khan96 | @withEvolveAI

[khan96 | @withEvolveAI @khan96hr]

@inference_labs Edge deployment, unstable environments, and inconsistent outputs are where the real engineering starts

[khan96 | @withEvolveAI @khan96hr]

Real-time detection is good, but verifiable evidence is what actually builds trust. This is the missing layer in critical systems. With
@inference_labs

[khan96 | @withEvolveAI @khan96hr]

@inference_labs Massive congratulations to the team. Verifiable inference and zkML are becoming essential for building trust in next-generation computer vision systems. Excited to dive into the full paper.
@inference_labs

[khan96 | @withEvolveAI @khan96hr]

Massive congratulations to the team. Verifiable inference and zkML are becoming essential for building trust in next-generation computer vision systems. Excited to dive into the full paper.
@inference_labs

[khan96 | @withEvolveAI @khan96hr]

Real-time detection is good, but verifiable evidence is what actually builds trust. This is the missing layer in critical systems. With
@inference_labs

[khan96 | @withEvolveAI @khan96hr]

@inference_labs Massive congratulations to the team. Verifiable inference and zkML are becoming essential for building trust in next-generation computer vision systems. Excited to dive into the full paper.
@inference_labs

[Inference Labs @inference_labs]

1/ Training a model isn't just about accuracy.

It's about understanding 'what the model is actually learning' and where it is struggling.

Sertn's Model Art visualizes class performance in real time, helping teams identify underrepresented classes, missing samples, and training blind spots before they become deployment issues.
https://t.co/iDkNXZRMUU

[khan96 | @withEvolveAI @khan96hr]

While Inference Labs can prove a model's logic is sound through Proof of Inference, it can’t prove the world is safe enough. @inference_labs

[khan96 | @withEvolveAI @khan96hr]

@inference_labs Edge deployment, unstable environments, and inconsistent outputs are where the real engineering starts

[Inference Labs @inference_labs]

For years the industry focused on model training. Now we're watching billions of dollars flow into:
* data infrastructure
* deployment
* inference
* governance
* verification

[khan96 | @withEvolveAI @khan96hr]

This seems like a solid move. Putting the spotlight on provability gives the message more weight, and I think people will respond well to it.

[khan96 | @withEvolveAI @khan96hr]

@inference_labs While Inference Labs can prove a model's logic is sound through Proof of Inference, it can’t prove the world is safe enough

[Inference Labs @inference_labs]

SN2 Dsperse has now surpassed 1B+ proofs completed.

Proof throughput continues to accelerate, with peak volume reaching 19.4M proofs/day as larger models become increasingly practical to verify at scale.

Verifiable inference infrastructure is moving into production.
https://t.co/qv3NBYgmZy

[khan96 | @withEvolveAI @khan96hr]

Massive congratulations to the team. Verifiable inference and zkML are becoming essential for building trust in next-generation computer vision systems. Excited to dive into the full paper.
@inference_labs

[khan96 | @withEvolveAI @khan96hr]

Real-time detection is good, but verifiable evidence is what actually builds trust. This is the missing layer in critical systems. With
@inference_labs

[khan96 | @withEvolveAI @khan96hr]

Massive congratulations to the team. Verifiable inference and zkML are becoming essential for building trust in next-generation computer vision systems. Excited to dive into the full paper. good
@inference_labs

[khan96 | @withEvolveAI @khan96hr]

Massive congratulations to the team. Verifiable inference and zkML are becoming essential for building trust in next-generation computer vision systems. Excited to dive into the full paper.
@inference_labs

[khan96 | @withEvolveAI @khan96hr]

By securing off-chain model inferences, the protocol protects intellectual property while maintaining total decentralization.
@inference_labs

[khan96 | @withEvolveAI @khan96hr]

The future belongs to systems that can prove their reasoning, not just claim it. That’s why Inference Labs stands out turning transparency into the new frontier of innovation. @inference_labs