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This is a clever implementation from Ramp. They take the Recursive Language Model setup and make the worker semi-stateful across recursive calls, without replaying the full reasoning trace as text.Instead of summarizing prior reasoning, retrieving chunks with RAG, or passing the full history every time, run the orchestrator’s trajectory through the worker, use the current task prompt to score what matters, keep the useful parts of the worker’s KV cache, and initialize the next call with that com
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