majiayu000 Tracer Bullets
Build one thin vertical slice through all system layers before widening. Tracer bullets are production code — not prototypes, not spikes. They validate architecture through real integration, then become the foundation for remaining work.
AI agents are especially prone to building horizontal layers in isolation, discovering integration failures only after committing to an unproven architecture.
When to Use
- Solution is NOT a well-trodden path — no established docs, tutorials, or prior art in the codebase
- Feature is large AND has a natural decomposition: MVP core + features on top + nice-to-haves
- Multiple system layers that haven't been integrated before in this codebase
- Uncertainty about whether the proposed architecture will actually work
When NOT to Use
- Simple CRUD with well-documented patterns
- Single-layer changes (only touches API, only touches UI)
- Small scope where the whole feature IS the thin slice
- Technology and integration patterns are already proven in this codebase
Process
Step 1: Identify the Slice
- Which layers does this feature touch? (e.g., DB → API → WebSocket → Client)
- What is the thinnest path through all of them?
- What does proving this path validate?
One request, one flow, one happy path.
Step 2: Define the Tracer
Tracer: Single SSE connection with disconnect detection
Layers: API → WebSocket → EventSource → Client UI
Proves: Backpressure mechanism works across the full connection lifecycle
Step 3: Build It
- Touch every layer, implement the minimum in each
- Real code, not mocks — the point is to prove real integration
- Minimal error handling — just enough for types and linters. No edge cases, no polish
- Add debug logs prefixed with the feature slug (e.g.,
[sse-backpressure] connected) — trace the bullet through each layer. Remove or adapt to project conventions when widening - Test immediately — does one request flow through all layers?
Step 4: Evaluate and Widen
- Record findings — what worked, what surprised, what needs revision
- Next step: if validating a design, refine the plan. If implementing, merge the tracer and build on it.
- Widen — add error handling, edge cases, features. Each step builds on the proven foundation.
Anti-Patterns
- Building one layer first — horizontal, not vertical. Delays integration feedback.
- Throwaway tracer — tracers are production code. They carry forward.
- Over-engineered tracer — if it has more than basic error handling and covers edge cases, it's too wide.
- Skipping layers — a tracer that skips a layer proves nothing about integration.
- Mocking integration points — real integration is the whole point.