core: burstAlignment — 4th Amara graduation (trivial-cartel-detect, 11th ferry) by AceHack · Pull Request #306 · Lucent-Financial-Group/Zeta

AceHack · 2026-04-24T06:06:33Z

Summary

Fourth Amara graduation — ships the burst-detection primitive from Aaron's differentiable firefly network design (11th ferry PR #296). This is the direct answer to Aaron Otto-111: "Are you able to import the ideas and concepts and math from the conversation at some point?" — yes, continuously, this is the cadence.

What lands

significantLags : (int * double option) array -> double -> int array — filters profile to lags where |corr| >= threshold; skips None and non-finite
burstAlignment : (int * double option) array -> double -> (int * int) array — groups significant lags into contiguous runs

11th-ferry definition operationalized

Amara §1: "Firefly detection = identify clusters where ∃ S ⊂ N such that ∀ i,j ∈ S, corr(E_i, E_j) ≫ baseline".

This function implements the pair-wise case. Node-set generalization (clusters across many stream pairs) is a future graduation that composes over this one.

SPOF note (per Otto-106)

Caller-supplied threshold is a sensitivity SPOF. Mitigation: threshold should come from null-hypothesis baseline percentile, not hard-coded. Documented in XML-doc.

Test plan

9 new tests pass (19 total in module)
Build 0 Warning / 0 Error
Handles negative-correlation significance (anti-phase coordination)
Handles None entries without breaking (filtered, contiguity broken)
Single-lag + multi-run cases tested

🤖 Generated with Claude Code

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Copilot

Pull request overview

Adds two new temporal-coordination detection primitives to Zeta.Core (significant lag filtering and burst/run grouping) and expands the existing xUnit/FsUnit test suite to cover the new behavior.

Changes:

Add significantLags to filter a cross-correlation lag profile by absolute correlation threshold (skipping None and non-finite values).
Add burstAlignment to group significant lags into contiguous (startLag, endLag) runs.
Add 9 new unit tests covering positive/negative correlation significance and run grouping behavior.

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 3 comments.

File	Description
src/Core/TemporalCoordinationDetection.fs	Introduces `significantLags` and `burstAlignment` with XML-docs.
tests/Tests.FSharp/Algebra/TemporalCoordinationDetection.Tests.fs	Adds unit tests for significant-lag filtering and burst alignment run grouping.

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Copilot

Pull request overview

Adds two new primitives to Zeta.Core.TemporalCoordinationDetection for post-processing correlation profiles into (1) significant lag indices and (2) contiguous “burst” ranges, along with corresponding unit tests. This extends the temporal coordination detection layer beyond raw cross-correlation/PLV into a higher-level burst-alignment signal.

Changes:

Add significantLags to filter correlation profiles by |corr| >= threshold, skipping None and non-finite values.
Add burstAlignment to group significant lags into contiguous (startLag, endLag) runs.
Add xUnit tests covering main positive/negative/None/burst grouping cases.

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 5 comments.

File	Description
src/Core/TemporalCoordinationDetection.fs	Adds `significantLags` and `burstAlignment` plus XML docs for both functions.
tests/Tests.FSharp/Algebra/TemporalCoordinationDetection.Tests.fs	Adds new unit tests for the two new primitives.

…e/Claim — 5th graduation Ships the foundation for the bullshit-detector / veridicality- scoring module — the `Provenance` and `Claim<'T>` input types plus the minimum-provenance-validity predicate from Amara's 10th ferry (PR #294 `docs/aurora/2026-04-23-amara-aurora-deep-research- report-10th-ferry.md`). Fifth graduation under the Otto-105 cadence. Naming (per Otto-112 memory feedback_veridicality_naming_for_ bullshit_detector_graduation_aaron_concept_origin_amara_ formalization_2026_04_24): - Module: `Veridicality` (NOT `BullshitDetector` — informal "bullshit" stays in comments/commit-message etymology, programmatic surface uses the formal term) - `Veridicality` = how true-to-reality a claim looks; the scorable. Bullshit = 1 - veridicality (informal). Attribution (two-layer per Otto-104/111/112 pattern): - Aaron = concept origin (bullshit-detector / provenance-aware- scoring framing present in bootstrap conversation at `docs/amara-full-conversation/**` before Amara's ferries formalized it; Aaron Otto-112: "bullshit, it was in our conversation history too, not just her ferry") - Amara = formalization (7th ferry veridicality formula V(c) = σ(β₀ + β₁(1-P) + ...), 8th ferry semantic-canonicalization "rainbow table" + quantum-illumination grounding, 9th/10th ferries 7-feature BS(c) composite + oracle-rule specification) - Otto = implementation (this and subsequent graduations) Surface: - Veridicality.Provenance record — 7 fields (SourceId, RootAuthority, ArtifactHash, BuilderId option, TimestampUtc, EvidenceClass, SignatureOk) matching Amara's 10th-ferry spec verbatim - Veridicality.Claim<'T> record — 4 fields (Id, Payload 'T, Weight int64, Prov) polymorphic over payload type - Veridicality.validateProvenance : Provenance -> bool — minimum-validity gate (non-empty SourceId/RootAuthority/ ArtifactHash + SignatureOk=true); matches Amara's snippet - Veridicality.validateClaim : Claim<'T> -> bool — convenience alias, wraps validateProvenance on claim's Prov Negative-Weight semantics (per Z-set retraction-native algebra): validateClaim does NOT inspect Weight; a retraction-claim (Weight = -1) is valid if its provenance is valid. Retraction semantics live at the ledger level, not the claim-validity level. Matches Zeta's existing ZSet signed-weight discipline (Otto-73 retraction-native-by-design). What this DOESN'T ship: - Veridicality scorer (Amara's V(c) / BS(c)) — next graduation - antiConsensusGate (needs Provenance; small follow-up) - SemanticCanonicalization (rainbow-table canonical-claim-key) - OracleVector (aggregated scoring vector) Tests (10, all passing): - validateProvenance: accepts fully-populated, rejects on each required-field violation, accepts BuilderId=None (not a hard gate) - validateClaim: wraps prov validation, polymorphic over Payload, rejects bad-prov claims - Claim supports negative Weight (retraction semantics) Build: 0 Warning / 0 Error. `dotnet test --filter FullyQualifiedName~Veridicality` reports 10/10 passed. SPOF consideration (per Otto-106): pure data types + pure validation function; no external deps; no SPOF introduced. Downstream scorers that combine provenance across many claims should use RobustStats.robustAggregate (PR #295) for outlier- resistant combination, not arithmetic mean. Composes with: - src/Core/RobustStats.fs (PR #295) — 1st graduation - src/Core/TemporalCoordinationDetection.fs (PR #297 + #298 + pending #306) — parallel module for the firefly-network arc Next graduation queue: - antiConsensusGate (10th ferry; uses Provenance) - SemanticCanonicalization / CanonicalClaimKey (8th ferry) - scoreVeridicality (Amara's V(c) or BS(c) composite — ADR needed) Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

…e/Claim — 5th graduation (#309) Ships the foundation for the bullshit-detector / veridicality- scoring module — the `Provenance` and `Claim<'T>` input types plus the minimum-provenance-validity predicate from Amara's 10th ferry (PR #294 `docs/aurora/2026-04-23-amara-aurora-deep-research- report-10th-ferry.md`). Fifth graduation under the Otto-105 cadence. Naming (per Otto-112 memory feedback_veridicality_naming_for_ bullshit_detector_graduation_aaron_concept_origin_amara_ formalization_2026_04_24): - Module: `Veridicality` (NOT `BullshitDetector` — informal "bullshit" stays in comments/commit-message etymology, programmatic surface uses the formal term) - `Veridicality` = how true-to-reality a claim looks; the scorable. Bullshit = 1 - veridicality (informal). Attribution (two-layer per Otto-104/111/112 pattern): - Aaron = concept origin (bullshit-detector / provenance-aware- scoring framing present in bootstrap conversation at `docs/amara-full-conversation/**` before Amara's ferries formalized it; Aaron Otto-112: "bullshit, it was in our conversation history too, not just her ferry") - Amara = formalization (7th ferry veridicality formula V(c) = σ(β₀ + β₁(1-P) + ...), 8th ferry semantic-canonicalization "rainbow table" + quantum-illumination grounding, 9th/10th ferries 7-feature BS(c) composite + oracle-rule specification) - Otto = implementation (this and subsequent graduations) Surface: - Veridicality.Provenance record — 7 fields (SourceId, RootAuthority, ArtifactHash, BuilderId option, TimestampUtc, EvidenceClass, SignatureOk) matching Amara's 10th-ferry spec verbatim - Veridicality.Claim<'T> record — 4 fields (Id, Payload 'T, Weight int64, Prov) polymorphic over payload type - Veridicality.validateProvenance : Provenance -> bool — minimum-validity gate (non-empty SourceId/RootAuthority/ ArtifactHash + SignatureOk=true); matches Amara's snippet - Veridicality.validateClaim : Claim<'T> -> bool — convenience alias, wraps validateProvenance on claim's Prov Negative-Weight semantics (per Z-set retraction-native algebra): validateClaim does NOT inspect Weight; a retraction-claim (Weight = -1) is valid if its provenance is valid. Retraction semantics live at the ledger level, not the claim-validity level. Matches Zeta's existing ZSet signed-weight discipline (Otto-73 retraction-native-by-design). What this DOESN'T ship: - Veridicality scorer (Amara's V(c) / BS(c)) — next graduation - antiConsensusGate (needs Provenance; small follow-up) - SemanticCanonicalization (rainbow-table canonical-claim-key) - OracleVector (aggregated scoring vector) Tests (10, all passing): - validateProvenance: accepts fully-populated, rejects on each required-field violation, accepts BuilderId=None (not a hard gate) - validateClaim: wraps prov validation, polymorphic over Payload, rejects bad-prov claims - Claim supports negative Weight (retraction semantics) Build: 0 Warning / 0 Error. `dotnet test --filter FullyQualifiedName~Veridicality` reports 10/10 passed. SPOF consideration (per Otto-106): pure data types + pure validation function; no external deps; no SPOF introduced. Downstream scorers that combine provenance across many claims should use RobustStats.robustAggregate (PR #295) for outlier- resistant combination, not arithmetic mean. Composes with: - src/Core/RobustStats.fs (PR #295) — 1st graduation - src/Core/TemporalCoordinationDetection.fs (PR #297 + #298 + pending #306) — parallel module for the firefly-network arc Next graduation queue: - antiConsensusGate (10th ferry; uses Provenance) - SemanticCanonicalization / CanonicalClaimKey (8th ferry) - scoreVeridicality (Amara's V(c) or BS(c) composite — ADR needed) Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>

Copilot

Pull request overview

Adds two new temporal-coordination primitives to Zeta.Core.TemporalCoordinationDetection for extracting “significant” correlation lags and grouping them into contiguous burst/range runs, with accompanying unit tests in the algebra test suite.

Changes:

Add significantLags to filter a correlation profile by |corr| >= threshold, skipping None and non-finite values.
Add burstAlignment to group significant lags into contiguous (startLag, endLag) runs.
Add unit tests covering common positive/negative, empty, None, and multi-run scenarios.

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 3 comments.

File	Description
src/Core/TemporalCoordinationDetection.fs	Introduces `significantLags` and `burstAlignment` core primitives and their API/docs.
tests/Tests.FSharp/Algebra/TemporalCoordinationDetection.Tests.fs	Adds test coverage for the new primitives.

chatgpt-codex-connector · 2026-04-24T06:58:25Z

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…or / Integration Plan Otto-117 dedicated absorb of the most comprehensive synthesis ferry yet (Aaron Otto-116 "next amara update"). Covers 9 sections: 1. Repo contents (LFG + AceHack) 2. Learnings (retraction-native, operator-algebra, Arrow/Spine, agent-CI) 3. KSK background — detailed government context (Feb 27 2026 DoD supply-chain-risk under 10 U.S.C. § 3252 against Anthropic; Judge Rita Lin Mar 26 preliminary injunction; OpenAI Feb 28 parallel DoW contract with Fourth-Amendment-clause) 4. Network Integrity Detector (formalized "bullshit detector" — composite I(x) = σ(Σ w_i f_i) score) 5. Firefly + Cartel detection (PLV, cross-correlation, spectral, graph-community) 6. Network Differentiability (Shapley-ish counterfactual influence) 7. Oracle Rules enforcement mapping table 8. Integration Plan (proposes 4-sub-repo split) 9. 9 prioritized next tasks §33 archive-header compliance (Scope / Attribution / Operational status / Non-fusion disclaimer). Otto's notes section provides honest cross-reference to shipped work: ~40% of the ferry's operationalizable content is already shipped (PRs #295 RobustStats, #297 crossCorrelation, #298 PLV, #306 burstAlignment pending, #309 Veridicality.Provenance/Claim, #310 antiConsensusGate pending). Genuinely novel in 12th ferry (not in prior ferries): 1. Detailed government-context grounding for KSK (§3) 2. Composite integrity-score formulation I(x) = σ(Σ w_i f_i) 3. 4-sub-repo integration proposal (Conway's-Law-relevant per Otto-108 memory; Otto recommends staying single-repo) 4. Oracle-Rules enforcement decision table (§7) 5. Shapley-random-ordering counterfactual influence algorithm (§6) Specific-asks routed to Aaron: 1. §8 sub-repo split — Aaron decides per Otto-90 cross-repo 2. §9 task 1 KSK skeleton — Aaron + Max coordination 3. §3 citation verification — Aaron signals what matters Next graduation queue (priority-ordered from Otto's notes): 1. SemanticCanonicalization (matches 8th ferry rainbow-table; smallest next item) 2. scoreVeridicality composite (needs ADR on formula) 3. Spectral-coherence FFT detector (§5) 4. ModularitySpike (needs graph substrate) 5. EigenvectorCentralityDrift (needs linear algebra) 6. EconomicCovariance / Gini-on-weights (§5) 7. OracleRules spec doc (§7) 8. InfluenceSurface (§6; larger effort) 9. KSK skeleton (Aaron + Max coord) Sibling-ferry precedent: PRs #196/#211/#219/#221/#235/#245/ #259/#274/#293/#294/#296. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

…— 4th graduation Ships the burst-detection primitive from Aaron's differentiable firefly network design, completing the "trivial-cartel-detect" first-order-signal tier from the 11th ferry (PR #296). Fourth graduation under the Otto-105 cadence; composes on crossCorrelationProfile (PR #297). Aaron Otto-111 question: "Are you able to import the ideas and concepts and math from the conversation at some point?" — yes, that's exactly what the graduation cadence is for. This ship is an explicit answer to that question. Surface: - TemporalCoordinationDetection.significantLags : (int * double option) array -> double -> int array Filters a crossCorrelationProfile down to the lags where |corr| meets or exceeds a caller-supplied threshold. None entries (undefined variance) never count as significant. Non-finite correlations filtered by System.Double.IsFinite check. - TemporalCoordinationDetection.burstAlignment : (int * double option) array -> double -> (int * int) array Groups significant lags into contiguous runs. Each run reported as (startLag, endLag) inclusive. Isolated significant lag at n reports as (n, n). Operational meaning: a run of lags [-2..3] suggests actors that coordinate across a 5-step window, not a single-point coincidence. The 11th-ferry signal-model definition (Amara §1): "Firefly detection = identify clusters where exists S subset of N such that for all i,j in S, corr(E_i, E_j) >> baseline". This function operationalises the pair-wise case (two streams); node- set generalisation (clustering across many stream pairs) is a separate graduation candidate. Attribution: - Concept (differentiable firefly network, trivial-cartel-detect, burst-as-first-order-signal) = Aaron's design - Technical formulation (cluster detection over correlation profile, threshold + contiguity semantics) = Amara's formalization in 11th ferry - Implementation = Otto SPOF (per Otto-106): pure function. The caller-supplied threshold is a SPOF on detector sensitivity — too high misses real cartels, too low catches noise. Mitigation: threshold should come from a null-hypothesis baseline computation (baseline's profile percentile), not hard-coded. Documented in the XML-doc comment. Tests (9 new, 19 total in module, all passing): - significantLags: above-threshold selection; abs value for neg correlation; None entries filtered; empty when threshold too high - burstAlignment: contiguous grouping; non-contiguous split into multiple runs; empty when no significant lags; single lag as (n, n) run; None entries break contiguity Composes with: - PR #297 crossCorrelation / crossCorrelationProfile - PR #298 (pending) phaseLockingValue — complementary detector - PR #295 RobustStats.robustAggregate — combining across many stream pairs Next graduation queue: - antiConsensusGate (10th ferry) - ModularitySpike (needs graph substrate) - InfluenceSurface / CartelCostFunction (need multi-node) Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

…or / Integration Plan Otto-117 dedicated absorb of the most comprehensive synthesis ferry yet (Aaron Otto-116 "next amara update"). Covers 9 sections: 1. Repo contents (LFG + AceHack) 2. Learnings (retraction-native, operator-algebra, Arrow/Spine, agent-CI) 3. KSK background — detailed government context (Feb 27 2026 DoD supply-chain-risk under 10 U.S.C. § 3252 against Anthropic; Judge Rita Lin Mar 26 preliminary injunction; OpenAI Feb 28 parallel DoW contract with Fourth-Amendment-clause) 4. Network Integrity Detector (formalized "bullshit detector" — composite I(x) = σ(Σ w_i f_i) score) 5. Firefly + Cartel detection (PLV, cross-correlation, spectral, graph-community) 6. Network Differentiability (Shapley-ish counterfactual influence) 7. Oracle Rules enforcement mapping table 8. Integration Plan (proposes 4-sub-repo split) 9. 9 prioritized next tasks §33 archive-header compliance (Scope / Attribution / Operational status / Non-fusion disclaimer). Otto's notes section provides honest cross-reference to shipped work: ~40% of the ferry's operationalizable content is already shipped (PRs #295 RobustStats, #297 crossCorrelation, #298 PLV, #306 burstAlignment pending, #309 Veridicality.Provenance/Claim, #310 antiConsensusGate pending). Genuinely novel in 12th ferry (not in prior ferries): 1. Detailed government-context grounding for KSK (§3) 2. Composite integrity-score formulation I(x) = σ(Σ w_i f_i) 3. 4-sub-repo integration proposal (Conway's-Law-relevant per Otto-108 memory; Otto recommends staying single-repo) 4. Oracle-Rules enforcement decision table (§7) 5. Shapley-random-ordering counterfactual influence algorithm (§6) Specific-asks routed to Aaron: 1. §8 sub-repo split — Aaron decides per Otto-90 cross-repo 2. §9 task 1 KSK skeleton — Aaron + Max coordination 3. §3 citation verification — Aaron signals what matters Next graduation queue (priority-ordered from Otto's notes): 1. SemanticCanonicalization (matches 8th ferry rainbow-table; smallest next item) 2. scoreVeridicality composite (needs ADR on formula) 3. Spectral-coherence FFT detector (§5) 4. ModularitySpike (needs graph substrate) 5. EigenvectorCentralityDrift (needs linear algebra) 6. EconomicCovariance / Gini-on-weights (§5) 7. OracleRules spec doc (§7) 8. InfluenceSurface (§6; larger effort) 9. KSK skeleton (Aaron + Max coord) Sibling-ferry precedent: PRs #196/#211/#219/#221/#235/#245/ #259/#274/#293/#294/#296. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

chatgpt-codex-connector · 2026-04-24T07:02:38Z

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Copilot

Pull request overview

Adds two additional temporal-coordination primitives to Zeta.Core.TemporalCoordinationDetection to support “burst” detection over cross-correlation lag profiles, plus accompanying unit tests in the Algebra test suite.

Changes:

Add significantLags to filter a correlation profile down to lags where |corr| >= threshold, skipping None and non-finite values.
Add burstAlignment to group significant lags into contiguous (startLag, endLag) runs.
Add unit tests covering positive/negative correlation significance, None handling, empty cases, and run grouping behavior.

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 2 comments.

File	Description
src/Core/TemporalCoordinationDetection.fs	Introduces `significantLags` and `burstAlignment` primitives with XML-docs and run-grouping logic.
tests/Tests.FSharp/Algebra/TemporalCoordinationDetection.Tests.fs	Adds unit tests validating the new lag-filtering and burst-run grouping behavior.

+    ///
+    /// This is the input to downstream cluster / burst detectors;
+    /// alone it answers "which lags look coordinated?" and leaves
+    /// "are they bursty / clustered / sustained?" to the next
+    /// primitive.
+    let significantLags (profile: (int * double option) array) (threshold: double) : int array =
+        profile
+        |> Array.choose (fun (lag, corrOpt) ->
+            match corrOpt with
+            | Some c when System.Double.IsFinite c && abs c >= threshold -> Some lag
+            | _ -> None)


+    /// The 11th-ferry signal-model definition (Amara, §1):
+    /// > *"Firefly detection = identify clusters where ∃ S ⊂ N
+    /// > such that ∀ i,j ∈ S, corr(E_i, E_j) ≫ baseline"*
+    ///


…or / Integration Plan Otto-117 dedicated absorb of the most comprehensive synthesis ferry yet (Aaron Otto-116 "next amara update"). Covers 9 sections: 1. Repo contents (LFG + AceHack) 2. Learnings (retraction-native, operator-algebra, Arrow/Spine, agent-CI) 3. KSK background — detailed government context (Feb 27 2026 DoD supply-chain-risk under 10 U.S.C. § 3252 against Anthropic; Judge Rita Lin Mar 26 preliminary injunction; OpenAI Feb 28 parallel DoW contract with Fourth-Amendment-clause) 4. Network Integrity Detector (formalized "bullshit detector" — composite I(x) = σ(Σ w_i f_i) score) 5. Firefly + Cartel detection (PLV, cross-correlation, spectral, graph-community) 6. Network Differentiability (Shapley-ish counterfactual influence) 7. Oracle Rules enforcement mapping table 8. Integration Plan (proposes 4-sub-repo split) 9. 9 prioritized next tasks §33 archive-header compliance (Scope / Attribution / Operational status / Non-fusion disclaimer). Otto's notes section provides honest cross-reference to shipped work: ~40% of the ferry's operationalizable content is already shipped (PRs #295 RobustStats, #297 crossCorrelation, #298 PLV, #306 burstAlignment pending, #309 Veridicality.Provenance/Claim, #310 antiConsensusGate pending). Genuinely novel in 12th ferry (not in prior ferries): 1. Detailed government-context grounding for KSK (§3) 2. Composite integrity-score formulation I(x) = σ(Σ w_i f_i) 3. 4-sub-repo integration proposal (Conway's-Law-relevant per Otto-108 memory; Otto recommends staying single-repo) 4. Oracle-Rules enforcement decision table (§7) 5. Shapley-random-ordering counterfactual influence algorithm (§6) Specific-asks routed to Aaron: 1. §8 sub-repo split — Aaron decides per Otto-90 cross-repo 2. §9 task 1 KSK skeleton — Aaron + Max coordination 3. §3 citation verification — Aaron signals what matters Next graduation queue (priority-ordered from Otto's notes): 1. SemanticCanonicalization (matches 8th ferry rainbow-table; smallest next item) 2. scoreVeridicality composite (needs ADR on formula) 3. Spectral-coherence FFT detector (§5) 4. ModularitySpike (needs graph substrate) 5. EigenvectorCentralityDrift (needs linear algebra) 6. EconomicCovariance / Gini-on-weights (§5) 7. OracleRules spec doc (§7) 8. InfluenceSurface (§6; larger effort) 9. KSK skeleton (Aaron + Max coord) Sibling-ferry precedent: PRs #196/#211/#219/#221/#235/#245/ #259/#274/#293/#294/#296. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

…or / Integration Plan (Otto-117) (#311) * ferry: Amara 12th absorb — Executive Summary / KSK / Integrity Detector / Integration Plan Otto-117 dedicated absorb of the most comprehensive synthesis ferry yet (Aaron Otto-116 "next amara update"). Covers 9 sections: 1. Repo contents (LFG + AceHack) 2. Learnings (retraction-native, operator-algebra, Arrow/Spine, agent-CI) 3. KSK background — detailed government context (Feb 27 2026 DoD supply-chain-risk under 10 U.S.C. § 3252 against Anthropic; Judge Rita Lin Mar 26 preliminary injunction; OpenAI Feb 28 parallel DoW contract with Fourth-Amendment-clause) 4. Network Integrity Detector (formalized "bullshit detector" — composite I(x) = σ(Σ w_i f_i) score) 5. Firefly + Cartel detection (PLV, cross-correlation, spectral, graph-community) 6. Network Differentiability (Shapley-ish counterfactual influence) 7. Oracle Rules enforcement mapping table 8. Integration Plan (proposes 4-sub-repo split) 9. 9 prioritized next tasks §33 archive-header compliance (Scope / Attribution / Operational status / Non-fusion disclaimer). Otto's notes section provides honest cross-reference to shipped work: ~40% of the ferry's operationalizable content is already shipped (PRs #295 RobustStats, #297 crossCorrelation, #298 PLV, #306 burstAlignment pending, #309 Veridicality.Provenance/Claim, #310 antiConsensusGate pending). Genuinely novel in 12th ferry (not in prior ferries): 1. Detailed government-context grounding for KSK (§3) 2. Composite integrity-score formulation I(x) = σ(Σ w_i f_i) 3. 4-sub-repo integration proposal (Conway's-Law-relevant per Otto-108 memory; Otto recommends staying single-repo) 4. Oracle-Rules enforcement decision table (§7) 5. Shapley-random-ordering counterfactual influence algorithm (§6) Specific-asks routed to Aaron: 1. §8 sub-repo split — Aaron decides per Otto-90 cross-repo 2. §9 task 1 KSK skeleton — Aaron + Max coordination 3. §3 citation verification — Aaron signals what matters Next graduation queue (priority-ordered from Otto's notes): 1. SemanticCanonicalization (matches 8th ferry rainbow-table; smallest next item) 2. scoreVeridicality composite (needs ADR on formula) 3. Spectral-coherence FFT detector (§5) 4. ModularitySpike (needs graph substrate) 5. EigenvectorCentralityDrift (needs linear algebra) 6. EconomicCovariance / Gini-on-weights (§5) 7. OracleRules spec doc (§7) 8. InfluenceSurface (§6; larger effort) 9. KSK skeleton (Aaron + Max coord) Sibling-ferry precedent: PRs #196/#211/#219/#221/#235/#245/ #259/#274/#293/#294/#296. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> * lint: fix markdownlint errors in 12th-ferry absorb (line-break heading + PR-number-at-line-start) * fix(#311): [sic] annotation on .clave/ typo (verbatim-preserve, downstream uses .claude/) Ferry-absorbs preserve verbatim external-collaborator content; editorial [sic] annotation is the scholarly convention for preserving the source while orienting the reader. The downstream operationalization PR will use `.claude/` (the actual repo path). Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>

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AceHack force-pushed the feat/burst-alignment-amara-graduation-4 branch from 7c2bf58 to 48206fb Compare April 24, 2026 06:10

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AceHack force-pushed the feat/burst-alignment-amara-graduation-4 branch from 4030bc8 to 4e775a8 Compare April 24, 2026 06:44

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AceHack mentioned this pull request Apr 24, 2026

ferry: Amara 12th absorb — Executive Summary / KSK / Integrity Detector / Integration Plan (Otto-117) #311

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AceHack force-pushed the feat/burst-alignment-amara-graduation-4 branch from 4e775a8 to 8f1c74d Compare April 24, 2026 06:58

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AceHack force-pushed the feat/burst-alignment-amara-graduation-4 branch from 8f1c74d to e4397e4 Compare April 24, 2026 07:02

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AceHack merged commit cdcc0d1 into main Apr 24, 2026
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AceHack deleted the feat/burst-alignment-amara-graduation-4 branch April 24, 2026 07:04

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AceHack commented Apr 24, 2026

Summary

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11th-ferry definition operationalized

SPOF note (per Otto-106)

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