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

  1. Context: Proactive Goal-Directed Intelligence via Composable Sandboxed Programs, Declarative Wiring, and Structured Interaction

    Researchers have introduced Context, an intelligence layer for the Magarshak Architecture, designed to replace traditional chatbots with proactive, goal-directed agents. These agents advance shared tasks without requiring constant user prompts, leveraging a system of composable sandboxed programs and declarative wiring. The architecture aims to improve efficiency and reduce computational costs by pre-computing context and reusing KV-caches, with formal proofs supporting its stability and proactive dominance. AI

    IMPACT Introduces a novel architecture for proactive AI agents, potentially shifting interaction paradigms from reactive to goal-driven task completion.