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AI Socratic

Kimi K2.5 is the clearest signal this month that “open source” is catching up to private models.

  • Open source
  • ~1T parameters
  • Beats Claude Opus 4.5 on multiple benchmarks (as reported by the community)
  • Uses agent swarms to cut execution time by up to ~4.5× image.png

The metatrend: “model quality” is becoming less about single-shot IQ and more about systems:

  • planning loops
  • tool use
  • memory
  • coordination
  • and reliability under long horizons

Sources: tweet 1, Hugging Face

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