Open reproduction of TypeSafe Jev: a 150M typed decision engine (noul/choice/score in one non-autoregressive pass, calibrated confidence). 0.697 vs Jev's 0.727, 2.5x better calibrated, 4x faster, free. Trains on a Colab T4 in 30 min.
Zero-cost epistemic uncertainty quantification & hallucination detection for LLMs (90,000x faster than Semantic Entropy)
Autonomous 23-Source Zero-Cost OSINT, Binary Image Forensics (EXIF/GPS/Stego), Data Breach/Leak & Threat Intelligence Engine in Pure Python