Wherever an AI system makes or shapes a consequential decision, someone will eventually ask why. The Causal Seal answers — in finance, health, justice, mobility and beyond.
identity · engine · field · shaping · context + timestamp) are universal. Each sector then defines a domain profile: which specific parameters a deployment in that field should seal. The profiles below are illustrative proposals, offered to start the conversation — defining them rigorously is open work for each sector's community, not a claim that these exact fields are already standardized.shaping.*) and the market regime (field.regime) at the instant of the order — auditable evidence without revealing the model or the strategy.identity.expert) and exactly how much patient context was visible to the model (context.*) at the millisecond of the recommendation.context.*) and the constraint state that suppressed free invention (shaping.*) — making undetectable hallucination auditable.context.*) and the weight given to pedestrian safety (shaping.*) at the precise moment of the manoeuvre.context.*) and the physical safety margins imposed on it (shaping.*) at the millisecond of the decision.shaping.*) — a neutral basis for appeal and audit.fingerprint is tiny, it anchors at near-zero cost inside on-chain transactions or Merkle trees — decentralized proof of decision integrity.identity.expert), its certainty (identity.confidence) and the ethical safety guard (shaping.guard) before any action — so responsibility stays assignable to a human, and no autonomous action escapes audit.→ How a seal works · → Our neutrality charter · Define a domain profile with us