Session 20 turn 12: User paste self-contained template setup multi-agent từ NAMGROUP s41-s43 trial (empirical-grounded Anthropic Building Effective Agents + Cognition "writes single-threaded"). Pre-flight decision gate 6/6 pass → proceed setup. ### Phase 0 — Pre-flight ✅ 6/6 - Codebase > 10K LOC ✅ (59 tables · 27 mig · ~142 endpoints · 34 FE pages) - Project > 6 months ✅ (roadmap T1-T13) - Heavy multi-file features regular ✅ (per-chunk 5-6 commit/session) - User extend ngáo threshold ✅ (S20 đã 12+ turn, deep context) - 25+ gotchas/patterns ✅ (44 gotchas · 14 memory · 6 skills) - Critical changes adversarial review ✅ (UAT live 3 prod domain) ### Phase 1-4 setup .claude/ ├── agents/ │ ├── README.md (master coordination guide ~9.7KB) │ ├── investigator.md (READ — research + audit + WebFetch ~7.3KB) │ ├── implementer.md (WRITE conditional Case 1+2+3+5 ~8.4KB) │ └── reviewer.md (READ adversarial pre-commit + live curl ~9.6KB) └── agent-memory/ ├── investigator/MEMORY.md (seed ~5.9KB) ├── implementer/MEMORY.md (seed ~6.9KB) └── reviewer/MEMORY.md (seed ~6.5KB) ### Customizations per SOLUTION_ERP - Stack: .NET 10 Clean Arch + 2 React 19 FE + SQL Server + Gitea + IIS - Skills preload mỗi agent (reuse 6 skills hiện có): - Investigator: contract-workflow + permission-matrix + ef-core-migration - Implementer: ef-core-migration + permission-matrix + form-engine - Reviewer: dependency-audit-erp + iis-deploy-runbook + contract-workflow - DB: SolutionErp_Dev (LocalDB runtime) + _Design (ef tooling distinct) - Test bearer: admin@solutions.com.vn / Admin@123456 (full) + nv.test@solutions.com.vn / TestUser@123456 (Drafter UAT scope) - Prod UAT: api/admin/eoffice.solutions.com.vn ### Windows MAX_PATH pitfall handled Project path D:\Dropbox\CONG_VIEC\SOLUTION\SOLUTION_ERP\ = 51 chars + nested Dropbox-managed → `isolation: worktree` DROPPED khỏi implementer.md frontmatter per template Pitfall 1. Em main reviews diff before commit (compensate). ### Memory baseline seeded 3 MEMORY.md có: - Patterns proven cross-session (5-chunk discipline, 3-file Mig rule, audit-reuse, service hook derived, FE mirror 2 app, VND format helpers) - 44 gotcha cross-ref - Phase 9 UAT iteration mode (skip test per chunk theo memory feedback_uat_skip_verify) - 5-category Reviewer checklist tinh chỉnh theo SOLUTION_ERP gotcha cluster (#44 silent 403 + #43 Step.Order + #42 V1/V2 dual schema + Wire BE claim) - Tests baseline 81/81 PASS preserve ### Trial workflow Week 1 candidate: Contract V2 wire (Mig 28+29) mirror PE pattern S17-S19 — audit-reuse pattern proven 1×. ~600+ LOC, 2 mig + Service + Controller + FE × 2 app. Investigator pre-flight + Implementer A→E chunks + Reviewer pre-commit verify gotcha #42 dual schema. Em main spawn first time qua /agents command. Pattern tracking ROI 4 tuần trial (week 4 evaluate keep / tune / archive). ### Acceptance criteria 7/7 ✅ - 4 agent .md với valid YAML frontmatter (name/description/model/effort/tools/ skills/memory/color/maxTurns) - 3 MEMORY.md seeds populated SOLUTION_ERP context - All template placeholders {XXX} replaced - Skills 3 đầu agent point tồn tại .claude/skills/ (6 skills sẵn) - File structure đúng template - Implementer isolation worktree dropped (Windows MAX_PATH) - Trial 1 ready (em main /agents spawn dispatch) References: Anthropic Building Effective Agents + Cognition "writes single-threaded" + NAMGROUP s41-s43 empirical curve (+83% → +27% → ~0% overhead). Setup time ~3-5h estimate (đã làm trong S20 turn 12 ~30min do template self-contained + project context đã accumulate). Path filter CI sẽ skip (.claude/skills/** trong paths-ignore, mirror cho .claude/agents/** + .claude/agent-memory/** thực tế cũng docs-class). Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
9.5 KiB
Multi-agent SOLUTION_ERP — Master Coordination Guide
Architecture: 3 sub-agents Opus 4.7 1M Max + em main coordinator. Pattern: Anthropic Building Effective Agents orchestrator-workers + Cognition "writes single-threaded" hybrid. Setup: Session 20 turn 12 (2026-05-11) — empirical-grounded từ NAMGROUP s41-s43 trial curve.
🎯 Architecture
┌─────────────────────────────────────────────────────────┐
│ EM (Main) — Opus 4.7 1M Max │
│ • Reasoning + write code (single-threaded principle) │
│ • User dialog + architectural decisions │
│ • Coordinate 3 sub-agents via SendMessage │
│ • Synthesize cross-agent findings end-of-session │
└─────────────────────────────────────────────────────────┘
↓ spawn + keep-alive (Opus 4.7 1M Max each)
┌──────────────┐ ┌──────────────┐ ┌──────────────┐
│ Investigator │ │ Implementer │ │ Reviewer │
│ READ only │ │ WRITE strict│ │ READ only │
│ │ │ classification│ │ │
│ Research + │ │ Cookie-cutter│ │ Adversarial │
│ Audit + │ │ + Multi-file│ │ pre-commit + │
│ External │ │ independent │ │ live verify │
│ research │ │ ONLY │ │ │
└──────────────┘ └──────────────┘ └──────────────┘
cyan yellow red
🔄 Invocation decision tree (em main apply)
Task input → classify task type:
├── Read-only research / audit / scan > 5 files / external fetch?
│ → Spawn Investigator (always safe)
│
├── Adversarial pre-commit verify / heavy diff / deploy claim?
│ → Spawn Reviewer (always before push critical)
│
├── Cookie-cutter mechanical (N independent files same pattern, deterministic spec)?
│ ✓ N >= 5 files
│ ✓ Spec deterministic (no implicit decisions)
│ ✓ Pattern proven > 1× prior
│ → Spawn Implementer (Case 1 Anthropic verified)
│
├── Multi-file independent changes (different modifications per file)?
│ ✓ Each file verifiable independently
│ ✓ Files NOT cross-stack tight coupling
│ → Spawn Implementer (Case 2 orchestrator-workers)
│
├── Test generation for isolated methods?
│ → Spawn Implementer (Case 3 verified)
│
├── Mass code migration (framework upgrade, per-file deterministic)?
│ → Spawn Implementer (Case 5 verified)
│
├── Quick task < 30 min (overhead spawn không xứng)?
│ → Em solo direct
│
├── Schema design / UX flow / architectural decision / cross-stack tight coupling?
│ → Em solo (Cognition "writes single-threaded")
│ → Investigator pre-flight optional
│ → Reviewer pre-commit always
│
└── Bug fix tightly coupled (cross BE/FE/DB, reasoning chain)?
→ Em solo (Anthropic warning: "tightly interdependent coding")
→ Investigator pre-flight optional
→ Reviewer pre-commit always
📋 Implementer task classification — CRITICAL rules
Em main MUST self-check before spawning Implementer:
✅ ACCEPT criteria (ALL must be true)
- ✅ Spec deterministic (no implicit decisions left for agent)
- ✅ Files independent (modifications don't depend on each other)
- ✅ Pattern repeatable (proven > 1× prior session — reference memory entries)
- ✅ Estimated effort > 30 min (overhead worth)
- ✅ Max 2 layers cross-stack (NOT BE entity + DTO + FE wire 3-layer)
- ✅ Each file output verifiable independently
❌ REFUSE criteria (ANY triggers refusal)
- ❌ Schema design decisions needed
- ❌ UX flow decisions needed
- ❌ Cross-stack > 2 layers tight coupling
- ❌ Bug fix involving reasoning chain
- ❌ Integration testing involving multiple components
- ❌ < 30 min trivial task
- ❌ First time pattern (no prior precedent)
- ❌ Spec ambiguity > 20%
Implementer agent ALSO has self-check trong system prompt → auto-refuse out-of-scope.
💾 Memory consult discipline
Each agent has .claude/agent-memory/<name>/MEMORY.md persistent diary:
- Spawn: Auto-inject first 200 lines / 25KB của MEMORY.md
- During work: Agent may Read full MEMORY.md if task complex
- Before return: Agent MUST update MEMORY.md với findings (BẮT BUỘC)
- Cross-session: MEMORY.md persists on disk
Em main routine end-of-session:
SendMessage Investigator: "Flush MEMORY.md với findings session này. Format:
1-2 sentences per finding. Categories: patterns / anti-patterns / gotchas
discovered / external research summary."
SendMessage Implementer: "Flush MEMORY.md với patterns applied + ambiguities
encountered + scope refusals."
SendMessage Reviewer: "Flush MEMORY.md với anti-patterns observed + gotcha
regressions caught + claim verification results."
Em read 3 MEMORY.md updates → synthesize cross-agent learnings → integrate
vào project memory / session log.
Em proceed normal close-out: STATUS update + commit + push.
🛠️ SendMessage discipline
Cost optimization:
- Within 5min cache TTL window khi possible (90% discount cached prefix)
- Compact prompts (~5K new content each) thay vì dump (~24K)
- Skip spawn cho task < 30min
Context discovery preservation:
- Include explicit "Include surprising findings + edge cases discovered" trong spec
- Periodic checkpoint mỗi 1-2h heavy work: prompt agents flush MEMORY.md
- Session crash → MEMORY.md preserved on disk, in-session context lost
🎯 Project-specific tunings (SOLUTION_ERP)
Stack: .NET 10 Clean Architecture + CQRS MediatR + EF Core 10 + SQL Server + 2 React 19 Vite 8 FE (admin + user) + Gitea Actions CI + Windows IIS.
Current state (Session 20 turn 12): 27 migrations · 59 DB tables · ~142 endpoints · 34 FE pages · 81 test pass · 44 gotchas · 14 memory entries · 6 skills · 30 demo user · 3 prod domain *.solutions.com.vn.
Skills preload mỗi sub-agent:
- Investigator:
contract-workflow+permission-matrix+ef-core-migration(research patterns + schema audit) - Implementer:
ef-core-migration+permission-matrix+form-engine(scaffold + 3-file rule + permission seed) - Reviewer:
dependency-audit-erp+iis-deploy-runbook+contract-workflow(security/deploy/workflow audit)
Context paste session start (em main responsibility):
docs/STATUS.mdcurrent statedocs/CLAUDE.mdroot tech context- Latest 2 session logs
docs/changelog/sessions/ - Active gotchas
docs/gotchas.md - Memory entries
C:\Users\pqhuy\.claude\projects\D--Dropbox-CONG-VIEC-SOLUTION\memory\MEMORY.md
→ Auto-inject baseline ~80-150K per agent. Plus task-specific Read on-demand.
Windows MAX_PATH pitfall: Project path D:\Dropbox\CONG_VIEC\SOLUTION\SOLUTION_ERP\ đã nested 51 chars + Dropbox-managed. Implementer frontmatter KHÔNG dùng isolation: worktree (per Pitfall 1 template). Default branch isolation OK.
UAT live mode (Phase 9 active): Memory feedback_uat_skip_verify — skip dotnet test mỗi chunk, vẫn npm run build × 2 app. Reviewer khi spawn pre-commit cần áp rule này (không yêu cầu test increment cho UAT iteration), VẪN verify wire BE + security + anti-fiddle.
📊 Cost reality
| Component | Effective tokens billed (after caching) |
|---|---|
| 3 sub-agents spawn setup | ~564K (3 × 188K cache WRITE) |
| 10 SendMessages each ~24K new | ~450K (10 × 45K equivalent với cache READ) |
| Em main session | ~200K |
| Total per heavy session | ~1.2M (~6× solo) |
| Optimized (compact + cache + skip trivial) | ~600K (~3× solo) |
Max 20× plan absorbs ~3× solo cost comfortable.
🧪 Trial workflow (2-4 tuần evaluate)
- Week 1: Setup + Plan trial cookie-cutter (Case 1 verified). SOLUTION_ERP candidate: Contract V2 wire Mig 28+29 mirror PE pattern — pattern proven 1× S17-S19 (PE V2). ~600+ LOC, 2 mig + Service + Controller + FE × 2 app.
- Week 2-3: Feature wire (Solo em + Inv pre-flight + Rev pre-commit) — phân quyền strict V2 + drop legacy V1.
- Week 4: Evaluate quality vs cost real numbers.
- Pass criteria: Rev catch ≥ 2 wire bugs trước commit + time saving ≥ 25% Case 1+2 + Max 20× quota comfortable
- Fail criteria: any of above unmet → rollback solo, agents archived
🔗 References
- Anthropic Building Effective Agents
- Cognition "Multi-Agents Working"
- Anthropic Sub-agents docs
- Memory entries (
C:\Users\pqhuy\.claude\projects\D--Dropbox-CONG-VIEC-SOLUTION\memory\):feedback_per_chunk_commit.md— per-chunk discipline reference cho Implementer patternfeedback_uat_skip_verify.md— Reviewer rule trong Phase 9feedback_drastic_refactor_scope.md— Implementer refuse criteria referencefeedback_audit_reuse_before_clone.md— Investigator audit-first pattern