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

Unsupervised real-time network intrusion detection system using WFDS for zero-training attack detection with sliding window analysis and confidence-based thresholding.

📰 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.

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.