| Clock | Min | Block | Say / do — key cues |
|---|---|---|---|
| 0:00 | 5 | Welcome | "Last week AI talked; today it acts." Everyone into Colab + Coach HQ. |
| 0:05 | 15 | TheoryAgent anatomy | Plan → Tools → Memory → Action · the ReAct loop (Reason+Act) · detective analogy. |
| 0:20 | 15 | TheoryKaggle ecosystem | Competitions · datasets · notebooks · public notebook = portfolio gold for internships. |
| 0:35 | 15 | ⚡ EnergizerHuman ReAct Loop | Teams of 4 act out the loop with tool cards. Round 1 guess → Round 2 loop. ✅ they feel chatbot vs agent |
| 0:50 | 20 | 🛠️ PracticalEnvironment setup | Kaggle account · Colab orientation · imports (google-genai, pandas, requests) · key. ✅ setup test prints ✅ |
| 1:10 | 40 | 🛠️ PracticalDataFetcher build | Tools (search_web mock + summarize_text) · the agent loop · task: latest AI-ed news → 3 bullets. ✅ agent calls tools, returns 3 bullets |
| 1:50 | 30 | 🛠️ PracticalTitanic integration | pd.read_csv in one line · "average age by gender?" · preview Week 3. ✅ prints avg age by gender |
| 2:20 | 5 | Wrap + homework | Exit: "4 parts of an agent?" Homework: explore a Getting-Started Kaggle comp + jot a project idea. |
| Clock | Min | Block | Say / do — key cues |
|---|---|---|---|
| 0:00 | 5 | Welcome | Recap Week 2's agent loop. "Today: agents that reason over data — and you scope YOUR project." |
| 0:05 | 15 | TheoryDeterministic vs agentic | Script = cheap/predictable; agent = flexible/pricier. Use the simplest thing that works. |
| 0:20 | 15 | TheorySMART scoping | Specific·Measurable·Achievable·Relevant·Time-bound · domains: edu assistant, sports analyzer, productivity. |
| 0:35 | 12 | ⚡ EnergizerScript or Agent? | Teams raise SCRIPT/AGENT paddle for task cards & defend. ✅ they justify with the trade-offs |
| 0:47 | 45 | 🛠️ PracticalDataExplainer agent | 3 tools: describe_dataset · run_query · plot_chart. Challenges: women-first-class survival? · survival-by-class bar chart. ✅ agent answers + draws a chart |
| 1:32 | 45 | 🛠️ PracticalProject design sprint | 1-min peer pitches · fill the charter (name/objective, 2-3 tools, data sources, outputs) · refinement circle. ✅ a finalized project plan each |
| 2:17 | 5 | Wrap | Exit: one sentence — "my project + its first tool." Next week = build it (hackathon). |
| Clock | Min | Block | Say / do — key cues |
|---|---|---|---|
| 0:00 | 5 | Welcome | "Today you build YOUR project on the scaffold. Build → debug → iterate." |
| 0:05 | 20 | TheoryDebugging agents | 3 failure types: hallucinations · tool errors · prompt issues · fixes: verify, validate inputs, tighten prompt, log every step. |
| 0:25 | 15 | ⚡ EnergizerBug Hunt | Teams find & classify planted bugs in a transcript + one-line fixes. ✅ named the bug type for each |
| 0:40 | 30 | 🏗️ Phase 1Foundation | Core agent loop + first working tool + primary data source. ✅ one tool works end-to-end |
| 1:10 | 15 | Check-inPattern recognition | 2–3 students share progress · class solves one common integration challenge together. |
| 1:25 | 40 | 🏗️ Phase 2Expansion | Add a 2nd tool/data source · basic error handling (try/except + logging) · end-to-end workflow. ✅ 2 tools working |
| 2:05 | 15 | ClinicDebugging clinic | Post top blockers · vote on 2 · script the fix together on the board. |
| 2:20 | 3 | Wrap | Homework: reach MVP with 2 working tools. Office hours reminder. |
| Clock | Min | Block | Say / do — key cues |
|---|---|---|---|
| 0:00 | 5 | Welcome | "Today your project becomes a portfolio asset the world can see." |
| 0:05 | 20 | TheoryPathways | Framing projects on résumés/college apps · skills companies seek (tool integration · decomposition · debugging) · internship search. |
| 0:25 | 15 | ⚡ Energizer60-Second Hype | Rapid pitch warm-up + "I liked / I wondered." Round 1 silly product, Round 2 real project. ✅ everyone pitched once |
| 0:40 | 30 | ✨ PracticalProduction polish | Comments & docs · a simple Gradio UI (or clean CLI) · peer testing in pairs. ✅ a UI a friend can use |
| 1:10 | 30 | 📓 PracticalPublish to Kaggle | Colab → Kaggle notebook · markdown storytelling · reproducible. ✅ a public notebook link |
| 1:40 | 40 | 🎤 SlamPresentation slam | 3-min pitches (problem+design · demo · key learning) · "I liked / I wondered" · awards. ✅ everyone presented |
| 2:20 | 5 | Wrap + awards 🏆 | Hand out award slips. Celebrate the 4 deliverables. "You're builders with a portfolio now." |