[CLAUDE] Docs: S103 AI_INFRA 6-broadcast adap — crystallized-backfill (measure-then-fill) + Harness-20 fix-all-structure + memory-hygiene mapping
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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>
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# Multi-agent SOLUTION_ERP — Master Coordination Guide (11-agent)
> **Architecture:** 11 sub-agents **all-inherit top-tier (Harness-8 2026-06-16 — thay thế two-tier Harness-4)** + em main **Fable 5 (1M) Max** coordinator — **9 product/quality** (7 core + frontend-designer pink S47 + database-agent read-advisory S52) + **2 monitor INFORM-only** (`tooling-auditor` H1 + `harvest-curator` H2, 2026-06-07 Harness 1). Tier: **toàn bộ 11 sub `model: inherit`** (ăn top-tier model của lead — ✅ **Fable 5 1M RESTORED, runtime-verified S98 2026-07-02**: 2 monitor spawn-test self-report `claude-fable-5`; giai đoạn fallback Opus H5 S62→S97 kết thúc; ⚠️ **S101 2026-07-03 runtime = Opus lại** — lead + 2 monitor + WF2-reviewer inherit self-report `claude-opus-4-8`, settings pin fable → Fable unavailable phiên này, H5-fallback revert-free [chi-tiết STATUS §Sub-agents]; ✅ **S102 2026-07-06 runtime = Fable trở lại** — self-report `claude-fable-5` ×3 [lead + 2 monitor], per-session availability) · effort **Max** (env machine-wide). SE KHÔNG có lớp helper/gopher rẻ (cả 11 đều substantive memory-bearing → cả 11 lên inherit). *(Trước H8: 4 promote inherit + 7 demote pin `claude-opus-4-8` — lịch sử ở Upgrade 2026-06-10 + S66 dưới.)*
> **Architecture:** 11 sub-agents **all-inherit top-tier (Harness-8 2026-06-16 — thay thế two-tier Harness-4)** + em main **Fable 5 (1M) Max** coordinator — **9 product/quality** (7 core + frontend-designer pink S47 + database-agent read-advisory S52) + **2 monitor INFORM-only** (`tooling-auditor` H1 + `harvest-curator` H2, 2026-06-07 Harness 1). Tier: **toàn bộ 11 sub `model: inherit`** (ăn top-tier model của lead — ✅ **Fable 5 1M RESTORED, runtime-verified S98 2026-07-02**: 2 monitor spawn-test self-report `claude-fable-5`; giai đoạn fallback Opus H5 S62→S97 kết thúc; ⚠️ **S101 2026-07-03 runtime = Opus lại** — lead + 2 monitor + WF2-reviewer inherit self-report `claude-opus-4-8`, settings pin fable → Fable unavailable phiên này, H5-fallback revert-free [chi-tiết STATUS §Sub-agents]; ✅ **S102 2026-07-06 runtime = Fable trở lại** — self-report `claude-fable-5` ×3 [lead + 2 monitor], per-session availability · ⚠️ **S103 2026-07-06: runtime = Opus LẠI** (Fable outage lần nữa — lead + spawn-inherit self-report `claude-opus-4-8`, H5-fallback revert-free) → per-session flip S98→S101-Opus→S102-Fable→**S103-Opus**, BƯỚC 0.6 probe mỗi phiên) · effort **Max** (env machine-wide). SE KHÔNG có lớp helper/gopher rẻ (cả 11 đều substantive memory-bearing → cả 11 lên inherit). *(Trước H8: 4 promote inherit + 7 demote pin `claude-opus-4-8` — lịch sử ở Upgrade 2026-06-10 + S66 dưới.)*
> **Upgrade S52 (2026-06-08 — AI_INFRA broadcast `2026-06-08-Agent-database-codebase-agents`):** **+database-agent (read-advisory DB specialist, floor DB1DB11)** — schema/query/migration-design-review/perf/concurrency (DB11 RowVersion vá lost-update S43). Tailor READ-tier (implementer-backend vẫn author) · color OMIT (8 standard hết) · `store_memory` strip. `codebase-agent` = **SKIP n-a** (investigator-codebase đã cover grep/audit + `csharp-lsp` Windows no-op). ✅ **verified-runtime** — spawned OK S53 (first real spawn, caught Mig 46 committed-but-unapplied-local drift) + S56 2× (pre-golive-verify schema-stream + golive-harden design+review). DB11 lost-update fix landed S56 (atomic ExecuteUpdate + Serializable tx, gotcha #58).
> Pattern: Anthropic Building Effective Agents orchestrator-workers + Cognition "writes single-threaded" hybrid + post-deploy automated watchdog.
> **Upgrade S39 (2026-05-29):** 4→7 agent (split investigator + implementer, +test-specialist) + budget +50% + 5 RAG MCP per agent. Reference BVAAU 7-agent config (adapted, NOT copied — SOLUTION_ERP 2-FE-app fit + 6 skill proven battle-test 38 session). Prior: S20t12 initial 3 + S21t1 +cicd-monitor.