Austin LangChain AI Middleware Users Group (AIMUG)

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November 7, 2025

November Recap, 1700+ Members, & Upcoming Events 🚀

November Recap, 1700+ Members, & Upcoming Events 🚀


AIMUG Weekly Update - November 7, 2025

Hi AIMUG Community,

What a week! We just wrapped up an incredible November Mixer, hit 1700+ members, published comprehensive documentation, and have two great events coming up. Here's everything you need to know.


🎥 November Mixer & Showcase - Now Available

Our November 5th event brought together 50+ builders for honest production talk on LangGraph, RAG, and Deep Agents. No marketing fluff—just real lessons from the trenches.

Watch the Full Recording

YouTube: https://www.youtube.com/watch?v=JOiUYZhGhH8

The Talks

Colin McNamara - LangGraph Fundamentals Running 5 production apps including FDA compliance where "people can die if you screw up." Learn about controllability, state persistence, and human-in-the-loop workflows.

Anupama Garani (PIMCO) - Why RAG Fails in Enterprises 42% of enterprise AI failed in 2025. 51% were RAG implementations. Only 200/1000 companies succeeded. The goldfish vs elephant memory problem solved with LangGraph.

Collier King (Cloudflare) - Deep Agents in Production $80, 3.5-hour pipeline analyzing 400 companies. 11M tokens. The middleware strategies that keep agents on track. Code included.

Paul Phelps (AIMUG Panama) - AI Project Management 95% of AI pilots fail due to organizational approach—not the model. Legacy SaaS mental models don't work for AI.

Resources

  • Full Blog Post: https://aimug.org/blog/november-mixer-showcase-langgraph-rag-deep-agents

  • Documentation: https://aimug.org/docs/nov-2025/

  • Collier's Code: https://github.com/CollierKing/langchain-deepagents-examples

Speaker Profiles: - Colin McNamara - Always Cool Brands - Anupama Garani - PIMCO - Collier King - Cloudflare - Paul Phelps - Freelance AI Consultant


🎉 Milestone: 1700+ Active Members!

We've grown from 1600+ to 1700+ active members this month! Thank you for being part of Austin's premier AI community.

Our Impact: - 1700+ Active Members - 50+ Events Hosted - 100% Free to Attend

Every donation and volunteer hour keeps our events free and our community thriving. Support: https://aimug.org/support


📅 Upcoming Events

🍻 November Hacky Hour @ Cosmic Saltillo

Tuesday, November 18, 2025 6:00 PM - 8:00 PM CST Location: Cosmic Saltillo, 1300 E 4th Street, Austin, TX

Code, caffeine, and community—come hang, hack, or just vibe. Free-form AI sandbox under the patio lights.

What's Happening: - 💻 Show off projects you've been building - ⚡ Spin up LangGraph or LangChain 1.0 projects - 🧠 DeepAgents on LangGraph experiments - 🔌 MCP + A2A demos and collaboration - 🍻 Or just chill and swap ideas

RSVP: https://www.meetup.com/austin-langchain-ai-group/events/311900027/


🎯 December Monthly Mixer & Showcase

Wednesday, December 3, 2025 6:00 PM - 9:00 PM CST Location: ACC - RGC 3000, 1218 West Avenue, Austin, TX After-Party: The Tavern, 922 W 12th St

Hands-on demos, short deep-dives, and community networking. Learn practical patterns for LangGraph and agent stacks.

Agenda: - 6:00-6:20 PM: Networking & Welcome - 6:20-6:30 PM: Introductions & Kickoff - 6:30-7:40 PM: Featured Talks (4 presentations) - 7:40-8:00 PM: Buffer & Open Q&A - 8:00-8:30 PM: Walk to The Tavern

Want to present? Drop a message in #meeting-plans on Discord or reach out to organizers!

RSVP Options: - In-Person: https://www.meetup.com/austin-langchain-ai-group/events/311899965/ - Remote (Zoom):https://us06web.zoom.us/j/83055251635?pwd=9guINZ3AbkPJLjaG4aFCa3UXr7HtQu.1


📚 New Documentation & Resources

We've published comprehensive documentation from November's event:

Technical Deep Dives: - LangGraph Introduction - Controllability, state management, production patterns - RAG Enterprise Failures - 5 pillars of failure, state architecture - Deep Agents in Production - Middleware strategies, cost analysis - AI Project Management - Why 95% fail, red flags to watch

All searchable, citable, and referenced with line numbers for easy navigation.


🗓️ Regular Community Events

Tuesday Office Hours - Every Tuesday @ 5:00 PM Central Join us on Discord for Q&A, project help, or just hanging out. Join:https://discord.com/invite/JzWgadPFQd

Monthly Showcases - First Wednesday of each month ACC Rio Grande Campus + Remote via Zoom Next: December 3, 2025


🔑 Key Takeaways from November

LangGraph vs Deep Agents Decision Matrix

Use LangGraph when: - Deterministic workflows required - Compliance/safety requirements - Cost efficiency critical - Repeatability needed

Use Deep Agents when: - Open-ended research tasks - Complex multi-step planning - Managing large context - Long-term memory required

State Management Principles

  • Context = current conversation

  • Memory = conversation history

  • State = orchestration layer persisting both

Enterprise AI Success Factors

  1. Developer involvement from day one

  2. Accept non-deterministic behavior

  3. Iterative discovery vs complete upfront requirements

  4. Cross-functional collaboration

  5. Golden datasets for evaluation

  6. User feedback loops

  7. Audit trails for compliance


💬 Stay Connected

  • Website: aimug.org

  • Discord: Join the conversation

  • GitHub: github.com/aimug-org

  • YouTube: Watch past events

  • Meetup: RSVP to events

  • Twitter: @AustinLangChain


🙏 Thank You

Special thanks to: - LangChain AI for community training materials and pizza - All our speakers for sharing honest production insights - Center for Government & Civic Service for hosting us at ACC - Always Cool Brands for ongoing support - Our 25+ supporting members who keep events free for everyone


🚀 What's Next

  1. RSVP for November 18th Hacky Hour - Casual coding and networking

  2. RSVP for December 3rd Showcase - Want to present? Let us know!

  3. Join Tuesday Office Hours - Every week at 5pm CT

  4. Share the November recap - Help spread the knowledge

Want to present in December? We structure talks as 15-minute "thunderstorm talks" (12 min + 3 min Q&A). Just ask in Discord or reply to this email!


Learning in the Open, The AIMUG Team


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P.S. - The November event covered everything from FDA-compliant LangGraph apps to $80 deep agent pipelines. Don't miss the video: https://www.youtube.com/watch?v=JOiUYZhGhH8

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