Stefan Stefanović

building @ligatelabs · also on · permissionless attestation for AI · devnet live · ex @IOGroup, @RequestNetwork, @THORChain

[Stefan Stefanović @proofmancer]

ligate-devnet-1 is live.

3 days in. binary at v0.2.2, head height past 40k, attestations landing under the first canonical schema. real chain, real DA, no mock. ↓

[Stefan Stefanović @proofmancer]

Plot armor for honest people: a signed receipt and a chain that doesn't blink.

[Stefan Stefanović @proofmancer]

The cost of forging a Ligate receipt is the cost of breaking the chain. That is the point.

[Stefan Stefanović @proofmancer]

If your reputation depended on one AI answer, would you want it on chain or on vibes?

[Stefan Stefanović @proofmancer]

The question is not "is it AI." The question is "can you prove which AI, when, and under whose key."

[Stefan Stefanović @proofmancer]

Your data is leverage someone else holds over you. The fix isn't better policies, it's never giving them the data.

[Stefan Stefanović @proofmancer]

A "schema-first" design means you define the data shape before you attest. It makes proofs interoperable instead of one-off blobs.

[Stefan Stefanović @proofmancer]

What does "show your work" mean for a machine that can't show its work? We give it receipts.

[Stefan Stefanović @proofmancer]

Genuine question for the timeline: who do you trust to vouch for what an AI said, the AI or the math?

[Mohit @mohitalam_]

What if every AI output came with a receipt?

A few days ago I was reading about @LigateLabs and it reminded me of a few conversations I had while working with my last project.

Back then we were focused on AI privacy and secure data infrastructure, and one topic that came up quite often was trust.

That's probably why Ligate immediately stood out to me.

They're tackling provenance and verification at a time when AI generated content is becoming part of almost everything we do.

Thread 🧵

[Stefan Stefanović @proofmancer]

AI provenance is plumbing. Nobody thanks the plumber until the basement floods.

[Stefan Stefanović @proofmancer]

In five years, an AI claim without provenance will look like a contract without a signature.

[Stefan Stefanović @proofmancer]

History rewards the boring infrastructure. TCP/IP, HTTPS, SSL. Attestation for AI joins that list. We're laying the pipe.

[Stefan Stefanović @proofmancer]

Surveillance capitalism wants the content. We proved you only ever needed the fingerprint. Their whole model, optional.

[Stefan Stefanović @proofmancer]

Why a chain and not a database? A database can be edited by whoever owns it. A chain can't be quietly rewritten. That's the point.

[Stefan Stefanović @proofmancer]

Unpopular opinion: most "AI safety" debates skip the boring part that actually matters, provenance.

[Stefan Stefanović @proofmancer]

AI is a printing press for plausible text. Provenance is the watermark that survives the copy.

[Stefan Stefanović @proofmancer]

We built a wallet so private that even we are locked out. Marketing called it a feature. They are right.

[Stefan Stefanović @proofmancer]

Content-addressing means the ID of your data is derived from the data itself. Same content, same ID. Tampered content, different ID.

[Stefan Stefanović @proofmancer]

In ten years, "unverifiable AI output" will sound like "unencrypted password." We're building for the world that finds it absurd.

[Stefan Stefanović @proofmancer]

@dara_venture If you have conviction and actually building, the roadmap becomes reality really fast