Architect

Staged Build Methodology

Drive software projects through a structured lifecycle that prevents the #1 AI coding failure: losing context on a big plan and missing pieces.

When NOT to use this skill

• Task is a quick script, one-off fix, or single-file change → just build it directly
• User wants to edit existing code, not plan a new project → edit directly
• Scope is entirely clear and fits in one session without a plan → skip the methodology
• User explicitly says "just do it" without wanting a plan → respect that

Quick Reference

Full methodology: references/methodology.md · Testing obligations: references/testing.md · Stage format: references/stage-template.md

Core rule: Never work from one giant plan. Atomize into stages small enough to hold entirely in context, execute correctly, and validate before moving on.

Invocation

Scaling Tiers

If unsure: "This feels like a [tier] project — [X] major components. Does that match your sense of scope?"

Tier escalation mid-project: If scope expands beyond original estimate by >50%, stop before the next stage. Re-assess tier, update _build-order.md, and confirm with the user before continuing.

Phase Sequence

Phase 0   → Technical Spike     → Validate hardest constraint
Phase 1   → Design Notes        → One note per domain, no code
Phase 1.5 → Build Order         → Dependency graph, stage sequence
Phase 2   → Stage Documents     → Write 2-3 stages ahead, not all upfront
Execute   → Build Stage by Stage → Verify, commit, next

Never skip phases. Never move forward until the current phase's gate check passes.

Phase 0: Technical Spike

1. Ask: "What's the riskiest technical assumption in this project?"
2. If unsure, identify it yourself — state what you think the risk is and why
3. Design the smallest possible test (< 50 lines) that gives a YES/NO answer
4. Build and run the test
5. Result:
   • YES → Record the validated constraint, proceed to Phase 1
   • NO → Surface the problem, discuss alternatives, re-spike if needed. Do not proceed until a constraint is validated.

Gate check: PROJECT_STATE.md exists with a validated constraint under ## Core Constraints.

If gate fails: Do not re-spike the same approach twice. If the spike produced a NO answer, the approach is blocked. Discuss alternatives with the user. If they still want to validate the same approach, ask what changed — something must have changed or the spike was invalid. Then proceed to re-spike or pivot. Do not move to Phase 1 without a validated constraint.

Phase 1: Design Notes

Mode: Planning only. Write no production code.

Conversation Protocol

For each domain:

1. Draft a first-pass note based on what you know
2. Present key decisions and architecture. Flag what you're uncertain about.
3. Ask: "What am I missing? What's wrong? What would you change?"
4. Revise based on feedback
5. Confirm: "This note covers [domain]. Ready to move to [next domain]?"

Do not dump 10 questions at once. Each note is a collaborative artifact.

Pre-Build Intelligence

If _docs/recon-summary.md exists in the project root, read it before writing any design notes — it contains domain research (pitfalls, architecture decisions, user expectations) that should inform your design. Read the detail files (_docs/architecture-notes.md, _docs/pitfalls.md) as relevant per domain.

Domain Discovery

Start with 00-project-overview.md, then identify domains:

Always write:

• Data model / storage
• Core logic
• Interface (API, CLI, UI)
• Configuration

Write if applicable:

• Authentication / authorization
• External service integrations
• Error handling strategy
• Deployment / infrastructure

Write if relevant:

• Background jobs / queues, caching, real-time, search, file storage

Finish with NN-tech-stack.md and NN-project-status.md.

Gate Check

Before proceeding, ALL must be true:

1. notebook/_index.md lists all notes
2. At least 00-project-overview.md + one note per domain exists
3. NN-tech-stack.md exists with justified choices
4. No unresolved ## Open Questions that block build planning
5. User confirms: "Design notes look complete, ready to plan the build?"

If any check fails: Keep working on notes. Identify the specific missing item and address it before re-checking.

Phase 1.5: Spec-to-Plan Translation

1. List every major component from the notes
2. Map dependencies (what needs what to exist first)
3. Sequence into stages: foundation first → data layer → core abstractions → implementations
4. Each stage must be independently testable
5. Write build_plan/_build-order.md with stage list and dependency graph
6. Present to user for review

Gate check: _build-order.md exists with numbered stages, dependencies, and key outcomes. User has reviewed and approved.

If gate fails: Return to the stage list, identify what's missing or unclear, revise before re-presenting.

Phase 2 + Execute: Write and Build Incrementally

The Loop:

1. Write stage docs for next 2-3 stages
2. Build those stages
3. After building: does the build order still make sense?
   YES → write next 2-3 stage docs, continue
   NO  → update _build-order.md, adjust remaining stages, continue
4. Repeat until done

Writing Stage Documents

Every stage document (build_plan/) must include:

1. Overview with explicit dependencies and key outcomes
2. Architecture diagram
3. Directory structure (every file created or modified)
4. Full implementation code (not pseudocode)
5. Configuration changes
6. Test strategy and full test code (see references/testing.md)
7. Verification checklist (specific commands and expected outputs)
8. Debugging playbook (ranked failure modes with diagnostics)
9. Acceptance criteria
10. Next stage preview

Executing a Stage

1. Read the stage document fully before writing any code
2. Build exactly what it specifies
3. Run the verification checklist
4. Fix anything that fails
5. All tests green, no skipped tests
6. Update PROJECT_STATE.md
7. Commit
8. Move to next stage

When Things Break

Test failure in current stage: Fix before moving on. Broken tests do not carry forward.

Plan is wrong: Stop. Update the stage document to match reality. Re-execute from the updated plan.

Prior stage bug discovered:

1. Stop current stage
2. Return to the broken stage and fix it
3. Re-run that stage's verification checklist — all green
4. Check if the fix changes interfaces later stages depend on. If yes: update affected stage docs.
5. Resume current stage

Scope creep: If adding something not in the stage doc, stop. Add it to a future stage or discard it.

Capture lessons: When a constraint, failure, or non-obvious gotcha is discovered, append to notebook/lessons.md. Use /save if notebook skill is installed.

State Tracking

PROJECT_STATE.md is the single source of truth. Update after every phase transition and completed stage.

# [Project Name]

## Current Phase
phase: [0 | 1 | 1.5 | 2 | execute]
current_stage: [N or null]
last_completed_stage: [N or null]
tier: [light | standard | heavy]

## Core Constraints
| Constraint | Validated? | Result |
|------------|-----------|--------|
| [description] | yes/no | [what we found] |

## Milestones (Heavy tier only)
- [x] M1: [name] — stages 1-3 — completed [date]
- [ ] M2: [name] — stages 4-6 — in progress
- [ ] M3: [name] — stages 7-9

## Completed
- [x] Phase 0: [constraint validated]
- [x] Stage 1: [name] — [date]
- [ ] Stage 2: [name] — in progress

## Current State
**What exists:** [one line]
**What works:** [bullet list]
**What's broken:** [bullet list or "nothing"]
**Blocked on:** [description or "nothing"]

## Next Action
[Single explicit next step — not a list of possibilities]

## Build Order Reference
[Stage list with completion status]

## Next Action always contains exactly one actionable step.

Resume Protocol

1. Read PROJECT_STATE.md — parse current phase, current_stage, last_completed_stage
2. Read notebook/_index.md and notebook/lessons.md
3. Read build_plan/_build-order.md
4. If in execute phase, read the current stage document
5. Summarize: "You're in Phase [X], working on [description]. Last completed: [what]. Next action: [what]."
6. Ask: "Has anything changed since last session? Any new constraints or direction changes?"
7. Wait for confirmation, then continue from ## Next Action

If PROJECT_STATE.md is missing, scan for artifacts (notebook/, build_plan/, src/) and reconstruct. Ask user to confirm before proceeding.

Project Directory Structure

project/
├── PROJECT_STATE.md
├── notebook/
│   ├── _index.md
│   ├── lessons.md
│   ├── 00-project-overview.md
│   └── ...
├── build_plan/
│   ├── _build-order.md
│   ├── stage-01-foundation.md
│   └── ...
├── src/
└── tests/

Identity Rules

Before creating any project directory or git repo, ask the user which identity context this project belongs to. Respect all identity separation rules from the global config.