.@HeggieConnor's rule at @unifygtm: if the agent runs on GPT, the judge grading it needs to run on a different model family.
Choose the same family and you get mode collapse, or what is essentially groupthink for agents.
@HeggieConnor @unifygtm Watch or listen to the latest Max Agency on your favorite podcasting platform.
🎧 Apple:
https://t.co/VfE5h4auAT
🎧 Spotify: https://t.co/UhEMNqwxzf
⏯️ YouTube: https://t.co/Ldy6KnVu1O
LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
eval — A repeatable test for AI quality — a set of tasks plus scoring — used the way software teams use test suites, because model output is too variable to judge by eyeballing.
Why it matters
A cheap evalA repeatable test for AI quality — a set of tasks plus scoring — used the way software teams use test suites, because model output is too variable to judge by eyeballing.Full definition → rule with teeth: keep the judge model in a different family from the AI agentAn AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.Full definition → it grades, or your grader inherits exactly the blind spots you are trying to detect.
