Matomo

Helmet | Cossack Labs

Trusted by organisations that cannot afford to get it wrong

  • Ministry of Defence of Ukraine
  • datasite
  • nec
  • EvoLogics
  • Delta
  • tezos-foundation

Helmet explained

Standard MLOps tooling was never built for environments where models can be stolen, inference queries leak intent, and training data carries re-identification risk.

Helmet is a toolkit for these problems: security controls, build tools and data-management capabilities for workloads where the model, the data and the queries are all sensitive — computer-vision inference on sensor data, natural-language interfaces over restricted datasets, decision-support automation in operational systems.


Models on the device

Built for UxVs, remote sensors, and field devices—where compute is limited, connectivity is unreliable, and hardware can be lost or captured.

DRM for edge AI

Model encryption, hardware binding and per-device personalisation — preventing extraction, cloning or reuse on uncredentialed devices.

Edge AI CI/CD

Automated build and rendering pipelines for edge accelerators (NPUs, GPUs, MCUs), with signing and integrity verification throughout.

Adversarial input controls

Runtime defences against sensor spoofing, adversarial perturbations and input manipulation.

Small-LLM deployment

Secure packaging and delivery of compact LLMs and inference models to constrained edge nodes.


Models in the cloud

For LLMs and larger inference systems in private, sovereign and multi-tenant cloud environments.

Confidential LLM deployment

Controls preventing leakage of queries, memory and responses.

Prompt-abuse prevention

Detection and mitigation of model manipulation via adversarial prompting and instruction injection.

Training-data management

Dataset versioning, provenance tracking and governance controls.

Statistical security

De-anonymisation prevention and membership-inference controls for sensitive datasets.


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