truth-verification

ΑΩ+: Speculative reasoning verification for LLMs. Models reasoning as a potential field over token embeddings, directly linking to attention geometry. Implements tetralectic logic & Φ-harmonic stability. Efficient batched implementation with Hutchinson trace estimation, masking for variable-length sequences, and MPS/CPU hybrid for Apple Silicon.

Verity is a forensic verification AI that analyzes contradictory evidence across multiple formats (video, audio, documents, images) to reconstruct verified timelines and detect inconsistencies. Built with Gemini 3's advanced reasoning capabilities and transparent thinking mode.

Multi-agent fake news detection system built on a fine-tuned RoBERTa classifier with FLAN-T5 explanations, prompt-injection sanitisation on scraped content, heuristic hallucination-risk scoring, parallelized fallback search, and a human review queue that tracks model versus human agreement.

Verify large language model reasoning with a meta-layer for stability, coherence, and hallucination detection using tetralectic logic and scoring

Truth compilation engine with evidence-grounded verification and epistemic integrity enforcement.

An alpha implementation of of a document format and "truth engine" designed to promote trustworthy content

Multi-model AI tribunal — consensus-driven truth verification. FastAPI + SwiftUI + Next.js + Rust.

AI research for bias mitigation and truth verification - building fair, transparent systems that combat misinformation while ensuring equitable outcomes across all demographics.

VeritySwarm — AI truth-verification swarm. 6 agents, 2-round cross-pollination, Grok synthesis. verityswarm.com

A desktop tool for creating Bitcoin-anchored digital proofs of existence. It grounds truth in thermodynamic necessity — making deception irreversibly costly and epistemic integrity the minimum-energy state.

Autonomous, evidence-gated improvement loop for any codebase — Praxis truth kernel + Janus adversarial council (Explorer/Red Team). Explore freely. Prove ruthlessly.