Signal: Before AI Removes Jobs, Map The Work
In many ways, the job description and title were likely mostly fictional, do not automate the job away to AI before checking what the humans actually do. The task unbundling may shock you.
AI work impact
Guides
Guide: Job Panic Work Map
No need to panic if you understand at task level what AI is changing. Roles slowly reorganise around what remains, what gets assisted, what gets automated, and what becomes more important because AI made the easy bit cheaper.
Signal: AI changes Supervision, not just automate tasks
How to start understanding the changes in supervision required for AI/Agents. This is not a job loss model but an introduction to how job transforms with AI.
Playbook: Human + Agent Team Design
The Human & Agent Design encourages you to Design the Work Before the Role Panic. The question is not only what AI does but who supervises to catch exceptions.
Signal: More AI Usage does not equal more AI Value
More AI Usage does not always equal more AI Value, it can bring value but the speed is moving faster than most organisations can absorb. Value discipline is needed to ensure realistic value and ROI estimations.
Playbook: AI Value Ledger: Hours Saved Is Not EBIT
Playbook helps separate soft benefits, useful productivity, exit-rate value, and bankable impact. AI programs often count activity, usage, or claimed time savings long before the business can bank value. The missing discipline is a value ledger that links AI activity to an actual business mechanism.
When the Agent Finds your Documentation Debt
Field NoteDecide5-6 minPublic Vieews operator layer When the agent finds your documentation debt A field pattern on system training Agents, and why content discipline matters before AI scale. The pattern A team builds a strong training hub for a large system rollout. The content is mostly there, the screenshots