Anyone can demo an AI agent. I build the guardrailed, resilient systems that actually ship and handle real-world traffic.
Grouped by who's listening. What an engineering leadership team needs is not what a room of builders needs — so I tailor every talk. Real systems, clear takeaways, and a few things people can use the next morning.
Managers and directors figuring out what their team should actually do differently.
Organizations moving from promising demo to something the business can depend on.
Teams already building agentic systems and hitting the hard parts.
Builders who want a real path across, not motivation.
Mixed audiences — practical, human, and honest about the trade-offs.
University sessions and early-career audiences entering an AI-shaped job market.

Production-grounded, not hype. I speak from systems that actually run at scale — the failures, the fixes, the trade-offs I lived through.
Clarity over complexity. I draw the hard ideas until they're simple. Calm, visual, no jargon for its own sake.
Built for the transition. I give software engineers a real path into AI engineering — a map, not motivation.
Room for everyone. As Communications Lead at Women in AI, I work to widen who gets to build what comes next.



Where I teach the craft in the open — from cracking interviews to shipping systems that hold.
A structured path through the systems senior AI engineers are expected to design.
Tell me your audience and what you're hoping for, and we'll find a format that makes sense.
hello@ishweenkaur.com