T01-L01
Learning journey
Grow with the blast radius.
The levels describe who depends on your work. Move up when the consequences grow, and move sideways whenever a new capability becomes useful.
01
T02-L01
Getting good answers from a chatbot
T03-L01
Prompting basics
T04-L01
Ask questions about your own files
T05-L01
Your first automation
T09-L01
Images, voice and video for your own work
T10-L01
Ask questions about a spreadsheet
T11-L01
A model on your own laptop
T12-L01
What you may and may not paste into AI at work
T15-L01
AI in your research workflow
02
T01-L02
Trust but verify: checking output before it leaves your desk
T02-L02
Your daily driver: files, projects and memory
T03-L02
Context engineering
T04-L02
A knowledge base your team can ask
T05-L02
Automations with AI in the middle
T06-L02
A tool from a prompt
T08-L02
Code without being a developer
T09-L02
Consistent assets for your company or lab
T10-L02
Clean a messy export
T11-L02
A local model your tools can call
T12-L02
Privacy and labelling in everyday work
T13-L02
Show a colleague: the 30-minute demo
T15-L02
Reproducibility with AI in the loop
03
T01-L03
The simplest thing that works: chat, automation, app or agent
T02-L03
A shared assistant for your team
T03-L03
Test-driven prompting
T04-L03
Retrieval that cites and doesn't lie
T05-L03
The pipeline that writes itself
T06-L03
An app your colleagues actually use
T07-L03
Your first agent
T08-L03
Spec-driven development
T09-L03
Media pipelines
T10-L03
A reproducible analysis pipeline
T11-L03
Containers, honestly
T12-L03
Rules for things that run without you
T13-L03
Your AI usage policy
T14-L03
Connect an assistant to your tools
T15-L03
Data, ethics and review
04
T02-L04
A self-hosted assistant
T03-L04
Prompts as versioned assets
T04-L04
Permission-aware retrieval over real systems
T05-L04
Making an automation safe to fail
T06-L04
Real data behind it
T07-L04
Agents with real credentials
T08-L04
Working in a real repo
T09-L04
Self-hosted media models
T10-L04
Pipelines over real data
T11-L04
Your own AI server
T12-L04
Put a lock on it: securing a self-hosted stack
T13-L04
Rolling it out
T14-L04
Build your own connector
05
T02-L05
Running the assistant for everyone
T03-L05
Regression sets and evaluation ops
T04-L05
Keeping a knowledge base alive
T05-L05
Operating automations
T06-L05
Owning and operating your app
T07-L05
Many agents, and memory
T08-L05
Agents in CI, and what they pull in
T09-L05
Scale, provenance and rights
T10-L05
Operating data pipelines
T11-L05
Serving at scale
T12-L05
Governance, evidence and handover
T13-L05
Training records and AI literacy
T14-L05