AI can automate large parts of jobs without eliminating roles; restructuring is what converts task automation into headcount leverage.

• Two jobs can each become 50% easier while both roles survive. Capturing the saving requires someone to cross the old role boundary and absorb the other's remaining work.
• Broad AI access acts as distributed process discovery: employees find repetitive transformations, handoffs and bottlenecks that management cannot see centrally.
• The hard part is productising local wins: turn tacit prompts and judgement into defined inputs, permissions, state, exceptions, validation and ownership.
• This resembles the Access lifecycle, except the prototype is a piece of the organisation. Mature capabilities may become callable interfaces rather than another SaaS UI.
• AI adoption → distributed experimentation → local workflow → shared workflow → organisational capability → callable infrastructure → role consolidation.
• https://watch.wilsoniumite.com/
• https://github.com/wilsoniumite/labor
• https://codykenb.github.io/recession-model/

• #ai
• #apis
• #automation
• #future-of-work
• #organisations