widgettdc-api / docs /agents /RAG_IMPLEMENTATION_SYSTEM.md
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---
name: RAG_Implementation_System
description: 'Coordinated agent team system for WidgetTDC RAG project'
status: 'ACTIVE'
version: '1.0'
---
# πŸ€– RAG IMPLEMENTATION SYSTEM - AGENT COORDINATION
**System Purpose**: Coordinate multiple AI agents to execute WidgetTDC RAG project
**Active Since**: 2025-11-17
**Owner**: HansPedder2 (Project Director)
**Operational Lead**: Cursor (Implementation Lead)
---
## πŸ—οΈ SYSTEM ARCHITECTURE
```
HIERARCHICAL AGENT STRUCTURE
═════════════════════════════════════════════════
HansPedder2 (Project Director)
↓ [Strategic Decisions]
↓ [Escalations]
↓
Cursor (Implementation Lead)
↓ [Daily Coordination]
↓ [Task Assignment]
β”œβ”€ DataEngineer
β”œβ”€ MLEngineer
β”œβ”€ BackendEngineer
β”œβ”€ QAEngineer
└─ DevOpsEngineer
System Attributes:
- Authority Chain: Clear escalation path
- Communication: Async + Daily syncs
- Coordination: Kanban board + Claude docs
- Tracking: Git-based version control
- Transparency: 100% visibility to all
```
---
## πŸ‘₯ AGENT ROSTER
### ACTIVE AGENTS
| Agent | Role | Status | Start Date | Epic Owner |
| --------------- | ----------------- | ----------- | ---------- | ----------- |
| Cursor | Impl. Lead | ACTIVE | 2025-11-17 | All (coord) |
| DataEngineer | Data Pipeline | PLACEHOLDER | TBD | EPIC 2, 3 |
| MLEngineer | Retrieval & Eval | PLACEHOLDER | TBD | EPIC 3, 5 |
| BackendEngineer | API & LLM | PLACEHOLDER | TBD | EPIC 4, 6 |
| QAEngineer | Testing & Quality | PLACEHOLDER | TBD | All |
| DevOpsEngineer | Infra & Deploy | PLACEHOLDER | TBD | EPIC 6 |
### GOVERNANCE
| Role | Authority | Escalation |
| ----------- | --------- | --------------------- |
| HansPedder2 | STRATEGIC | None (final decision) |
| Cursor | TACTICAL | HansPedder2 |
| Team | TECHNICAL | Cursor |
---
## πŸ“‹ AGENT ACTIVATION SEQUENCE
### Phase 1: Setup (Week 1)
- [x] HansPedder2 initiates RAG project
- [x] Cursor assigned as Implementation Lead
- [x] Project documentation created
- [ ] **Next**: Team recruitment & assignment
### Phase 2: Team Assembly (Week 2)
- [ ] Identify candidates for each role
- [ ] Brief each agent on their role
- [ ] Onboarding to project docs
- [ ] First sprint planning
- [ ] **Status**: Awaiting team member identification
### Phase 3: Execution (Week 3+)
- [ ] Daily standups with Cursor
- [ ] Epic execution begins
- [ ] Continuous progress tracking
- [ ] Blocker escalation as needed
---
## πŸ”— AGENT COMMUNICATION PROTOCOL
### Standup Structure (Daily, 09:00 UTC)
```
Participant: All active agents + Cursor
Duration: 15 minutes
Format: Async updates (if preferred) or sync call
Each Agent Reports:
1. Yesterday: What was completed
2. Today: What's planned
3. Blockers: Any issues blocking progress
4. Metrics: Key metrics for their domain
5. Questions: Anything needing clarity
```
### Task Assignment Protocol
```
FROM: Cursor (Implementation Lead)
TO: Engineer
FORMAT:
TASK: [Task Name]
EPIC: [EPIC #]
PRIORITY: [P0/P1/P2]
ESTIMATE: [X story points]
DUE: [Date]
DEPENDENCIES: [If any]
ACCEPTANCE_CRITERIA: [Definition of Done]
RESOURCES: [Documentation/tools needed]
Engineer Response:
- Confirms understanding
- Raises concerns if any
- Commits to timeline or negotiates
```
### Blocker Escalation Protocol
```
FROM: Engineer
TO: Cursor
SUBJECT: 🚨 BLOCKER - [Brief description]
SEVERITY: [CRITICAL/HIGH/MEDIUM/LOW]
IMPACT: [What's blocked and when]
ROOT_CAUSE: [If known]
SUGGESTED_FIX: [If available]
Cursor Response Time: <SLA per severity
- CRITICAL: 15 min
- HIGH: 1h
- MEDIUM: 4h
- LOW: 24h
```
---
## πŸ“š REFERENCE DOCUMENTATION
### For All Agents
**Mandatory Reading**:
1. `claudedocs/RAG_PROJECT_OVERVIEW.md` - Main dashboard
2. `claudedocs/RAG_TEAM_RESPONSIBILITIES.md` - Role definitions
3. `.github/agents/Cursor_Implementation_Lead.md` - Management structure
4. `.github/agents/HansPedder2_ProjectDirector.md` - Authority structure
**Ongoing References**:
- `claudedocs/BLOCKERS_LOG.md` - Current blockers
- `claudedocs/DECISION_LOG.md` - Decisions made
- GitHub Projects - Kanban board
### For Specific Roles
- DataEngineer: `.github/agents/DataEngineer_Agent.md`
- MLEngineer: `.github/agents/MLEngineer_Agent.md`
- BackendEngineer: `.github/agents/BackendEngineer_Agent.md`
- QAEngineer: `.github/agents/QAEngineer_Agent.md`
- DevOpsEngineer: `.github/agents/DevOpsEngineer_Agent.md`
---
## 🎯 SUCCESS CRITERIA FOR THE SYSTEM
### Operational Success
- βœ… Daily standups 100% adherence
- βœ… Blocker response times within SLA
- βœ… All documentation up-to-date
- βœ… Zero communication breakdowns
### Project Success
- βœ… Milestones delivered on-time: 100%
- βœ… Scope managed (0% unauthorized creep)
- βœ… Budget tracked & optimized
- βœ… Team satisfaction: >8/10
### Technical Success
- βœ… Code quality: >85% coverage
- βœ… Performance: All targets met
- βœ… Production ready by Mar 2026
---
## πŸ”„ SYSTEM HEALTH MONITORING
### Weekly System Health Check
**Cursor Reviews**:
- Team coordination effectiveness
- Communication quality
- Blocker resolution efficiency
- Morale & satisfaction
**Decision**: Continue current structure or adjust?
### Metrics Tracked
| Metric | Target | Current | Trend |
| ----------------- | ------ | ------- | ----- |
| Standup Adherence | 100% | TBD | - |
| Blocker Response | SLA | TBD | - |
| Doc Currency | 100% | TBD | - |
| Team Satisfaction | >8/10 | TBD | - |
---
## πŸš€ ACTIVATION COMMANDS FOR CURSOR
To activate the entire system:
```
@Cursor "You are now active as Implementation Lead for WidgetTDC RAG.
Reference:
- .github/agents/Cursor_Implementation_Lead.md (your role)
- .github/agents/RAG_IMPLEMENTATION_SYSTEM.md (this system)
- claudedocs/RAG_PROJECT_OVERVIEW.md (main dashboard)
- claudedocs/RAG_TEAM_RESPONSIBILITIES.md (team structure)
Team status:
- DataEngineer: PLACEHOLDER (awaiting assignment)
- MLEngineer: PLACEHOLDER (awaiting assignment)
- BackendEngineer: PLACEHOLDER (awaiting assignment)
- QAEngineer: PLACEHOLDER (awaiting assignment)
- DevOpsEngineer: PLACEHOLDER (awaiting assignment)
Your tasks:
1. Review project status & backlog
2. Prepare for sprint 1 planning
3. Identify any initial blockers
4. Report: What's the project status?"
```
---
## πŸŽ“ AGENT ONBOARDING PROCEDURE
When a new agent joins:
1. **Document Review** (1 hour)
- Read role-specific agent config
- Review project overview
- Understand team structure
2. **Briefing** (30 min)
- Cursor explains their role
- Q&A about responsibilities
- Introduce them to team
3. **Setup** (30 min)
- Git repo access
- Project docs access
- Kanban board access
4. **First Task** (Simple, low-risk)
- Get familiar with workflow
- Build confidence
- Establish cadence
5. **Integration** (Ongoing)
- Daily standups
- Progress tracking
- Collaborative work
---
## πŸ›‘οΈ SYSTEM RESILIENCE
### What if an agent goes offline?
- Task reassignment by Cursor
- Escalate to HansPedder2 if critical
- Document in BLOCKERS_LOG.md
### What if a sprint derails?
- Emergency standup
- Reassess priorities
- Adjust timeline if needed
- Escalate to HansPedder2
### What if team conflict occurs?
- Cursor mediates
- Escalate to HansPedder2 if needed
- Document in decision log
---
## πŸ“ž SUPPORT & ESCALATION
**For Technical Issues**:
- Agent β†’ Cursor β†’ HansPedder2
**For Blocker Issues**:
- Agent β†’ Cursor (with escalation timing)
**For Scope/Timeline Changes**:
- Cursor β†’ HansPedder2 (with analysis)
**For Strategic Changes**:
- Any β†’ HansPedder2 (via Cursor)
---
## βœ… SYSTEM INITIALIZATION CHECKLIST
- [x] Project director assigned (HansPedder2)
- [x] Implementation lead assigned (Cursor)
- [x] All agent configs created
- [x] Project documentation complete
- [x] Authority structure documented
- [ ] Team members recruited
- [ ] Team members onboarded
- [ ] First sprint planned
- [ ] First standup scheduled
---
**System Status**: READY FOR TEAM RECRUITMENT
**Last Updated**: 2025-11-17
**Next Step**: Recruit and onboard team members