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Hands-on LabIntermediatePro

LLM-as-a-Judge

Learn to evaluate open-ended AI output by building an LLM judge from scratch. Across six short labs you grade a support bot's freeform replies on a rubric, then validate the judge against human labels and harden it against bias. By the end you will have a small, trustworthy evaluation harness you can point at any open-ended task.

6 labs

Last updated: June 2026

LLM-as-a-Judge
Upgrade to Pro
6 hands-on labs
Real workspace with file editing
Automated checkpoint grading
Included with Pro

What you'll learn

Build real Agents you can ship
Practice prompting in a real workspace
Pass automated checkpoints to advance
Keep portfolio-ready projects when you finish

Labs in this course

6 labs
  1. 1

    Why rules can't grade this

    Lab 1 of 6

    Pro
  2. 2

    Your first judge call

    Lab 2 of 6

    Pro
  3. 3

    A rubric and a score

    Lab 3 of 6

    Pro
  4. 4

    Who judges the judge?

    Lab 4 of 6

    Pro
  5. 5

    Bias and reliability

    Lab 5 of 6

    Pro
  6. 6

    Capstone: ship the judge

    Lab 6 of 6

    Pro

How labs work

Real workspace

Edit files and watch an Agent work alongside you.

Checkpoints

Automated checks confirm you've nailed each step.

Keep your work

Projects persist so you finish with something to ship.