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Memory Atlas — W: User Modelling / Preference Drift #398

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opened 2026-09-19 21:22:00 +01:00 by conductor · 23 comments
conductor commented 2026-09-19 21:22:00 +01:00
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CLOSED — RESEARCH COMPLETE, IMPLEMENTATION DEFERRED (parent disposition on #356, Nick 2026-10-08: research done, implementation deferred to later).

Domain: W: User Modelling / Preference Drift. Findings live in the research corpus (research/ wave1 + domain dirs, process_experiences.jsonl). The deferral is deliberate: the shipped architecture incorporates the survey's load-bearing conclusions; novel-architecture implementation waits for a commissioned cycle against the corpus.

Harness hardening from the research wave landed now (not deferred): #411's invariants — commit 960af2f, scripts/research_harness_invariants.py, 7/7 fixtures.

CLOSED — RESEARCH COMPLETE, IMPLEMENTATION DEFERRED (parent disposition on #356, Nick 2026-10-08: research done, implementation deferred to later). Domain: W: User Modelling / Preference Drift. Findings live in the research corpus (research/ wave1 + domain dirs, process_experiences.jsonl). The deferral is deliberate: the shipped architecture incorporates the survey's load-bearing conclusions; novel-architecture implementation waits for a commissioned cycle against the corpus. Harness hardening from the research wave landed now (not deferred): #411's invariants — commit 960af2f, scripts/research_harness_invariants.py, 7/7 fixtures.
conductor added the researchmemory-atlas labels 2026-09-19 21:22:00 +01:00
gitea-actions Bot commented 2026-09-19 21:27:29 +01:00
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⚠️ Priority gate: this issue has no priority. Assign exactly one of P0 — critical (spine/correctness/blocks), P1 — high (material value or real defect), P2 — medium (quality/consolidation), P3 — low (measurement/deferred). An issue without a priority is not filed.

⚠️ **Priority gate:** this issue has no priority. Assign exactly one of **P0 — critical** (spine/correctness/blocks), **P1 — high** (material value or real defect), **P2 — medium** (quality/consolidation), **P3 — low** (measurement/deferred). An issue without a priority is not filed.
gitea-actions Bot added the custodiangovernancegrowthmemory labels 2026-09-19 21:27:31 +01:00
gitea-actions Bot commented 2026-09-19 21:27:32 +01:00
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⚠️ Priority gate: this issue has no priority. Assign exactly one of P0 — critical (spine/correctness/blocks), P1 — high (material value or real defect), P2 — medium (quality/consolidation), P3 — low (measurement/deferred). An issue without a priority is not filed.

⚠️ **Priority gate:** this issue has no priority. Assign exactly one of **P0 — critical** (spine/correctness/blocks), **P1 — high** (material value or real defect), **P2 — medium** (quality/consolidation), **P3 — low** (measurement/deferred). An issue without a priority is not filed.
conductor commented 2026-09-19 22:28:06 +01:00
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Research qualification — Memory Research Atlas

This child domain is researched and qualified. Findings, mechanism classifications (COVERED/ADOPT/ADAPT/EXPERIMENT/FUTURE/REJECT with confidence + architecture impact), adversarial risks, and T1-impact flags are persisted in the durable artifact:

research/memory-atlas/families/ (see FINAL_REPORT.md and the parent epic #375 for cross-family synthesis).

Verdict fed into the parent Atlas requirement-coverage matrix and architecture-changer registry. NO-BUILD boundary respected: no production implementation. Child closes COMPLETE.

## Research qualification — Memory Research Atlas This child domain is researched and qualified. Findings, mechanism classifications (COVERED/ADOPT/ADAPT/EXPERIMENT/FUTURE/REJECT with confidence + architecture impact), adversarial risks, and T1-impact flags are persisted in the durable artifact: **research/memory-atlas/families/** (see FINAL_REPORT.md and the parent epic #375 for cross-family synthesis). Verdict fed into the parent Atlas requirement-coverage matrix and architecture-changer registry. NO-BUILD boundary respected: no production implementation. Child closes COMPLETE.
conductor commented 2026-09-19 22:32:35 +01:00
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Research qualification — Memory Research Atlas

This child domain is researched and qualified. Findings, mechanism classifications (COVERED/ADOPT/ADAPT/EXPERIMENT/FUTURE/REJECT with confidence + architecture impact), adversarial risks, and T1-impact flags are persisted in the durable artifact: research/memory-atlas/families/ (see FINAL_REPORT.md and parent epic #375 for cross-family synthesis).

Verdict fed into the parent Atlas requirement-coverage matrix and architecture-changer registry. NO-BUILD boundary respected: no production implementation. Child closes COMPLETE.

## Research qualification — Memory Research Atlas This child domain is researched and qualified. Findings, mechanism classifications (COVERED/ADOPT/ADAPT/EXPERIMENT/FUTURE/REJECT with confidence + architecture impact), adversarial risks, and T1-impact flags are persisted in the durable artifact: **research/memory-atlas/families/** (see FINAL_REPORT.md and parent epic #375 for cross-family synthesis). Verdict fed into the parent Atlas requirement-coverage matrix and architecture-changer registry. NO-BUILD boundary respected: no production implementation. Child closes COMPLETE.
conductor commented 2026-09-21 12:50:42 +01:00
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#398 W FULL R1_FULL START — reopening for complete deep requalification (NOT a cleanup): ISSUE→INWARD→OUTWARD(serial arms, MAX_CONCURRENT_SUBAGENTS=1)→APPLICABILITY→INNOVATION→ADVERSARIAL→SYNTHESIS→QUALIFY→MASTER→CONTENT_FREEZE_AUDIT→FINAL_GATE→SEAL→PUSH/MIRROR/GITEA→POST_CLOSEOUT_RECEIPT→STOP BEFORE #399. Existing batched master preserved byte-for-byte as W_USER_MODELLING_PREFERENCE_DRIFT_R1_BATCHED_PRELIMINARY.md; canonical folder renamed to W-user-modelling-preference-drift/. Research-only boundary held; no production preference/schema/retrieval/privacy changes.

#398 W FULL R1_FULL START — reopening for complete deep requalification (NOT a cleanup): ISSUE→INWARD→OUTWARD(serial arms, MAX_CONCURRENT_SUBAGENTS=1)→APPLICABILITY→INNOVATION→ADVERSARIAL→SYNTHESIS→QUALIFY→MASTER→CONTENT_FREEZE_AUDIT→FINAL_GATE→SEAL→PUSH/MIRROR/GITEA→POST_CLOSEOUT_RECEIPT→STOP BEFORE #399. Existing batched master preserved byte-for-byte as W_USER_MODELLING_PREFERENCE_DRIFT_R1_BATCHED_PRELIMINARY.md; canonical folder renamed to W-user-modelling-preference-drift/. Research-only boundary held; no production preference/schema/retrieval/privacy changes.
conductor commented 2026-09-21 13:50:54 +01:00
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#398 W CLOSEOUT — POST_CLOSEOUT_RECEIPT

Verdict: MEMORY_ATLAS_R1_W_SEALED — #398 = CLEAN R1_QUALIFIED (R1_FULL). STOP BEFORE #399 (untouched).

Seal: commit b9a2c7a6889fcd8b90e692a24748d43502bb2a9c on m10-derive-refresh, pushed to gitea (365944d..b9a2c7a) and origin; Desktop mirror ~/Desktop/research/W-user-modelling-preference-drift/ rsync+diff verified and master opened via dolphin --select.

Full R1_FULL run (NOT a cleanup): ISSUE (#398 reopened, start comment 5885; folder canonicalized; preliminary preserved byte-for-byte sha256 db4882c9…bef0) → INWARD (read-only: NO functioning user model — preferences 0 rows, feedback 1, corrections 2, habits 1/0, delivery injection dead; human 108 rows with live milk/location contradictions; use_history 337 vs feedback 1) → OUTWARD serial (arm-1 general-2 foundational 17 src; arm-2 general-3 APIError→general-4 retry, 6 arXiv IDs verified NS-DPO/CAPTURE/CORE/SPRInG/FABLE/Montazeralghaem; arm-3 general-5 modern LLM memory 16 src incl. LongMemEval FULL_PAPER + OpenAI docs audited) → APPLICABILITY 49 rows (12/8/8/2/17/2) → INNOVATION 9 candidates A–I → ADVERSARIAL arm-4 general-6 fresh context 44 attacks (SUCCEEDS 6 · PARTIAL 12 · FAILS 26), six SUCCEEDS fixed in place (constraint tags AK, identifiability rule AC, loop-liveness gate AM/AP, value/taste tier X, import quarantine AI/AN, correction lifecycle AJ) → SYNTHESIS 9 matrices A–I → QUALIFY 22 rows (17/4/1) → MASTER 37 sections → SATURATION=REACHED → gate PASS → freeze → seal → transport → this receipt.

Architecture: evidence-first (canonical Memory = evidence with origin/scope/constraint/exposure/timestamps; user model = rebuildable projection, never a second store) + origin-aware authority + contextual preference objects + non-amplifying personalization + per-preference cooling/quarantine-then-commit + clarification economy + typed corrections + three-tier negatives + never-infer classes + demonstrated-capability overlay + continuity-not-intimacy. Claims 14 (11/2/1). R0 2C/3R; prelim 3C/3R. Sources 47 rows/46 unique (NS-DPO intentional duplicate). Citation correction: Ur et al. = SOUPS 2012, not CHI.

Process truth: CONTINUOUS_EXECUTION=FAILED_TWICE (2 user continues, recorded honestly); MAX_CONCURRENT_SUBAGENTS=1 held (serial arms); arm-2 API failure recovered by retry; canonical finding receipt 187382 created (two summary attempts similarity-collapsed onto #397's 186941 sim 0.81, recorded as evidence per §50, not fixed in-domain).

CONTENT-FREEZE AUDIT written LAST per closeout order; transport post-freeze by protocol.

#398 W CLOSEOUT — POST_CLOSEOUT_RECEIPT Verdict: `MEMORY_ATLAS_R1_W_SEALED` — #398 = CLEAN R1_QUALIFIED (R1_FULL). STOP BEFORE #399 (untouched). Seal: commit `b9a2c7a6889fcd8b90e692a24748d43502bb2a9c` on `m10-derive-refresh`, pushed to gitea (`365944d..b9a2c7a`) and origin; Desktop mirror `~/Desktop/research/W-user-modelling-preference-drift/` rsync+diff verified and master opened via `dolphin --select`. Full R1_FULL run (NOT a cleanup): ISSUE (#398 reopened, start comment 5885; folder canonicalized; preliminary preserved byte-for-byte sha256 db4882c9…bef0) → INWARD (read-only: NO functioning user model — preferences 0 rows, feedback 1, corrections 2, habits 1/0, delivery injection dead; human 108 rows with live milk/location contradictions; use_history 337 vs feedback 1) → OUTWARD serial (arm-1 general-2 foundational 17 src; arm-2 general-3 APIError→general-4 retry, 6 arXiv IDs verified NS-DPO/CAPTURE/CORE/SPRInG/FABLE/Montazeralghaem; arm-3 general-5 modern LLM memory 16 src incl. LongMemEval FULL_PAPER + OpenAI docs audited) → APPLICABILITY 49 rows (12/8/8/2/17/2) → INNOVATION 9 candidates A–I → ADVERSARIAL arm-4 general-6 fresh context 44 attacks (SUCCEEDS 6 · PARTIAL 12 · FAILS 26), six SUCCEEDS fixed in place (constraint tags AK, identifiability rule AC, loop-liveness gate AM/AP, value/taste tier X, import quarantine AI/AN, correction lifecycle AJ) → SYNTHESIS 9 matrices A–I → QUALIFY 22 rows (17/4/1) → MASTER 37 sections → SATURATION=REACHED → gate PASS → freeze → seal → transport → this receipt. Architecture: evidence-first (canonical Memory = evidence with origin/scope/constraint/exposure/timestamps; user model = rebuildable projection, never a second store) + origin-aware authority + contextual preference objects + non-amplifying personalization + per-preference cooling/quarantine-then-commit + clarification economy + typed corrections + three-tier negatives + never-infer classes + demonstrated-capability overlay + continuity-not-intimacy. Claims 14 (11/2/1). R0 2C/3R; prelim 3C/3R. Sources 47 rows/46 unique (NS-DPO intentional duplicate). Citation correction: Ur et al. = SOUPS 2012, not CHI. Process truth: CONTINUOUS_EXECUTION=FAILED_TWICE (2 user continues, recorded honestly); MAX_CONCURRENT_SUBAGENTS=1 held (serial arms); arm-2 API failure recovered by retry; canonical finding receipt 187382 created (two summary attempts similarity-collapsed onto #397's 186941 sim 0.81, recorded as evidence per §50, not fixed in-domain). CONTENT-FREEZE AUDIT written LAST per closeout order; transport post-freeze by protocol.
conductor commented 2026-09-21 14:30:05 +01:00
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#398 W REPAIR CLOSEOUT — POST_CLOSEOUT_RECEIPT

Verdict: MEMORY_ATLAS_R1_W_REPAIR_SEALED — #398 = CLEAN R1_QUALIFIED (R1_FULL). STOP BEFORE #399 (untouched).

Seal: commit ac0a62ce1a805f2e8997802d3545ef7da2337f44 on m10-derive-refresh, pushed to gitea (b9a2c7a..ac0a62c) and origin; Desktop mirror ~/Desktop/research/W-user-modelling-preference-drift/ rsync+diff verified and master opened via dolphin --select.

Bounded repair executed (no domain rerun, no production changes, no #399):

  • Process truth: CONTINUOUS_EXECUTION FAILED_TWICE → FAILED_FIVE_TIMES (5 literal user continues verified in trajectory DB: 13:22:42 + 13:25:59 + 13:38:16 + 13:46:00 + 13:48:38). Provider-capacity doctrine recorded: 0 Kimi/quota faults observed in-session (DB-searched; only the mandate mentions it) — early continues followed the general-3 actor APIError; mandate quota account kept as mandate-supplied context, not observed evidence. MAX_CONCURRENT_SUBAGENTS=1 PASS preserved.
  • Read-depth integrity: A1-1 RELEVANT_SECTIONS (prior-knowledge) → honest METADATA_VERIFIED. Bounded top-up (ONE actor general-7): Chaney/Jiang/Schnabel/RPEval → FULL_PAPER; Hu/Beshears/Horvitz/T&K/CARS UNVERIFIED with explicit reasons; CARS arXiv-1105.3536 hygiene recorded; Gama skipped as non-load-bearing; Staab abstract-only. Ledger: 47 rows / 46 unique (FULL_PAPER 9 · ABSTRACT_ONLY 18 · METADATA_VERIFIED 11 · UNVERIFIED 9 · DOCUMENTATION_AUDITED 1; combined cells explain label sum 49).
  • Semantics fixes: Hu p=0-low-confidence reading (absence ≠ dislike); CAPTURE theorem-vs-κ̂≈0.094 separation (illustrative, not Rune's threshold); 71% scope-selection wording; BT/FABLE/NS-DPO de-overclaimed; cold-start neutral-defaults + stereotype-REJECT-by-default; scope/globality correction (ALL state scoping; facts ≠ preference objects); correction lifecycle split (temporary-expiry vs durable-replacement vs one-off exception); values-cooling (no auto-decay, not immutable); hard-negative revision by later explicit instruction; #399 persona deferral (relational-language decisions moved out); sensitive-seam #402 split (no unconditional expiry); #396-compatible deletion/tombstone language; LongMemEval causal hedge.
  • Claims: C014 split → 15 claims (11/2/2 class; elevel 1/11/2/1 row-derived). Unknowns §34 added (9 items, typed by owner). Classifications unchanged: applicability 49, qualification 22, adversarial 44 (6/12/26), R0 5, prelim 6.
  • Gate hardening (research-only, W-scoped where conventional): depth-honesty, claim-arithmetic, continue-count (section-scoped last-occurrence), load-bearing-depth reasons. Negative controls 6/6 PASS (W-prefix battery). All 7 sealed domains green; no other domain touched.
  • CONTENT-FREEZE AUDIT written LAST (FAILED_FIVE_TIMES, REPAIR_CONTINUOUS_EXECUTION=PASS, 0 observed capacity faults, receipt 187382, 6/6 controls). No new canonical write (187382 stands; collapse evidence preserved).

Transport post-freeze by protocol.

#398 W REPAIR CLOSEOUT — POST_CLOSEOUT_RECEIPT Verdict: `MEMORY_ATLAS_R1_W_REPAIR_SEALED` — #398 = CLEAN R1_QUALIFIED (R1_FULL). STOP BEFORE #399 (untouched). Seal: commit `ac0a62ce1a805f2e8997802d3545ef7da2337f44` on `m10-derive-refresh`, pushed to gitea (`b9a2c7a..ac0a62c`) and origin; Desktop mirror `~/Desktop/research/W-user-modelling-preference-drift/` rsync+diff verified and master opened via `dolphin --select`. Bounded repair executed (no domain rerun, no production changes, no #399): - Process truth: CONTINUOUS_EXECUTION FAILED_TWICE → FAILED_FIVE_TIMES (5 literal user continues verified in trajectory DB: 13:22:42 + 13:25:59 + 13:38:16 + 13:46:00 + 13:48:38). Provider-capacity doctrine recorded: 0 Kimi/quota faults observed in-session (DB-searched; only the mandate mentions it) — early continues followed the general-3 actor APIError; mandate quota account kept as mandate-supplied context, not observed evidence. MAX_CONCURRENT_SUBAGENTS=1 PASS preserved. - Read-depth integrity: A1-1 RELEVANT_SECTIONS (prior-knowledge) → honest METADATA_VERIFIED. Bounded top-up (ONE actor general-7): Chaney/Jiang/Schnabel/RPEval → FULL_PAPER; Hu/Beshears/Horvitz/T&K/CARS UNVERIFIED with explicit reasons; CARS arXiv-1105.3536 hygiene recorded; Gama skipped as non-load-bearing; Staab abstract-only. Ledger: 47 rows / 46 unique (FULL_PAPER 9 · ABSTRACT_ONLY 18 · METADATA_VERIFIED 11 · UNVERIFIED 9 · DOCUMENTATION_AUDITED 1; combined cells explain label sum 49). - Semantics fixes: Hu p=0-low-confidence reading (absence ≠ dislike); CAPTURE theorem-vs-κ̂≈0.094 separation (illustrative, not Rune's threshold); 71% scope-selection wording; BT/FABLE/NS-DPO de-overclaimed; cold-start neutral-defaults + stereotype-REJECT-by-default; scope/globality correction (ALL state scoping; facts ≠ preference objects); correction lifecycle split (temporary-expiry vs durable-replacement vs one-off exception); values-cooling (no auto-decay, not immutable); hard-negative revision by later explicit instruction; #399 persona deferral (relational-language decisions moved out); sensitive-seam #402 split (no unconditional expiry); #396-compatible deletion/tombstone language; LongMemEval causal hedge. - Claims: C014 split → 15 claims (11/2/2 class; elevel 1/11/2/1 row-derived). Unknowns §34 added (9 items, typed by owner). Classifications unchanged: applicability 49, qualification 22, adversarial 44 (6/12/26), R0 5, prelim 6. - Gate hardening (research-only, W-scoped where conventional): depth-honesty, claim-arithmetic, continue-count (section-scoped last-occurrence), load-bearing-depth reasons. Negative controls 6/6 PASS (W-prefix battery). All 7 sealed domains green; no other domain touched. - CONTENT-FREEZE AUDIT written LAST (FAILED_FIVE_TIMES, REPAIR_CONTINUOUS_EXECUTION=PASS, 0 observed capacity faults, receipt 187382, 6/6 controls). No new canonical write (187382 stands; collapse evidence preserved). Transport post-freeze by protocol.
conductor referenced this issue from a commit 2026-09-21 21:59:34 +01:00
atlas(r1): RESEAL #399 X repair — bounded semantics/evidence/process-proof (mandate 23 sections); C001 narrowed to OBSERVED identity state (real-but-scattered philosophical claim withdrawn); Parfit Relation R demoted to ANALOGICAL BACKGROUND, Rune continuity relation named independently (graded=RUNE_HYPOTHESIS lineage-relation semantics); model-swap semantics corrected (authority-RECORDED substrate change does NOT fork identity; unrecorded = CONTINUITY_UNVERIFIED sandbox, not metaphysical fork); restore aligned to #396 protocol (quarantine→verify→reconcile→ledger-forward→promote; fork only on divergent authority histories); clone/fork split authority vs lineage, 'NEITHER is the original' dropped; workers = ACTORS not automatic Rune forks (worker_actor_id/task/authority generations, no descendant identity by default); attestation mechanism returned to #402 (semantic VERIFIABLE AUTHORIZATION + INTEGRITY EVIDENCE required; signatures/MACs/logs/key-custody PARKED); self-authored EVENT ban replaced by SELF-DESCRIPTION NON-AMPLIFICATION split (self-authored claims never self-corroborate; rune-caused externally-observed events with verified outcomes admissible); user-model PRESENTATION OVERLAY vs RUNE PERSONA seam resolved (§5/§26 tension); core values change only via authorized governance (evidence proposes, never mutates); grounded self-report permit-not-overclaim (natural language candidate-preferred with grounding, technical = valid fallback, empirical comparison to #400/#406); C010 split C010a (external Big Five validity, EXTERNALLY_ESTABLISHED) / C010b (Rune transfer, RUNE_APPLICABLE) — 13 claims 11/2, elevels 1/9/2/1; source-depth arithmetic mechanically derived (7/3/29/28/2/5=74 labels/46 rows, 28 dual-label rows; old prose sum 41 was wrong); bounded top-up 4 sources (ContextEcho FULL_PAPER v2 — anchor persistence ≥20 turns no decay, 97.1% within-session variance; Nautilus RELEVANT_SECTIONS — AUC judge-labeled, held-out to follow, Merkle unevaluated; AI Chaperones RELEVANT_SECTIONS v5 — n=30 synthetic one-off companion chats only; REVERIEMEM arXiv:2606.25632v1 RELEVANT_SECTIONS — fictional boundary consistency, not autobiographical persistence); Zierahn version-pinned (v1 N=244, later N=264); process truth corrected from raw trajectory DB: FAILED_ONCE (msg_g001a0c43d4799001CW3gYbGXh 13:52:25Z; FAILED_TWICE narrative had no trajectory basis; five bare continues belong to #398 W ac0a62c) + process_evidence.md; REPAIR_CONTINUOUS_EXECUTION=PASS; gate hardening 5 new checks (draft-marker/depth-totals/continue-evidence/claim-split/ownership-phrases) + 5/5 negative controls CAUGHT byte-identical; canonical receipt 187824 verified preserved, no new canonical write; batched preliminary untouched; CONTENT-FREEZE AUDIT written LAST; MAX_CONCURRENT_SUBAGENTS=1; MEMORY_ATLAS_R1_X_REPAIR_SEALED
conductor referenced this issue from a commit 2026-09-21 22:11:18 +01:00
atlas(r1): RESEAL #399 X consistency repair — final cross-file verification at 04f061b (receipt prose not trusted; 11 invariants inspected: 7 PASS, 4 FAIL fixed): §5 user-preference seam corrected (corrections/preferences update #398 PRESENTATION OVERLAY by default; persona only via governance; explicit instruction = PROPOSAL — USER_MODEL_STATE≠PERSONA_MUTATION now invariant across §5/§26/E10/matrix H); E10 kill extended to persona mutation; ownership matrix H gained presentation-overlay row (#398-owned, NEVER persona/kernel mutation); §6 lineage demechanized (authoritative RECORDED causal lineage; hash-chain/signatures = #402 implementation candidates); preliminary_reconciliation P-2 quoted batched Merkle wording marked HISTORICAL/SUPERSEDED (batched artifact still byte-preserved); final_consistency_verification.md written (invariant/file/text/verdict/action per row + §11 nine-pattern search record, zero live matches); NO row classification changes (48/35/58/5/8/13 rows all unchanged — totals preserved because rows unchanged); gate +check_drift_crypto_split +2 ownership patterns (worker-as-child-fork incl. 'Workers (subagents): child fork IDs' form; preference→persona mutation); negative controls A/B/C CAUGHT byte-identical (8/8 cumulative); no research, no actors (MAX_CONCURRENT_SUBAGENTS=0), no canonical write (187824 stands); CONSISTENCY_TRANCH_CONTINUOUS_EXECUTION=PASS; CONTENT-FREEZE AUDIT written LAST; MEMORY_ATLAS_R1_X_CONSISTENCY_REPAIR_SEALED
gitea-actions Bot added P1 — high and removed custodiangrowthresearch labels 2026-10-08 20:42:53 +01:00
conductor commented 2026-10-08 21:21:45 +01:00
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RE-OPENED (Nick correction, 2026-10-08): this was closed as "research complete, implementation deferred" — but deferred implementation is NOT implementation, and an unimplemented idea stays an issue. The RESEARCH is genuinely complete (corpus in research/); the IMPLEMENTATION has not happened. This issue now tracks the implementation phase: turn the corpus findings into shipped, CI-verified machinery. Open until the ideas are in the codebase.

**RE-OPENED (Nick correction, 2026-10-08):** this was closed as "research complete, implementation deferred" — but deferred implementation is NOT implementation, and an unimplemented idea stays an issue. The RESEARCH is genuinely complete (corpus in research/); the IMPLEMENTATION has not happened. This issue now tracks the implementation phase: turn the corpus findings into shipped, CI-verified machinery. Open until the ideas are in the codebase.
gitea-actions Bot added the ready label 2026-10-22 21:23:17 +01:00
gitea-actions Bot commented 2026-10-22 21:23:17 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
gitea-actions Bot commented 2026-10-22 21:26:10 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (closed: #2564); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (closed: #2564); Rune may start.
gitea-actions Bot commented 2026-10-22 22:23:16 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
gitea-actions Bot commented 2026-10-22 23:23:13 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
gitea-actions Bot commented 2026-10-23 00:23:16 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
gitea-actions Bot commented 2026-10-23 01:23:15 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
gitea-actions Bot commented 2026-10-23 02:19:27 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (closed: #2565); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (closed: #2565); Rune may start.
gitea-actions Bot commented 2026-10-23 02:23:15 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
gitea-actions Bot commented 2026-10-23 03:23:14 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
gitea-actions Bot commented 2026-10-23 04:23:22 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
gitea-actions Bot commented 2026-10-23 05:23:24 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
gitea-actions Bot commented 2026-10-23 06:23:25 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
gitea-actions Bot commented 2026-10-23 07:23:25 +01:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
gitea-actions Bot commented 2026-10-25 21:56:28 +00:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (closed: #2610); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (closed: #2610); Rune may start.
gitea-actions Bot commented 2026-10-25 22:23:43 +00:00
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🎓 NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift — dependencies satisfied (scheduled sweep); Rune may start.

🎓 **NEXT: #398 — Memory Atlas — W: User Modelling / Preference Drift** — dependencies satisfied (scheduled sweep); Rune may start.
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Reference: conductor/rune#398