Search Packages

styxx

Cognitive observability for LLM agents. Nine calibrated cognometric instruments — pure-Python, MIT, no LLM required. 9-for-9 on K=1 phase transition. Every Mind Leaves Vitals (DOI 10.5281/zenodo.19777921).

longtracer

RAG verification guardrails — detect hallucinations in LLM responses using hybrid STS + NLI.

director-ai

Real-time LLM hallucination guardrail — NLI + RAG fact-checking with token-level streaming halt

dlk

A PyTorch Based Deep Learning Quick Develop Framework. One-Stop for train/predict/server/demo

omni-nli

A multi-interface (REST and MCP) server for natural language inference

ega

Runtime enforcement layer for LLM outputs. Verifies claims against source evidence before emit. Not an eval tool.

backfire-kernel

Director-Class AI — Rust Backfire Kernel (50ms safety gate)

gts-engine

GTS Engine: A powerful NLU Training System。GTS引擎（GTS-Engine）是一款开箱即用且性能强大的自然语言理解引擎，聚焦于小样本任务，能够仅用小样本就能自动化生产NLP模型。

antibodies-rafaelsandroni

Antibodies for LLM hallucinations

llm-antibodies

Antibodies for LLMs hallucinations (grouping LLM as a judge, NLI, reward models)