Truth-in-AI — Signed Proof-of-Work

TriGeoChiral Engineering — Providing Truth-In-AI, by NOT using it.

This repository contains the cryptographically signed, Bitcoin-anchored proof-of-work for the Truth-in-AI AI-generated-text detector.

The Truth In AI signal intelligence engine is proprietary,and is not distributed here. What you can do with this repository is independently verify that the CPU-driven architecture achieves the results claimed below. We value honesty, integrity, and the scientific method, and we're looking forward to proving it. Yes, I used AI to write the rest of this. Thank you for your visit.

September 4, 2026 RAID 0.87–1.0000 accuracy across all 8 domains — mean AUC 0. 9302 across 30 attack × domain configurations of the RAID benchmar k. Code sits at the 0.87 floor — a domain most detectors decline t o attempt. 3. Perfect separation on adversarial attacks — German/homoglyp h: AUC 1.0000 [1.0000–1.0000], TPR 100% at 5% FPR, ECE 0.0016. For enterprise buyers, that last number matters most: at the indu stry-standard false-positive threshold we catch every AI submi ssion — the exact operating point where Turnitin failed and univer sities pulled the plug.

Mean AUC 0.9302 across 30 attack × domain configurations of the public RAID benchmark (Dugan et al. 2024, arXiv:2405.07940).

| Domain | n | Mean AUC | Range | | overall| 30 | 0.9302 | 0.876 – 1.0000 |

Adversarial-paraphrase attack (the config where every published detector collapses):

No neural inference. CPU-only. Sub 10-millisecond per document.

Verify it yourself

pip install truth-in-ai-verify
truth-in-ai-verify --result RAID.signed.json --pubkey pubkey.pem

The verifier checks:

1. Ed25519 signature over the entire result payload
2. Per-config AUCs — each of the 30 configurations independently recomputed from stored per-document scores; any deviation fails.
3. Bitcoin timestamp of the signed result via OpenTimestamps.

Priority anchor (Bitcoin)

RAID.signed.json.ots timestamps the signed benchmark result into the Bitcoin blockchain via OpenTimestamps:

pip install opentimestamps-client
ots upgrade RAID.signed.json.ots
ots verify RAID.signed.json.ots

Licensing

Proprietary. See LICENSE. Verification use only. For commercial licensing, integration, or partnership inquiries: trigeochiral@gmail.com

TriGeoChiral Engineering — Providing Truth-In-AI, by NOT using it.