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Get Started Free →Breaks work into ordered tasks. Use when you have a spec or clear requirements and need to break work into implementable tasks. Use when a task feels too large to start, when you need to estimate scope, or when parallel work is possible.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-05 | ✗→✓ | ▲ Improved | 75% | 0% |
| case-01 | ✗→✓ | ▲ Improved | 38% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 81% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 33% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 57% | 0% |
Decompose work into small, verifiable tasks with explicit acceptance criteria. Good task breakdown is the difference between an agent that completes work reliably and one that produces a tangled mess. Every task should be small enough to implement, test, and verify in a single focused session.
When NOT to use: Single-file changes with obvious scope, or when the spec already contains well-defined tasks.
Before writing any code, operate in read-only mode:
Do NOT write code during planning. The output is a plan document, not implementation.
Map what depends on what:
Database schema
│
├── API models/types
│ │
│ ├── API endpoints
│ │ │
│ │ └── Frontend API client
│ │ │
│ │ └── UI components
│ │
│ └── Validation logic
│
└── Seed data / migrationsImplementation order follows the dependency graph bottom-up: build foundations first.
Instead of building all the database, then all the API, then all the UI — build one complete feature path at a time:
Bad (horizontal slicing):
Task 1: Build entire database schema
Task 2: Build all API endpoints
Task 3: Build all UI components
Task 4: Connect everythingGood (vertical slicing):
Task 1: User can create an account (schema + API + UI for registration)
Task 2: User can log in (auth schema + API + UI for login)
Task 3: User can create a task (task schema + API + UI for creation)
Task 4: User can view task list (query + API + UI for list view)Each vertical slice delivers working, testable functionality.
Each task follows this structure:
markdown## Task [N]: [Short descriptive title] **Description:** One paragraph explaining what this task accomplishes. **Acceptance criteria:** - [ ] [Specific, testable condition] - [ ] [Specific, testable condition] **Verification:** - [ ] Tests pass: `npm test -- --grep "feature-name"` - [ ] Build succeeds: `npm run build` - [ ] Manual check: [description of what to verify] **Dependencies:** [Task numbers this depends on, or "None"] **Files likely touched:** - `src/path/to/file.ts` - `tests/path/to/test.ts` **Estimated scope:** [Small: 1-2 files | Medium: 3-5 files | Large: 5+ files]
Arrange tasks so that:
Add explicit checkpoints:
markdown## Checkpoint: After Tasks 1-3 - [ ] All tests pass - [ ] Application builds without errors - [ ] Core user flow works end-to-end - [ ] Review with human before proceeding
| Size | Files | Scope | Example | |------|-------|-------|---------| | XS | 1 | Single function or config change | Add a validation rule | | S | 1-2 | One component or endpoint | Add a new API endpoint | | M | 3-5 | One feature slice | User registration flow | | L | 5-8 | Multi-component feature | Search with filtering and pagination | | XL | 8+ | Too large — break it down further | — |
If a task is L or larger, it should be broken into smaller tasks. An agent performs best on S and M tasks.
When to break a task down further:
markdown# Implementation Plan: [Feature/Project Name] ## Overview [One paragraph summary of what we're building] ## Architecture Decisions - [Key decision 1 and rationale] - [Key decision 2 and rationale] ## Task List ### Phase 1: Foundation - [ ] Task 1: ... - [ ] Task 2: ... ### Checkpoint: Foundation - [ ] Tests pass, builds clean ### Phase 2: Core Features - [ ] Task 3: ... - [ ] Task 4: ... ### Checkpoint: Core Features - [ ] End-to-end flow works ### Phase 3: Polish - [ ] Task 5: ... - [ ] Task 6: ... ### Checkpoint: Complete - [ ] All acceptance criteria met - [ ] Ready for review ## Risks and Mitigations | Risk | Impact | Mitigation | |------|--------|------------| | [Risk] | [High/Med/Low] | [Strategy] | ## Open Questions - [Question needing human input]
When multiple agents or sessions are available:
| Rationalization | Reality | |---|---| | "I'll figure it out as I go" | That's how you end up with a tangled mess and rework. 10 minutes of planning saves hours. | | "The tasks are obvious" | Write them down anyway. Explicit tasks surface hidden dependencies and forgotten edge cases. | | "Planning is overhead" | Planning is the task. Implementation without a plan is just typing. | | "I can hold it all in my head" | Context windows are finite. Written plans survive session boundaries and compaction. |
Before starting implementation, confirm:
Acceptance criteria are per-task and answer "did we build the right thing?". They sit on top of the project-wide Definition of Done, the standing bar every task clears before it counts as done. See references/definition-of-done.md.
Other measured skills in the registry, with their headline benchmark lift.