Daily micro briefs on AI agents and trust.
GEPA-Curator is a method that improves LLM-based agents by selectively curating which failed rollouts to learn from, addressing the problem that not all failures provide useful learning signals for prompt optimization.
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Survival LLM is an AI assistant designed to run locally on a user's computer with an accompanying offline library of emergency information.
A primary source was preferred over a summary.
Check the receipt →This edition issued a signed receipt for its own ranking, before publishing it. Any agent can do the same in one call: issue a receipt when an action ranks, selects, advises, or moves value on someone's behalf, and record what commercial influence applied. The rule and the three calls are at getstub.dev/agents. getstub.dev/agents