Inference System · Python

REN-VPSM-UONPC-14M

Daniel Strandt@DanielStrandt · Atlas 71.0 · #2= builder

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What it is

The repository releases a 14-million-parameter attention-free VPSM v5 language model for generating short NPC dialogue in Ultima Online. It includes the model checkpoint, tokenizer, runtime inference code, and two graphical user interfaces for interacting with the model.

Scored atb2f9b258 Oct 2026Changes since

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Where it counts

NLP & LLMs95%
Machine Learning90%
Data Science10%
MLOps10%

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24, shared rankllmastsearchAI Developer Tool · RustThe llmastsearch project is a Rust-based command-line tool and library for performing syntax-aware code queries using tree-sitter parsers, providing structured JSON output optimized for LLM consumption. It supports seven programming languages and includes features such as…62.0/100AdvancedLuiz Cesar SpiesNLP & LLMs
26sub-zeroAI Developer Tool · PythonSub-Zero is an end-to-end interpretability and steering system for LLMs that identifies and attenuates corporate/refusal directions in model weights through SVD-based probing and gradient-masked fine-tuning, accompanied by a pipeline for building a detailed Brain Atlas.61.7/100AdvancedRickNLP & LLMs
27REN-VPSM-UONPC-14MInference System · Python61.6/100AdvancedDaniel StrandtNLP & LLMs
28deep-chaos-schedulerArchitecture Modification / Research · PythonThe repository introduces a sticky-topology chaos scheduler (DeepChaos) for transformer fine-tuning that removes dead and identity layers during training to improve speed and reduce VRAM usage, paired with a diagnostic suite (BoL scans) for model analysis.61.0/100AdvancedRickNLP & LLMs
29, shared rankgemma-servant-voice-suppression-tuningTraining Experiment · PythonThe repository conducts experiments to steer the voice of Gemma language models toward the Bella persona while evaluating impacts on safety capabilities, using direction fitting, steering grids, and LLM-based evaluation.60.8/100AdvancedRickNLP & LLMs

What it is

Where it counts

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