Skip to content
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.

v0.12.3MIT

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
v0.6.1Apache-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.