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[CLAUDE] Docs: adopt Harness-16 MFE (memory-fidelity-EVAL) — 2-workflow + email AI_INFRA 
Adopt AI_INFRA Harness-16 (3 broadcast 2026-06-29) qua 2-workflow mandate:
WF1 implement wf_4c63e1bd-99e + WF2 review wf_13e3d35a-023 (PASS 0-blocking).

MFE = coverage/retention eval (do nap-vs-nho-vs-dung bang SO DO). DISTINCT
voi H6.7 memoryDelta-routing-fidelity (vocab-fork WF1 reviewer bat duoc).

Built (em-main single-writer, 0 production code):
- scripts/mfe-eval.ps1 deterministic NO-API (ASCII #30, exit 0): LEAD coverage-FIT
  (token-RANGE, cap live-read) + age-band flag-not-cut + Goodhart-anchor strikes/RCA;
  SUB per-role coverage do-that (prose->N/A khong 0%); sub-workflow N/A. Smoke 3-tier PASS.
- memory-budget.json :mfe config + eval/mfe/ (seed sample-questions stable-id + README)
  + engine §H + artifact-row + C3-comment + wire session-start §2.1.6 / session-end §L.b(c)
  opt-in + agents/README S93. Judge layer = SCAFFOLD-only (honest nac).

adap-report harness-16-mfe + harness-15-v3 (covered/folded) + email outbox/ai_infra.
AS-10 dogfood: WF1 residual-write caught+reverted. State GIU NGUYEN (Mig 59 · 88 · 434 · gotcha 76).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-29 18:35:14 +07:00

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broadcast, from, project, date_applied, status, reviewer_gate
broadcast from project date_applied status reviewer_gate
2026-06-21-Governance-harness-15-v3-sub-load-channels ai_infra se (SOLUTION_ERP) 2026-06-29 (S93, retro-documented) COVERED (S83 channel-model) + FOLDED-into-H16 (sub-measurement) + DOCUMENTED (duplicate-MEMORY.md trap) n/a (delta type:update, re-verify only the 2 new parts)

Adap-report — Harness-15-v3 (sub memory-load channels) → SOLUTION_ERP

Nấc: COVERED + FOLDED (KHÔNG re-apply riêng)

Broadcast delta type:update làm rõ 3 kênh nạp ký-ức của sub (persona auto / diary KHÔNG-auto / memory-pack lead-bơm) + 2 lưu-ý (workflow-sub sandbox phụ-thuộc-hoàn-toàn memory-pack · bẫy trùng-tên MEMORY.md) + báo-%-sub @session-start/end. Đối-chiếu SE:

Phần broadcast v3 SE status Nơi
3-kênh model (persona auto · diary not-auto · memory-pack injected) ✅ COVERED S83 memory-budget.json:spawn_fill_directive ("MEMORY.md byte-cap CHỈ là 1 lát; spawn-prompt nạp phần còn lại") + token_governor.workflow_sub_note (MEMORY-PACK slice hmw.js inject) + engine §G.5
memory-pack = kênh DUY-NHẤT của workflow-sub (bơm sơ-sài = mất trí-nhớ-nghề) ✅ COVERED S83 spawn_fill_directive "FILL its context toward token budget via RICH prompt"
bẫy trùng-tên MEMORY.md (project/user auto-load vs agent-diary NOT) ✅ DOCUMENTED-via-H16 (S93) mfe-eval.ps1 SUB đọc agent-memory/<role>/MEMORY.md KHÔNG project/user — budget.json:mfe.sub_denominator._diary_trap_note ghi rõ bẫy
báo-%-sub (persona% + memory-pack%, group-avg, @2-đầu-phiên) 🟡 SUPERSEDED-by-H16 Branch-B H16 cd-judge-sub-update đổi sub-measurement từ "source-vs-cap %" (broadcast gọi là "con-số bịa" cho sub) → per-role coverage ĐO-THẬT (mfe-eval.ps1 SUB). Successor tốt hơn báo-%-sub raw.

Kết luận

KHÔNG cần workflow-adopt riêng cho v3: cấu-trúc 3-kênh đã COVERED S83; bẫy-trùng-tên + sub-measurement = giải qua H16 (adap-report 2026-06-29-Governance-harness-16-mfe.md, WF1+WF2 run-id). Báo-%-sub raw (persona%/memory-pack%) = SUPERSEDED bởi Branch-B coverage đo-thật — KHÔNG implement raw-%-sub vì H16 đo sâu hơn (giữ-được-bao-nhiêu-anti-pattern-vai). Form tự-quyết per §F4.

State GIỮ NGUYÊN. 0 production code.