[CLAUDE] Docs: S103 AI_INFRA 6-broadcast adap — crystallized-backfill (measure-then-fill) + Harness-20 fix-all-structure + memory-hygiene mapping

Adap 6 broadcast (hash MATCH cả 6 indep-recompute) qua 2-workflow Harness-9:
- Harness-20 fix-all-structure -> engine §L + dogfood model-note 4-tầng-sweep (incl PERSONA) + 220K→380K neo-supersede + 2-đầu-catch (review bắt 2 DẪN-XUẤT stale-trailer sweep-sót → fixed)
- F4 crystallized-backfill = NEW scripts/crystallized-backfill.ps1 (measure-then-fill DRY NO-API; default target=0=OFF owner-authority; calibrated-range; precondition; file-floor=UPPER-BOUND honest) + budget.json config + budget-table wire
- F1/F3 already-met (0 hardcoded-violation persona-clean; BƯỚC 0.6 bắt S103=Opus real-metadata)
- session-cmd budget-table (Up1) + run-loop 2-tầng (Up2 largely-already-met §L.b(c))
- H16 no-key Applied% = NEW scripts/applied-eval-nokey.ps1 (adversarial-gate fail-closed 3-ca + fault-inject FLIP; mechanism-built numbers-DEFERRED)
- memory-hygiene A/B already-met (archive-gate DRY-RUN + governance-detectors 4-layer 1:1); C n/a JS-sandbox no-CLI-launcher
- consolidation reference-ack (crystallization≠backfill)

engine §L+§M · 6 adap-report + 1 adap-request (#53-garble reasoning-lane mitigation) · send-email fc1e22ac selftest-MATCH · check-email 3 pulled+verified+STAGE-2.

2-workflow: WF1 implement wf_55ef6778-a0d (3 lane schema-CLEAN, selftest exit-0 ×2 + fault-inject teeth) + WF2 review wf_3c5c37cb-aa2 fable-clone (Lane-C PASS returned + Lane-B recover-from-memory PASS; 0-BLOCKING 2-CONCERN-addressed). #53 garble ×3 → em-main recover; investigator AS-10 garble-curation REVERTED (git-backstop).

Runtime S103 = Opus (Fable outage lại, per-session flip; H5-fallback revert-free). State GIỮ NGUYÊN: Mig 61 · 89 bảng · 440 test · gotcha 79 · menu 54. 0 prod-code.

Co-Authored-By: Claude Opus 4.8 (1M) <noreply@anthropic.com>

.claude/agent-memory/memory-budget.json

@@ -68,6 +68,22 @@
       "read_only_scope": "MFE WRITES exactly one file: .claude/agent-memory/.mfe-state.json (its own strikes-state for cross-run Goodhart compare). 'READ-ONLY' is scoped to token_governor / the budget caps (owner-authority) which it NEVER writes -- it is NOT the claim 'writes nothing'."
     }
   },
+  "crystallized_backfill": {
+    "_note": "Harness-20-era (S103, 2026-07-06) crystallized-backfill = 'measure-then-fill'. Read by scripts/crystallized-backfill.ps1 (deterministic NO-API DRY planner). Adapts AI_INFRA broadcast 2026-07-04 F4 + session-cmd-budget-display Upgrade-1. DISTINCT from CRYSTALLIZATION (engine §I distill = compress-TOWARD-source, keep time-invariant): backfill goes the OPPOSITE direction = FILL the empty hot-feed budget with already-crystallized cold-tier data so the cap is not wasted. PRECONDITION: expected_backfill opens ONLY when target>0 AND measured_headroom>0. Default target=0=OFF. NOT-for-sub (sub packs are lead-curated per-task; blind-pour dilutes relevance).",
+    "target": 0,
+    "_target_note": "OWNER-AUTHORITY static number (mirror token_governor.role_boundary_note + mark RC-...21-06...01-58-01). 0 = OFF/disabled = default. Owner raises >0 ONLY after judging a POSITIVE real-token headroom exists on the stable hot-load floor. The AI (em-main) NEVER sets/auto-tunes this; the script is READ-ONLY on it.",
+    "hotload_sources": [
+      "docs/STATUS.md",
+      "docs/HANDOFF.md",
+      ".claude/governance/ACTIVE-MARKS.md",
+      "docs/changelog/migration-todos.md",
+      "docs/gotchas.md",
+      ".claude/agents/README.md"
+    ],
+    "_hotload_note": "STABLE always-on FILE-FLOOR only (reproducible session-to-session). measured_headroom over this list = an UPPER BOUND on real headroom: the PEAK hot-feed ALSO loads session-VARIABLE lead-pasted task-context (task-relevant docs / code / gotcha-slices / engine-slices) that is NOT a fixed file-list, so the real peak approaches the ~368K lead read-set (token_governor.lead_note) and real headroom is SMALLER than this floor-measure shows. This is exactly broadcast F4's warning: byte/4 undercount + partial-source-list = 'illusion of room'. Hence target stays 0 until the owner judges stable room exists.",
+    "source_order": ["gist", "value-marked-archive", "curated-RAG"],
+    "_source_order_note": "value-gated, dedup vs hot-load, only TIME-INVARIANT crystallized content (NOT raw-episodic / volatile): (1) archive/<period>.gist.md 4-field distill; (2) archive lines carrying value_protect markers (gotcha# / anti-pattern / root-cause / lesson); (3) curated RAG search_memory. The PLANNER prints this order; it performs NO pull (DRY, like memory-archive-gate.ps1) - zero context change."
+  },
   "harness_floor": {
     "_note": "Harness-15 A1/A3 (S81, 2026-06-20): SAN-harness = fixed per-spawn cost (NOT tunable) = tool-schema + framing + own persona/role file + lead-pasted base-doc slice + task prompt. SEPARATE HOUSE (A3 anti-double-count): persona + lead-pasted-docs belong HERE (floor), NOT counted in token_governor.l1_always (which = own agent-memory + archive index + work-state block only). MEASURED-ESTIMATE not exact (H15 honest-note b): persona = directly measured bytes (.claude/agents/<name>.md 4.3KB-13.3KB => ~1.3K-4.0K tok via /3.3); tool-schema + framing = harness-injected (cannot byte-count locally), estimated comparable to AI_INFRA same-toolset-family (Read/Write/Edit/Bash/Grep/Glob/Skill/RAG).",
     "measured_token_estimate": 21000,

.claude/agent-memory/reviewer/MEMORY.md

@@ -11,7 +11,8 @@
 - [S89 PE ends-before-CEO PLAN review](project_s89_pe_endsbeforeceo_plan_review.md) — CONCERN: BE 3-field design sound (Mig 58 col committed, no mig) but FE coverage gap — 4 PeUrgentChips render-sites, plan covered only 2 (missed InboxPage:290 despite BE Inbox A2 updated + wrong ListPage dir path).
 - [S89 finalize-note PLAN review](project_s89_finalize_note_plan_review.md) — CONCERN: plan ground-truth 100% accurate (all file:line verified incl self-flagged); gaps = note doesn't say intermediate approvers still sign + skipToFinal-last-level corner + Dev DB 9 migs behind.
 - **S101 H18 WF2 governance re-run (self=workflow-lane · em-main synthesized):** re-verified S100 Harness-18 adopt (`5ee32c0`, governance-only) — original WF2 `wf_31ea3985-92c` lost to CLI-restart → fresh `wf_955643c3-f7d` **PASS_WITH_CONCERNS**. Lane-A detector-teeth PASS (fault-inject 4/4 `-RepoRoot` temp-tree — proved detector FLAGS injected-stale, not happy-path). Lane-B caught **1 CONCERN em-main missed in S100 sweep**: `workflows/README.md:51` stale label "ledger orphan-scan" (NO `_ledger` token → grep-exact sweep skipped) → FIXED S101. Lesson: **exact-token sweep misses paraphrased labels** — widen to concept-phrase when retiring a named artifact. Lane-C **#53 return-garble** (workflow-lane returned no StructuredOutput) → recovered first-hand, NOT re-spawned (`feedback_agent_return_garble_recover`).
-- **S101 H19 WF2 review LANE-C (adap-reports + honesty · self=reviewer · `wf_5f308fd8-744`=WF1):** PASS. 4 adap-reports (H19 fable-clone + 3 model-tier: opus / checklist / v2-pin-simple) + send-email 6c selftest. **Hash re-computed indep (PS .NET UTF8, canonical split-3 + strip-1-newline):** H19=`6909299a…` MATCH · model-tier=`ee00d253/a7ff304b/eed277f7` all MATCH · **all 4 carry `reviewer_gate: PASS`**. Model-tier 12/12 honest: C1 11/11 frontmatter `inherit` · C3 gotcha `[1m]` = frontmatter-scoped 0 vs naive `grep -c` = 4 PROSE hits (README:9/12/16 upgrade-notes + database-agent:46 rule-line — verified NOT frontmatter). Q1 G-015=git-diff+folder-scan orphan (error-ledger AS-10) · **Q2 hysteresis `0.85/5/2` VERIFIED verbatim in memory-budget.json:35-37**. **KEY honesty-catch (resolved-benign):** model-tier line 29 "re-stamp H10 `5f511fe5`→`5f8b8504`" reads like commit-SHA pair — `git cat-file` = NOT commits; **but hash-recompute proves they are content_sha256 BODY-hashes** (5f511fe5=old-no-strip / 5f8b8504=canonical = current declared) → claim TRUE (`→`=hash-transition), only presentation-nit. **Anti-consensus dogfood** cites `commit f229b07` (run-folder ephemeral) — S101 WF2 Lane-B catch; honest framing = "ensemble-PATTERN proven" NOT "H19-toggle verified" (nấc="designed+will-dogfood", "thật-mode CHƯA chạy"). No overclaim: only "verified" hits = G-011 legend + "verified-pending-restart". §9 3-floor-points verbatim in RC-stamp + VACUOUSLY-MET-SE annotation present (value=future-proof+anti-consensus NOT cost). send-email 6c ABORT recompute-SAME-as-step-4 + ordered BEFORE step-7-log. Marker `fable-real-mode.on` gitignored ✓ / command-file tracked ✓. Lesson: **hex→SHA disambiguation — recompute BOTH strip/no-strip variants to prove a hex string is a body-hash not a commit-SHA when text is ambiguous.**
+- [S103 H20+crystallized-backfill review](project_s103_h20_crystallized_backfill_review.md) — WF2 PASS (Lane-B gov-fidelity + Lane-C already-met/no-overclaim, fable-clone ensemble). 6/6 hashes recompute MATCH; 4 already-met VERIFIED file:line (detectors 4-layer C2 `if n≠canon`:247 · archive-gate value_protect ADVISORY:55-56 · C launcher n/a hmw.js:4-5 · F3 BƯỚC0.6 reads env-runtime:37); all no-overclaim danger-phrases NEGATED-context; applied-eval 4-caveat + selftest exit-0 fault-inject teeth; crystallized-backfill DRY target=0=OFF. 2 NIT: script echoes bare headroom w/o partial-floor-axis caveat (doc-layer+wire DO carry UPPER-BOUND) · guide-doc Opus-4.7 examples out of §L.D n=1 scope. **Lesson: multi-axis warning (F4=token-undercount + partial-source-list) must appear in the SCRIPT's own output, not only the doc — reader runs script inline.**
+- **S101 H19 WF2 review LANE-C (adap-reports + honesty · self=reviewer · `wf_5f308fd8-744`=WF1):** PASS. 4 adap-reports (H19 fable-clone + 3 model-tier) + send-email 6c. Hashes recompute indep MATCH (H19 `6909299a` + model-tier `ee00d253/a7ff304b/eed277f7`), all carry `reviewer_gate: PASS`. 12/12 honest; Q2 hysteresis `0.85/5/2` verbatim budget.json:35-37. Danger-phrase "verified" only in G-011 legend + "verified-pending-restart"; nấc="designed+will-dogfood, thật-mode CHƯA chạy". **Lesson: hex→SHA disambiguation — recompute BOTH strip/no-strip variants to prove a hex string is a content_sha256 BODY-hash not a commit-SHA (line-29 `5f511fe5→5f8b8504` = hash-transition, `git cat-file`=not-commits, claim TRUE presentation-nit only).**
 
 ---
 

.claude/agent-memory/reviewer/project_s103_h20_crystallized_backfill_review.md

@@ -0,0 +1,30 @@
+---
+name: s103-h20-crystallized-backfill-review
+description: S103 WF2 Lane-B review (fable-clone ensemble) of H20 fix-all-structure + crystallized-backfill adap — PASS, 2 non-blocking CONCERN. Read when reviewing governance-doc fidelity or fix-all-structure dogfood.
+metadata:
+  type: project
+---
+
+**S103 (2026-07-06) H20+crystallized-backfill WF2 Lane-B — governance-doc fidelity + fix-all-structure dogfood · self=reviewer · fable-clone ensemble H19. Verdict: PASS (0 BLOCKING, 2 CONCERN).**
+
+Scope: 6 broadcast adap (H20 fix-all `bd714a33` + full-recheck-F1-F4 `94c78d1d` + session-cmd-budget-runloop `d47333e0` + H16-nokey `a1dc3a20` + hygiene-A/B/C `43c9e56f` + consolidation `5bba339b`). Deliverables: engine §L+§M, 2 scripts (crystallized-backfill.ps1 + applied-eval-nokey.ps1), memory-budget.json block, session-start §2.1.6 + session-end §L.b(c) wiring, model-note sweep 4 spots.
+
+**Hash re-computed indep** (PS .NET UTF8, split-on-`^---$` regex take-3rd + strip-1-leading-newline): all 6 MATCH (full-64 on the 4 declaring full). Q4 PASS.
+
+**Q1 §L fidelity:** 4-layer NHÌN/NGUỒN/DẤU/DẪN-XUẤT + PERSONA (5th, = broadcast F2 toxic-layer emphasis) present · anti-asymmetric ordering "đủ-tầng>không-sửa>sửa-lệch-tầng" verbatim broadcast §2 · 4-step (L.B) + 2-head cross-axis (L.B) present · 0 floor dropped vs bd714a33.
+
+**Q2 §M fidelity:** F4 5-floors all present (default-0=OFF / NOT-sub / calibrated-range [bytes/4..bytes/3.0] / precondition target>0 AND headroom>0 / value-gated source-order) · crystallization≠backfill DISTINCT (OPPOSITE direction: engine §I distill=compress-toward-source vs §M=fill-empty-budget) · budget-table (M.B) · run-loop 2-tier (M.C, honestly "largely already-met §L.b") · no-key mechanism (M.D, honestly "MECHANISM built, numbers DEFERRED") · hygiene A/B/C mapped (M.F: C=n/a-by-JS-sandbox-architecture, not CLI-launcher) · 0 floor dropped.
+
+**Scripts REAL teeth (5 fault-inject `-RepoRoot` temp-tree):** (1) target=0→backfill=0 OFF · (2) target=5000+pos-headroom→backfill=5000 opens · (3) target>headroom→headroom-binds(67) · (4) NEG-headroom(tiny cap)→backfill=0 = broadcast borderline near-cap case · (5) -Tier sub→NOT-FOR-SUB warn fires. applied-eval selftest EXIT-0 3/3 (control-HIGH→BLOCK · control-LOW→PASS+Applied%=70 · control-null→BLOCK; `$script:`-scope flip survives nested Assert-Case = fault-inject-caught real bug per header).
+
+**Q3 fix-all-structure dogfood VERIFIED:** 4 spots correct — README:3 + session-start:37 (BƯỚC 0.6) + session-end:113 (release-line) → S103-Opus; engine §G.5 → 220K neo-superseded (present 7×, NOT deleted; 380K override present 5×). History-saga NOT rewritten: README:12 H8-caveat UNCHANGED (README diff = 1-line-only = line-3), adap-reports 2026-06-10/06-13 dated-snapshots preserved (LỊCH-SỬ/SNAPSHOT, correctly kept). Persona-layer (the F2 toxic layer, `.claude/agents/*.md`) clean of stale steady-Fable current-claim.
+
+**2 CONCERN (non-blocking):**
+1. STATUS:24 Sub-agents row + STATUS:6/HANDOFF:5 last-updated still read S102-Fable / S101 as latest current-state (not yet S103-Opus). Engine §L.D EXPLICITLY defers STATUS/HANDOFF mega-line current-claim to session-end blurb (natural update-point). NOT persona (not reloaded per spawn) → tailoring defensible + honestly disclosed. But at review-time (mid-session, pre-session-end) the Sub-agents current-state row IS technically ĐANG-SAI under strict fix-all-structure.
+2. tooling-auditor/MEMORY:17 roster-header "Fable 5 RESTORED S98" while line-46 records S103-Opus divergence (data-point #7 DIVERGENT) = header/body tier-lag. Internal diary (not persona, not outward, not in the 4-spot dogfood scope) → NIT-tier.
+
+**KEY honesty-check (resolved-HONEST):** §M.A + budget.json `_hotload_note` claim "real peak ~368K near-cap → real headroom SMALLER" while LIVE crystallized-backfill shows headroom=282384 POSITIVE (~74% free over the 6-file floor: STATUS/HANDOFF/ACTIVE-MARKS/migration-todos/gotchas/agents-README = 292848 bytes → 97616 tok worst-case). Reconciliation SOUND: `_hotload_note` explicitly labels measured_headroom an UPPER-BOUND — the PEAK hot-feed also loads session-variable lead-pasted task-context (docs/code/gotcha-slices) NOT in the fixed file-list, so real peak → ~368K and real headroom SMALLER; matches broadcast F4 "byte/4 undercount + partial-source-list = illusion of room"; target stays 0 BECAUSE of this uncertainty = honest disclosure, NOT overclaim.
+
+**Lesson:** when a planner measures only a FILE-FLOOR subset, verify the doc labels the headroom as UPPER-BOUND — a positive floor-headroom that superficially contradicts a "near-cap" narrative is HONEST iff the partial-source-list caveat is explicit (else it would be an illusion-of-room overclaim). Also: hash-recompute all 6 broadcasts independently (never trust declared frontmatter) — canonical = split-on-`^---$` take-3rd, strip exactly 1 leading newline, SHA256 UTF-8.
+
+Cross-ref: [[wire-claim-verification-anchors]] (sha256 twin-file discipline) · broadcast F2/F3 persona-layer sweep · engine §L/§M (`docs/governance/harness-11-engine.md`).

.claude/agent-memory/tooling-auditor/MEMORY.md

@@ -43,3 +43,4 @@ H1 tooling-freshness auditor **SOLUTION_ERP-self**. Read-only + **propose-only**
 - **2026-07-03 (S101 @start RE-REPORT — ALL-4 PASS + MODEL-DRIFT, on-behalf em-main APPEND B3):** HEAD `5ee32c0`, tree 1-dirty (cicd MEMORY M #486 pre-existing). ①SKILL PASS 6+23+14 (2 detector-flag ef-core/contract-workflow = FP module-local, numbers MATCH canonical). ②ROSTER PASS 11=11=11, 11/11 inherit, ASCII-diagram cosmetic-drift known-debt. ③PLUGIN PASS 18/15/3 + marketplace 35 + xhigh + `claude-fable-5[1m]`:11 identical, 0 new-alloc. ④DOCS PASS (S100 closeout clean; F2 SendMessage + F3 count both fixed-verified). 🔴 **MODEL-DRIFT (inherit-chain data-point #4 = DIVERGENT):** this spawn + lead + WF2-reviewer all self-report **`claude-opus-4-8`** (NOT `claude-fable-5` S98/S99) while `settings.json:11` still pins `claude-fable-5[1m]` → **Fable unavailable S101 → H5-fallback tự-kích** (revert-free, no frontmatter change). "Fable RESTORED S98" = point-in-time NOT steady-state → em-main reconciled STATUS:24 + agents/README:3 with S101-runtime caveat. Lesson: **inherit-chain self-report = runtime availability probe — verify each session, don't trust last-session model claim.** Tag `[s101-start, 4-mat, all-pass, model-drift-opus, h5-fallback-reactivated]`.
 - **2026-07-03 (S101 @closeout CHỐT — on-behalf em-main APPEND B3):** HEAD `e350660`, tree CLEAN, 2 commit S101 pushed (`f229b07` H18-closeout + `e350660` H19-adopt). ①SKILL/COMMAND **DELTA: command 14→16** (+`fable-real.md`+`fable-clone.md` H19 thật/ảo-toggle — verified `ls|wc`=16; 🔴 **là COMMAND KHÔNG phải skill** — SlashCommand-tier ≠ `skills/<n>/SKILL.md` Skill-tier, đừng conflate "auto-registered skill"; skill vẫn **6+23**) + session-start BƯỚC 0.5b + send-email 6c present. **KHÔNG command-catalog canonical** trong docs → 2 fable-* KHÔNG tạo catalog-drift, KHÔNG cần doc-register. ②ROSTER 11=11=11 (H19 0 agent mới, dùng reviewer+investigator-cb sẵn), 11/11 inherit. ③PLUGIN 18/15/3 identical + xhigh + pin-fable giữ (revert-free dù runtime-Opus), 0 new-alloc. ④DOCS PASS: H19 đầy-đủ path:line-verified (engine §K:315-334 + ACTIVE-MARKS:19 RC-verbatim + STATUS:6/:24/:40 + HANDOFF + session-log + 4 adap-report). 🔴 **model self-report `claude-opus-4-8` = inherit-chain data-point #5 DIVERGENT-confirmed** (Fable vẫn unavailable). **new-alloc: NOTHING-TO-ALLOCATE.** **Flags:** F-H19a LOW (agents/README+reviewer+investigator-cb 0 H19-note → **DEFER** vacuously-inert + no-catalog + single-sourced §K; note khi Fable-về + toggle-first-run có runtime-delta) · F-H19b VERY-LOW (session-start BƯỚC-0.6 Fable-steady → em-main FIXED S101 +Opus-caveat). Baseline command-count 14→**16** (self-fix note). Tag `[s101-closeout, 4-mat-chot, command-14-16, model-drift-5, f-h19a-defer, on-behalf]`.
 - **2026-07-06 (S102 @start RE-REPORT — ALL-4 PASS + FABLE VỀ LẠI, inherit-chain data-point #6):** HEAD `3e2c18b` (=S101 closeout), tree CLEAN, 0 commit sau S101 → disk S102-pre == S101-end. **Model: spawn này self-report `claude-fable-5`** = Fable RESTORE lần 2 (chuỗi S98 Fable → S101 Opus → S102 Fable — availability per-session, đúng lesson S101). ①SKILL PASS 6+23; ef-core `:3`/`:19` B1-pointer + Mig 61 khớp disk-61 (`ls` Migrations = 61). ②ROSTER PASS 11 file = 11 kỳ-vọng, 11/11 `model: inherit` line-5; S101-window: harvest-curator.md + agents/README.md M-only, 0 agent THÊM/XÓA. ③PLUGIN PASS 18/15/3 (settings:17-35) + marketplace 35 + xhigh:37 + `claude-fable-5[1m]`:11 identical, 0 new-alloc. ④DOCS PASS: (a) BƯỚC 0.5b hiện diện session-start:27-33; (b) fable-real/clone semantics inverse ĐÚNG (real=tạo marker :10 / clone=xóa :8), registry loaded = restart đã xảy ra; (c) **model-note S101-Opus cần S102-reconcile 3 vị-trí: STATUS:24 · agents/README:3 · session-start:37 (BƯỚC 0.6)** — đề xuất APPEND data-point giữ S101 làm history; (d) marker KHÔNG tồn tại + gitignore:92 + not-tracked. **Trigger-met: BƯỚC 0.5b:33 "nhắc anh khi Fable về + phân-tầng"** → em-main nhắc anh H19 tiering. Command 16 (brief "~20" = overestimate; 16 = đúng đủ, hmw ≠ command-file). Counts khớp: Mig 61 · gotcha 79 (grep) · test 440 · 89 bảng. F-H19a defer-condition "khi Fable-về" cũng MET → em-main cân nhắc note. Tag `[s102-start, 4-mat, all-pass, fable-restore-2nd, model-note-reconcile-3]`.
+- **2026-07-06 (S103 @start RE-REPORT — ①②③ PASS, ④ 1-FLAG model-note per-session flip, inherit-chain data-point #7 DIVERGENT):** HEAD `62cff38` (=S102 closeout), tree CLEAN, 0 commit sau S102 → disk S103-pre == S102-end. Project `.claude/settings.json` KHÔNG tồn tại → model resolve user-global. **Model: spawn này self-report `claude-opus-4-8`** (env-confirmed) = Fable UNAVAILABLE lại (chuỗi **S98 Fable → S101 Opus → S102 Fable → S103 Opus**, flip lần 4 — availability per-session KHẲNG-ĐỊNH lại). ①SKILL PASS 6+23+16 (last-touch skills/ = `4263d63` S98, 0 đổi); ef-core `:3`/`:19`/`:83` Mig 61 + `:85` 89-bảng khớp disk (`ls` Migrations = 61, last=`...142752_BackfillEndedByLevelFinalizeFromChangelog.cs`) + khớp STATUS:14/:15; skills/README:20 "Updated S98"/:90 #79 fresh. ②ROSTER PASS 11=11=11, 11/11 `model: inherit`; ASCII-diagram cosmetic-drift known-debt (KHÔNG mới); last-touch agents/ = `62cff38` S102 M-only 0 agent THÊM/XÓA; VALID_ROLES 9 product-by-design. ③PLUGIN PASS 18/15/3 (3 disabled: pr-review-toolkit/code-modernization/hookify) + marketplace 35 + xhigh + `claude-fable-5[1m]`:11 identical, 0 new-alloc. ④DOCS canonical 7-count khớp disk (Mig61/89/440/gotcha79/menu54/11sub/6skill). 🔴 **FLAG-M (LOW, on-behalf APPEND đề xuất):** 3 model-note (STATUS:24 · agents/README:3 · session-start:37 BƯỚC 0.6) carry **S102-Fable "VỀ LẠI"** — KHÔNG drift-sai (đúng-tại-S102 + đã ghi "per-session, không tin note phiên trước") chỉ thiếu **data-point S103-Opus**. Đề xuất em-main APPEND caveat S103-Opus vào 3 vị-trí (giữ history, KHÔNG frontmatter/con-số), **SAU khi em-main tự-xác-nhận lead-runtime S103** (report này = 1-spawn probe, G-015 honesty — chưa xác nhận lead + sub khác). Marker fable-real KHÔNG tồn tại → Fable-clone default (đúng). Carry-debt: schema-diagram §16+ ERD · monthly count-grep +commands/*.md. Method-shortcut tái-dùng: `git log -- .claude/skills/` last-touch confirm no-change nhanh hơn re-read. Tag `[s103-start, 4-mat, model-note-flip-opus, data-point-7-divergent, flag-m-low, on-behalf]`.