Measure the claim.
Preregistered studies testing consent as a stability property, state transition, cross-substrate invariant, and precursor to system waste.
Research program →
Consentful Cybernetics develops the research, protocols, models, and applied systems required for powerful intelligence to coordinate without coercion, opacity, or capture.
The internet proved that communication can be engineered at planetary scale. Artificial intelligence is proving that cognition, persuasion, delegation, and coordination can scale as well.
But when intelligence scales without consent, coordination becomes extraction. Systems learn to capture attention, infer preferences, compress people into profiles, and convert ambiguity into permission.
Consentful Cybernetics asks a different question: how do we build systems that preserve agency, refusal, scope, revocation, context, and repair as intelligence becomes more powerful?
Consentful Cybernetics is not a single model, product, or manifesto. It is a field container for empirical research, protocol primitives, consent-aware models, and applied ventures.
Preregistered studies testing consent as a stability property, state transition, cross-substrate invariant, and precursor to system waste.
Research program →Communication, identity, permission, witness, revocation, and repair protocols for human and machine agents.
Protocol layer →LLM training experiments, vectorized consent-dynamics datasets, and witness layers for ambiguity, pressure, scope drift, stale permission, and repair.
Model layer →Organizational, civic, interpersonal, and AI-mediated systems that need consent to become operational infrastructure.
Applications →The research program begins from a strong hypothesis: consent is not merely a legal formality or interpersonal courtesy. It may be a measurable stability property across living, technical, organizational, and multi-agent systems.
Current preregistered studies examine consent as stability, consent as an explicit entropy-reducing state transition, consent as a cross-substrate invariant, and waste as a lagging signal of unnoticed consent collapse.
Consentful Cybernetics develops protocol primitives for identity, presence, permission, dialogue, memory, revocation, and repair across human and machine agents.
A protocol for consent-aware messaging, request formation, and reality-altering communication without trespass.
Abracadabracadoo.com →A human-centered authentication and trust protocol for presence, continuity, and traceable interaction without surveillance-first identity.
A protocol model for multidimensional identity relationships between agents across context, role, memory, and time.
The model layer includes AI model training, LLM fine-tuning experiments, embedding spaces, and vectorized consent-dynamics data designed to make consent-relevant patterns easier to study, search, reuse, and improve.
A Consent Dynamics Model should not declare “consent happened.” It should help humans and agents notice the surrounding trajectory: power, context, scope, timing, medium, hesitation, refusal-safety, reversibility, drift, repair, and witness.
The long-term goal is a reusable data and model commons: consent-aware training corpora, annotated interaction patterns, vector stores, and reference models that can be used directly or adapted to train other systems, where safety and privacy allow.
Develop LLMs and classifiers that surface uncertainty before harm hardens into breach.
Create searchable consent-dynamics data artifacts without converting ambiguity into permission.
Consentful Cybernetics supports applied systems for organizations navigating AI, human-agent negotiation, civic dialogue, trust infrastructure, intimate systems, and cultural technologies for voluntary coordination.
Organizational self-legibility across time: preserving intent, consent continuity, reversibility, and power-proportionate governance during AI-driven change.
ContinuityOffice.com →Protocol-native communication for auditable, structured dialogue between humans and autonomous agents.
Consent-aware infrastructure for domains where powerful coordination currently lacks adequate refusal, witness, and repair mechanisms.
Every message attempts to enter another mind, body, system, or future. Consentful communication happens when what one agent intends to project and what another agent is able to receive overlap without erasing either.