AI agents and evals
LLM agents with tools, MCP and voice, plus the evals that keep them honest.
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Evidence
A production voice agent for 100+ salons at MitJulia with an eval simulator (67 → 267 atomic cases, GPT-4o-mini as the caller); a six-stage agent pipeline on the Claude Agent SDK at Kobe, co-developed, with a rubric review agent that scores reports on five dimensions (0–3); extended the MCP server of the Kobe backend; the OpenAI Agents SDK and Realtime API for Voya; a talk on AI hallucination (Biases & Mishaps, 1.3).