An agent can act and still not know whether it acted. Three separate facts per action, the specific ways a page's text view lies, why a blocked click is information, and the retry rule that stops a lost response from becoming a duplicate.
Measured numbers for every way gemma4-dev runs a model: a desktop GPU, the Gemini API and AMD Token Lab, Cloud Run on an L4, and TPU, EC2 and MI300X machines. Then a roadmap for ch...
An agent's mistakes are priced by what it costs to take them back. Four effect classes, five ways to manufacture reversibility, the record an undo needs, and why compensation is no...
Your AI Coding Agent Wrote a 600-Word Summary. What It Skipped Is in the Fine Print. You...