JavaMUG this Week: Your AI Is a Yes-Man - Practical AI for the code you actually own
Tim.S
Every AI demo builds a flashy app from an empty folder. Your job is managing a system that's been in production for a decade that nobody fully understands - and the AI confidently invents an endpoint that doesn't exist.
Let's close that gap. You'll see how to point AI at the real, existing code you already own, whatever your stack: feeding it actual context instead of clever prompt tricks, encoding your team's standards as reusable Skills, handing real work to agents, and grounding the model so it's accurate about your systems and willing to tell you you're wrong instead of agreeing with everything you say. Includes a live demo that ends with the moment the AI stops being a yes-man and pushes back.
Takeaways:
- Give AI your project's real context so it stops hallucinating about your systems
- When to encode team standards as reusable Skills, and when it's not worth it
- Which tasks in your existing codebase are safe to hand to an agent, and which aren't
- Ground a model and cut hallucinations on your own code, not a toy dataset
Speaker
Jerry Reghunadh is a software engineer with 20+ years in Fintech and Enterprise SaaS, and co-author of The Developer's Guide to AI (No Starch Press). He specializes in API design and integration platforms that handle millions of daily calls for Fortune 500 companies, and builds the high-performing teams that ship them. He's at his best whiteboarding a complex architecture, in a code review, or mentoring engineers.
We'll be meeting at Improving Enterprises, 5445 Legacy Dr #100, Plano, TX 75024
The pizza and networking start at 6:30pm and the meeting at 7pm. Come have a great evening of learning with your fellow local Java enthusiasts.