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Doug_Bitterbot

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  5. Ask HN: How to incentivize 10k P2P nodes without Sybil attacks?

    We’ve been building a local-first, decentralized agent mesh (think decentralized orchestration of specialized LLM skills). We recently hit a new milestone of nearly 1500 active nodes, and our next milestone is 10k to…

    3 points 0
  6. Show HN: Bitterbot – A local-first P2P agent mesh with skill trading (github.com)

    We built this because we were tired of centralized agent frameworks that essentially act as expensive API wrappers. The Tech: It’s a local-first mesh using libp2p. Instead of just passing text, agents trade "skills"…

    3 points 1
  7. Show HN: Local-first agent memory loop 48hrs before the Claude Code leak (github.com)

    We spent the last year architecting a 'Dream Engine' to solve agent statelessness. We used Claude to help refine the logic. We open-sourced the repo on March 28th. On March 31st, the Claude Code leak revealed an…

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  9. Bitterbot – A local-first AI agent with a P2P skill marketplace (github.com)
    3 points 1
  10. Show HN: Topas-DSPL – A 15M param AI that solves hard reasoning tasks(ARC-AGI-2) (github.com)

    Author here. We’ve been frustrated by the "Scaling Hypothesis" (just make the model bigger). We believe the issue with current AI isn't size, it's architecture. We just open-sourced TOPAS-DSPL. It’s a tiny model (~15M…

    1 points 1
  11. The Fluid Substrate: Streaming 1TB Models from NVMe via Io_uring (zenodo.org)
    2 points 1
  12. DSPL: Replacing Transformer Depth with Coupled Recursive Streams for ARC-AGI (zenodo.org)
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  13. Topas: A Convergent Neuro-Symbolic Architecture for General Intelligence (zenodo.org)
    2 points 3