Haroon Choudery

Cohort 1

Understand context windows, stateless sessions, and why AI feels useless without the right setup.

A 5-step system (Load → Organize → Guide → Iterate → Commit) that makes AI useful for any task.

Learn what to paste in chat vs. save to projects vs. store in memory — stop repeating yourself, start compounding.

Leave with a specific first action, not vague advice. You'll feel the difference good context makes today.

Learn what role evaluations play in LLM apps and why they are crucial ensuring their effectiveness & reliability.

Explore how to select the best evaluation techniques (i.e., rules-based evals or LLM judges) for your LLM use case

Discover methods, like fine-tuning & expert alignment, for improving the consistency and accuracy of your evaluations.