Task decomposition
Break a complex request into smaller, typed subtasks before selecting experts.
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ORK-V1 is a task-level orchestrator built around MoSLM (Mixture of Small Language Models). It is designed to decompose requests and route each task to suitable specialist models, with a planned release on January 1, 2027.
Break a complex request into smaller, typed subtasks before selecting experts.
Use top-k routing to send each subtask to only the most suitable small language models.
Combine focused experts such as math, code, retrieval QA, and tool calling for multi-skill work.
Escalate low-confidence subtasks to a larger model instead of using it for every request.
Represent expert capabilities so models can be added or replaced without retraining the orchestrator.
Research training and routing objectives that account for correctness, token cost, latency, and load balance.
ORK-V1 is in pre-release development. Its performance and efficiency targets will be evaluated ahead of the planned launch.
Explore the MoSLM researchExplore ORK-V1 model details and the animated routing demo.
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