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Shipped

Tools

The parts of this program you can install and run today. Both are command-line tools on PyPI, both come out of the research archive, and both are built to say what they do not know.

  • v0.34.0MIT

    Chimeraforge

    LLM deployment planner

    Turns "which model, quantization, GPU, and backend — how many, will it fit, will it hit my SLO, what will it cost" into a fast, measured answer from your shell, your Python, or your AI assistant.

    pip install chimeraforge
  • v0.12.16Apache-2.0Standalone

    quantfit

    Quantization + safety-drift CLI

    Quantize an LLM — and check it still refuses what it should. Quantization makes a model cheaper to serve and can quietly strip safety behavior; a 4-bit model that answers what the full-precision model refused is a regression no perplexity number will show you.

    pip install quantfit

quantfit is an independent tool, not one of the nine Chimera repositories — it productizes the safety-under-quantization research line. See the platform for the ecosystem itself.