FIELD NOTES / APPLIED AI
six-month view
A proof-oriented learning route

Build the AI engineer foundations that ship.

The supplied outline starts with production APIs, then moves into LLM fundamentals. Use this brief to choose the current frontier and define what you will prove next.

Choose your current stage

current focus

Production APIs

Make a reliable service boundary: handle requests asynchronously, expose clear REST or GraphQL surfaces, recover from errors, receive webhooks, and integrate SDKs.

FastAPIasyncwebhooksREST / GraphQL
Source boundary: the post names the first two stages but truncates after “embeddings.” This brief does not infer the remaining four months.

Interactive Roadmap Stage State Machine and JSON Export

Read the explanation

The roadmap brief structures skill milestones as a responsive state model across production APIs, LLM fundamentals, and an open evidence boundary. Selecting stage two updates the state object, instantly re-rendering the detail title, description, and chips to display tokens, context windows, and embeddings. Typing into the proof box saves user intent directly into local storage, persisting roadmap goals across browser sessions. Clicking Export builds a validated JSON file packaging the active stage, user notes, and explicit evidence boundaries for reproducible reference.

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