For years we have understood artificial intelligence as a collection of tools: one to write, another to analyse and another to automate a specific action. That approach is already becoming too narrow.
The tool gives way to the system
The next generation of products receives an objective, gathers the required context, distributes work across specialised capabilities and checks the outcome. Human judgement is concentrated where it adds most value.
Useful autonomy is the ability to act within an explicit framework.
Connect before making promises
The quality of an enterprise agent comes from its access to authorised sources, its business rules and its ability to recognise missing data. Design begins with identities, permissions, provenance and validation.
ADMAKI and Nexus 7 represent that transition from two perspectives: operating a complete campaign and understanding an organisation through its sources. In both cases, the value lies in useful, reviewable and governed work.
This page summarises the article’s ideas. The published reproduction is available in the authorised PDF.
