The philosophical change

Old design: teach AI and data concepts, then build something at the end.

New design: start building in hour two, and teach a concept only at the moment the build breaks without it.

Every track runs one project for the whole programme. Not a new mini-project weekly — one thing, built in visible weekly increments, that the student owns and can defend.

Workshop collaboration

Designed around real constraints

👤

One instructor

Captains, self-validating check.py, pre-recorded concept blocks, fixed environments, and rolling vivas make 100+ students survivable solo.

📡

Campus wifi fails

Browser-first for weeks 1–2. Pre-cached models on USB and Drive. One full track runs offline after day 1. MOCK mode when APIs die.

📅

Academic calendar

2–6 week units fit clean windows without crossing blackout periods. You can run 6–8 cohorts a year instead of two.

🧰

Zero software cost

Python, Colab, Streamlit Community Cloud, free Gemini tier, open-source embeddings. Verified free/open stack, August 2026.

🎚️

Mixed ability

Baseline / Plus / Edge ladder inside one project. Captains from the top 20%. Nobody bored, nobody left behind.

Assessment that works

100-point rubric. 40 marks automated. Viva about their code only. Integrity rule: if they can't explain it, we cut scope and get an honest project.

What we kept from the best sales practice

The original package had unusually strong pitch playbooks, college-specific openings, academic-calendar mapping, and an objection bank. Those survive. What changed is the product being sold.

Before

  • 12-week survey course
  • Three staff assumed
  • Project starts week 8–11
  • Certificate as the main artifact
  • Data literacy + charts

After — LevelUpAI

  • 2–6 week build programmes
  • One instructor
  • Project starts hour 2 of week 1
  • Live URL + repo + viva
  • Retrieval, embeddings, model APIs, deployment

The honest summary

A good sales machine attached to the wrong product has become a 4-week build programme that one person can run and that produces something a recruiter can click on. The viva was already the best idea. Everything here is built to make the viva worth passing.

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