Breaking · February 2025
United States v. Heppner (S.D.N.Y. Feb. 10, 2026, No. 25 Cr. 503, Rakoff, J.) just told the entire legal industry they need "closed" AI tools where prompts and outputs are not subject to training, retention, or third-party disclosure under the provider's privacy policy.
The privacy policy problem that killed privilege in Heppner doesn't exist with sovereign infrastructure.
Same AI. Different outcome.
✗ Regulator asks for AI logs. You scramble.
✗ Opposing counsel challenges your AI evidence. You can't prove it wasn't altered.
✗ Cloud AI provider's privacy policy waives your privilege. (Heppner)
✗ TRAIGA: up to $200,000 per uncurable violation, plus $40,000/day continuing.
✗ "Trust us, we logged it."
✓ Regulator asks. You hand them a blockchain-anchored proof.
✓ Evidence verified identically on any hardware. Dispute-proof.
✓ AI runs locally. No third party. Privilege intact.
✓ NIST-aligned. Safe harbor protection.
✓ "Click here. Verify it yourself."
Same AI capabilities. Different legal standing.
Ours does.
• Run the same AI on different hardware, get different results
• Evidence can be challenged in court
• Auditors can't independently verify
• EigenCloud calls cross-architecture determinism a physics problem — only solved by pinning to identical GPU SKUs
• Your proof depends on trusting the vendor
• Bit-exact on any architecture — ARM64, x86-64, AVX-512, ARMv7. 200 tests, 100% match.
• Evidence that survives Daubert and reproduces on a $35 Pi
• Anyone can verify against Base mainnet — no permission, no API key
• Cross-architecture determinism, no GPU pinning required
• Your proof is anchored to integer math, not vendor promises
"That's not a limitation we can engineer around. It's physics."
— EigenCloud, "Deterministic Inference Is Here," Jan 23, 2026, on cross-GPU-generation determinism. Their answer: pin operators to identical GPU SKUs. Ours: integer-only RNS arithmetic that produces the same hash on a 32-bit Pi 4 as on a 64-bit AVX-512 server. · Read the article →
Four platforms. Two ISAs. 32-bit and 64-bit. One identical hash.
The problems everyone accepts as inevitable? They come from the architecture itself. We didn't try to fix that architecture. We replaced it.
Deterministic outputs and 100% cross-architecture verification. The proof is on-chain.
Cross-architecture parity, on-chain anchor, physics-grade evidence — the technical breakdown.