Cybernetic Teaching
Control-theoretic formula for teaching AI agents.
Public Archive
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Confirmed Public Records
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Prepared Local Packages
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Control-theoretic formula for teaching AI agents.
Tact, timing, and role maturation as measurable agent calibration.
Organismic engineering for edge-deployable embodied wisdom.
Non-operational recursive safety for embodied multi-agent systems.
Civic, rescue, and safety-oriented multi-agent coordination.
Dataset-only compact evidence and causal-unknown benchmark package.
Evidence-gated immunity for human-AI information systems.
Residual-response modeling beyond static memory replay.
Human intervention residuals as physical gradients for embodied wisdom.
Boundary
Public DOI records establish priority and inspectability. They are not anonymous conference supplements.
For double-blind venues, use the separate conference packages and anonymous artifact links prepared in the local release tree.