Tool experiments
AI Review Training and Narrower Judgments
How training on generated reviews can narrow judgments, and why rating diversity, agreement, and factual correctness need separate checks.
Paper2Agent: Verification for Executable Research
What needs checking when a paper becomes an executable tool. A small weighted-mean example separates successful calls from correct calculations.
Jev’s “Zero Hallucinations” and Missing Options
Where Jev’s output guarantees end and judgment errors begin. A source-based analysis of its evaluations, using blog-topic selection to examine evidence, question design, probabilities, and review costs.
Shared Skills: One Source, Two Distributed Copies
Checking a calendar skill’s CLI and authentication, then distributing a separate skill to Codex and Claude from a shared source.
Whisper Repetition Errors: Beyond the 30-Second Sample
A fast 30-second sample was followed by repetitive full-length output. The rerun, the end-of-audio check, and the accuracy questions that remained.