Company umbrella for AI infrastructure automation

SameBits builds open-source tools and evaluation systems for AI-driven infrastructure automation.

We help teams test, govern, and audit infrastructure agents, MCP tools, and automated production workflows.

Main product

Evidra Bench

External regression testing for AI infrastructure agents and MCP tools.

Run agents against realistic Kubernetes, Helm, Argo CD, Terraform, and AWS/LocalStack scenarios.

Evaluation surface

Agent regression loop

External
Kubernetesscenario
Helmscenario
Argo CDscenario
Terraformscenario
AWS/LocalStackscenario
Run infrastructure agents against realistic failures, then compare outputs across tool, model, and prompt changes.

Open-source

Projects

SameBits project cards for agent evaluation, evidence-backed operations, policy enforcement, and production automation.

Evidra Bench

External regression testing for AI infrastructure agents and MCP tools.

Evidra-GitOps

Evidence layer for GitOps and production change investigation.

Evidra

Reliability scoring and behavioral signals for infrastructure automation, including AI agents.

Evidra-Lock

Beta

Evidra-Lock is a kill-switch for AI agents managing infrastructure.

MLflow Enterprise Gateway

Beta

Multi-Tenancy & Governance for MLFlow