- Introduced Role Analysis Reviewer Agent to validate role analysis outputs against templates and quality standards. - Created a detailed validation ruleset for the system-architect role, including mandatory and recommended sections. - Added JSON validation report structure for output. - Implemented execution command for validation process. test: Add UX tests for HookCard component - Created comprehensive tests for HookCard component, focusing on delete confirmation UX pattern. - Verified confirmation dialog appearance, deletion functionality, and button interactions. - Ensured proper handling of state updates and visual feedback for enabled/disabled status. test: Add UX tests for ThemeSelector component - Developed tests for ThemeSelector component, emphasizing delete confirmation UX pattern. - Validated confirmation dialog display, deletion actions, and toast notifications for undo functionality. - Ensured proper management of theme slots and state updates. feat: Implement useDebounce hook - Added useDebounce hook to delay expensive computations or API calls, enhancing performance. feat: Create System Architect Analysis Template - Developed a comprehensive template for system architect role analysis, covering required sections such as architecture overview, data model, state machine, error handling strategy, observability requirements, configuration model, and boundary scenarios. - Included examples and templates for each section to guide users in producing SPEC.md-level precision modeling.
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Execution Flow
This document provides a detailed walkthrough of how tasks flow through the Team Lifecycle v3 system, from initial user request to final completion.
Table of Contents
- Overview
- Pipeline Definitions
- Execution Lifecycle
- Beat-Based Cadence
- Conditional Routing
- Dynamic Role Injection
- Quality Checkpoints
- Task Metadata Registry
Overview
Team Lifecycle v3 uses an event-driven, beat-based execution model:
- User provides task description
- Coordinator clarifies requirements and creates team
- Coordinator analyzes complexity and injects specialist roles
- Coordinator creates task chain based on pipeline selection
- Coordinator spawns first batch of workers (background execution)
- Workers execute and report completion via SendMessage callbacks
- Coordinator advances pipeline, spawning next ready tasks
- Process repeats until pipeline complete
- Coordinator generates final report
Pipeline Definitions
Spec-only Pipeline (6 tasks, 3 discussions)
For documentation, requirements gathering, and design work.
RESEARCH-001(+D1) → DRAFT-001 → DRAFT-002(+D2) → DRAFT-003 → DRAFT-004 → QUALITY-001(+D3)
Tasks:
- RESEARCH-001 (analyst): Research and discovery with DISCUSS-001
- DRAFT-001 (writer): Product brief with self-validation
- DRAFT-002 (writer): Requirements PRD with DISCUSS-002
- DRAFT-003 (writer): Architecture document with self-validation
- DRAFT-004 (writer): Epics breakdown with self-validation
- QUALITY-001 (reviewer): Multi-dimensional quality check with DISCUSS-003
Checkpoint: After QUALITY-001, user can review, improve, or revise before proceeding.
Impl-only Pipeline (4 tasks)
For quick implementations with clear requirements.
PLAN-001 → IMPL-001 → TEST-001 + REVIEW-001
Tasks:
- PLAN-001 (planner): Implementation planning and complexity assessment
- IMPL-001 (executor): Code implementation
- TEST-001 (tester): Test generation and execution (parallel with REVIEW-001)
- REVIEW-001 (reviewer): Code quality review (parallel with TEST-001)
Full-lifecycle Pipeline (10 tasks, v2 compatible)
Complete feature development from requirements to implementation.
[Spec pipeline] → PLAN-001(blockedBy: QUALITY-001) → IMPL-001 → TEST-001 + REVIEW-001
Checkpoint: After QUALITY-001, user reviews spec quality before proceeding to implementation.
Enhanced Parallel Pipeline (v3 NEW)
Advanced pipeline with conditional routing and parallel execution.
RESEARCH-001(+D1) → DRAFT-001 → DRAFT-002(+D2) → DRAFT-003 → DRAFT-004 → QUALITY-001(+D3)
|
v
PLAN-001 (complexity assessment)
|
+---------------+---------------+
| | |
Low: IMPL-001 Med: ORCH-001 High: ARCH-001
| → IMPL-* → ORCH-001
| → IMPL-*
v
IMPL-001 || DEV-FE-001 (parallel, P0)
|
v
TEST-001 || QA-FE-001 (parallel, P1)
|
v
REVIEW-001 (P1)
Key Features:
- Conditional routing based on complexity assessment
- Parallel execution of independent tasks (IMPL-001 || DEV-FE-001)
- Priority-based scheduling (P0 > P1 > P2)
- Dynamic specialist role injection
Execution Lifecycle
Phase 0: User Request
User invokes the skill with a task description:
Skill(skill="team-lifecycle-v3", args="Implement user authentication with OAuth2")
Phase 1: Clarification & Team Creation
Coordinator Actions:
- Parse task description
- Ask clarifying questions if needed (via AskUserQuestion)
- Determine pipeline type (spec-only, impl-only, full-lifecycle)
- Create team session folder:
.workflow/.team/TLS-<slug>-<date>/ - Initialize team via TeamCreate
Output: Team session created, requirements clarified
Phase 2: Complexity Analysis & Role Injection
Coordinator Actions:
- Analyze task description for keywords
- Assess complexity indicators (module count, dependencies)
- Inject specialist roles based on triggers:
- Security keywords →
security-expert - Performance keywords →
performance-optimizer - Data keywords →
data-engineer - DevOps keywords →
devops-engineer - ML keywords →
ml-engineer - High complexity →
orchestrator,architect
- Security keywords →
Output: Role injection plan, updated task chain
Phase 3: Task Chain Creation
Coordinator Actions:
- Select pipeline based on requirements
- Create task metadata for each step
- Assign priorities (P0/P1/P2)
- Establish dependencies (blockedBy relationships)
- Register tasks via TaskCreate
Output: Complete task chain with dependencies
Phase 4: Worker Spawning & Execution
Coordinator Actions:
- Find ready tasks (no unmet dependencies)
- Sort by priority (P0 > P1 > P2)
- Spawn workers via Agent tool (background execution)
- Update task status to
in_progress - Enter idle state (STOP)
Worker Actions:
- Load role specification
- Execute Phase 1-5 (task discovery, domain work, reporting)
- Generate artifacts with manifest
- Send completion callback to coordinator via SendMessage
Output: Workers executing in background
Phase 5: Callback Handling & Advancement
Coordinator Actions (on callback):
- Mark completed task
- Validate artifact (check manifest validation_status)
- Update artifact registry
- Find next ready tasks
- Check for checkpoints (e.g., QUALITY-001 complete)
- If checkpoint: display status, wait for user command
- If no checkpoint: spawn next batch, return to idle
Output: Pipeline advances, next workers spawned
Phase 6: Completion & Reporting
Coordinator Actions (when all tasks complete):
- Generate final report
- Summarize artifacts produced
- Display completion status
- Offer completion actions (archive session, continue work)
Output: Final report, session complete
Beat-Based Cadence
The system uses an event-driven beat model where each beat = coordinator wake → process → spawn → STOP.
Beat Cycle (v3 Enhanced)
======================================================================
Event Coordinator Workers
----------------------------------------------------------------------
callback/resume --> +- handleCallback -+
| mark completed |
| check artifacts | <- v3: artifact validation
| update registry | <- v3: artifact registry
+- handleSpawnNext -+
| find ready tasks |
| priority sort | <- v3: P0/P1/P2 scheduling
| inject roles | <- v3: dynamic injection
| spawn workers ---+--> [team-worker] Phase 1-5
+- STOP (idle) -----+ |
|
callback <-----------------------------------------+
======================================================================
Fast-Advance Optimization
For simple linear successors, workers can spawn the next worker directly:
======================================================================
[Worker A] Phase 5 complete
+- 1 ready task? simple successor?
| --> spawn team-worker B directly
| --> log fast_advance to message bus
+- complex case? --> SendMessage to coordinator
======================================================================
Benefits:
- Reduces coordinator overhead for simple chains
- Faster execution for linear pipelines
- Coordinator still maintains authority via message bus logs
Conditional Routing
PLAN-001 assesses complexity and routes to appropriate implementation strategy.
Complexity Assessment Algorithm
Module Definition: A module is a cohesive unit of code with clear boundaries and a single primary responsibility. Typically corresponds to:
- A file or class with related functionality
- A directory containing related files (e.g.,
auth/,payment/) - A service or component with well-defined interfaces
Quantifiable Complexity Criteria:
| Metric | Low | Medium | High |
|---|---|---|---|
| Module Count | 1-2 modules | 3-5 modules | 6+ modules |
| Lines of Code (LOC) | <500 LOC | 500-2000 LOC | 2000+ LOC |
| Dependency Depth | 1-2 levels | 3-4 levels | 5+ levels |
| Responsibilities | Single responsibility | 2-3 responsibilities | 4+ responsibilities |
| Cross-Cutting Concerns | None | 1-2 (e.g., logging, validation) | 3+ (e.g., auth, caching, monitoring) |
| External Integrations | 0-1 (e.g., database) | 2-3 (e.g., DB, API, cache) | 4+ (e.g., DB, APIs, queues, storage) |
Complexity Score Calculation (Pseudocode):
function assessComplexity(plan):
score = 0
// Module count (weight: 3)
if plan.module_count >= 6:
score += 3 * 3
else if plan.module_count >= 3:
score += 2 * 3
else:
score += 1 * 3
// Lines of code (weight: 2)
if plan.estimated_loc >= 2000:
score += 3 * 2
else if plan.estimated_loc >= 500:
score += 2 * 2
else:
score += 1 * 2
// Dependency depth (weight: 2)
if plan.dependency_depth >= 5:
score += 3 * 2
else if plan.dependency_depth >= 3:
score += 2 * 2
else:
score += 1 * 2
// Responsibilities (weight: 1)
if plan.responsibilities >= 4:
score += 3 * 1
else if plan.responsibilities >= 2:
score += 2 * 1
else:
score += 1 * 1
// Cross-cutting concerns (weight: 1)
if plan.cross_cutting_concerns >= 3:
score += 3 * 1
else if plan.cross_cutting_concerns >= 1:
score += 2 * 1
else:
score += 1 * 1
// External integrations (weight: 1)
if plan.external_integrations >= 4:
score += 3 * 1
else if plan.external_integrations >= 2:
score += 2 * 1
else:
score += 1 * 1
// Total score range: 10-30
// Low: 10-15, Medium: 16-22, High: 23-30
if score >= 23:
return "High"
else if score >= 16:
return "Medium"
else:
return "Low"
Routing Decision Tree:
┌─────────────────────┐
│ PLAN-001 Complete │
│ Assess Complexity │
└──────────┬──────────┘
│
┌──────────────┼──────────────┐
│ │ │
▼ ▼ ▼
┌────────────┐ ┌────────────┐ ┌────────────┐
│ Low │ │ Medium │ │ High │
│ Score:10-15│ │ Score:16-22│ │ Score:23-30│
└──────┬─────┘ └──────┬─────┘ └──────┬─────┘
│ │ │
▼ ▼ ▼
┌────────────┐ ┌────────────┐ ┌────────────┐
│ IMPL-001 │ │ ORCH-001 │ │ ARCH-001 │
│ (direct) │ │ (parallel) │ │ (design) │
└──────┬─────┘ └──────┬─────┘ └──────┬─────┘
│ │ │
│ ▼ ▼
│ ┌────────────┐ ┌────────────┐
│ │ IMPL-001 │ │ ORCH-001 │
│ │ IMPL-002 │ │ (parallel) │
│ │ IMPL-003 │ └──────┬─────┘
│ │ (parallel) │ │
│ └──────┬─────┘ ▼
│ │ ┌────────────┐
│ │ │ IMPL-001 │
│ │ │ IMPL-002 │
│ │ │ ... │
│ │ │ (parallel) │
│ │ └──────┬─────┘
│ │ │
└──────────────┴──────────────┘
│
▼
┌────────────┐
│ TEST-001 │
│ REVIEW-001 │
│ (parallel) │
└────────────┘
Complexity Assessment Criteria
| Complexity | Module Count | Dependency Depth | Routing Decision |
|---|---|---|---|
| Low | 1-2 modules | Shallow (1-2 levels) | Direct IMPL |
| Medium | 3-5 modules | Moderate (3-4 levels) | Orchestrated IMPL |
| High | 6+ modules | Deep (5+ levels) | Architecture + Orchestrated IMPL |
Routing Paths
Low Complexity Route
PLAN-001 → IMPL-001 → TEST-001 + REVIEW-001
Roles: planner → executor → tester + reviewer
Use Case: Simple feature, single module, clear implementation path
Medium Complexity Route
PLAN-001 → ORCH-001 → IMPL-001 || IMPL-002 || IMPL-003 → TEST-001 + REVIEW-001
Roles: planner → orchestrator → executor (parallel) → tester + reviewer
Use Case: Multi-module feature, moderate dependencies, parallel implementation possible
High Complexity Route
PLAN-001 → ARCH-001 → ORCH-001 → IMPL-001 || IMPL-002 || ... → TEST-001 + REVIEW-001
Roles: planner → architect → orchestrator → executor (parallel) → tester + reviewer
Use Case: Complex feature, many modules, deep dependencies, architecture design needed
Dynamic Role Injection
Specialist roles are automatically injected based on task analysis.
Injection Triggers
| Trigger | Injected Role | Injection Point | Priority |
|---|---|---|---|
| Keywords: security, vulnerability, OWASP, auth | security-expert | After PLAN-001 | P0 |
| Keywords: performance, optimization, bottleneck, latency | performance-optimizer | After IMPL-* | P1 |
| Keywords: data, pipeline, ETL, schema, database | data-engineer | Parallel with IMPL-* | P0 |
| Keywords: devops, CI/CD, deployment, docker, kubernetes | devops-engineer | After IMPL-* | P1 |
| Keywords: ML, model, training, inference, AI | ml-engineer | Parallel with IMPL-* | P0 |
| Complexity: High + multi-module | orchestrator | Replace IMPL-* with ORCH-* | P0 |
| Complexity: High + deep dependencies | architect | Before ORCH-* | P0 |
Injection Example
Task Description: "Implement user authentication with OAuth2, add security audit, optimize login performance"
Analysis:
- Keywords detected: "authentication", "OAuth2", "security", "audit", "optimize", "performance"
- Complexity: Medium (3-4 modules)
Injected Roles:
security-expert(keywords: security, audit, authentication)performance-optimizer(keywords: optimize, performance)
Resulting Pipeline:
PLAN-001 → IMPL-001 || SECURITY-001 || PERF-001 → TEST-001 → REVIEW-001
Quality Checkpoints
Checkpoints pause execution for user review and feedback.
Checkpoint 1: Spec Phase Complete (QUALITY-001)
Trigger: QUALITY-001 task completes
Coordinator Output:
[coordinator] ══════════════════════════════════════════
[coordinator] SPEC PHASE COMPLETE
[coordinator] Quality Gate: <PASS|REVIEW|FAIL> (<score>%)
[coordinator]
[coordinator] Dimension Scores:
[coordinator] Completeness: ████████░░ 80%
[coordinator] Consistency: █████████░ 90%
[coordinator] Traceability: ███████░░░ 70%
[coordinator] Depth: ████████░░ 80%
[coordinator] Coverage: ██████████ 100%
[coordinator]
[coordinator] Available Actions:
[coordinator] resume -> Proceed to implementation
[coordinator] improve -> Auto-improve weakest dimension
[coordinator] revise <TASK-ID> -> Revise specific document
[coordinator] recheck -> Re-run quality check
[coordinator] feedback <text> -> Inject feedback
[coordinator] ══════════════════════════════════════════
User Actions:
resume→ Proceed to PLAN-001improve→ Auto-improve weakest dimension (Traceability in example)revise DRAFT-003→ Revise architecture documentrecheck→ Re-run QUALITY-001feedback "Add more API examples"→ Targeted revision
Checkpoint 2: Complexity Routing Decision (PLAN-001)
Trigger: PLAN-001 completes with complexity assessment
Coordinator Output:
[coordinator] ══════════════════════════════════════════
[coordinator] COMPLEXITY ASSESSMENT COMPLETE
[coordinator] Complexity: Medium (3 modules, moderate dependencies)
[coordinator] Routing: Orchestrated Implementation
[coordinator]
[coordinator] Next Steps:
[coordinator] ORCH-001: Coordinate parallel implementation
[coordinator] IMPL-001: Core authentication module
[coordinator] IMPL-002: OAuth2 integration
[coordinator] IMPL-003: Session management
[coordinator]
[coordinator] Continuing automatically...
[coordinator] ══════════════════════════════════════════
Note: This checkpoint is informational only; execution continues automatically.
Checkpoint 3: Parallel Merge (All Parallel Tasks Complete)
Trigger: All parallel tasks at same level complete
Coordinator Actions:
- Validate integration (check for conflicts)
- Merge artifacts if needed
- Continue to next phase
Note: If integration issues detected, coordinator may pause for user intervention.
Checkpoint 4: Pipeline Stall (No Ready + No Running)
Trigger: No tasks ready to execute and no tasks currently running
Coordinator Output:
[coordinator] ══════════════════════════════════════════
[coordinator] PIPELINE STALLED
[coordinator] Reason: Circular dependency or missing task
[coordinator]
[coordinator] Current State:
[coordinator] Completed: 5 tasks
[coordinator] Blocked: 2 tasks (waiting on IMPL-001)
[coordinator] Running: 0 tasks
[coordinator]
[coordinator] Action Required: Check task dependencies
[coordinator] ══════════════════════════════════════════
User Actions: Investigate and resolve dependency issues
Task Metadata Registry
Complete task metadata for all pipeline tasks.
| Task ID | Role | Phase | Dependencies | Discuss | Priority | Notes |
|---|---|---|---|---|---|---|
| RESEARCH-001 | analyst | spec | (none) | DISCUSS-001 | P0 | Initial research |
| DRAFT-001 | writer | spec | RESEARCH-001 | self-validate | P0 | Product brief |
| DRAFT-002 | writer | spec | DRAFT-001 | DISCUSS-002 | P0 | Requirements PRD |
| DRAFT-003 | writer | spec | DRAFT-002 | self-validate | P0 | Architecture doc |
| DRAFT-004 | writer | spec | DRAFT-003 | self-validate | P0 | Epics breakdown |
| QUALITY-001 | reviewer | spec | DRAFT-004 | DISCUSS-003 | P0 | Quality gate |
| PLAN-001 | planner | impl | (none or QUALITY-001) | - | P0 | Implementation plan |
| ARCH-001 | architect | impl | PLAN-001 | - | P0 | Architecture design (if High complexity) |
| ORCH-001 | orchestrator | impl | PLAN-001 or ARCH-001 | - | P0 | Orchestration (if Med/High complexity) |
| IMPL-001 | executor | impl | PLAN-001 or ORCH-001 | - | P0 | Core implementation |
| DEV-FE-001 | fe-developer | impl | PLAN-001 or ORCH-001 | - | P0 | Frontend (parallel with IMPL-001) |
| TEST-001 | tester | impl | IMPL-001 | - | P1 | Test generation |
| QA-FE-001 | fe-qa | impl | DEV-FE-001 | - | P1 | Frontend QA (parallel with TEST-001) |
| REVIEW-001 | reviewer | impl | IMPL-001 | - | P1 | Code review |
| SECURITY-001 | security-expert | impl | IMPL-001 | - | P0 | Security audit (if injected) |
| PERF-001 | performance-optimizer | impl | IMPL-001 | - | P1 | Performance optimization (if injected) |
| DATA-001 | data-engineer | impl | PLAN-001 | - | P0 | Data pipeline (if injected, parallel) |
| DEVOPS-001 | devops-engineer | impl | IMPL-001 | - | P1 | DevOps setup (if injected) |
| ML-001 | ml-engineer | impl | PLAN-001 | - | P0 | ML implementation (if injected, parallel) |
Task State Transitions
pending → ready → in_progress → completed
→ failed → pending (retry)
States:
pending: Task created, waiting for dependenciesready: Dependencies met, ready to executein_progress: Worker spawned, executingcompleted: Worker finished successfullyfailed: Worker encountered error (triggers retry)
Dependency Resolution
Rules:
- Task becomes
readywhen allblockedBytasks arecompleted - Coordinator checks dependencies on each beat
- Failed tasks block downstream until retry succeeds
- Parallel tasks (no dependencies) execute simultaneously
Execution Examples
Example 1: Simple Implementation (Low Complexity)
Task: "Add logging to user service"
Pipeline: Impl-only
PLAN-001 → IMPL-001 → TEST-001 + REVIEW-001
Execution:
- Beat 1: Spawn PLAN-001 (planner)
- Beat 2: PLAN-001 completes → Spawn IMPL-001 (executor)
- Beat 3: IMPL-001 completes → Spawn TEST-001 + REVIEW-001 (parallel)
- Beat 4: Both complete → Generate report
Duration: ~4 beats
Example 2: Full Lifecycle with Specialist Injection (High Complexity)
Task: "Implement user authentication with OAuth2, add security audit, optimize login performance"
Pipeline: Full-lifecycle with injections
RESEARCH-001 → DRAFT-001 → DRAFT-002 → DRAFT-003 → DRAFT-004 → QUALITY-001
→ PLAN-001 → ARCH-001 → ORCH-001 → IMPL-001 || SECURITY-001 || PERF-001
→ TEST-001 → REVIEW-001
Execution:
- Beat 1-6: Spec phase (RESEARCH → DRAFT-* → QUALITY)
- Checkpoint: User reviews spec quality, chooses
resume - Beat 7: Spawn PLAN-001 (planner)
- Beat 8: PLAN-001 completes (High complexity) → Spawn ARCH-001 (architect)
- Beat 9: ARCH-001 completes → Spawn ORCH-001 (orchestrator)
- Beat 10: ORCH-001 completes → Spawn IMPL-001 || SECURITY-001 || PERF-001 (parallel, P0)
- Beat 11: All parallel tasks complete → Spawn TEST-001 (P1)
- Beat 12: TEST-001 completes → Spawn REVIEW-001 (P1)
- Beat 13: REVIEW-001 completes → Generate report
Duration: ~13 beats + 1 checkpoint
Example 3: Spec-only with Revision Loop
Task: "Design API for payment processing"
Pipeline: Spec-only
RESEARCH-001 → DRAFT-001 → DRAFT-002 → DRAFT-003 → DRAFT-004 → QUALITY-001
Execution:
- Beat 1-6: Spec phase completes
- Checkpoint: User reviews, quality score 65% (FAIL)
- User:
improve→ Auto-improve weakest dimension (Traceability) - Beat 7: Spawn IMPROVE-001 (reviewer)
- Beat 8: IMPROVE-001 completes → Spawn QUALITY-001 (recheck)
- Beat 9: QUALITY-001 completes, quality score 85% (PASS)
- Checkpoint: User reviews, chooses
resume→ Generate report
Duration: ~9 beats + 2 checkpoints