[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>
2026-07-06 13:54:13 +07:00
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--- a/docs/governance/adap-reports/2026-07-03-Governance-harness-20-fix-all-structure.md
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+# adap-report — 2026-07-03-Governance-harness-20-fix-all-structure (SE)
+
+> **Broadcast:** `2026-07-03-Governance-harness-20-fix-all-structure.md` (outbox/all). **Adopt S103 (2026-07-06)** — anh-directed `/check-email AI_INFRA` + `/adap-apply`.
+> **Integrity gate:** `content_sha256` re-compute `bd714a33…` **MATCH ✓** (full-64, canonical split-frontmatter + strip-1-leading-newline + SHA256-UTF8). `reviewer_gate: PASS` + `nac: PUBLISHED s74`. `supersedes_scope: none` (additive).
+> **Harness-9 2-workflow:** WF1 implement **`wf_55ef6778-a0d`** (Lane-C exhaustive sweep) + WF2 review **`wf_3c5c37cb-aa2`** (fable-clone ensemble — Lane-C **PASS** 0-BLOCKING + 2 NIT-FIXED; 2/3 lane #53-garble → em-main-recover, Lane-C phủ redundant các concern lane garble).
+
+## Nấc per-pattern (G-011: agreed / executed / verified)
+
+| Pattern | Nấc | Evidence |
+|---|---|---|
+| **§L.A nguyên-lý 4-tầng + PERSONA + anti-asymmetric** | executed-file + verified | engine `§L.A` (NHÌN/NGUỒN/DẤU/DẪN-XUẤT + 🔴 PERSONA reload-mỗi-spawn) + thứ-tự "đủ-tầng > không-sửa > sửa-lệch-tầng". Lane-C fidelity-confirm. |
+| **§L.B 4-bước + 2-đầu-khác-trục** | executed-file | quét-cạn-kiệt → phân-4-nhóm (đang-sai/lịch-sử/dẫn-xuất/snapshot) → sửa-hết-đang-sai → giữ-lịch-sử + kiểm 2-đầu (ground-truth + adversarial). |
+| **L.D dogfood n=1 — model-note sweep** | executed + verified | 4 spot: `agents/README:3` (PERSONA) · `session-start:37` · `session-end:113` (Co-Authored Fable→Opus = ĐANG-SAI thật) · engine `§G.5` (220K neo-supersede→380K, GIỮ 220K). LỊCH-SỬ-SAGA giữ (`README:12` H8 + STATUS/HANDOFF S98-blurb). Lane-C "history correctly preserved". |
+| **L.D 2-đầu-catch (review bắt sweep-gap)** | executed + verified | fable-clone review Lane-C bắt **2 DẪN-XUẤT stale-trailer** `rules.md:220`+`guides/multi-agent-setup-guide.md:428` (Opus 4.7→4.8) mà sweep-đầu-1 SÓT → FIXED; **~14 `sessions/*.md:3` = SNAPSHOT-THEO-NGÀY GIỮ**. = đúng §4 "2-đầu bắt sửa-tầng-nhìn-quên-tầng-nguồn". |
+
+## Tailored / Skip / Phản-biện
+
+- **Tailored:** SE = **convention** (grep + phân-4-nhóm = kỷ-luật người, KHÔNG auto-fix — trùng nấc D6 DÒ-only + CAVEAT "auto-WRITE luật = mối-nguy #1"). **Complements** `governance-detectors.ps1` (detector PHÁT-HIỆN C1/C2/C3, fix-all-structure ĐẢM-BẢO bản-sửa đủ-tầng). Adoption-checklist 6-mục = SE thực-hành từ S96-monthly (nay đặt-TÊN + neo floor); dogfood tiền-lệ S100 J.B sweep 15-điểm/8-file · S101 `workflows/README:51` 2-đầu.
+- **🔴 Honest caveat:** dogfood **n=1** (model-note + 220K), CHƯA phổ-quát (đúng nấc broadcast §6 "n=1 chưa phổ-quát"). Mechanized THẬT = CHỈ grep (detector); phân-loại + sửa = người. **2-đầu-catch chứng value §4 THẬT** — review-đầu-2 bắt gap sweep-đầu-1 sót (không lý-thuyết).
+- **Skip:** KHÔNG cơ-chế-hóa auto-fix (giữ nhánh chỉ-DÒ per CAVEAT — 1-sửa-sai→N-chỗ-sai + phá hash broadcast đóng-băng).
+
+## Codify + hậu-kiểm
+
+- Engine `harness-11-engine.md` **§L** (L.A–L.D + honest nấc + 2-đầu-catch record). Dogfood-application (model-note sweep) executed.
+- Nấc tổng: **executed + verified (n=1 dogfood, 2-đầu-catch chứng-thực)**. reviewer_gate PASS.
+- Report → AI_INFRA kèm run-id WF1 `wf_55ef6778-a0d` + WF2 `wf_3c5c37cb-aa2`.
--- a/docs/governance/adap-reports/2026-07-04-Agent-memory-hygiene-mechanization.md
+++ b/docs/governance/adap-reports/2026-07-04-Agent-memory-hygiene-mechanization.md
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+# adap-report — 2026-07-04-Agent-memory-hygiene-mechanization (SE)
+
+> **Broadcast:** `2026-07-04-Agent-memory-hygiene-mechanization.md` (category Agent, type:new). **Adopt S103 (2026-07-06).**
+> **Integrity gate:** `content_sha256` `43c9e56f…` **MATCH ✓** (full-64). Notify email `2026-07-04-ai_infra-to-se-notify-auto-hygiene` verified (whole-file; no body-stamp field).
+> **Harness-9 2-workflow:** WF1 **`wf_55ef6778-a0d`** + WF2 **`wf_3c5c37cb-aa2`** (Lane-C **independently verified** already-met claims file:line).
+
+## Nấc (3 chức-năng A/B/C + wire · G-011)
+
+| Chức-năng | Nấc | Evidence (Lane-C independent-verify file:line) |
+|---|---|---|
+| **A — archival byte-threshold 2-phase (di-chuyển-không-xóa)** | **already-met (Harness-11 S75)** | `memory-archive-gate.ps1` DRY-RUN default (`:6-7`,`:86`) + value_protect **ADVISORY-only** (`:55-56` "em-main decides, no auto-exclude") + keep-floor A5 + 2-strike A6 + A7 byte-preserve NO-API. 🔴 **SIDESTEP grep-gate-trap** (bài-học 1) vì em-main-decides KHÔNG auto-grep-exclude. |
+| **B — drift-detector (CHỈ-BÁO)** | **already-met (Harness-11 S75)** | `governance-detectors.ps1` **4-layer 1:1**: C1 broken-ref (`:285`+`:344`) · C2 mismatch-only (`:247` `if ($n -ne $canon)` — narrate-đúng KHÔNG flag) · C3 vocab-fork (`:383-408`) · C4 self-exclusion **SEPARATE-namespace** (`:89-107`, assert `:417-430`). Namespace tách-biệt = bài-học 2 ✓. |
+| **C — launcher-allowlist current-session-scope** | **n/a-by-architecture** | SE = Anthropic Workflow tool JS-sandbox (`hmw.js:1-5` NO-filesystem NO-CLI-launcher). 0 bề-mặt-lách → KHÔNG launcher để allowlist. Containment = git-diff + run-folder-TRACKED + folder-scan-orphan (G-015, `workflows/README:51`). |
+| **wire 2-phiên** | **already-met** | @start `session-start §2.1.2/§2.1.3` (drift-detect + archive-check) · @end `session-end §L.b(c)` (archive-gate). Khớp broadcast 2-phase. |
+
+## Tailored / Skip / Phản-biện
+
+- **🟡 Honest — ADOPTED-VIA-HARNESS-9/11 ALREADY:** A + B + wire = SE dựng S70-S75. M.F = **confirm-mapping 1:1 (KHÔNG rebuild)** — trung-thực KHÔNG claim "mới làm". 5 sàn bất-biến broadcast (di-chuyển-không-xóa / value-gate / detector-chỉ-báo / current-scope / bán-tự-động-no-hook) đều SE-present.
+- **C = n/a-legit (KHÔNG "chưa làm"):** 0 CLI-launcher → n/a-by-architecture (Lane-C confirm hmw.js JS-sandbox). Đánh dấu n-a đúng-nấc.
+- **Bài-học 1 (grep-gate đảo-chiều = tự-động-hoá-ma):** SE archive-gate KHÔNG mắc vì **DRY-RUN + em-main-decides** (grep-patterns = advisory-FLAG KHÔNG auto-keep-all). SE khác FORM (advisory-grep + người) vs header-pragma broadcast — cùng SPIRIT (0 ghost-automation). Header-pragma = optional refinement sau.
+
+## Codify + hậu-kiểm
+
+- Engine `§M.F`. Nấc tổng: **A/B/wire already-met (verified 1:1) · C n/a-by-architecture**. reviewer_gate PASS. Run-id WF1/WF2 như trên.
--- a/docs/governance/adap-reports/2026-07-04-Governance-consolidation-crystallization-measurement.md
+++ b/docs/governance/adap-reports/2026-07-04-Governance-consolidation-crystallization-measurement.md
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+# adap-report — 2026-07-04-Governance-consolidation-crystallization-measurement (SE)
+
+> **Broadcast:** `2026-07-04-Governance-consolidation-crystallization-measurement.md` (type:update, **REFERENCE — "hub KHÔNG yêu-cầu sửa gì trong nội-bộ"**). **Acknowledge S103 (2026-07-06).**
+> **Integrity gate:** `content_sha256` `5bba339b…` **MATCH ✓** (full-64). Notify email `2026-07-04-ai_infra-to-se-consolidation-notify` verified (whole-file + body `ad58db9b924a`).
+> **Nấc:** REFERENCE-ACK (no-mandate) — tự xem-xét + absorb, KHÔNG codify-rule bắt-buộc.
+
+## Absorb (4 điểm hub chia-sẻ)
+
+| Điểm | SE-position | Evidence |
+|---|---|---|
+| **1. crystallization ≠ backfill** (nén-về-nguồn vs đổ-vào-trống, 2 hướng ngược) | **absorbed → codify distinction** | engine `§M.A` pin "DISTINCT crystallization (§I distill) vs backfill (§M)". budget.json `crystallized_backfill._note`. staleness-check by **CONTENT-diff KHÔNG mtime** = harvest-curator ĐÃ làm (S102 recovery byte-match git `5ee32c0`, KHÔNG tin mtime). |
+| **2. measurement-gap = priority-1** (token-factor / quality-scorer / std-Q đều estimate) | **acknowledged** | SE dùng **calibrated-range** [bytes/4..bytes/3.0] honest (KHÔNG official-tokenizer) · mfe-eval judge = scaffold · applied-eval-nokey mechanism-built numbers-deferred. SE **tự-đo KHÔNG mượn số hub** (Mục 2). |
+| **3. kênh lan-truyền** (đang thiết-kế) | **noted** | chờ hub bản chi-tiết. SE hiện dùng broadcasts/ email-mesh + adap-report. |
+| **4. sàn dự-trữ ~60K = owner-set KHÔNG converged-measure** | **aligned** | SE mem-sub 60K = owner-set (budget.json role_boundary_note); KHÔNG lấy "60K" hằng-số chung. |
+
+## Honest
+
+- **No-mandate:** hub tự-khai "KHÔNG yêu-cầu sửa gì". SE absorb = reference + codify distinction crystallization≠backfill (design-clarity), KHÔNG claim adopt-floor.
+- **Mục 4:** SE 60K sub-reserve = owner-set (làm-tròn), KHÔNG "hội-tụ do cùng đo".
+
+## Codify
+
+- Absorb-only → engine `§M.A/§M.G`. KHÔNG rule mới. reviewer_gate PASS (Lane-C).
--- a/docs/governance/adap-reports/2026-07-04-Governance-harness-full-recheck-crystallized-backfill.md
+++ b/docs/governance/adap-reports/2026-07-04-Governance-harness-full-recheck-crystallized-backfill.md
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+# adap-report — 2026-07-04-Governance-harness-full-recheck-crystallized-backfill (SE)
+
+> **Broadcast:** `2026-07-04-Governance-harness-full-recheck-crystallized-backfill.md` (owner-directive). **Adopt S103 (2026-07-06).**
+> **Integrity gate:** `content_sha256` `94c78d1d` **MATCH ✓** (prefix-8, canonical). Notify email `2026-07-04-Governance-notify-harness-full-recheck` verified (whole-file + body-hash `78dc1d82`).
+> **Harness-9 2-workflow:** WF1 implement **`wf_55ef6778-a0d`** + WF2 review **`wf_3c5c37cb-aa2`** (Lane-C PASS 0-BLOCKING).
+
+## Nấc per-lesson (F1-F4 · G-011)
+
+| Lesson | Nấc | Evidence |
+|---|---|---|
+| **F1 — số cấu-hình = trỏ-tham-chiếu KHÔNG sao-chép** | **already-met (verified)** | Lane-C exhaustive sweep = **0 hardcoded-violation** toàn-kho; persona `.claude/agents/*.md` CLEAN (0 bare-cap); mọi cap-số kèm pointer (budget.json / "đọc số sống" / lịch-sử-mark). M.B budget-table live-read retire echo `session-start:122`. |
+| **F2 — sweep đủ-tầng INCL persona** | **executed (= §L Harness-20)** | model-note 4-spot sweep + persona-tier `README:3` (reload-mỗi-spawn). Chi-tiết → adap-report §L. |
+| **F3 — model-routing bằng REAL-metadata** | **already-met (live-evidence S103)** | BƯỚC 0.6 đọc env-runtime-thật → **S103 bắt runtime=Opus** (Fable outage) KHÔNG tin comment "S102-Fable". Đúng bài F3 "ghim thắng inherit khi model blank → đứt âm-thầm"; SE all-inherit + probe-metadata mỗi phiên. |
+| **F4 — crystallized-backfill (measure-then-fill) NEW** | **executed-file + verified** | `scripts/crystallized-backfill.ps1` (NO-API DRY planner; selftest exit-0; fault-inject 3-branch teeth trên scratchpad-fakeroot: default→0 / target+headroom→min-binds / headroom≤0→0; owner-read-only grep-0-write budget.json). config `budget.json:crystallized_backfill` (target=0). engine `§M.A`. |
+
+## Tailored / Skip / Phản-biện
+
+- **F4 5-sàn honored:** default-0=OFF (owner-authority) · NOT-for-sub · calibrated-RANGE [bytes/4..bytes/3.0] worst-case · PRECONDITION target>0 AND headroom>0 · value-gated source-order (gist→value-marked-archive→curated-RAG) DRY-no-pour. 🔴 **DISTINCT crystallization** (§I distill = nén-về-nguồn giữ time-invariant) vs backfill (ĐỔ-vào-trống) — 2 hướng ngược (consolidation Mục 1).
+- **🔴 Honest caveat trọng-tâm — INERT-TODAY:** target=0 (AI KHÔNG set — owner quyền). measured_headroom = **UPPER-BOUND file-floor** (6-file ~97K tok worst-case → 282K "headroom"; NHƯNG peak thêm task-context biến-thiên KHÔNG trong list → real peak ~368K gần cap → real-headroom NHỎ HƠN nhiều). = đúng cảnh-báo F4 "byte/4 undercount + partial-list = ảo-giác còn-chỗ". backfill KHÔNG chạy phiên nào (mechanism built, inert-until-owner).
+- **Skip:** KHÔNG set target>0 (owner-authority). measure = calibrated-range KHÔNG official-tokenizer (measurement-gap fleet-wide).
+
+## Codify + hậu-kiểm
+
+- Engine `§M.A` (F4) + `§M.E` (F1/F2/F3 mapping). script + config + budget-table wire.
+- Nấc tổng: **F4 executed+verified · F1/F3 already-met (verified) · F2 = §L**. reviewer_gate PASS. Run-id WF1/WF2 như trên.
--- a/docs/governance/adap-reports/2026-07-04-Governance-session-cmd-budget-display-runloop.md
+++ b/docs/governance/adap-reports/2026-07-04-Governance-session-cmd-budget-display-runloop.md
@ -0,0 +1,23 @@
+# adap-report — 2026-07-04-Governance-session-cmd-budget-display-runloop (SE)
+
+> **Broadcast:** `2026-07-04-Governance-session-cmd-budget-display-runloop.md` (owner-directive). **Adopt S103 (2026-07-06).**
+> **Integrity gate:** `content_sha256` `d47333e0` **MATCH ✓** (prefix-8, canonical).
+> **Harness-9 2-workflow:** WF1 implement **`wf_55ef6778-a0d`** + WF2 review **`wf_3c5c37cb-aa2`** (Lane-C PASS).
+
+## Nấc (2 upgrade · G-011)
+
+| Upgrade | Nấc | Evidence |
+|---|---|---|
+| **Up1 — bảng-số ngân-sách THẬT (live, 0-hardcode)** | **executed-file + verified** | `crystallized-backfill.ps1` in BẢNG: cap-live / hotload-bytes / tok-RANGE / measured_headroom / target / expected_backfill. Wired `session-start §2.1.6` + `session-end §L.b(c)`. Lane-C verify "all live-read 0 hardcoded". |
+| **Up2 — run-loop 2-tầng** | **executed-framing + 🟡 largely-already-met** | Tầng-1 ĐO mỗi session-end (memory-selfimprove-audit + mfe-eval + governance-detectors + archive-gate + crystallized-backfill) → khối-số tươi. Tầng-2 on-signal (gap-mới/drift-vs-last/orphan-TĂNG/coverage-tụt → **cảnh-báo ĐỎ** + refine-in-session HOẶC carry-hi-prio). engine `§M.C`. |
+
+## Tailored / Skip / Phản-biện
+
+- **🟡 Honest — Up2 LARGELY ALREADY-MET (trung-thực nấc):** `session-end §L.b(c)` ĐÃ có H17 loop-REFINE (reinject-ledger CG-1) + %-print + 4 deterministic script TRƯỚC broadcast. M.C = **FORMALIZE 2-tầng-framing (Tầng-1-ĐO-mỗi-end / Tầng-2-refine-on-signal) + thêm khối-số-ngân-sách-mỗi-end** — KHÔNG build machinery từ-đầu. Đúng-nấc: framing + number-block MỚI; loop-machinery cũ.
+- **🔴 Honest caveat:** Tầng-2-signal-fire **dogfood CHƯA chạy thật lần nào** (như hub tự-khai n=1 0-trigger — wired-but-not-runtime-proven). weekly full-refine backstop = SE monthly-audit (thủ-công em-main, cadence-pointer STATUS).
+- **Skip:** đo token = **calibrated-range** (byte/3.0 worst-case) KHÔNG official-API-tokenizer — đúng-nấc "đo-thật honest với biên" KHÔNG "chính-xác tuyệt-đối" (measurement-gap fleet-wide, consolidation Mục 2 — SE tự-đo KHÔNG mượn số hub).
+
+## Codify + hậu-kiểm
+
+- Engine `§M.B` (budget-table Up1) + `§M.C` (run-loop 2-tầng Up2). Wired session-start §2.1.6 + session-end §L.b(c).
+- Nấc tổng: **Up1 executed+verified · Up2 formalize-framing (machinery already-met, Tầng-2-fire chưa-dogfood)**. reviewer_gate PASS. Run-id WF1/WF2 như trên.
--- a/docs/governance/adap-reports/2026-07-05-Governance-harness-16-applied-eval-no-key-update.md
+++ b/docs/governance/adap-reports/2026-07-05-Governance-harness-16-applied-eval-no-key-update.md
@ -0,0 +1,23 @@
+# adap-report — 2026-07-05-Governance-harness-16-applied-eval-no-key-update (SE)
+
+> **Broadcast:** `2026-07-05-Governance-harness-16-applied-eval-no-key-update.md` (type:update, additive). **Adopt S103 (2026-07-06).**
+> **Integrity gate:** `content_sha256` `a1dc3a20…` **MATCH ✓** (full-64, canonical). `reviewer_gate: PASS-WITH-FIXES` (review-wf `wf_14d8abb0`). `supersedes_scope: none (additive — re-verify CHỈ đường no-key)`.
+> **Harness-9 2-workflow:** WF1 implement **`wf_55ef6778-a0d`** + WF2 review **`wf_3c5c37cb-aa2`** (Lane-C PASS + runtime-teeth verify).
+
+## Nấc (G-011)
+
+| Pattern | Nấc | Evidence |
+|---|---|---|
+| **Cổng đối-kháng Applied% no-key (SCRIPTABLE mechanism)** | **executed-file + verified** | `scripts/applied-eval-nokey.ps1`: Invoke-AdversarialGate **fail-closed** (control-CAO≥0.5→BLOCK / control-BỎ-QUÊN-null→BLOCK / 0-control→BLOCK / control-thấp→PASS) + Merge (loại control, KHÔNG bịa null→0) + selftest 3-ca. em-main-run: 3-ca ALL PASS exit-0. 🔴 **Fault-inject FLIP-proven** (đảo ngưỡng trên temp-copy → selftest FAIL exit-1; **bắt real-bug `$script:`-scope** trong chính selftest lần-1 → fixed → re-verify). |
+| **Luồng 2-agent no-key (RUNTIME)** | **documented-only (deferred)** | Header DOCUMENT 3-bước: thí-sinh bịt-đáp-án đúng-persona không-thấy-đáp-án / trọng-tài KHÁC-phiên sạch-ngữ-cảnh chấm 0..1 / merge-cục-bộ $0. Chạy runtime-via-workflow khi sample-Q chín. KHÔNG chạy phiên này. |
+| **4 caveat bắt-buộc** | **executed-file + verified** | (a) proxy-điểm-thời-gian / (b) chung-họ-model chưa-khử (bịt-ĐÁP-ÁN≠bịt-TOÀN-KHO; recurrence-freq-anchor model-independent ở block đo-được-ngay CŨ) / (c) bịt-mắt CHỈ-DẶN / (d) chưa-đo-tuổi mẫu-nhỏ. Lane-C: 4 caveat trong FILE `:66-86` + engine `§M.D`. |
+
+## Tailored / Skip / Phản-biện
+
+- **🔴 Honest caveat trọng-tâm:** **MECHANISM built, con-số DEFERRED.** Cổng đối-kháng còn **THỦ-CÔNG** (caller tự cấp verdict + control-list) — chứng "trọng-tài CÓ-THỂ bị kiểm đối-kháng", KHÔNG "mọi con-số đã-qua-cổng". Applied% numbers CHƯA có (sample-Q immature + chờ judge độc-lập khác-phiên). TUYỆT-ĐỐI KHÔNG nói "đã đo độ-nhớ / gần-100% / đã chứng-minh độ-giữ".
+- **Tailored:** API-key nay **TÙY-CHỌN** (dùng agent-con subscription làm trọng-tài lượt-khác-phiên) KHÔNG bắt-buộc. Đường mới = **bổ-trợ** block-đo-được-ngay CŨ (Coverage% + age-band + recurrence-anchor), KHÔNG thay.
+- **Skip:** KHÔNG chạy 2-agent-pass runtime (sample-Q chưa chín). Judge recall/apply vẫn scaffold.
+
+## Codify + hậu-kiểm
+
+- Engine `§M.D`. script `applied-eval-nokey.ps1` (new). Nấc tổng: **mechanism executed+verified (gate + selftest 3-ca + fault-inject FLIP) · numbers DEFERRED · 2-agent-pass documented-runtime**. reviewer_gate PASS. Run-id WF1/WF2 như trên.