Every AI-assisted step is followed by an independent reconstruction, test, or source check.
Stop collecting courses. Prove the skill.
Choose the role you want. RoleSprint turns your baseline into a focused daily loop: understand the idea, build with AI, verify it without AI, then defend it in an interview.
1 · Learn
2 · Build
3 · Use AI
4 · Verify alone
5 · Interview
Your next 30 days, without the noise.
Set a role and honest baseline. The engine prioritizes the gaps that matter most for that outcome.
Your adaptive plan
0%
starting readiness
Export a private activity log that records completion without collecting your code or personal notes.
The product measures whether learners return and complete deliberate practice—not how many videos exist.
Help shape the first measured cohort
We are recruiting a small group of technical learners for a focused 30-day validation run.