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Deterministic AI Infrastructure with Post-Quantum Security
[Category : - SOFTWARES- Telecommunications]
[Viewed 65 times]
This invention relates to a deterministic, policy-enforced execution platform for artificial intelligence and secure communication systems, forming part of a broader family of interrelated patent applications covering execution determinism, entropy provenance, policy verification, secure transport, and audit-grade reproducibility.
Current AI and cryptographic systems rely on uncontrolled randomness, opaque execution paths, and non-reproducible behavior, making audit, compliance, and forensic verification difficult or impossible. Existing solutions typically provide logging or seed control, but cannot deterministically reproduce public outputs or cryptographically prove that policy constraints were enforced during execution.
The disclosed platform introduces a hardware-assisted and software-composable architecture that binds datasets, randomness, execution decisions, and outputs to cryptographically verifiable lineage identifiers. Randomness and datasets are admitted only if they satisfy satisfiability-encoded policies, and each admitted operation is recorded in a sealed transcript sufficient to deterministically reproduce declared public artifacts. Post-quantum cryptographic mechanisms are integrated to protect data in motion and to bind execution sessions to verified provenance and policy evidence.
Compared to existing technologies, the invention enables:
– Deterministic replay of AI training and inference results for audit and compliance
– Enforceable, machine-verifiable policy gating of entropy and datasets
– Cryptographic provenance of AI outputs without exposing secret material
– Secure, policy-bound communication and transport resistant to future quantum attacks
The result is a reproducible, enforceable, and audit-grade AI infrastructure suitable for regulated, adversarial, or high-assurance environments, and deployable as modular components or as a complete end-to-end platform.
Financial information
The inventor is seeking either an outright assignment, an exclusive or non-exclusive license, or an option-to-acquire arrangement for the disclosed invention and associated patent portfolio. Transaction structure is flexible and may include field-of-use or territory limitations.
The invention has not been previously sold or licensed. Portions of the technology stack are implemented in an internal alpha-stage secure communication product, demonstrating feasibility, but no commercial revenue has yet been derived from licensing the underlying patent rights.
The market potential includes regulated and high-assurance environments where deterministic execution, auditability, cryptographic provenance, and post-quantum security are required, including AI/ML infrastructure, cloud platforms, secure communications, defense, critical infrastructure, and compliance-driven industries. The invention addresses structural limitations of existing AI and cryptographic systems that rely on non-reproducible execution and unenforceable policy controls.
The inventor is open to:
Full portfolio sale (assignment)
Exclusive or non-exclusive licensing with royalties
Option-to-buy with deferred exercise
Strategic partnership leading to acquisition
All patents are filed non-provisional applications (patent pending) in the United States, with international coverage via PCT, and remain eligible for continuation and foreign national phase entry.
No implementation or integration support is provided during diligence. Following completion of a sale or assignment, the inventor is prepared to provide full technical cooperation and knowledge transfer for up to 24 months, subject to a definitive post-closing services agreement.
Additional intellectual property associated with the invention includes system architecture, specifications, and a secure communication embodiment, which may be included or excluded depending on transaction structure.
Patent publications:No publication
Asking price:
Above 1 million USD
Above 1 million USD
Great invention
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