- Changed the directory structure for task specifications to include a dedicated `todo/` folder within `_docs/02_tasks/` for tasks ready for implementation. - Updated references in various skills and documentation to reflect the new task lifecycle, including changes in the `implementer` and `decompose` skills. - Enhanced the README and flow documentation to clarify the new task organization and its implications for the implementation process. These updates improve task management clarity and streamline the implementation workflow.
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Greenfield Workflow
Workflow for new projects built from scratch. Flows linearly: Problem → Research → Plan → UI Design (if applicable) → Decompose → Implement → Run Tests → Security Audit (optional) → Performance Test (optional) → Deploy.
Step Reference Table
| Step | Name | Sub-Skill | Internal SubSteps |
|---|---|---|---|
| 1 | Problem | problem/SKILL.md | Phase 1–4 |
| 2 | Research | research/SKILL.md | Mode A: Phase 1–4 · Mode B: Step 0–8 |
| 3 | Plan | plan/SKILL.md | Step 1–6 + Final |
| 4 | UI Design | ui-design/SKILL.md | Phase 0–8 (conditional — UI projects only) |
| 5 | Decompose | decompose/SKILL.md | Step 1–4 |
| 6 | Implement | implement/SKILL.md | (batch-driven, no fixed sub-steps) |
| 7 | Run Tests | test-run/SKILL.md | Steps 1–4 |
| 8 | Security Audit | security/SKILL.md | Phase 1–5 (optional) |
| 9 | Performance Test | (autopilot-managed) | Load/stress tests (optional) |
| 10 | Deploy | deploy/SKILL.md | Step 1–7 |
Detection Rules
Check rules in order — first match wins.
Step 1 — Problem Gathering
Condition: _docs/00_problem/ does not exist, OR any of these are missing/empty:
problem.mdrestrictions.mdacceptance_criteria.mdinput_data/(must contain at least one file)
Action: Read and execute .cursor/skills/problem/SKILL.md
Step 2 — Research (Initial)
Condition: _docs/00_problem/ is complete AND _docs/01_solution/ has no solution_draft*.md files
Action: Read and execute .cursor/skills/research/SKILL.md (will auto-detect Mode A)
Research Decision (inline gate between Step 2 and Step 3)
Condition: _docs/01_solution/ contains solution_draft*.md files AND _docs/01_solution/solution.md does not exist AND _docs/02_document/architecture.md does not exist
Action: Present the current research state to the user:
- How many solution drafts exist
- Whether tech_stack.md and security_analysis.md exist
- One-line summary from the latest draft
Then present using the Choose format:
══════════════════════════════════════
DECISION REQUIRED: Research complete — next action?
══════════════════════════════════════
A) Run another research round (Mode B assessment)
B) Proceed to planning with current draft
══════════════════════════════════════
Recommendation: [A or B] — [reason based on draft quality]
══════════════════════════════════════
- If user picks A → Read and execute
.cursor/skills/research/SKILL.md(will auto-detect Mode B) - If user picks B → auto-chain to Step 3 (Plan)
Step 3 — Plan
Condition: _docs/01_solution/ has solution_draft*.md files AND _docs/02_document/architecture.md does not exist
Action:
- The plan skill's Prereq 2 will rename the latest draft to
solution.md— this is handled by the plan skill itself - Read and execute
.cursor/skills/plan/SKILL.md
If _docs/02_document/ exists but is incomplete (has some artifacts but no FINAL_report.md), the plan skill's built-in resumability handles it.
Step 4 — UI Design (conditional)
Condition: _docs/02_document/architecture.md exists AND the autopilot state does NOT show Step 4 (UI Design) as completed or skipped AND the project is a UI project
UI Project Detection — the project is a UI project if ANY of the following are true:
package.jsonexists in the workspace root or any subdirectory*.html,*.jsx,*.tsxfiles exist in the workspace_docs/02_document/components/contains a component whosedescription.mdmentions UI, frontend, page, screen, dashboard, form, or view_docs/02_document/architecture.mdmentions frontend, UI layer, SPA, or client-side rendering_docs/01_solution/solution.mdmentions frontend, web interface, or user-facing UI
If the project is NOT a UI project → mark Step 4 as skipped in the state file and auto-chain to Step 5.
If the project IS a UI project → present using Choose format:
══════════════════════════════════════
DECISION REQUIRED: UI project detected — generate mockups?
══════════════════════════════════════
A) Generate UI mockups before decomposition (recommended)
B) Skip — proceed directly to decompose
══════════════════════════════════════
Recommendation: A — mockups before decomposition
produce better task specs for frontend components
══════════════════════════════════════
- If user picks A → Read and execute
.cursor/skills/ui-design/SKILL.md. After completion, auto-chain to Step 5 (Decompose). - If user picks B → Mark Step 4 as
skippedin the state file, auto-chain to Step 5 (Decompose).
Step 5 — Decompose
Condition: _docs/02_document/ contains architecture.md AND _docs/02_document/components/ has at least one component AND _docs/02_tasks/todo/ does not exist or has no task files
Action: Read and execute .cursor/skills/decompose/SKILL.md
If _docs/02_tasks/ subfolders have some task files already, the decompose skill's resumability handles it.
Step 6 — Implement
Condition: _docs/02_tasks/todo/ contains task files AND _dependencies_table.md exists AND _docs/03_implementation/FINAL_implementation_report.md does not exist
Action: Read and execute .cursor/skills/implement/SKILL.md
If _docs/03_implementation/ has batch reports, the implement skill detects completed tasks and continues.
Step 7 — Run Tests
Condition: _docs/03_implementation/FINAL_implementation_report.md exists AND the autopilot state does NOT show Step 7 (Run Tests) as completed AND (_docs/04_deploy/ does not exist or is incomplete)
Action: Read and execute .cursor/skills/test-run/SKILL.md
Step 8 — Security Audit (optional)
Condition: the autopilot state shows Step 7 (Run Tests) is completed AND the autopilot state does NOT show Step 8 (Security Audit) as completed or skipped AND (_docs/04_deploy/ does not exist or is incomplete)
Action: Present using Choose format:
══════════════════════════════════════
DECISION REQUIRED: Run security audit before deploy?
══════════════════════════════════════
A) Run security audit (recommended for production deployments)
B) Skip — proceed directly to deploy
══════════════════════════════════════
Recommendation: A — catches vulnerabilities before production
══════════════════════════════════════
- If user picks A → Read and execute
.cursor/skills/security/SKILL.md. After completion, auto-chain to Step 9 (Performance Test). - If user picks B → Mark Step 8 as
skippedin the state file, auto-chain to Step 9 (Performance Test).
Step 9 — Performance Test (optional)
Condition: the autopilot state shows Step 8 (Security Audit) is completed or skipped AND the autopilot state does NOT show Step 9 (Performance Test) as completed or skipped AND (_docs/04_deploy/ does not exist or is incomplete)
Action: Present using Choose format:
══════════════════════════════════════
DECISION REQUIRED: Run performance/load tests before deploy?
══════════════════════════════════════
A) Run performance tests (recommended for latency-sensitive or high-load systems)
B) Skip — proceed directly to deploy
══════════════════════════════════════
Recommendation: [A or B — base on whether acceptance criteria
include latency, throughput, or load requirements]
══════════════════════════════════════
- If user picks A → Run performance tests:
- If
scripts/run-performance-tests.shexists (generated by the test-spec skill Phase 4), execute it - Otherwise, check if
_docs/02_document/tests/performance-tests.mdexists for test scenarios, detect appropriate load testing tool (k6, locust, artillery, wrk, or built-in benchmarks), and execute performance test scenarios against the running system - Present results vs acceptance criteria thresholds
- If thresholds fail → present Choose format: A) Fix and re-run, B) Proceed anyway, C) Abort
- After completion, auto-chain to Step 10 (Deploy)
- If
- If user picks B → Mark Step 9 as
skippedin the state file, auto-chain to Step 10 (Deploy).
Step 10 — Deploy
Condition: the autopilot state shows Step 7 (Run Tests) is completed AND (Step 8 is completed or skipped) AND (Step 9 is completed or skipped) AND (_docs/04_deploy/ does not exist or is incomplete)
Action: Read and execute .cursor/skills/deploy/SKILL.md
Done
Condition: _docs/04_deploy/ contains all expected artifacts (containerization.md, ci_cd_pipeline.md, environment_strategy.md, observability.md, deployment_procedures.md, deploy_scripts.md)
Action: Report project completion with summary. If the user runs autopilot again after greenfield completion, Flow Resolution rule 3 routes to the existing-code flow (re-entry after completion) so they can add new features.
Auto-Chain Rules
| Completed Step | Next Action |
|---|---|
| Problem (1) | Auto-chain → Research (2) |
| Research (2) | Auto-chain → Research Decision (ask user: another round or proceed?) |
| Research Decision → proceed | Auto-chain → Plan (3) |
| Plan (3) | Auto-chain → UI Design detection (4) |
| UI Design (4, done or skipped) | Auto-chain → Decompose (5) |
| Decompose (5) | Session boundary — suggest new conversation before Implement |
| Implement (6) | Auto-chain → Run Tests (7) |
| Run Tests (7, all pass) | Auto-chain → Security Audit choice (8) |
| Security Audit (8, done or skipped) | Auto-chain → Performance Test choice (9) |
| Performance Test (9, done or skipped) | Auto-chain → Deploy (10) |
| Deploy (10) | Report completion |
Status Summary Template
═══════════════════════════════════════════════════
AUTOPILOT STATUS (greenfield)
═══════════════════════════════════════════════════
Step 1 Problem [DONE / IN PROGRESS / NOT STARTED / FAILED (retry N/3)]
Step 2 Research [DONE (N drafts) / IN PROGRESS / NOT STARTED / FAILED (retry N/3)]
Step 3 Plan [DONE / IN PROGRESS / NOT STARTED / FAILED (retry N/3)]
Step 4 UI Design [DONE / SKIPPED / IN PROGRESS / NOT STARTED / FAILED (retry N/3)]
Step 5 Decompose [DONE (N tasks) / IN PROGRESS / NOT STARTED / FAILED (retry N/3)]
Step 6 Implement [DONE / IN PROGRESS (batch M of ~N) / NOT STARTED / FAILED (retry N/3)]
Step 7 Run Tests [DONE (N passed, M failed) / IN PROGRESS / NOT STARTED / FAILED (retry N/3)]
Step 8 Security Audit [DONE / SKIPPED / IN PROGRESS / NOT STARTED / FAILED (retry N/3)]
Step 9 Performance Test [DONE / SKIPPED / IN PROGRESS / NOT STARTED / FAILED (retry N/3)]
Step 10 Deploy [DONE / IN PROGRESS / NOT STARTED / FAILED (retry N/3)]
═══════════════════════════════════════════════════
Current: Step N — Name
SubStep: M — [sub-skill internal step name]
Retry: [N/3 if retrying, omit if 0]
Action: [what will happen next]
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