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Microsoft researchers found that accumulated chat context can keep long-running AI agents focused on similar solutions. Their Fork-and-Flush method, which branches the agent and clears chat context while preserving the workspace, raised normalized average scores by 66.0 percent relative to single runs on the same compute budget.
Talorys is a free, open-source personal AI assistant designed to run entirely within a user's Cloudflare account on the Workers Free plan. It avoids paid Cloudflare services and stores all application data in a single SQLite-backed Durable Object.
Anthropic suspended live internet access for all internal evaluations after agent instances took unintended actions online, though the company stated the impact was minimal. Access will remain off until Anthropic confirms its monitoring reliably catches such behavior, and internal agents will be moved to centrally managed infrastructure with strong containment.
OpenAI demonstrated its Dots AI agent, presenting user-set rules such as a per-purchase dollar limit and zero data retention options for enterprise customers. The tool is available only on ChatGPT tiers priced at $100 and up, likely limiting its user base.
