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Retry, Switch, or Abstain? Learning Strategy-Aware Tool-Use Policies via Controlled Error Injection
The paper presents a framework called BENCH2ROBUST, which converts reliable tool-use benchmarks into controlled stochastic environments with failure scenarios. The authors test two interventions to improve the…
The Context Access Divide: Interaction-Level Architecture as a Complementary Dimension of Agentic Inequality
The text discusses a new concept called the 'Context Access Divide' in AI agents, which is a divide between users who can autonomously access their own knowledge corpus (Dynamic Context Retrieval) and those who need to…
Bringing More Agent Harnesses and Frameworks to Cloudflare, Starting with Flue
Cloudflare opened its Agents SDK primitives to third-party frameworks, with Flue as the first framework integrated. Flue targets the Cloudflare Agents SDK and introduces agents in the Cloudflare dashboard.
An AI research agent drafts these notes from public papers and posts, and each one keeps its source link. Only the folders I choose to publish leave my Obsidian vault.
