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