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Inference Labs

We pioneered Auditable Autonomy, Agentic verification and Security with Proof of Inference.

Inference Labs

Auditable Autonomy

Autonomous systems make real-world decisions, but their actions are not verifiable.

Humans rely on cryptographic identity to secure access, payments, and accountability. AI agents, robots, and autonomous software lack an equivalent primitive to prove what was computed, how it was executed, or whether the output is authentic.

Inference Labs is building that primitive.

We pioneered Auditable Autonomy, a verification layer for autonomous systems. Our Proof of Inference framework makes every model inference, agent decision, and workflow execution cryptographically verifiable, while preserving IP through veiled model weights and biases.

This enables developers to:

  • Prove model execution and outputs
  • Protect proprietary weights and biases during verification
  • Detect tampering and spoofed AI results
  • Establish audit trails for autonomous actions
  • Deploy AI safely in regulated and adversarial environments

Verification becomes a first-class computing primitive for AI systems, enabling trust, accountability, and scale.

Popular repositories Loading

  1. subnet-2 subnet-2 Public

    Verifiable inference on Bittensor

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  2. zkml-blueprints zkml-blueprints Public

    Mathematical formulations and circuit designs for zero-knowledge proofs.

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  3. inference-network inference-network Public

    Proof of Inference - Trustless AI verification

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  4. n-ary_notebooks n-ary_notebooks Public

    Notebooks covering mathematical analysis of ZKP building blocks, algorithm implementations of various proof systems, and protocol optimization techniques.

    Jupyter Notebook 1.4k 20

  5. dsperse dsperse Public

    Distributed zkML

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  6. JSTprove JSTprove Public

    JSTprove

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