DIGITAL TRUTH LAYER

Software as a service (SaaS) featuring software for providing a verification layer for digital information systems, namely capturing, analyzing, validating, and visualizing structured reasoning proofs, hierarchical reasoning chains, recursive chain-of-reasoning sequences (“COR chains”), inference chains, source-attribution metadata, and truth-assessment structures; providing online non-downloadable software for reasoning integrity analysis, AI hallucination detection, multi-source verification, inference-graph evaluation, and trust-scored content analysis; providing reasoning and inference verification services for machine learning models, reinforcement learning (RL) agents, RLHF optimization processes, autonomous agents, multi-agent systems, decision-making frameworks, and other AI systems that produce or consume COR chains; development of software architectures and integration tools for implementing digital truth-layer technologies within enterprise data environments, distributed ledger systems, RL and ML pipelines, autonomous agent frameworks, and AI-based decision-support systems; consulting and advisory services relating to digital verification frameworks, structured-reasoning validation technologies, COR chain analytics, and truth-layer system integration.