Two days before my hackathon deadline, I re-read the judging criteria for the track I was submitting...
Two days before my hackathon deadline, I re-read the judging criteria for
the track I was submitting to and found a sentence I'd apparently skipped
the first time through:
"...a measurable efficiency gain over single-agent baselines."
My project, RedCouncil, is an adversarial multi-agent system — five
Why I used three different critic roles instead of one (and what the eval taught me) I...
We run a small system that audits itself every few hours. Each cycle the agent produces a verdict...
Last year my team had to pick a coding agent, and I volunteered to run the evaluation. I felt good...
I broke my own project on purpose, twice, before it worked. Here's the story. Round one:...
A real session with Claude Fable 5: a botched audit, a full undo, and the question that turned the...
TLDR The baseline model (Claude Opus, no guidance) already catches ~65% of textbook...
