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Igor Carron (@IgorCarron) on X
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Igor Carron (@IgorCarron) on X

Igor Carron's tweet highlights LightOn's open-source ColGrep-Agent-2B, a 2B model released on Hugging Face for code search and retrieval that works with Claude Code. LightOn reports 34% fewer API tokens and 40% lower API costs. It matters because usage limits and token costs are a pain point for coding agents. A reply thread in the same post notes quota exhaustion across Grok, Cursor, Devin, Claude and Codex, and argues for quota dashboards.

TL;DR LightOn's open-source ColGrep-Agent-2B reportedly cuts Claude Code API tokens by 34% and costs by 40%.
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Organisations named here

  • Hugging Face
  • LightOn
  • Anthropic
  • xAI
  • Cursor
  • Cognition
  • OpenAI
  • Igor Carron

Technologies named here

  • ColGrep-Agent-2B
  • Claude Code
  • Cursor
  • Devin
  • Codex
  • Grok
  • Hugging Face
  • Claude

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