Immediate AI Accountability
TML anchors every AI decision to public blockchains, creating tamper-proof, court-admissible evidence without requiring institutional coordination. This delivers immediate protection, security, and economic benefits from day one.
Interview Duration: 6 minutes 19 seconds
Back to RepositoryThe Architecture of Trust
This five-step process transforms a fleeting AI decision into a permanent, verifiable record. Each step is designed for maximum efficiency, security, and legal integrity. Click on each step below to explore how it contributes to the overall system.
Quantifiable Benefits
TML's architecture is not just a theoretical framework; it delivers concrete, measurable advantages in cost, return on investment, and security. Explore the data below.
Cost Per Decision
Achieved through efficient Merkle tree batching, making comprehensive accountability economically feasible.
Return on Investment
Generated from insurance premium savings that significantly exceed all operational costs.
Nation-State Resistance
Anchoring to Bitcoin, Ethereum, and Polygon creates security far beyond any single point of failure.
Blockchain Strategy: Speed, Cost & Security
The multi-chain approach provides a balanced portfolio of speed, cost, and security. Use the toggle below to compare the average transaction costs and confirmation times across the networks TML utilizes.
Legal & Privacy Compliance
TML is engineered for global legal standards and user privacy, ensuring that accountability evidence is both court-admissible and compliant with regulations like GDPR.
TML's cryptographic evidence is designed to meet stringent legal standards for digital records. This includes compliance with Federal Rules of Evidence (FRE) 902(13) in the United States and eIDAS Regulation (910/2014) in the European Union. By anchoring data to public blockchains, TML creates a verifiable, timestamped record that is inherently resistant to tampering, providing a high degree of legal certainty and admissibility in court proceedings.
While blockchain data is immutable, TML ensures GDPR compliance through a technique called **crypto-shredding**. User data is never written directly to the blockchain. Instead, it is encrypted locally using a unique key. Only the hash (a cryptographic fingerprint) of this encrypted data is anchored. To honor a "right to be forgotten" request, the system simply deletes the corresponding encryption key. This action renders the encrypted data permanently inaccessible and unreadable, effectively "shredding" it without altering the blockchain itself, thus satisfying GDPR requirements.
The most profound use of this pillar is anchoring TML's own governance rules. The TML Succession Charter—which defines the Stewardship Council, the fixed distribution percentages of the Memorial Fund, and the system's core principles—is itself anchored to the blockchains. This creates an "algorithmic living will." It prevents future custodians from altering the foundational rules. Any deviation from the original, anchored charter would be immediately and publicly detectable. The system is constrained by its own mathematics, ensuring it cannot be diluted or captured over time.
The Public Blockchains pillar transforms accountability from a fragile promise into a mathematical certainty. It replaces the fallible custodian with an incorruptible, global ledger. The evidence of an AI's actions is no longer a file that can be deleted but a fact that is woven into the fabric of a global, decentralized network. It ensures that the principles of Human Rights, Earth Protection, and the foundational pause of Sacred Zero are not just aspirational guidelines but are enforced by an unblinking, unchangeable, and eternal witness.