LEARNING STUDIO / LEARN THROUGH REAL WORK

Learn the skill that gets the next piece of work done.

You do not need to “learn all of AI.” Start with work that still feels unreliable, practice the missing capability, and finish with an artifact you can inspect: a brief, workflow, eval sheet or system sketch.

Choose a practice task ↓

1. TASK BRIEF

Define the input, expected outcome, constraints and check criteria before writing the prompt.

2. WORKFLOW MAP

Mark what AI handles, where a person decides, and which artifact is handed off after each step.

3. OUTPUT CHECK

Test normal cases, missing data and inputs that are likely to trigger unsupported assumptions.

Illustrates learning through artifacts; it is not a completed lesson.

START

From a vague question → usable output

Learn to define the job, supply enough context, receive an output and check it before use. The goal is not a clever prompt; it is a verifiable result.

PracticeChoose one task you have this week. Write a brief with outcome, input, constraints and a checklist.Finished artifact1 task brief + 1 output checklist.

PRACTITIONER

From scattered chats → repeatable workflow

When a job repeats, separate input, processing, decision points, checkpoints and handoff. Tools can change; the work logic should survive.

PracticeTurn a meeting, research or content task into an SOP with a human checkpoint.Finished artifact1 workflow another person can run again.

ADVANCED

From workflow → measurable, debuggable system

Learn evals, retrieval, tool permissions and failure handling once AI is part of a product or multi-step process.

PracticeCreate a small task set, a failure taxonomy and one metric before changing model or prompt.Finished artifactEval sheet + system sketch + failure log.

CAPABILITY MAP

Which capability are you building?

Brief work clearlyOutcome · context · constraint · format.

Make it repeatableWorkflow · checkpoint · handoff.

Measure qualityTask set · eval · failure taxonomy.

Own the systemPermissions · retrieval · observability · release gate.