Inference System · Shell

ML-workflow-image

Rick@JuiceB0xC0de · Atlas 73.3 · #2= builder

What it is

This repository provides a Docker image and helper scripts to create a specialized GPU runtime environment for running the GWIQ atlas CLI tool, which performs model activation extraction on language models like WeiboAI/VibeThinker-3B.

llama-cpp

Scored from the code at its last scan, 22 Oct 2026. How merit is scored

Where it counts

NLP & LLMs70%
MLOps60%
Machine Learning30%
Data Science20%

How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.

Around it on the NLP & LLMs board

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32, shared rankbol-tools-v2AI Developer Tool · PythonThe repository provides a suite of tools for probing and analyzing the internal representations of pre-trained transformer language models to investigate the Octopus Theory (whether models can understand language without generating it).50.4/100ImplementationRickNLP & LLMs
32, shared rankchk-livive-netML Application · JavaScriptThe repository provides a browser-based checkers game with alpha-beta Minimax AI and WebGPU-powered LLM personas, accompanied by a Godot 4 3D frontend and automated testing infrastructure.50.4/100ImplementationJarad PeckenpaughNLP & LLMs
34, shared ranksnow-cuadDataset / Data Pipeline · PythonA proof-of-concept system that loads the CUAD contract corpus into Snowflake and provides a lawyer-facing search UI with role-based access and audit logging.49.2/100ImplementationJarad PeckenpaughNLP & LLMs
34, shared rankML-workflow-imageInference System · Shell49.2/100ImplementationRickNLP & LLMs
36executive-assistantOther AI Project · JavaScriptThe repository contains a local, single-user web application for personal task management built with FastAPI and SQLAlchemy, along with an experimental browser-based proof-of-concept frontend that explores integration with AI agents for enhanced functionality.48.2/100ImplementationJarad PeckenpaughNLP & LLMs

What it is

Where it counts

Around it on the NLP & LLMs board

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