01
2025
LLM agents in the engineering loop
Deployed MCP-integrated LLM agents that automate triage, docs, and first-pass code review, plus multi-LLM workflows that dispatch Claude, Codex, and Gemini in parallel for reviews and plans.
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Deployed MCP-integrated LLM agents that automate triage, docs, and first-pass code review, plus multi-LLM workflows that dispatch Claude, Codex, and Gemini in parallel for reviews and plans.
12 min readContext rent: every mounted tool schema charges you on every turn, called or not. My admin plane fronts a drifting capability catalog with one read-only ask tool and makes a disposable sub-agent pay the discovery bill.