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How I built agent-based security reviews on Databricks

Not a pilot. Databricks deployed AI agents across security reviews—here's the real engineering.

Illustration of independent geometric mechanisms passing paper tasks along branching amber tracks.
AI agents and the coordination of work.AI illustration by KeyNews
The KeyNews take

Why it matters

A practitioner's walkthrough of agent-based workflow automation in production security ops, showing how agents handle multi-step reasoning and decision-making in a regulated domain.

The key facts

8 to know
  1. Agent-based security review automation deployed at Databricks

  2. Multi-step workflow automation with agent reasoning

  3. Production deployment case study with engineering details

  4. Regulated domain (security) use case for agents

  5. Databricks internal deployment of agent-based security reviews

  6. Multi-step automation replacing partial manual process

  7. Published September 24, 2026

  8. Vendor technical case study (Databricks blog)

Go to the source

Databricksdatabricks.com

Publisher excerpt: We already had automation in parts of our security review process. It was useful,...
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