Inference Labs

Inference Labs

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At Inference Labs we believe in a future where anyone can access AI without counterparty risk.

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As agents start touching money, logistics, and infrastructure, “trust me” stops working. Critical systems need proof, not promises. That’s the problem Inference Labs is solving.

Robotic boats are restoring coral reefs with AI-guided precision. Environmental autonomy is rising fast, but ecological robotics must be accountable. Verifiable inference ensures interventions are transparent and safe.

1/ As models grow, the “verification gap” grows with them. Inference becomes opaque, provenance gets lost, and trust breaks down.

800+ Chicago residents are asking for safety and ADA data before allowing sidewalk robots. Public trust in autonomy is fragile. Without verifiable decision pipelines, every robot becomes a black box on wheels. Proof solves this.

The next economy won’t be human-driven, it’ll be agent-driven. a16z says that’s a $30T market by 2030. @inference_labs is the only protocol ecosystem building the verification, identity, and governance primitives for the agents themselves. twitter.com/sudo_ron/status/19...

A few weeks ago, our co-founder Colin spoke at Google’s ZK & AI Summit. He shared why full-model zkML is hitting practical limits — and how we’re working on faster, lighter ways to solve this issue. Here’s a clip from his talk — with a glimpse of what’s coming next.

1/ 🚨 71% of AI failures are due to unintended behavior after deployment (Gartner). Why? Because most models are unverifiable once they leave the lab. Inference Labs solves this with Proof of Inference: cryptographic verification for AI in the wild.

1/ AI is already integrated into 38% of cybersecurity tools and 70%+ of enterprise workflows. But without proof, you're just trusting the black box. Here’s why that’s dangerous and how we’re solving it 💡

Inference Labs powers the largest zkML proving cluster on Bittensor. But we're not stopping at scale — we're slashing fraud, verifying AI at the protocol level, and building the future of DeAI. Real compute. Real consequences.

Have you seen http:/inferencelabs.com yet? @const_reborn just did 👀

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