A Rust-based tool called Spanda computes LLM epistemic uncertainty in 652.1 nanoseconds (0.65 µs) per evaluation, roughly 90,000× faster than neural Semantic Entropy methods that add about 92.4 ms of …
Researchers introduced DeBERTa-Sentinel, an AI-generated text detection framework using DeBERTa-v3's disentangled attention, achieving 98.21% validation accuracy and 97.53% test accuracy on the GLC-AI…
AI Firewall, an open-source security gateway for LLM traffic, launched as an MVP with a TypeScript gateway and Go edge proxy that inspect prompts and outputs for secrets, prompt injections, and EU AI …
A developer built NEXUS, a production-grade review intelligence engine that brings Amazon-style AI-generated review summaries to any dataset. The system uses a custom deep bidirectional LSTM baseline …