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 not rollback.
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...