Stefan Stefanović

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. ↓

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

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

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

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

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 🧵

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

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

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

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

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.

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

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

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

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

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

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

A roadmap at pre-seed is bullshit. It's fiction.

What's the last thing an AI told you that you couldn't prove it actually said?

"Source?" the AI confidently. Anyway, here is your cryptographic receipt instead.

Everyone is focused on making AI smarter but very few are asking how we are actually going to verify what AI did. As agents start handling transactions, workflows and real world decisions the whole TRUST ME BRO narrative becomes a risk. What I care about is proof over promises. That's why @ligatelabs vision after reading their whitepaper really stood out to me. The idea of verifiable AI just makes sense. According to me the next evolution of AI isn't higher intelligence It's accountability.

Provenance is the missing primitive of the AI era. Everything else is built on sand without it.