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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. OpenAI Built Intelligence. Who Will Build Trust?

    AutoFlow is developing a system to enhance the trustworthiness of AI by building an external Mathematical Verification Engine. This engine will work alongside Large Language Models (LLMs) to verify their outputs using techniques like knowledge graphs, symbolic reasoning, and deterministic consistency checking. The company aims to create the essential trust infrastructure for future AI systems, starting with finance due to its structured data, and has been accepted into the NVIDIA Inception Program. AI

    IMPACT This research aims to build foundational trust infrastructure for AI systems, potentially enabling wider adoption in high-stakes domains.