Wed, Oct 14, 2026
4:00 PM UTC (30 minutes)
Virtual (Zoom)
Free to join
Go deeper with a course
Make Safer AI Decisions


Jai Bhagat and Nicole Mercede
AI product systems instructor. Family Office Operator turned into Internet Business Owner
Wed, Oct 14, 2026
4:00 PM UTC (30 minutes)
Virtual (Zoom)
Free to join
Go deeper with a course
Make Safer AI Decisions


Jai Bhagat and Nicole Mercede
AI product systems instructor. Family Office Operator turned into Internet Business Owner
What you'll learn
Trace the failure path
Map a run from input to tool calls to output so you can see where behavior changed.
Separate model and system issues
Use small checks to distinguish prompt, retrieval, tool, state, and model-capability problems.
Create a repeatable debug loop
Leave with a simple routine for reproducing failures and checking whether a fix actually helped.
Why this topic matters
When AI systems fail, the problem is rarely in just one place. In this lightning lesson, we will follow one agent or model failure through the data, separate prompt issues from tool, retrieval, state, and model-limit issues, and decide what to measure next.
You'll learn from
Jai Bhagat
Director of AI Education at A+ Active
Teaching is the love of my life. I've taught meditation classes at Madison Square Garden, taught systems at Parsons School of Design and now I livestream myself learning to write kernels and advanced programming for GPUs and AI workloads.
Jai believes that with love and imagination that anything is possible.