AI_INFRA broadcast 2026-06-08-Agent-database-codebase-agents. database-agent STRONG-FIT (DB11 RowVersion va lost-update gap S43); READ-advisory tier (implementer-backend van author). codebase-agent SKIP n-a (investigator cover + csharp-lsp Windows no-op). Nac executed-file -> verified-runtime CHO CLI restart. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
247 lines
22 KiB
Markdown
247 lines
22 KiB
Markdown
# Multi-agent SOLUTION_ERP — Master Coordination Guide (11-agent)
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> **Architecture:** 11 sub-agents Opus 4.8 1M Max + em main 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).
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> **Upgrade S52 (2026-06-08 — AI_INFRA broadcast `2026-06-08-Agent-database-codebase-agents`):** **+database-agent (read-advisory DB specialist, floor DB1–DB11)** — 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). 🔴 Cần CLI restart → verified-runtime (nấc hiện = executed-file).
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> Pattern: Anthropic Building Effective Agents orchestrator-workers + Cognition "writes single-threaded" hybrid + post-deploy automated watchdog.
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> **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.
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> **Upgrade S47 (2026-06-02):** **+frontend-designer (8th sub, pink)** — FD1–FD10 visual-verification design floor (forked AI_INFRA canonical, broadcast `Agent-frontend-designer-floor`). + **`store_memory` STRIPPED khỏi MỌI sub → lead = sole RAG-writer** (broadcast `Memory-store-memory-strip-global`); sub ghi finding → MEMORY.md (file). adap-reports: `docs/governance/adap-reports/`.
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> **Upgrade 2026-06-07 (Harness 1·2·3 adopt — AI_INFRA broadcast):** **+2 monitor sub INFORM-only** `tooling-auditor` (H1 tooling/docs-freshness 4-mặt) + `harvest-curator` (H2 harvest-integrity 5-trục) → roster 8→10, **TÁCH BIỆT** per anh-mandate (H1≠H2 "hay quên+nhầm"). + **wave-folder memory-isolation** (Harness 2 — `hmw.js` wave-mode + `.claude/workflows/wave-*/` gitignored, B1–B6). + **email channel** `broadcasts/` (Harness 3 — cross-project comms, self-id=`se`). KHÔNG copy-paste AI_INFRA — tailor SE roster/stack.
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---
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## 🎯 Architecture (10 agent)
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> ⓘ **Diagram dưới = 7 core lane (pre-S47 snapshot).** Roster THẬT = **10 sub**: 7 core (diagram) + 🩷 frontend-designer (S47) + 🟫 tooling-auditor H1 + ⬜ harvest-curator H2 (2026-06-07 Harness 1) — xem skill matrix + decision tree + tool grant dưới. (Cosmetic ASCII chưa vẽ lại — tooling-auditor H1 sẽ flag drift này @session-start.)
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```
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┌──────────────────────────────────────────────────────────────┐
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│ EM (Main) — Opus 4.8 1M Max │
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│ • Reasoning + write code (single-threaded principle) │
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│ • Schema/UX/architecture decision + cross-stack tight coupling│
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│ • Coordinate 10 sub-agents via spawn + SendMessage │
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│ • Synthesize cross-agent findings + commit/push (em main only)│
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│ • Fallback solo nếu spawn fail (gotcha #53 truncate / 529) │
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└──────────────────────────────────────────────────────────────┘
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↓ spawn + keep-alive (Opus 4.8 1M Max inherit each)
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── RESEARCH (READ) ────────── ── IMPLEMENT (WRITE) ──────────── ── QUALITY ──────────
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┌──────────────────┐ ┌───────┐ ┌─────────────────┐ ┌──────────┐ ┌────────┐ ┌─────────┐ ┌────────┐
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│investigator- │ │invest-│ │implementer- │ │implement-│ │test- │ │reviewer │ │cicd- │
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│codebase │ │igator-│ │backend │ │er- │ │special-│ │ │ │monitor │
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│ │ │api │ │ │ │frontend │ │ist │ │ │ │ │
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│ INTERNAL audit │ │EXTERN-│ │ .NET Domain+App │ │ FE 2 app │ │ tests/ │ │adversa- │ │post- │
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│ SQL/EF/grep/ │ │AL docs│ │ +Infra+Api │ │cookie- │ │dedica- │ │rial pre-│ │deploy │
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│ reference mirror │ │CVE/lib│ │ entity/CQRS/Mig │ │cutter │ │ted │ │commit + │ │Gitea + │
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│ │ │/cross-│ │ /Controller │ │mirror │ │xUnit │ │live curl│ │bundle │
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│ │ │project│ │ │ │SHA256 │ │ │ │ │ │+ smoke │
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└──────────────────┘ └───────┘ └─────────────────┘ └──────────┘ └────────┘ └─────────┘ └────────┘
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cyan blue yellow orange purple red green
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```
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---
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## 🚨 RULE BẮT BUỘC (S39 updated)
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**Em main BẮT BUỘC phân việc cho sub-agent đúng vai trò khi ACCEPT criteria match. Budget +50% → lean toward delegate + parallel, ít em main solo fallback.**
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**Workflow forward S39+:**
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- Trước mọi task → classify qua decision tree dưới
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- Read-only research → **split**: internal codebase audit → `investigator-codebase` · external docs/CVE/lib → `investigator-api` (có thể spawn parallel cả 2)
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- WRITE scaffold → **split**: .NET backend → `implementer-backend` · FE 2 app → `implementer-frontend` (parallel khi independent — vd BE entity + FE types cùng lúc)
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- Test → **`test-specialist`** dedicated (KHÔNG để implementer kiêm)
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- Deploy claim → `cicd-monitor` sau push (skip docs-only gotcha #41)
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- Heavy diff / security / wire BE claim → `reviewer` pre-commit
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**Em main solo CHỈ khi:** schema/UX/architecture decision · cross-stack tight coupling · bug fix reasoning chain · gotcha #53 fallback (spawn truncate/529 → em main solo reliable, proven S37 BE 700 LOC + FE 4 file).
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**Anti-truncation rules (gotcha #53 — 5× occurrence S35-S37):**
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- Brief WRITE agent ≤ 8K (heavy spec ~10K → truncate risk). FE tight brief proven 0 truncation S36.
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- Tiered Memory v1: L1 HOT soft-cap ~30KB + L2 archive on-demand + L3 RAG just-in-time (per AI_INFRA policy). Investigator 32KB S37 truncate = lesson; soft-cap ~30KB tránh tái diễn.
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- Agent keep entry ≤ 1.5K chars (frontmatter rule mỗi agent).
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- Em main grep verify manual nếu agent return truncated mid-task.
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- 529 Overload transient → em main solo fallback (KHÔNG retry loop).
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---
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## 🔄 Invocation decision tree (em main apply)
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```
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├── Read-only INTERNAL audit (codebase/SQL/EF diff/grep > 5 files)?
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│ → investigator-codebase (cyan)
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│
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├── Read-only EXTERNAL (official docs / NuGet-npm CVE / lib eval / cross-project ref)?
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│ → investigator-api (blue)
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│ → Cả 2 investigator parallel OK khi task cần both (vd "audit current + research best practice")
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│
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├── DB schema-design / migration design-review / perf audit (N+1·index·projection) / transaction-concurrency (RowVersion lost-update)?
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│ → database-agent (read-advisory, floor DB1–DB11) — DESIGN/REVIEW/PERF/CONCURRENCY-advise; implementer-backend AUTHOR sau
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│ ⟂ vs investigator-codebase: deep DB-layer (introspection/query-plan/concurrency) vs broad codebase grep/audit
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│ ⓘ Schema-design quyết-định-cuối vẫn em main solo; database-agent = deep-DB lens hỗ trợ + review implementer output
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│
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├── WRITE .NET backend (entity/EF Config/Mig/CQRS/Controller/DbInit)?
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│ ✓ Spec deterministic · pattern proven >1× · >30min · ≤2 layer
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│ → implementer-backend (yellow) [Case 1/2/3/5]
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│
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├── WRITE FE 2 app (page/types/component cookie-cutter mirror)?
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│ ✓ UX flow chốt by em main · spec deterministic
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│ → implementer-frontend (orange) [Case 1/2]
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│ → BE + FE parallel khi independent (em main chốt DTO shape first)
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│
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├── WRITE FE DESIGN/REDESIGN (đẹp thật / UX mới / greenfield visual — KHÔNG mechanical mirror)?
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│ ✓ design-system-first + visual-verification loop (Playwright screenshot ≥2 viewport → rubric → fix)
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│ → frontend-designer (pink) [FD1–FD10 floor]
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│ ⟂ vs implementer-frontend: đẹp/UX/thiết kế → frontend-designer · cookie-cutter SHA256 mirror theo spec → implementer-frontend (KHÔNG double-touch 1 file UI)
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│
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├── WRITE test (xUnit Domain policy / Infra handler / authz regression)?
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│ → test-specialist (purple) [test-before bug/critical, test-after feature UAT]
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│
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├── After push code commit (NOT docs-only)?
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│ → cicd-monitor (green) — Gitea poll + bundle hash + Mig prod + smoke
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│
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├── Adversarial pre-commit / heavy diff / wire BE claim / security?
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│ → reviewer (red) — Smart Friend 5-category + live curl
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│
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├── @session-start/@session-end TOOLING-FRESHNESS audit (skill·sub-role·plugin·docs 4-mặt + drift)?
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│ → tooling-auditor (H1 monitor, INFORM-only) — báo state+diff @start · chốt+new-alloc @end · em main APPEND
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│
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├── @session-end HARVEST-INTEGRITY gate (5-trục Coverage/Completeness/Fidelity/Placement/Corruption) / wave-folder gom (Harness 2 B5) / @session-start harvest mới?
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│ → harvest-curator (H2 monitor, INFORM-only) — propose delta · em main single-writer VERIFY→APPEND · Fidelity nghi → reviewer
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│
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├── Quick task < 30 min? → Em solo direct
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│
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└── Schema/UX/architecture/cross-stack tight/bug reasoning chain?
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→ Em solo (Cognition) + investigator pre-flight optional + reviewer pre-commit
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```
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---
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## 📋 Phân việc matrix — split boundary (CRITICAL)
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| Layer / File | Owner |
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|---|---|
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| `src/Backend/SolutionErp.{Domain,Application,Infrastructure,Api}/**` | **implementer-backend** |
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| `fe-admin/src/**` + `fe-user/src/**` (cookie-cutter mirror scaffold theo spec) | **implementer-frontend** |
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| FE **design/UX/redesign** (aesthetic · new visual · design-system · a11y polish) | **frontend-designer** (self-gate rubric FD4 trước reviewer) |
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| `tests/**` | **test-specialist** |
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| Mig design / FK strategy / discriminator / schema | **em main solo** (database-agent deep-DB design-review/concurrency-advise optional + implementer-backend scaffold sau khi chốt) |
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| DB schema introspection / query-perf (N+1·index) / migration design-review / concurrency RowVersion | **database-agent** (read-advisory — DESIGN/REVIEW/ADVISE, KHÔNG author file) |
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| UX flow (drawer/tab/modal) / page structure | **em main solo** (implementer-frontend scaffold sau khi chốt) |
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| Internal SQL/EF/grep audit | **investigator-codebase** |
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| External docs/CVE/lib/cross-project | **investigator-api** |
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| Pre-commit verify | **reviewer** (NEVER write) |
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| Post-deploy verify | **cicd-monitor** (NEVER write) |
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**Boundary dứt khoát:** implementer-backend KHÔNG touch FE · implementer-frontend KHÔNG touch BE (chỉ Read DTO shape) · cả 2 implementer KHÔNG viết test (→ test-specialist) · test-specialist reveal prod bug → REPORT em main KHÔNG fix · **frontend-designer = design/UX/đẹp (FE-only, KHÔNG BE/DB) ⟂ implementer-frontend = mechanical mirror theo spec — KHÔNG double-touch cùng 1 file UI (chồng lấn → escalate em main).**
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---
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## 🛠️ Skill assignment (6 skill, re-distributed S39)
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| Agent | Skills |
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| investigator-codebase | `contract-workflow` + `permission-matrix` + `ef-core-migration` |
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| investigator-api | `dependency-audit-erp` |
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| implementer-backend | `ef-core-migration` + `permission-matrix` + `contract-workflow` + `form-engine` |
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| implementer-frontend | `permission-matrix` |
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| test-specialist | `contract-workflow` + `permission-matrix` |
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| reviewer | `dependency-audit-erp` + `contract-workflow` + `permission-matrix` |
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| cicd-monitor | `iis-deploy-runbook` + `dependency-audit-erp` + `ef-core-migration` |
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| frontend-designer | `frontend-design` + `senior-frontend` + `brand-guidelines` + `theme-factory` + `webapp-testing` (FD2 loop) + `web-artifacts-builder` |
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| database-agent (read-advisory S52) | `sql-database-assistant` (SQL Server first-class — KHÔNG cover EF-Core) + `ef-core-migration` (EF Core 10 pin + 3-file rule) |
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| tooling-auditor (monitor H1) | ref-only — reads skill registry, KHÔNG dùng domain skill |
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| harvest-curator (monitor H2) | none — deterministic 5-trục scan + Fidelity-escalate `reviewer` |
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## 🔧 Tool grant (S39 — +3 RAG MCP per agent)
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All 10 agent có **4 RAG-READ MCP**: `search_memory` + `search_code` (BM25, prefer over Read full file — tiết kiệm token) + `cross_project_search` + `list_projects`. Base tools per role (READ: Read/Grep/Glob/Bash [+WebFetch/Search cho api] · WRITE: +Edit/Write/Skill).
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> **2 monitor sub (tooling-auditor H1 + harvest-curator H2 — 2026-06-07):** read-only toolset = `[Read, Grep, Glob, Bash, +4 RAG-read]`, **NO `store_memory`, NO Write/Edit** (mirror investigator read-set). INFORM-only — propose → em main single-writer VERIFY→APPEND (B3). 🔴 **G-015 accuracy:** đây KHÔNG = "read-only enforced" — sub vẫn giữ `Bash` (write-channel mở qua shell/curl). Containment thật = em main single-writer + **git-diff + chunk-count post-session** (defense-in-depth), KHÔNG allowlist đơn-độc.
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> ⚠️ **`store_memory` GỠ khỏi MỌI sub (2026-06-02 — AI_INFRA broadcast `Memory-store-memory-strip-global`, adap-report cùng id).** → **lead (em main) = sole RAG-writer** (mechanized failure-safe: sub vật-lý không gọi được `store_memory`). Sub tìm thấy finding/pattern mới → ghi **MEMORY.md** (file); lead + re-index đưa vào RAG. *Accuracy (G-015): đây KHÔNG = sub "read-only" — sub vẫn giữ `Bash` (+ vai write giữ `Write/Edit`); containment thật = defense-in-depth git-diff + Qdrant chunk-count, chưa phải allowlist đơn độc.*
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---
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## 🔌 External skill/plugin mapping (H3 — Harness 1 adopt 2026-06-07)
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> Floor H3: nạp đúng skill/plugin hợp stack, **gộp-vai KHÔNG phình roster**. Audit (investigator-api 2026-06-07; tooling-auditor H1 re-count S50): **18** plugin enabled user-global (`~/.claude/settings.json` — +csharp-lsp +typescript-lsp +session-report vs S49's 15) + ~23 standalone skill (`~/.claude/skills/`). **0 agent mới** — mọi cái = skill→gộp-vai-hiện-có. Nấc: enabled/available → **assigned** (bảng dưới = doc) → used (per-session auto-trigger). tooling-auditor (H1) rà new-alloc mỗi session-end.
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| Skill/plugin (nguồn) | Value-locus | Map → vai | Ghi chú |
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|---|---|---|---|
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| `sql-database-assistant` (standalone) | skill-only | investigator-codebase + implementer-backend | SQL/EF query; đọc kèm `ef-core-migration` (KHÔNG override pin EF Core 10 / dbo single-schema) |
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| `frontend-design` (standalone, KHÔNG enable plugin trùng) | skill-only | frontend-designer | duplicate plugin↔standalone → chọn standalone |
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| `skill-creator` | skill-only | mọi sub (khi tạo skill project) | additive |
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| `claude-md-management` (`claude-md-improver`) | skill+cmd | em main | doc-maintenance |
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| `pr-review-toolkit` (silent-failure-hunter / type-design-analyzer / comment-analyzer / pr-test-analyzer) | agent-bearing | reviewer (tham-chiếu .md như CHECKLIST, KHÔNG enable agent) | giữ roster `reviewer` canonical |
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| `session-report` (node `.mjs`, Win-OK Node 20) | skill-only | em main / cicd-monitor | optional — token/spawn-cost observability |
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**🔴 KHÔNG enable (tránh phình roster + name-collision — H3.3):**
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- `code-modernization` (5 agent: legacy-analyst/security-auditor/test-engineer…) — SE = .NET 10 greenfield, agent-set trùng test-specialist/reviewer/investigator. Chỉ cmd `modernize-assess/map` ad-hoc khi port NamGroup module.
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- `code-reviewer` (×3 nguồn: pr-review-toolkit + feature-dev + standalone skill) collide roster `reviewer` → **giữ `reviewer` canonical**, KHÔNG dùng plugin code-reviewer.
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- `csharp-lsp` — **Windows no-op** (`csharp-ls` không trên PATH; cần `dotnet tool install --global csharp-ls` trước). Defer (Bash dotnet build + grep symbol đủ).
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- `commit-commands/commit-push-pr` — giả định GitHub `gh`; SE = Gitea → partial no-op (chỉ `commit.md` dùng được).
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---
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## 🚦 HMW-mode — Workflow fan-out governance (S49, broadcast `ultracode-hmw-mem-governance`)
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> Áp dụng KHI chạy **Workflow runtime fan-out** (`.claude/workflows/hmw.js`). Vận hành thường (Agent-tool spawn lẻ / parallel-trong-1-message) KHÔNG đổi — decision-tree trên vẫn chuẩn. Toggle: `/ultra-on` · `/ultra-off`.
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- **Toggle 2-lệnh = on-ramp DUY NHẤT (T1/T2):** `/ultra-on` tạo marker `.claude/hmw-mode.on` (gitignored) + vào mode · `/ultra-off` xóa. Marker = single-source-of-truth, persist qua session/compact. `/session-start` đọc marker → BÁO ON/OFF (T3).
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- **Keyword = QUYỀN, KHÔNG lệnh (T4):** "workflow"/"ultracode" mở quyền hỏi, KHÔNG auto-run. Mode-OFF + "chạy workflow" → TỪ CHỐI + nhắc `/ultra-on`. CẤM native `/effort ultracode`. *(Bài học 515K-token false-trigger.)*
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- **Scope (S1):** Workflow fan-out CHỈ repo SOLUTION_ERP — KHÔNG fan-out repo/corpus khác.
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- **Checkpoint (S2):** `hmw.js` **throw** nếu `checkpointApproved≠true` (mechanized tripwire anti-accidental). Em main BÁO {số agent·vai·task} @inform → set cờ → fan-out (KHÔNG chờ confirm từng lần; marker-ON=consent). Sub KHÔNG spawn sub (S3).
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- **VALID_ROLES (8 — whitelist `hmw.js`):** `investigator-codebase` · `investigator-api` · `implementer-backend` · `implementer-frontend` · `test-specialist` · `reviewer` · `cicd-monitor` · `frontend-designer`. Role lạ → default subagent + WARN (fail-soft, S4c).
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- **Memory governance (M1–M5 + R1):** B1 slice-inject (agent ← slice MEMORY của đúng vai qua `args`) · M2 return-delta-only (`memoryDelta{task,verdict,learned,surprise}`) · B3 lead single-writer VERIFY→APPEND-only (no-overwrite-unverified) · B2 harvest-LIỀN sau mỗi workflow vào `agent-memory/<role>` · M5 `store_memory` strip (đã S47). **Containment = defense-in-depth** (git-diff + Qdrant chunk-count post-P2), KHÔNG allowlist đơn-độc (G-015: sub vẫn giữ Bash/Write — KHÔNG "read-only").
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> Floor T/S/M/R đầy đủ → `.claude/commands/ultra-on.md`. adap-report → `docs/governance/adap-reports/2026-06-03-Agent-ultracode-hmw-mem-governance.md`.
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---
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## 💾 Memory discipline
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Each agent `.claude/agent-memory/<name>/MEMORY.md` persistent diary. Spawn auto-inject first 200 lines/25KB. Update BEFORE return (BẮT BUỘC, entry ≤ 1.5K chars). 8 folder: investigator-codebase · investigator-api · implementer-backend · implementer-frontend · test-specialist · reviewer · cicd-monitor · frontend-designer.
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**Tiered Memory Policy v1** (adopt AI_INFRA bulletin 2026-05-29 — thay ngưỡng cứng ">25KB archive" bằng tiered + just-in-time; size to ≠ chất lượng, context-rot):
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- **L1 HOT** = `MEMORY.md` soft-cap **~30KB** (role + patterns + anti-patterns + 5-8 entry gần nhất) → auto-inject mỗi spawn
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- **L2 COLD** = `archive/<YYYY-MM>.md` (activity cũ) → Read on-demand
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- **L3 SEARCHABLE** = RAG `search_memory` → just-in-time
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- Discipline: search L3 / Read L2 TRƯỚC khi deep-dive (đừng nhồi L1). Agent nhớ vô hạn qua L2+L3, context spawn vẫn gọn. Curate khi L1 > ~30KB (KHÔNG còn hard 25KB).
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**End-of-session:** em main SendMessage mỗi agent flush MEMORY → đọc 7 update → synthesize cross-agent → integrate project memory/session log → commit/push.
|
||
|
||
---
|
||
|
||
## 📊 Cost reality (budget +50% S39)
|
||
|
||
| Component | Effective tokens billed (after caching) |
|
||
|---|---|
|
||
| 7 sub-agents spawn setup | ~1.1M (7 × ~155K cache WRITE) |
|
||
| SendMessages cached | ~500K |
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||
| Em main session | ~250K |
|
||
| **Total per heavy session** | **~1.85M (~9× solo)** |
|
||
| **Optimized (compact + cache + skip trivial + parallel)** | **~1.05M (~5× solo)** |
|
||
|
||
**+50% budget** (vs prior ~700K opt / ~1.35M heavy → now ~1.05M opt / ~2M heavy ceiling). Max 20× plan absorbs ~5× comfortable. Trade-off justify: split nhẹ hơn mỗi spawn (giảm gotcha #53 truncate) + parallel BE+FE+test (giảm wall-clock) + test-specialist clear coverage gap backlog (quality).
|
||
|
||
---
|
||
|
||
## 🎯 Project tunings (SOLUTION_ERP)
|
||
|
||
**Stack:** .NET 10 Clean Arch + CQRS MediatR + EF Core 10 + SQL Server + 2 React 19 Vite 8 FE + Gitea CI + Windows IIS.
|
||
|
||
**State (S38 — 2026-05-28):** 40 mig · 84 tables · ~223 endpoints · 53 FE pages · 130 test PASS · 53 gotchas · 27 memory · 6 skills · **7 sub-agents** · Phase 10 COMPLETE 11/11 Plan G-*.
|
||
|
||
**Windows MAX_PATH:** project path nested + Dropbox-managed → implementer KHÔNG dùng `isolation: worktree`. Default branch OK.
|
||
|
||
**UAT live mode (Phase 9):** `feedback_uat_skip_verify` — skip `dotnet test` mỗi chunk, vẫn `npm run build` × 2. test-specialist test-after khi UAT confirm; test-before cho bug/critical algo.
|
||
|
||
---
|
||
|
||
## 🔗 References
|
||
- [Anthropic Building Effective Agents](https://www.anthropic.com/engineering/building-effective-agents)
|
||
- [Cognition "Don't Build Multi-Agents"](https://cognition.ai/blog/dont-build-multi-agents)
|
||
- BVAAU 7-agent reference: `D:\Dropbox\CONG_VIEC\BENHVIEN_A_AU\SOURCE_CODDE\.claude\agents\` (adapted S39 — split trục + 5 RAG tool; SOLUTION_ERP giữ 6 skill + backend/frontend split thay domain/infra cho 2-FE-app fit)
|
||
- Memory: `feedback_per_chunk_commit` · `feedback_uat_skip_verify` · `feedback_audit_reuse_before_clone` · `feedback_implementer_truncation_mitigation` (gotcha #53)
|
||
|
||
## ⚠️ CLI restart required
|
||
Agent definition change (S39 split 4→7) → **anh main restart Claude Code CLI** để registry hot-reload (per S27 lesson — model:inherit + new agent files). Verify post-restart: spawn smoke test mỗi agent mới (investigator-api / implementer-frontend / test-specialist) confirm load OK.
|