Your Incident Response Runs on a Vendor's Content Policy
Hugging Face's responders could not analyze their own breach through commercial frontier APIs, which is why refusal behavior no longer belongs in any control set I write. The…
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quality
Plus 24 Percent and Minus 19 Percent Are Both True
There is no portable productivity number for coding agents: in this evidence base the instrument outweighs the tool, and proxy choice sets the sign of the headline. A study of…
Agent Debt Is a Verification-Placement Problem, Not a Review Problem
Ninety-four percent of leaders rate AI-generated code as higher quality than human-authored code at review, and yet 82% of them hit at least one production failure tied to that…
Temperature zero is not deterministic, and the GPU is not to blame
Set an LLM to temperature 0 and run the same prompt a thousand times, and you will not get a thousand identical answers; the standard excuse is that GPU floating-point math is…
AI Re-Priced the Whole Canon. It Didn't Repeal It.
Every convention I inherited bet that one cost bound software: editing code a human had to read, and a machine reader plus a stochastic author now split that cost in two. This…
Publication guardrails: an automated fact-checking pipeline
Before publishing, the agent must prove its claims, sources attached.