ln-812-optimization-researcher

> **Paths:** File paths (`shared/`, `references/`, `../ln-*`) are relative to skills repo root. If not found at CWD, locate this SKILL.md directory and go up one level for repo root. If `shared/` is missing, fetch files via WebFetch from `https://raw.githubusercontent.com/levnikolaevich/claude-code-skills/master/skills/{path}`. # ln-812-optimization-researcher **Type:** L3 Worker **Category:** 8XX Optimization Researches competitive benchmarks, industry standards, and solution approaches for bottlenecks identified by the profiler. Generates prioritized hypotheses for the executor. --- ## Overview | Aspect | Details | |--------|---------| | **Input** | Performance map from profiler (real measurements: baseline metrics, per-step timing, bottleneck classification, optimization hints) | | **Output** | Industry benchmarks, solution candidates, prioritized hypotheses (H1..H7) | | **Pattern** | Research-first: competitors → industry → local codebase → solutions → hypotheses | --- ## Workflow **Phases:** Competitive Analysis → Bottleneck-Specific Research → Local Codebase Check → Hypothesis Generation → Research Report --- ## Phase 1: Competitive Analysis **MANDATORY READ:** Load `shared/references/research_tool_fallback.md` for MCP tool priority chain. ### Goal Establish what "good" looks like for this type of operation. Define target metric if user did not provide one. ### Research Queries | Goal | Query Template | Tool | |------|---------------|------| | Industry b...