See it work
Start with a real task and show the result. No mystery box, no victory lap.
Watch on YouTubeSubscribe for new experiments ↗ The workshop is online
Build it. Test it.
Make the robot do it.
Clear experiments with creative AI, automation, and useful machines—made for curious people who want to see how the tools really work.
AI TOOLSAUTOMATIONBUILD LOGS
WHAT HAPPENS HERE
No magic.
Just the useful bits.
Learn the setup
Name the tool, explain what it does, and walk through the choices that matter.
Keep what helps
Save the workflow, the failures, and the small discoveries worth using again.
01 TOOL TEST
Jev: A Cursory Look and What Makes It Unique
Where a bounded decision model fits beside ChatGPT, ordinary code, and human review.
WATCH + READ
02 AUDIO NOTES
SheetSage2: A Primer on ABC Transcription in Generative Audio
How a recording becomes an editable lead sheet and how symbolic scores can guide music models.
WATCH + READ
03 BUILD LOG
How to Use the YuE2 Hum-to-Song Adapter
How a short hum becomes melody guidance and a trained adapter refines timing and articulation.
WATCH + READ
04 MODEL NOTES
What Is Flow Matching in Generative AI?
A visual explanation of velocity fields, training paths, and generation from noise.
WATCH + READFIELD NOTES
The build log starts here.
Watch the episodes, then read the complete scripts with the details, limits, and useful ideas kept intact.