Use when distilling a bounded framework capability — a subsystem with state machine, external protocol (CLI/API/socket/process), multiple adapters, async/streaming, cancellation/timeout, or provider drift risk. Builds a fake harness BEFORE any local…
Research an external or internal software repo, distill one narrow module/function into a minimal self-contained implementation, and verify equivalence without copying code. Use for dependency removal, framework research, API-compatible local…
Use when distilling a bounded framework capability — a subsystem with state machine, external protocol (CLI/API/socket/process), multiple adapters, async/streaming, cancellation/timeout, or provider drift risk. Builds a fake harness BEFORE any local…
Research an external or internal software repo, distill one narrow module/function into a minimal self-contained implementation, and verify equivalence without copying code. Use for dependency removal, framework research, API-compatible local…