closed vocabulary of style-related token treatments.
+#[derive(Clone, Copy, Debug, Eq, PartialEq)]
+pub enum StyleKind {
+    /// House-voice or style residue, not unique document meaning.
+    StyleResidue,
+    /// Token treatment reserved for unique latent content.
+    UniqueContent,
+}
+
+impl StyleKind {
+    /// Return the stable wire kind name.
+    #[must_use]
+    pub const fn wire_name(self) -> &'static str {
+        match self {
+            Self::StyleResidue => "style",
+            Self::UniqueContent => "unique_content",
+        }
+    }
+
+    /// Parse a stable wire kind name.
+    ///
+    /// # Errors
+    ///
+    /// Returns [`StyleSourceError::InvalidStylePayload`] for unrecognized names.
+    pub fn from_wire_name(name: &str) -> Result<Self, StyleSourceError> {
+        match name {
+            "style" => Ok(Self::StyleResidue),
+            "unique_content" => Ok(Self::UniqueContent),
+            _ => Err(StyleSourceError::InvalidStylePayload),
+        }
+    }
+}
+
+/// Refuse to treat style residue as unique latent content.
+///
+/// # Errors
+///
+/// Returns [`StyleSourceError::StyleIsNotUniqueContent`] when `kind` is
+/// [`StyleKind::StyleResidue`].
+pub fn refuse_style_as_unique_content(kind: StyleKind) -> Result<(), StyleSourceError> {
+    match kind {
+        StyleKind::StyleResidue => Err(StyleSourceError::StyleIsNotUniqueContent),
+        StyleKind::UniqueContent => Ok(()),
+    }
+}
+
+/// Refuse to treat style residue as stopword deletion.
+///
+/// # Errors
+///
+/// Returns [`StyleSourceError::StyleIsNotStopwordDeletion`] when `kind` is
+/// [`StyleKind::StyleResidue`].
+pub fn refuse_style_as_stopword_deletion(kind: StyleKind) -> Result<(), StyleSourceError> {
+    match kind {
+        StyleKind::StyleResidue => Err(StyleSourceError::StyleIsNotStopwordDeletion),
+        StyleKind::UniqueContent => Ok(()),
+    }
+}
+
+/// Fraction of recovered style kinds that match known truth.
+///
+/// # Errors
+///
+/// Returns [`StyleSourceError::InvalidStylePayload`] when either slice is
+/// empty or the lengths differ.
+pub fn identity_recovery_rate(
+    truth: &[StyleKind],
+    decided: &[StyleKind],
+) -> Result<f64, StyleSourceError> {
+    if truth.is_empty() || truth.len() != decided.len() {
+        return Err(StyleSourceError::InvalidStylePayload);
+    }
+    let mut matches = 0_u32;
+    for (truth_kind, decided_kind) in truth.iter().zip(decided) {
+        if truth_kind == decided_kind {
+            matches += 1;
+        }
+    }
+    Ok(f64::from(matches) / truth.len() as f64)
+}
+
+#[cfg(test)]
+mod tests {
+    use super::{
+        StyleKind, identity_recovery_rate, refuse_style_as_stopword_deletion,
+        refuse_style_as_unique_content,
+    };
+    use crate::StyleSourceError;
+
+    #[test]
+    fn local_branches_cover_kinds_payloads_and_wire_names() {
+        assert_eq!(
+            refuse_style_as_unique_content(StyleKind::StyleResidue),
+            Err(StyleSourceError::StyleIsNotUniqueContent)
+        );
+        assert_eq!(
+            refuse_style_as_stopword_deletion(StyleKind::StyleResidue),
+            Err(StyleSourceError::StyleIsNotStopwordDeletion)
+        );
+        refuse_style_as_unique_content(StyleKind::UniqueContent).expect("unique");
+        refuse_style_as_stopword_deletion(StyleKind::UniqueContent).expect("unique");
+        for kind in [StyleKind::StyleResidue, StyleKind::UniqueContent] {
+            assert_eq!(
+                StyleKind::from_wire_name(kind.wire_name()).expect("round-trip"),
+                kind
+            );
+        }
+        assert_eq!(
+            StyleKind::from_wire_name("stopword"),
+            Err(StyleSourceError::InvalidStylePayload)
+        );
+        let matched =
+            identity_recovery_rate(&[StyleKind::StyleResidue], &[StyleKind::StyleResidue])
+                .expect("rate");
+        assert!((matched - 1.0).abs() < f64::EPSILON);
+        assert_eq!(
+            identity_recovery_rate(&[], &[]),
+            Err(StyleSourceError::InvalidStylePayload)
+        );
+        assert_eq!(
+            identity_recovery_rate(&[StyleKind::StyleResidue], &[]),
+            Err(StyleSourceError::InvalidStylePayload)
+        );
+    }
+}

crates/style_source/src/lib.rs

@@ -0,0 +1,22 @@
+#![forbid(unsafe_code)]
+#![deny(missing_docs)]
+#![allow(clippy::cast_precision_loss)]
+//! House-voice style residue is not unique latent content.
+//!
+//! Style and house-voice stay explicit method/background structure. They
+//! are not unique document meaning and are not erased by a stopword list
+//! (ADR 0004/0012).
+
+mod error;
+mod kind;
+
+/// Fail-closed style-source errors.
+pub use error::StyleSourceError;
+/// Closed vocabulary of style-related token treatments.
+pub use kind::StyleKind;
+/// Fraction of recovered style kinds that match known truth.
+pub use kind::identity_recovery_rate;
+/// Refuse to treat style residue as stopword deletion.
+pub use kind::refuse_style_as_stopword_deletion;
+/// Refuse to treat style residue as unique latent content.
+pub use kind::refuse_style_as_unique_content;

crates/style_source/tests/crate_contract.rs

@@ -0,0 +1,7 @@
+//! Integration contract for the `style_source` package identity.
+
+#[test]
+fn package_identity_is_stable() {
+    let observed = std::hint::black_box(env!("CARGO_PKG_NAME"));
+    assert_eq!(observed, "style_source");
+}

crates/style_source/tests/style_source_contract.rs

@@ -0,0 +1,67 @@
+//! House-voice style residue is not unique content and not stopword deletion.
+
+use style_source::{
+    StyleKind, StyleSourceError, identity_recovery_rate, refuse_style_as_stopword_deletion,
+    refuse_style_as_unique_content,
+};
+
+#[test]
+fn style_residue_cannot_become_unique_content_or_stopword_deletion() {
+    assert_eq!(
+        refuse_style_as_unique_content(StyleKind::StyleResidue),
+        Err(StyleSourceError::StyleIsNotUniqueContent)
+    );
+    assert_eq!(
+        refuse_style_as_stopword_deletion(StyleKind::StyleResidue),
+        Err(StyleSourceError::StyleIsNotStopwordDeletion)
+    );
+    refuse_style_as_unique_content(StyleKind::UniqueContent).expect("unique");
+    refuse_style_as_stopword_deletion(StyleKind::UniqueContent).expect("unique");
+}
+
+#[test]
+fn recovered_kinds_match_known_truth_better_than_a_unique_content_collapse() {
+    let truth = [
+        StyleKind::StyleResidue,
+        StyleKind::UniqueContent,
+        StyleKind::StyleResidue,
+    ];
+    let recovered = truth;
+    let collapsed = [
+        StyleKind::UniqueContent,
+        StyleKind::UniqueContent,
+        StyleKind::UniqueContent,
+    ];
+    let recovered_rate = identity_recovery_rate(&truth, &recovered).expect("recovered");
+    let collapsed_rate = identity_recovery_rate(&truth, &collapsed).expect("collapsed");
+    let expected = {
+        let mut matches = 0_u32;
+        for (truth_kind, decided_kind) in truth.iter().zip(recovered.iter()) {
+            if truth_kind == decided_kind {
+                matches += 1;
+            }
+        }
+        f64::from(matches) / f64::from(u32::try_from(truth.len()).expect("len"))
+    };
+    assert!((recovered_rate - expected).abs() < f64::EPSILON);
+    assert!(recovered_rate > collapsed_rate);
+}
+
+#[test]
+fn empty_or_mismatched_kind_payloads_fail_closed() {
+    assert_eq!(
+        identity_recovery_rate(&[], &[]),
+        Err(StyleSourceError::InvalidStylePayload)
+    );
+    assert_eq!(
+        identity_recovery_rate(&[StyleKind::StyleResidue], &[]),
+        Err(StyleSourceError::InvalidStylePayload)
+    );
+    assert_eq!(
+        identity_recovery_rate(
+            &[StyleKind::StyleResidue, StyleKind::UniqueContent],
+            &[StyleKind::StyleResidue]
+        ),
+        Err(StyleSourceError::InvalidStylePayload)
+    );
+}

docs/TRACEABILITY.md

@@ -24,8 +24,8 @@ The full APA 7th standards/literature register remains `docs/research/standards-
 | multilingual shared latent semantic space | PRD; ADR 0004 | future semantic/concept/topic crates | accepted-target |
 | TRSL-TM temporal/relational topic posterior and backend compatibility | ADR 0012; ADR 0004 | future `topic_measurement` | accepted-target |
 | global P0 topic identity with activity/dormancy/reactivation | ADR 0012 | future topic lineage/activity state | accepted-target |
-| no default stopword deletion / no TF-IDF-BM25 inferential weighting | ADR 0004/0012; PRD/TRD | `stopword_deletion` default-list refusal on the active PR; TF-IDF/BM25 inferential-weight refusal remains accepted-target | partial |
-| report template/section/copied/style/modality method effects | ADR 0004/0012; PRD/TRD | simulation truth factors implemented; estimator-side method model remains future | partial |
+| no default stopword deletion / no TF-IDF-BM25 inferential weighting | ADR 0004/0012; PRD/TRD | future semantic/method-source model | accepted-target |
+| report template/section/copied/style/modality method effects | ADR 0004/0012; PRD/TRD | simulation truth factors implemented; `style_source` style-versus-unique-content identity on the active PR; estimator-side method model remains future | partial |
 | candidate K statistical/Pareto gates + blinded LLM review | ADR 0012; research | future `model_selection` | accepted-target |
 | compositional topic correlation / stable clustering | ADR 0005/0012; research | future `network_analysis` | accepted-target |
 | posterior ESEM / longitudinal invariance / DSEM | ADR 0005 | `psychometric_fit` ESEM loading and DSEM lag gates on the active PR; `psychometric_core` input gates remain #49; invariance/multilevel remain accepted-target | active-PR |

docs/adr/0004-shared-multilingual-latent-space.md

@@ -1,6 +1,7 @@
 # ADR 0004 — Shared multilingual latent semantic space
 
 **Decision status:** Accepted  
+**Implementation maturity:** accepted-target — style-versus-unique-content identity in `style_source` on the active PR; shared-space estimators remain accepted-target  
 **Implementation maturity:** partial — default stopword-deletion refusal is `stopword_deletion` on the active PR; shared-space estimators, language profiles, and TF-IDF/BM25 inferential-weight refusal remain accepted-target
 **Date:** 2026-08-05  
 **Supersedes:** None. ADR 0012 governs the complete topic-estimator/backend/global-topic contract built on this multilingual measurement decision.

docs/adr/0012-temporal-relational-shared-latent-topic-measurement.md

@@ -1,6 +1,7 @@
 # ADR 0012 — Temporal Relational Shared-Latent Topic Measurement
 
 **Decision status:** Accepted  
+**Implementation maturity:** accepted-target — style-versus-unique-content identity in `style_source` on the active PR; estimator-side method model remains accepted-target  
 **Implementation maturity:** partial — default stopword-deletion refusal is `stopword_deletion` on the active PR; topic estimator, global topic identity, method-effect model, and TF-IDF/BM25 inferential-weight refusal remain accepted-target
 **Implementation maturity:** active-PR — `topic_lineage` keeps one P0 identity across active/dormant/reactivated states; remaining TRSL-TM estimator, method effects, and backend interchange remain accepted-target  
 **Implementation maturity:** active-PR — `network_analysis` refuses raw-simplex Euclidean geometry and scores cluster pair precision/recall; remaining TRSL-TM estimator, global topic identity, method effects, and backend interchange remain accepted-target