Nli Python Packages

styxx

Cognitive observability for LLM agents. Cognometric instruments + self-healing reflex (F10) + MCP server. Pure-Python, MIT, no LLM required. 9-for-9 on K=1 phase transition. Every Mind Leaves Vitals (DOI 10.5281/zenodo.19777921).

director-ai

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

longtracer

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

dlk

dlk: Deep Learning Kit

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

git_engine development suite: a powerful NLU training system

llm-antibodies

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

antibodies-rafaelsandroni

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