AI Builder Launchpad · Step 01
Know The AI Stack
Before building, know the parts: model, prompt, context, tools,
memory, retrieval, evaluation, UI, backend, logs, and deployment.
Concept
An AI app is not just a model call. The model predicts the
response, the prompt frames the work, context supplies facts,
tools perform actions, memory stores state, retrieval finds
relevant material, and evals tell you whether the system improved.
Exercise
-
Choose one AI helper idea.
-
Draw user input, backend, model, data sources, and response.
-
Mark where secrets live and where logs are written.
Example Stack
Browser UI
-> FastAPI backend
-> prompt template
-> retrieval context
-> model call
-> structured response
-> logs and evals
Definition Of Done
You can explain what each part does and name one risk for each:
wrong prompt, stale context, missing evals, leaked secrets, or
vague output.