Signing
Ed25519
Proof at every token
Every inference creates an exportable, verifiable, chain-linked audit record. No opt-in, no extra cost, and no requirement to trust the platform first
Chain
Hash chain
Overhead
< 10ms
Export
JSONL / CSV
Where VaaS matters
VaaS matters because customers can carry it into real compliance, research, and agent workflows
- Regulated industries can prove which model produced which output and when
- Research teams can cite record IDs and bind outputs to the exact model path
- Agent systems can turn actions into cryptographic receipts instead of trust-me logs
- Red-team and uncensored workloads can prove there was no hidden filter in the output path
Developer workflow
VaaS should not live as an isolated dashboard. It should be verifiable in the API, browser, and external audit tooling
- Response headers expose X-VaaS-Record-Id, X-VaaS-Signature, and X-VaaS-PublicKey
- One-click browser verification without proprietary tooling
- JSONL export can flow directly into compliance, risk, legal, or customer-success review
Every inference is verified. No opt-in. No extra cost. No exceptions.