June 24, 2026Assessments
Vibecoding course and ambient assessment AI
The Vibecoding course split into its own served surface with textbook chapters, slides, labs, rubrics, syllabus, and project checkpoints.
New
- The Vibecoding course split into its own served surface with textbook chapters, slides, labs, rubrics, syllabus, and project checkpoints.
Changed
- Assessment AI shifted toward ambient browser validation, validator loops, multi-agent defaults, and AI-spawned sub-agents.
Fixed
- Token-spend evidence, model allowlists, stronger judge models, and brownfield question specs tightened how AI-assisted work is graded.
Why it matters
- Hiring teams get a clearer review artifact, and candidates get a workflow that is easier to explain after the session.