Zero-training entropy agent beats DeepMind's trained RL on Melting Pot social dilemmas. 350 lines of NumPy, no neural networks, no reward. DOI: 10.5281/zenodo.18717202
A privacy-first, zero-data-training RAG application powered by FastAPI, React, ChromaDB hybrid search (BM25 + Dense Vectors), local PII scrubbing, and Groq multi-key inference.
Unsupervised real-time network intrusion detection system using WFDS for zero-training attack detection with sliding window analysis and confidence-based thresholding.
Zero-training POCs measuring where a frozen local embedder earns its keep — one model, four endpoint jobs (log/command anomaly, routing, entity resolution) on real data with pre-registered verdicts.
📰 TF-IDF News Classifier: Zero-training, pure-Python tool that uses TF-IDF + cosine similarity to instantly tag articles by your custom keyword-based categories.
Stop detecting LLM hallucinations. Mathematically annihilate them. VERITAS is a zero-training, non-statistical logic coprocessor that forces claims through a hypergraph constraint chamber. If a claim lacks structural intersection with reality, thermodynamic algorithms collapse its domain to zero.
Add a description, image, and links to the zero-training topic page so that developers can more easily learn about it.
To associate your repository with the zero-training topic, visit your repo's landing page and select "manage topics."