How I Actually Used AI Agents to Build a Benchmark
Matt Maher
May 9, 2026
The host unveils a new, sophisticated AI planning benchmark designed to measure 'intent fidelity'—ensuring that the nuances and reasoning behind user requests survive the planning phase. By deploying multi-agent teams for ideation and evaluation, he demonstrates how to move beyond simple feature-list verification toward capturing the qualitative 'why' behind AI-generated outputs.
Key insight: Models often 'compress' intent during planning; a plan might successfully include all requested features while losing the personality, rationale, and specific design guardrails of the original request.
