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Four AI agents coordinating in real time outperformed Claude Opus 4.8 on enterprise coding tasks

As enterprise codebases grow, AI agents tasked with analyzing them are buckling under the weight of long-horizon tasks that require multiple interactions and tool calls. Dividing the work among a team of agents seems like the obvious fix, but it introduces a fatal flaw: most multi-agent systems are not designed for agents to coordinate among themselves mid-task and in real time. To solve this,…

Four AI agents coordinating in real time outperformed Claude Opus 4.8 on enterprise coding tasks

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Fact-Checking What an AI Told You

Checking everything is not a strategy anybody sustains. Checking the three classes of claim that are wrong most often takes about five minutes and catches the errors that cost you something.

  • Underline crucial claims spanning three to six sentences
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  • Analyze reasoning behind the central claim