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Custom Agents now available on Databricks

Build fast with your preferred tools and deploy AI agents as governed, serverless production apps

Custom Agents now available on Databricks

Published: February 18, 2026

ProductLess than a minute

Summary

  • Build and deploy governed, serverless AI agents without managing infrastructure
  • Go from prototype to production faster with templates, evaluation, and CI/CD workflows
  • Ship context-aware agents with built-in memory, data connectivity, and unified governance

Agent Bricks Custom Agents, formerly Agent Framework, is now available on Databricks. Custom Agents allows developers to use their existing tools and workflows to rapidly build, test, and deploy production-quality AI agents as fully managed Databricks Apps. Developers don’t need to re-architect code or manage infrastructure. 

Teams can build agents locally, use AI coding tools, and iterate quickly on agent quality with tight feedback loops before deploying. Prebuilt agent skillstemplates and integrated evaluation reduce setup work and help developers move from prototype to production faster.

Custom Agents

Custom Agents integrate naturally into existing development workflows, including CI/CD pipelines, so teams can continuously test, refine, and ship improvements without re-architecting deployments. Developers can keep using their preferred models, frameworks, and tools, without rewriting code or adapting to vendor-specific environments.

A 5X LEADER

Gartner®: Databricks Cloud Database Leader

When ready to deploy, agents run as Databricks Apps on serverless compute with built-in security and governance. This provides a consistent production environment without managing infrastructure or coordinating handoffs to platform teams.

Built-in memory powered by Lakebase gives developers a production-grade way to store and reuse agent state and conversation history, so agents stay context-aware across steps and sessions without extra infrastructure. Agents also connect directly to enterprise data and systems with consistent governance across data, models, and agent operations, reducing custom integration work and helping teams ship trusted, domain-aware agents faster.

Custom Agents is available now. Check out the documentation to get started.

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