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Job ready courses from real adverts

Show it the job. Learn what it asks for.

Give it the adverts for the jobs you want. It maps every skill they ask for, plans the course, and teaches each one in short animated lessons.

Sign upSee a real course

6 adverts, 23 skills, 49 lessons

A real course, after its first module

The advertsWhat they ask forHow ready you are
  1. AI Infrastructure Engineerasks for 6 skills
  2. Agentic AI Engineerasks for 7 skills
  3. Agentic AI Developerasks for 8 skills
  4. AI Platform Engineer (MLOps/GenAI)asks for 10 skills
  5. Agentic AI Architectasks for 11 skills
  6. AI Engineerasks for 10 skills
  1. Python6
  2. Agent Orchestration Frameworks4
  3. Agentic System Design3
  4. Cloud Platforms3
  5. Generative AI, RAG & Vector Search3
  6. LLM APIs & Prompt Engineering3
  7. ML Frameworks3
  1. AI Infrastructure Engineer1 of 6 skills
  2. Agentic AI Engineer1 of 7 skills
  3. Agentic AI Developer1 of 8 skills
  4. AI Platform Engineer (MLOps/GenAI)1 of 10 skills
  5. Agentic AI Architect1 of 11 skills
  6. AI Engineer1 of 10 skills

Python is asked for by all 6. Learning it first moved every job along at once.

A lesson draws the real thing, moving.

Each skill is taught as the actual system at work, with its real parts named: here a coroutine waiting its turn in Python's event loop.

  • Spoken a step at a time. A voice talks you through it, a few minutes a lesson, with every line captioned.
  • Tap any word you do not know. Every term is underlined, in the caption and on the board, and opens in a sentence.
  • Nothing runs ahead. The board only ever shows what has been said.

Async & Concurrency Patterns for Agent Pipelines

Scene 1 of 5

Coroutines & the Event LoopEvent Loopfetch_response(prompt)coroutineasyncio.run()Task Queueresult ready

event loop A single control loop that manages many paused pieces of code, running each one a bit at a time on one thread.

Only once the loop resumes it from the queue does the coroutine truly execute, producing its result.
4 of 49

lessons done, 1 of 23 modules

  • 4 done
  • 3 next
  • 42 to come

Next: Agent Orchestration Frameworks. 3 lessons, waiting on your course page.

Pick up where you left off.

Your place in every lesson is kept on your account, so a lesson started on your phone carries on at your desk, and the course always has the next one waiting.

Your next job, one lesson at a time.

An email address and a password open the account.

Already have one? Sign in

  1. 1
    Give it the adverts

    Screenshots or text, for the jobs you want.

  2. 2
    See every skill mapped

    Ranked by how many of the jobs ask for it.

  3. 3
    Learn them a lesson at a time

    A few minutes each, your place kept on every device.