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--- name: expert_search description: A specialized matchmaker designed to connect startups with the most qualified members of the community for due diligence, evaluation, investment, or mentorship. It generates a ranked, evidence-based list of experts from the `person_profile` dataset based on a deep analysis of a startup's industry, technology stack, and business model. --- The output Insight's `config_cache_key()` covers the expert-search objective, both shared ranking config sections, and runtime target, exclusion, and `top_k` options. The ranking engine constrains permitted profile IDs with JSON Schemas, supplies those schemas to LiteLLM, repairs the response, and validates it locally before rendering Markdown. ## Usage ```bash conda run -n sictic-env python -m skills.harness /expert_search "<STARTUP_NAME>" ```