LearnByShortsProof-driven course

build · Intermediate

Build & Ship AI Products

Move from a user problem to an evaluated AI feature with retrieval, observability, security, and cost controls.

Start four proof missions
Learn activelyShort decisions before explanation
Verify independentlyTests, sources, and failure cases
Finish with proofArtifacts another person can inspect
Course outcome

What you will be able to show

A deployed thin-slice AI product whose quality and cost can be measured.

Capability map

Skills practiced in context

  • Product
  • RAG
  • Observability
  • FinOps
Four-mission proof sprint

Do the work. Keep the evidence.

Check a mission only after the proof exists. Progress stays in this browser and also appears in the Modern Skills catalog.

  1. 01

    Define the user decision

    Choose one narrow user problem and specify what a useful, harmful, and abstaining answer looks like.

    Proof: A product brief with an initial evaluation set.
  2. 02

    Ground the response

    Add retrieval only where current or private source material is actually required.

    Proof: A citation-aware prototype and retrieval failure cases.
  3. 03

    Measure quality and cost

    Track latency, cost, task success, unsupported claims, and user correction rate.

    Proof: A small scorecard with thresholds.
  4. 04

    Ship the thin slice

    Deploy with access control, logging boundaries, fallback behavior, and a kill switch.

    Proof: A live demo plus an operational readiness review.
0 of 4 proof missions complete 0%
Primary learning sources

Go deeper without entering an endless feed.

These external resources are optional benchmarks. Complete the LearnByShorts mission and bring back one useful artifact.