Contributions / Mentor · Skilvul · Samsung Solve for Tomorrow · Aug 2025 – Sep 2025
AI and IoT STEM competition mentoring
Weekly mentoring for semifinalist teams building AI-powered solutions with IoT integration under CSR program constraints.
mentoringiotmachine-learning
AI and IoT STEM competition mentoring
Skilvul · Samsung Solve for Tomorrow · Aug 2025 – Sep 2025
Mentor for Samsung Solve for Tomorrow — high school and university teams shipping AI + IoT ideas in roughly a month of weekly sessions.
How I mentor under time pressure
- Tighten scope until success criteria are testable before the demo deadline.
- Align frontend, backend, data, ML, and device boundaries so integration surprises show up early.
- Match depth to team maturity — some groups need architecture sketches; others need permission to delete features.
What visitors should take away
Product-minded mentoring across stack boundaries, not only code review — useful supporting evidence for facilitation and capstone work elsewhere on the site.