Will AI Replace Humans — or Change How We Work?
The useful question is which tasks change, who checks the result and what becomes more valuable.
AI, software and the decisions behind useful products. Practical perspectives, grounded in primary research and engineering documentation.
The useful question is which tasks change, who checks the result and what becomes more valuable.
A conversation is an interface. An agent adds decisions, tools and a much larger responsibility boundary.
Larger context windows change the design choices. They do not remove the need to find the right evidence.
Model calls are only one dependency. The backend still owns contracts, budgets, permissions and failure behavior.
Generating a component is easier. Designing a coherent, accessible experience still takes deliberate engineering.
Fast experimentation is useful. Shipping software adds requirements, review and responsibility that a good prompt cannot erase.