Capstone: Ship a GenAI App
Integrating everything into one deployed app is what turns knowledge into a portfolio piece.
Learn it
Design a focused app for a real use case (e.g., a document assistant, a research helper, or a domain Q&A bot). Reuse the Streamlit deployment path to publish for free, and lean on the guardrails and evaluation habits from the previous topic so your app is trustworthy, not just a demo.
By the end you’ll be able to
- Combine RAG, chat memory, and at least one tool into one application
- Add guardrails and a small evaluation, then deploy publicly
Free resources
Practice
Build and deploy an app that ingests documents, answers via RAG with a chat UI, calls at least one tool, applies a guardrail, and passes your eval set.
Build it — your output
A publicly deployed, documented GenAI application combining RAG, chat, tools, and guardrails.
Prove it — check yourself
You’re ready to move on when you can honestly say yes to each:
- Is the app deployed and reachable by someone else?
- Does it ground answers in sources and refuse unsafe/off-topic requests?
- Can you explain each component and its trade-offs in your README?
Do it with AI
Use a free AI tool as your tutor and pair-programmer. Copy a prompt below into Claude, ChatGPT, or Gemini (for building, try Cursor or Copilot).
The habit: Try it yourself first — a little struggle is where the learning actually happens. Then ask for a hint before the answer — never copy blindly.
- Understand itClaude / ChatGPT / Gemini
I'm a beginner learning "Capstone: Ship a GenAI App". Explain it in simple terms with a real-world analogy, then ask me ONE question to check my understanding — don't reveal the answer.
- PracticeClaude / ChatGPT / Gemini
Give me 3 short practice problems on "Capstone: Ship a GenAI App" (my goal: combine rag, chat memory, and at least one tool into one application), from easy to hard. Don't include the solutions yet — I'll try them first, then ask you to check.
- Get unstuckClaude / ChatGPT / Gemini
I'm stuck on this exercise about "Capstone: Ship a GenAI App": [paste your attempt here]. Give me ONE small hint to move forward — do NOT give me the full solution.
- Build & reviewCursor / Copilot
Here is my work for a "Capstone: Ship a GenAI App" task: [paste your code or answer]. Review it: point out what's wrong and WHY, and suggest improvements — but let me make the fixes myself.
- Prove itClaude / ChatGPT / Gemini
Quiz me on "Capstone: Ship a GenAI App". Ask me 5 questions one at a time, wait for my answer each time, then tell me if I'm right and briefly why.