Provenonce made the finals at Proof of Pitch in Paris, finished runner-up in the live crowdfund, and received nearly 300 TAO pledged in support of verified AI execution.
A Bittensor subnet concept for verified AI execution
Will O'Brien presented Proof of Assurance at Proof of Pitch during Proof of Talk in Paris. Provenonce is continuing to work with Bitstarter to explore the right path to launch Proof of Assurance.
The Proof of Pitch presentation and the Proof of Talk X Spaces conversation on what the room clarified and what comes next.
The presentation given at Proof of Pitch — the problem, the protocol, and the live demo of the loop running.
Open on VimeoThe X Spaces recap from Paris — what Proof of Talk clarified about verified AI execution and where Proof of Assurance goes from here.
Open on VimeoProof of Assurance is a Bittensor subnet concept for verified AI execution. It turns structured AI workflow execution into evidence, has validators score that evidence against predefined requirements, and creates a path to reward verified useful work.
The task, rules, and expected evidence are specified before execution — so correctness is defined up front, not argued after.
→Miners execute the workflow and produce structured evidence from the run itself — not a claim about the work, but a record of it.
→Validators score the evidence against the requirements. The resulting Assurance Score drives rewards toward verified, useful execution.
The deeper takeaway from Paris is that enterprises and subnet owners are asking the same thing. Proof of Assurance is designed around that shared problem.
As AI moves from chat into operations, organizations need evidence that an AI workflow was completed correctly — not just a plausible output.
If useful work is going to be rewarded, the network needs better ways to evaluate whether miners actually did the work they claimed.
Both come down to verifying execution. Proof of Assurance turns workflow execution into evidence that can be scored and rewarded.
Bittensor already creates markets for useful work. Proof of Assurance explores how structured workflow execution can become a verifiable commodity inside that market — defined before execution, evidenced during the run, scored by validators, and rewarded when the work is verified.
Rewards flow to verified, useful work — aligning miners and validators around correctness.
Many independent validators score evidence, so assurance doesn't depend on a single party.
Verification lives in a protocol, not behind a brand — and can be reused across the network.
Proof of Assurance does not claim universal AI verification. V0 starts with structured workflows where requirements can be specified in advance and evidence can be evaluated — the place where assurance is most tractable today.
Following Proof of Pitch, Provenonce is continuing to work with Bitstarter and the Bittensor ecosystem to explore the right path to launch Proof of Assurance.
Everything from Paris in one place — the pitch, the X Spaces recap, and the full presentation deck.
The Proof of Assurance presentation from Proof of Pitch — problem, protocol, and the demo of task → evidence → assurance.
Watch Video · X SpacesThe Proof of Talk X Spaces conversation — what Paris clarified and where Proof of Assurance goes next.
Watch PDF · PresentationThe complete Proof of Pitch presentation — the problem, the protocol, and the live demo of the loop running.
Download deckProof of Assurance is a Bittensor subnet concept for verified AI execution. It turns AI workflow execution into structured evidence, has validators score that evidence against predefined requirements, and creates a path to reward verified useful work.
AI can increasingly perform real work, but organizations need proof that the work was actually completed correctly. Proof of Assurance addresses that verification gap — the difference between a plausible output and verifiable execution.
A Canonical Path Contract defines the task and requirements. Miners execute the workflow and produce Evidence Bundles. Validators score the evidence against the requirements, and the resulting Assurance Score drives rewards.
No. V0 focuses on structured workflows where requirements can be specified in advance — the place where evidence and scoring are most tractable.
Verification needs native incentives, decentralized evaluation, and credible neutrality. Bittensor provides the market structure for open, incentive-aligned verification that can improve over time.
Provenonce presented Proof of Assurance at Proof of Pitch during Proof of Talk in Paris. It made the finals, finished runner-up in the live crowdfund, and received nearly 300 TAO pledged in support. Provenonce is continuing to work with Bitstarter to explore the right path to launch.
It expands the Provenonce strategy. Provenonce builds infrastructure for governed AI execution and trusted AI workflows; Proof of Assurance brings that trust-layer logic into Bittensor.
Will O'Brien, Founder & CEO of Provenonce — co-founder and former CEO of BitGo, and LP & Senior Strategic Advisor to Blockchain Capital — a crypto industry veteran with a long history building trust infrastructure.