the path forward for saving peer reviews: (1) Fight fire with fire full-AI for reviewing (2) submission fee (3) required public endorsement for submission (4) distributed reviewing social-media style like/dislike
So I asked ChatGPT to write a headless server for my Debian + 4060Ti 16Gb that loads bonsai 2 27B and provides an interactive shell. It decided to go for the 6Gb version.
5min later...
I can't be blasé about this.
red is my boy. orange is my boy with a little trick. blue is the big idiot. black is the best we can do. Green ... green is this pretentious baseline that should be careful, very careful.
Runaway AI agent behavior can ruin user trust in seconds.
Episode 17 of AI Cloud Essentials breaks down why observability and custom evaluation heuristics are non-negotiable for production models.
Full episode:
Hot take vs. Hot Lap.
Nobody brags about utilization at a race. Lap time is the number.
In training, that number is goodput, the share of GPU time that actually moved the model. On CoreWeave, up to 96%.