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L01 · User
L02 · Power user
L03 · Builder
L04 · Integrator
L05 · Operator
Track
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T01 · Foundations & judgement
T17 · Structure & understand
T02 · Chat & assistants
T03 · Prompting & context
T09 · Create media
T15 · AI in research
T18 · AI for lab data
T04 · Your documents & knowledge
T05 · Automation
T06 · Build apps
T07 · Agents
T21 · Delegate desk work
T20 · AI harnesses
T08 · Write code
T19 · Share & review code
T10 · Data & analysis
T14 · Connect your tools
T11 · Run your own AI
T12 · Security, privacy & governance
T13 · Adoption & enablement
T16 · Choose tools
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18 books
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Chat & assistants
1
T02-L05
Run One Assistant for a Whole Institute or Company, and Hand It Over
An access audit for the shared assistant: every account, role, key and emergency access with its owner and revocation path, a tested one-action leaver removal, group budgets with last month's cost per group, the records and retention table signed by the data protection officer, and the substitute's run. It passes when a test leaver loses a live session and a fresh login within the stated window after one action, no local password login works, and the substitute repeats the audit from the runbook alone.
Operator
20 min read
Prompting & context
1
T03-L05
Keep a Production Prompt Healthy for Months, and Hand It Over
An operations folder for one production prompt: the regression set with its critical group and pass rule, the gate results for one change, a monitoring page with three signals and named responders, and one incident or drill note. It passes when the substitute reproduces the gate decision and a rollback from the runbook alone, and a colleague answers three auditor questions from the folder.
Operator
21 min read
Your documents & knowledge
1
T04-L05
Keep a Connected Knowledge Base Current, and Prove a Withdrawn Document Is Gone
A withdrawal drill record for one connected knowledge base: the stated windows, a current and a withdrawn marker checked before and after, the time from withdrawal to disappearance in every place checked, who received the withdrawn document and how they were told, and the substitute's run. It passes when the withdrawn marker is gone within the window, the current one still works, and the substitute ran it from the runbook alone.
Operator
18 min read
Automation
1
T05-L05
Keep Your Automations Running for Months, and After You Leave
An operations folder for every automation you run (register, alert setup, incident routine, change log and handover checklist), which passes when every automation has a keeper and deputy other than you alone and a heartbeat that alerts a team channel, a deputy handles a staged incident from the folder alone, and a colleague answers three auditor questions from it in 15 minutes.
Operator
21 min read
Build apps
1
T06-L05
Run the App Others Depend On, and Hand It Over
A handover folder for one app (release steps, rollback record, monitor list, update and cost plan, access review, restore record), which passes when a deputy, with the builder's accounts disabled for the day, releases a change through staging, rolls it back, and restores last night's backup to a test server from the folder alone.
Operator
18 min read
Agents
1
T07-L05
Keep a Team of Agents Running for Months, With Memory a Person Approves
An operations folder for agents colleagues depend on: four weeks of run log and weekly reviews, the memory file with a source and review date for every note, a runbook with one drill, an audit index, and a deputy's handover record. It passes when the deputy runs a review and a drill alone and an auditor's question is answered from the folder.
Operator
19 min read
Write code
1
T08-L05
Run Automatic Checks, an AI Reviewer and Releases You Can Roll Back
A repository with required checks, a comment-only AI reviewer, dependency notes, a release record and a runbook, plus a handover record. It passes when a pull request that breaks a known answer is blocked, a rollback drill restores the previous version in under 15 minutes, and the deputy runs both without help.
Operator
30 min read
Create media
1
T09-L05
Keep Every Published AI Image, Voice and Video Labelled, Cleared and Traceable
A media register and a one-page runbook in a place the organisation owns; it passes when every AI asset published in the last quarter has a complete register row, one monthly check has been run and logged, a takedown drill has been done on one asset, and the deputy answers an auditor's question about a randomly chosen asset from the register alone within five minutes.
Operator
18 min read
Data & analysis
1
T10-L05
Keep a Data Pipeline Right for Years, and Trace Any Published Number to Its Source
A written trace of one number that was published from the pipeline, from where it appears back to the source rows, which passes when every step names its run ID, fingerprint and person, the missed-run alert and the drift check have each fired once in a test, and a colleague repeats the trace from the runbook alone and reaches the same rows.
Operator
18 min read
Run your own AI
1
T11-L05
Keep a Shared Model Server Fast, Affordable and Running
An operations pack for a shared model server: a capacity table from a load test with the limit you set, a cost sheet comparing your server and an API per 1,000 answers, a one-page runbook and an operations log. It passes when a second operator has handled a practice outage from the runbook alone and the service owner has signed the cost decision.
Operator
21 min read
Security, privacy & governance
1
T12-L05
Keep One List of Every AI System Your Team Runs, and Make It Survive You
An AI inventory for one team: every system with purpose, risk tier, responsible person and stand-in, data touched, training record, linked proof and next review date, plus a record of one 'author has left' test. It passes when a stand-in who didn't build any of the systems answers an auditor's five questions and handles a practice incident from the inventory alone.
Operator
19 min read
Adoption & enablement
1
T13-L05
Keep Everyone's AI Skills Current, and Show It When Asked
A role map and a training register for one real department, which pass when every role's abilities are written as checkable tasks, every person with access to an AI tool has a current check result or a dated reason why not, one monthly reconciliation with the access lists has been run and logged, one change has gone through the refresh decision, and a deputy answers an auditor's three questions from the register alone.
Operator
19 min read
Connect your tools
1
T14-L05
Run Your Organisation's Connectors: One List, Per-Person Access, a Log and a Clean Exit
A connector list for one department or company team, plus one retirement record: it passes when every connector has what it reaches, whose access, version, log, responsible person, stand-in and stop; two test accounts show different access where they should; and a retired connector can't be called while its former users know the fallback.
Operator
19 min read
AI in research
1
T15-L05
Keep Your Group's AI Use Compliant and Running After You Leave
A compliance and continuity dossier: a register of the group's AI uses with who decided each open question, a retention plan per item, and a record of a named successor's walkthrough; it passes when the successor has run the main AI-assisted step and restored one archived result without help, and the PI has signed.
Operator
21 min read
Choose tools
1
T16-L05
Keep Your Toolset Useful
A toolset folder (register, last quarterly review, change routine, one completed retirement record, handover checklist), which passes when every tool has two named admins and organisation billing, every contract with personal data has a data processing agreement on file, one tool has been retired with a deletion confirmation, and a colleague answers three auditor questions from the folder in 15 minutes.
Operator
17 min read
Structure & understand
1
T17-L05
Decide Which Problems Deserve Building
A ranked portfolio of every running and proposed item with four scores and a decision each, plus a decision log, which passes when every kept or built item has a named keeper and backup other than you, and a colleague who wasn't involved can answer three questions about past decisions from the log alone.
Operator
17 min read
Share & review code
1
T19-L05
Run Your Organisation's Gitea: Teams, Safe Sign-In and a Restore You Have Tested
A colleague restores last night's backup on a test server using only the runbook and finds the organisation with its repositories, issues and pull requests; every password account has two-factor, a student account can read but not edit, and the mirror updated within the last day.
Operator
22 min read
AI harnesses
1
T20-L05
Run Coding Agents for a Team: Shared Rules, a Test Set, Nightly Jobs and No Lock-In
House rules with their checks, the four-row run table, links to one passing and one deliberately failed workflow run, and the operator log. Passes when every rule has a check, the job fails on a broken rule even if the agent reports success, harness/model/gateway are single settings, and the log names the next test-set date.
Operator
20 min read
Tools
AI models