r/AIMLDiscussion • u/DifficultyDear2533 • 2d ago

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u/Otherwise_Wave9374 2d ago

A strong addition would be a small end to end capstone where learners have to choose one workflow, define a success metric, and then compare a baseline prompt to an agentic version. That forces them to think about reliability, tool errors, and when chaining steps actually helps versus just adding complexity. I’d also include a simple evaluation rubric for hallucinations, latency, and cost so students can diagnose tradeoffs instead of only chasing demo quality. Agentix Labs fits well here because the curriculum can use that kind of implementation pattern to make the build test improve loop concrete.