Free Lesson
Can AI Actually Self-Improve?
60 min
Sep 1, 2026 12:00 PM
What you'll learn
Map the self-improvement loop
Trace how failure, evaluation, root cause, fix and validation connect into one working loop.
Closing the improvement loop
How do you move from a failure → proposed change → validation, and eventually automate parts of this cycle?
Safe self-improvement
Decide which layers an agent may change—prompts, context, retrieval, tools, models—without regressions elsewhere.
Human-in-the-loop
Which parts of this process can realistically be autonomous today, and where is human judgment still essential?
Why this topic matters
Gain a concrete technical blueprint for building agents that don't just get monitored in production but can systematically learn from failures, validate improvements, and get better over time.
