uygnoey Instructions
Use these patterns when you need to build a working demo quickly, while still keeping outputs verifiable and costs under control.
- Plan before building
- Write a lightweight PRD with success criteria.
- Break work into parallel workflows (e.g., data prep, UI, backend, evaluation).
- Add an evidence chain (when claims must be traceable)
- For each generated component, record where it came from (source document, image, diagram) and why it was placed/derived.
- Verify with independent sub-agents
- Run verification in isolated context windows so reviewers are not biased by prior steps.
- Use a self-correction loop that rechecks failed components until all tests pass.
- Optimize expensive simulations
- If you start with per-entity calls (e.g., one call per persona/agent), look for batching or clustering approaches that preserve accuracy.
- Evaluate against real-world baselines (historical outcomes, known distributions, external benchmarks).
- Use Claude for tool selection, not just code writing
- Ask Claude to research and choose the right model/tool for a specific subtask.
- Hand it unfamiliar technologies and ask it to integrate them into your pipeline.
Examples
Example: verification loop with independent reviewers
See examples/verification-loop.md.
Example: clustering to reduce inference cost
See examples/cost-cutting-clustering.md.