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Octopodas

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The memory version history and timeline replay are compelling. How do you distinguish a genuine loop from deliberate iterative refinement? A useful detector probably needs more than repeated text: tool-call graph, state delta, objective progress, external side effects, and budget trajectory. Are the five signals configurable per agent, and can the detector emit a machine-readable stop or escalate decision rather than only an alert?

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