Lakebase Memory Patterns for Stateful Agents

When to Use

Use this skill when implementing stateful agents that need:

• Short-term memory: Conversation continuity within a session (thread_id)
• Long-term memory: User preferences and insights across sessions (user_id)
• Graceful degradation: Agent works without memory tables
• Thread ID resolution: Priority-based thread_id extraction from request context

Upstream: Lakebase Provisioned Patterns

The upstream databricks-lakebase-provisioned skill in AI-Dev-Kit provides comprehensive Lakebase patterns:

OAuth Token Refresh (Production)

Tokens expire after 1 hour. Production apps MUST implement token refresh: