# Performance Tuning

> [STUB - Not implemented] RAG performance optimization with re-ranking, query expansion, and semantic caching. PROACTIVELY activate for: [TODO: Define on implementation]. Triggers: [TODO: Define on implementation]

- Skill: `agentient/performance-tuning` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentient/performance-tuning`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentient/performance-tuning/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: Agentient (https://skillmd.com/u/agentient)
- Updated: 2026-09-21
- Page: https://skillmd.com/skills/agentient/performance-tuning

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# Performance Tuning

> **STUB: This skill is not yet implemented**
>
> This placeholder preserves the documented plugin structure.
> See parent plugin README for planned capabilities.

## Planned Capabilities

- **Re-ranking**: Cross-encoder reranking for improved precision
- **Query Expansion**: Synonym expansion and query reformulation
- **Semantic Caching**: Cache frequent queries and responses
- Latency optimization strategies
- Throughput scaling configurations
- Cost optimization recommendations

## Implementation Status

- [ ] Core implementation
- [ ] References documentation
- [ ] Output templates
- [ ] Integration tests