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Building Safer AI Agents on Databricks with Alice WonderFence

Lior Knaany
Ilana Berger
-
Jul 1, 2025

TL;DR

Learn how to integrate the Alice WonderFence Guardrails into Databricks’ Mosaic AI Agent Framework to detect and mitigate LLM safety and security risks in real time.

As enterprises embrace generative AI, intelligent agents are rapidly becoming core components of customer experiences, operations, and products. But with this power comes risk: AI agents can behave unpredictably, respond with toxic or non-compliant content, or be manipulated through adversarial prompts, putting your brand and users at risk.

That's why we've partnered with Databricks, a leader in AI infrastructure and enterprise-scale LLM development, to make building safe, policy-aligned AI agents easier than ever. Together, we're helping developers integrate agentic AI safeguards via WonderFence Guardrails into the Databricks Mosaic AI Agent Framework, ensuring agents are protected at runtime from safety, security, and compliance risks.

With WonderFence, organizations gain real-time protection across every input and output, live observability into agent behavior, and actionable safeguards that reflect your unique policies and brand values.

This collaboration brings together Databricks' powerful AI development stack with Alice's enterprise-grade safety solutions, allowing teams to deploy autonomous AI systems with confidence, without compromising innovation or agility.

The partnership equips data teams with the infrastructure to manage agentic AI risk at scale, making agentic AI safety an integrated part of the development workflow rather than an afterthought.

👉 Curious how it works in practice? Check out the full step-by-step code notebook on our Engineering blog on Medium →

What's runtime protection? Get the full Guide to Guardrails.

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