Is inference-time stability regulation sufficient to prevent collapse and unsafe behavior in sequence models under regime shift?
About TwoQuarks
TwoQuarks defines model collapse as a failure of inference-time stability rather than capacity.
It introduces a modular control layer that monitors internal pre-instability signals and applies targeted interventions during execution—without modifying model parameters, policies, or training objectives.
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State change • Pipeline flow • Dynamic adaptation. (Oct-Nov 2025)
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A reinforcement learning agent that remains functional when reward signals are deceptive or adversarial.