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

  1. I Thought One AI Agent Was Enough. I Ended Up Building Six

    The author initially built a simple AI persona system with a single LLM handling all tasks, but found it insufficient for complex user inputs. This led to the development of a multi-agent architecture where specialized agents handle distinct responsibilities like establishing intent, vetting inputs for safety, extracting objectives, enriching context with memory and personality, generating responses, and validating the final output. This modular approach allows for more robust and deterministic handling of user interactions, moving beyond a single LLM's capabilities. AI

    IMPACT Demonstrates a modular approach to building more robust AI personas by separating concerns into specialized agents.