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

  1. Persona drift is an architecture problem, not a prompt problem

    Persona drift in conversational AI, where models lose their intended character over time, is an architectural issue rather than a prompting problem. The ArcOS engine addresses this by separating language model tasks from deterministic logic, using a five-stage process that anchors the persona and manages memory distinctly. This approach allows for model-agnostic integration and has been deployed in production environments. AI

    IMPACT This architectural approach could improve the reliability and consistency of conversational AI agents in production environments.