A formal specification for a cryptographically rigorous moral system. Ensuring Sacred Zero protection, adversarial resilience, and long-term availability.
Listen to a synthesized deep-dive into the adversarial threat model and TML's defense mechanisms.
Merkle trees are not just for logging. They freeze the "Moral State" of the system, making retroactive reinterpretation of ethical decisions cryptographically impossible.
The architecture enforces a hard stop. "Sacred Zero" triggers are anchored instantly, preventing execution of immoral inference outcomes.
Designed for a hostile environment: malicious insiders, network interception, and storage compromise. Security is built into the data structure.
The system assumes a hostile environment. We model against specific threats including malicious insiders, silent schema modifiers, and network interceptors. The architecture prioritizes Integrity and Availability to ensure moral auditability.
The architecture maximizes Integrity and Auditability over raw Flexibility.
TML separates moral domains into distinct subtrees. This isolation ensures that a governance event does not pollute the namespace of a Human Rights violation, allowing for targeted auditing and clearer semantic mapping.
Individual Dignity & Agency
Ecological & Biosphere Limits
Schema & Protocol Updates
Why Ternary? TML naturally aligns with Ternary logic (Moral, Immoral, Sacred Zero). Mathematically, ternary trees are shallower than binary trees for the same number of leaves, resulting in smaller inclusion proofs and faster traversal.
TML operates in high-frequency environments. The architecture uses an asynchronous rolling buffer to ensure that cryptographic commitment does not block the inference engine, maintaining ≤2ms latency even at 10k events/sec.
The leaf is the atomic unit of morality. It enforces Contextual Integrity by cryptographically binding the outcome to the specific rule-set active at that moment (Active Axiom Set Hash). This prevents "Moral Gaslighting"—changing the rules after the fact to justify an action.
A hash without data is meaningless. TML requires Availability Protocols allowing third-party regulators to verify events without replicating the entire petabyte-scale database.
The inference engine produces a log. Sensitive data is redacted or encrypted with ephemeral keys. The "Pre-Hash" payload is prepared.
Leaves are aggregated into the Ternary Tree. The Master Root is anchored to a public immutable ledger (e.g., Ethereum/Polygon) every 10 minutes.
Regulator requests Proof ID #894. System provides: [Leaf Data + Merkle Branch + Block Header] Regulator hashes the leaf, traverses the branch, and compares the result to the public blockchain root. Math proves existence.