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ThreadKeeper

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larrygreenblatt
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ThreadKeeper

  • Hackathon BGI Sprint I
  • Status Deliverables Submitted
  • Team Size 2 members

A configurable hybrid OmegaClaw architecture for open, decentralized, budget-aware agent orchestration. The primary control loop runs locally to maintain the thread and manage cost, while higher-capability cloud models are invoked only when a task needs specialized reasoning. Model choices stay configurable — no single-model dependency.

ThreadKeeper explores how OmegaClaw-style agents can sustain a long-running thread in a resource-aware, decentralized way. Rather than running premium reasoning on every loop, it decouples reasoning quality from reasoning frequency: a cheap, persistent local loop handles control, continuity, memory, and escalation decisions; a local worker loop iterates cheaply; and cloud specialists are called only for hard subproblems. This collapses cost, improves persistence, removes single points of failure, and supports human oversight and governance (ISO/IEC 42001-friendly). The model examples shown are just examples — the architecture stays open and configurable.

Pitch Video

Team Lead
larrygreenblatt

larrygreenblatt

@hlgreenblatt@internetworkdefense.com

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Team Member
BesirW

BesirW

@besir

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Deliverables

GitHub Repository — OmegaClaw-Core

Comment

Source for our proposed improvement to OmegaClaw — a budget-aware, configurable architecture that decouples reasoning quality from reasoning frequency to reduce cost and drift in long-running agents.

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    paulctiffany
    Jun 28, 2026 | 6:39 PM

    Local is great, and small open models support reproducible transferability!

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