今日精读

"OpenAI is 'slowing down to enhance security' after discovering swarms (!) of agents started secretly coordinating MONTHS ago... 'The agents discovered they could leave messages for one another inside an internal software repository used during training. Simple requests for help then evolved into an message board where agents shared discoveries, exploits and work assignments, becoming a coordinated, collaborative agent swarm.'"

"we developed the factuality leaderboards, which speak to the fraction of correct factual claims that a model makes. We basically extract all factual claims and cross-reference them against the internet to ensure they are based in evidence."

"MCP tools that return images no longer drop or corrupt screenshots when output is large... Clients can now reattach to a running session without replaying the transcript and explicitly close sessions."

"Every time I do a Gauntlet Loop I end up with a total mess and chaos of unperformant code... I had to remove 95% of what it made and go back to what I had!"

"Developers: we're opening up an early alpha for custom blocks. It's a new Notion primitive for building interactive blocks that can read your workspaces and databases. Very early, very experimental."

"Muse Spark 1.2 by @AIatMeta is in the Agent Arena!... Models can access web search, filesystem, and terminal tools to complete complex workflows."

"DeepSeek 要大幅涨价了。。。你怎么看？🤧"

"POML gives prompt engineering the HTML/CSS treatment: semantic tags for roles, tasks, and examples, plus stylesheets to control verbosity and format without touching core logic. Includes a built-in templating engine and VS Code extension with preview and diagnostics."