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Brief

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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 got tired of asking coding agents “are you sure?”, so I built a local evidence checker

    A developer has created Plumbref, a local-first tool designed to help coding agents verify their answers before presenting them to users. The tool addresses the issue of agents providing confident but unverified responses by allowing them to break down answers into claims, search repositories, and classify the evidence supporting each claim. Plumbref operates entirely locally, requiring no external services or API keys, and includes features like ripgrep-based search and various report templates. AI

    IMPACT Enhances the reliability of AI coding assistants by providing a local verification layer for their responses.