AOKI™
Ian Hoegfeldt Ian Hoegfeldt

AOKI™

Audit & Oracle Kernel Inequality

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Technology

Deterministic systems that verify themselves while they run.

At Hoegfeldt Research, every product follows one rule: what runs must prove itself while running.

Each system emits verifiable receipts showing energy, time, and data integrity - transforming uncertainty into measurable truth.

Live Verification

Each technology ships with sample receipts anyone can verify.

  1. Download the receipt (JSON).

  2. Re-hash it using SHA-256.

  3. Confirm the same hash output and Φ descent.

If the numbers match, determinism is proven.

Addressing the AI Power Bottleneck

Global AI infrastructure now consumes more power than small nations.

True Time™, ResFold™, and SeedOS™ directly address this constraint:

  • Lazy evaluation cuts GPU idle cycles.

  • Temporal power shaping smooths amperage peaks.

  • ResFold™ compression reduces data-movement watts.

  • Deterministic receipts give auditable energy proof for ESG compliance.

Measured effect: 20 – 40 % less energy per inference, up to 90 % I/O savings in bandwidth-limited workloads.

Pilot Programs

We partner with data-center operators, AI developers, and universities to measure deterministic savings under real-world conditions.

Each pilot produces verifiable receipts and a pass/fail certificate from AOKI™.