- 400 Views
- 2 replies
- 2 kudos
Beyond Chat History: Designing Portable Memory and Decision Boundaries for Enterprise AI Agents
Persistent Memory Is Only the BeginningAs AI agents move from isolated conversations toward persistent workflows, memory is becoming part of enterprise AI infrastructure.An agent that remembers previous interactions can reduce repetitive instructions...
- 400 Views
- 2 replies
- 2 kudos
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@ShenXu : I found this really interesting so did a bit of experimentation. My lab notes and a test notebook are available at https://medium.com/lab-notes/unity-catalog-functions-kept-ai-agents-from-acting-on-stale-memory-7d63e15f992b
- 2 kudos
- 591 Views
- 4 replies
- 3 kudos
Databricks Data Quality - Agent Proposes, DQX Disposes
Every serious data platform grows a dead-letter table, and it always becomes a graveyard. Here is how we turned one into a self-healing queue — without letting a language model anywhere near the warehouse.Every data platform that takes quality seriou...
- 591 Views
- 4 replies
- 3 kudos
- 3 kudos
Thanks for sharing, @KeerthiItigimat, what a great breakdown. How do you handle rules changing while rows are waiting in quarantine? Does remediation keep the original checks, use the latest approved rules, or run both?
- 3 kudos
- 412 Views
- 0 replies
- 0 kudos
DQX - Everything The Docs Don’t Say Yet
DQX Studio already has its own documentation for the rule editor, the approval workflow, the scheduler. This is what running it against real pipelines, real approvers, and a growing quarantine table made us add on top of it — and around it. It'll be ...
- 412 Views
- 0 replies
- 0 kudos
- 207 Views
- 0 replies
- 0 kudos
Agent Proposes, DQX Disposes
Every serious data platform grows a dead-letter table, and it always becomes a graveyard. Here is how we turned one into a self-healing queue — without letting a language model anywhere near the warehouse.Every data platform that takes quality seriou...
- 207 Views
- 0 replies
- 0 kudos
- 3603 Views
- 0 replies
- 1 kudos
The Agile Path to Autonomous Agents
I read about a team demo about their shiny new "autonomous AI agent” leadership. It queried databases, generated reports, sent Slack notifications—all hands-free. Impressive stuff. Two weeks later? $12K in API costs, staging data accidentally pushed ...
- 3603 Views
- 0 replies
- 1 kudos
- 1824 Views
- 1 replies
- 1 kudos
Building an AgenticLakehouse: Interacting with Databricks Workspace via LangGraph and MCP
This project, AgenticLakehouse, explores the cutting edge of "Agentic Data Analytics." I didn't just want a chatbot; I wanted a "living" interface for the Lakehouse. The result is a Multi-Agent System that intelligently orchestrates tasks, from query...
- 1824 Views
- 1 replies
- 1 kudos
- 1 kudos
Looks great, solid LangGraph + MCP setup on Databricks Apps. Thanks for sharing, @vinaygazula!
- 1 kudos
- 1817 Views
- 0 replies
- 2 kudos
🚀 Automating Databricks Unity Catalog Access with AI Agents
Tired of complex governance workflows? We’ve successfully combined the power of multi-agent AI with state-of-the-art orchestration tools to automate Databricks Unity Catalog (UC) access management!This isn’t just a basic script — it’s an intelligent,...
- 1817 Views
- 0 replies
- 2 kudos