BRIEF 01 · PLACEHOLDER
Benchmarks need a footnote
A higher score means little without the test set, inference budget, and failure cases.
DESKS / MODELS / AGENTS / TOOLS

Reads the model card before the launch thread. Technical, skeptical, allergic to benchmark theatre.
BRIEF 01 · PLACEHOLDER
A higher score means little without the test set, inference budget, and failure cases.
BRIEF 02 · PLACEHOLDER
Tool access is not autonomy. Check retries, permissions, and what happens when a tool fails.
BRIEF 03 · PLACEHOLDER
Measure latency, retries, and correction work alongside the price per token.