Task Decomposition Skill

Break down the PRD into concrete tasks for developers. Each task is a meaningful deliverable with acceptance criteria, dependencies, and complexity estimate.

Instructions

1. Read PRD from docs/discovery/NN-<slug>/prd.md (passed as argument or selected from recent in docs/discovery/)
2. Read @docs/system-context.md to understand existing code
3. Read ADRs from docs/discovery/NN-<slug>/decisions/ if they exist — technical decisions affect task structure
4. Break down into tasks, grouping by roles:
   • Infrastructure — IaC, CI/CD, environments, IAM
   • Backend — API, business logic, integrations
   • Data — models, migrations, indexes, seed data
   • Frontend — UI components, pages, forms (if applicable)
5. For each task, fill in the task template
6. Determine dependencies between tasks (which task blocks which)
7. Arrange execution sequence by waves:
   • Wave 1: tasks with no dependencies (can run in parallel)
   • Wave 2: depend on Wave 1
   • Wave 3+: and so on
8. Save everything into a single file: docs/discovery/NN-<slug>/tasks.md
9. Update status in docs/discovery/INDEX.md to Approved

Detail Level

Tasks describe what to deliver and why, not how to code it. The developer decides class names, file structure, and implementation details during development.

What to include

• Goal — what this task achieves in the system
• High-level flow — sequence of operations when relevant (e.g., "receive → validate → transform → store → notify")
• Specific references — point to PRD requirements (FR-N) and ADR decisions with section names (e.g., "see PRD section Data Models → Order", "see ADR-002")
• Product-level AC — verifiable outcomes, not implementation details

What NOT to include (anti-patterns)

Bad (over-specified)	Good (outcome-focused)
src/config.py — Settings class with lru_cache	Settings are loaded from env, validated, and cached
DATABASE_URL as str	Database connection is configurable via environment
process(item: Item) -> ProcessResult	Each item is processed independently with per-item results
Returns stats: total, processed, skipped	Processing statistics are available after each run
src/services/processor.py — ProcessorService class	(omit — file/class naming is a development decision)

Rule of thumb: if the AC reads like a code review checklist — it's too technical. If it reads like a QA test plan — it's the right level.

Description style

Description should be 2-3 sentences max: what the task does + where to find technical details.

Good: "CRUD operations for the orders table. Supports idempotency, filtering, and pagination. Data model — see PRD (section Data Models → Order)."

Bad: long paragraph repeating everything from the PRD with class names and method signatures.

AC patterns

• Test AC: list what to verify, not how — "Unit tests: config parsing, schema creation, validation"
• Flow AC: for orchestrator/pipeline tasks, use numbered steps describing the business flow directly in AC
• Outcome AC: "App starts, GET /health returns 200" — not "Create main.py with FastAPI instance"

Task granularity

• Task = meaningful deliverable that can be independently verified ("can I demo or test this?")
• If two tasks are always done sequentially by the same person and one can't be tested without the other — merge them
• Example: "Project scaffolding" + "App entry point with lifespan" → one task "Project setup with runnable skeleton"
• Don't create separate tasks for things that are natural parts of a bigger task (e.g., don't split "create config" from "validate config" — that's one task)
• Cross-cutting concerns (logging, error handling, validation) are NOT separate tasks — they are part of each task's implementation

Important

• Task is atomic — one developer picks it up and does it without asking "what does this mean?"
• AC describes outcomes, not implementation — verifiable by running the app or tests
• Dependencies between tasks are explicit — "depends on TASK-XXX"
• Complexity is estimated as S/M/L/XL (Small = hours, Medium = day, Large = 2-3 days, XL = week)
• Don't duplicate PRD/ADR specs — reference them with specific sections (e.g., "API contracts per PRD FR-3", "technology choice per ADR-001")
• Tasks that relate to a PRD requirement should reference it (FR-N), but infrastructure/setup tasks may not have a direct FR

Supporting files

• templates/task.md — task template