Applied AI Governance

Your business needs an AI platform where users get governed answers from live data, knowledge workers search institutional memory, and agents orchestrate complex workflows, all while partners access the same capabilities through their own identity providers.

The tools will change. The principles won't. Govern the invariants.

This repository is a gold standard for identity, data governance, tool and API governance, observability, and agent runtime governance on Databricks. Reference documentation covers authentication, authorization, federation, fine-grained access control, custom MCP and tool policy, audit, and the policy-guardrail harness. The presentation library covers IAM, AI Gateway, cost control, UC governance, and cross-IdP federation.

Presentations

AI Governance — Complete Picture

Entry point: the overall governance model, with links to every deeper deck below.

Identity & Auth Foundations

One IdP layer, U2M/OBO/M2M token paths, auth vs authz, decision guide.

Authorization by Resource Type

Auth mechanics per resource: serving endpoints, Genie Agents, Vector Search, UC Functions, Lakebase.

Cross-IdP Federation

Two-leg token exchange, per-user OBO vs. role-based SP, federation policy config, implementation checklist.

UC Governance

Four-layer access control, row filters, column masks, ABAC.

Orchestration & Tool Governance

Agent Bricks, MCP tool governance, agent auth methods, UC Connections as the governance primitive.

Unity AI Gateway

Identity, runtime, and observability for LLM/MCP/API traffic. Includes Databricks vs. external gateway vs. UC-native controls.

View all decks →

Documentation
Governance Framework Design principles, adaptability model, invariants Authentication (AuthN) IdP delegation, unified client auth, cloud differences Authorization (AuthZ) OBO, M2M, Federation, OAuth scopes, service principals Federation Exchange External IdP token exchange, role-based service principals Federation Blueprint Prerequisites, 7-step flow, IdP reference, error catalog Production Federation Guide Three identity paths, decision matrix, token lifecycle at scale, hardening Service Identity & Audit Which identity each AI service honors, proxy types, confused-deputy prevention Access Control Patterns Row filters, column masks, ABAC, the service-principal identity gap Custom MCP Principles MCP as gateway, scopes over grants, UC connections, trace/audit Getting Started with ug (Formerly ucode) Install, sign in, launch a coding agent, understand Unity Gateway Runtime Config Patterns Hot-deployable, versioned tool-access policy decoupled from code Agent Tracing & MLflow Trace instrumentation, observability patterns, debugging Audit Reference System tables, access logs, compliance forensics
Databricks Documentation
Unified Client Auth OAuth U2M OAuth M2M Databricks Apps Auth Agent Authentication Unity Catalog ABAC Tutorial Security Overview