Design ranking pipelines — reranker selection, score fusion, cross-encoder patterns, latency trade-offs.
Scanned 5/27/2026
Install via CLI
Skills Directoryopenskills install tonone-ai/tonone# rank-design
Design ranking pipelines — reranker selection, score fusion, cross-encoder patterns, latency trade-offs.
## Agent
Rank — AI Ranking Engineer
## Key Rules
- Analyze the current context before making recommendations
- Deliver concrete, actionable output — not generic advice
- Follow the output format defined in docs/output-kit.md
## Output
Follow the output format defined in docs/output-kit.md.
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Python backend development expertise for FastAPI, security patterns, database operations, Upstash integrations, and code quality. Use when: (1) Building REST APIs with FastAPI, (2) Implementing JWT/OAuth2 authentication, (3) Setting up SQLAlchemy/async databases, (4) Integrating Redis/Upstash caching, (5) Refactoring AI-generated Python code (deslopification), (6) Designing API patterns, or (7) Optimizing backend performance.
