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

  1. Your AI Agent Is Loading Too Much — SKILL.mk Fixes That

    A new open-source project called SKILL.mk proposes using the Makefile format instead of Markdown for AI agent instruction files. This approach allows agents to load only the necessary components for a given task, significantly reducing token usage and improving efficiency. The Makefile structure naturally creates a directed acyclic graph, simplifying task sequencing and enabling better tracking and improvement of individual agent skills. AI

    IMPACT Reduces token usage and costs for AI agents, potentially speeding up responses and improving reliability.