Dividing Roles Between Engineers and Non-Engineers
Using AI is not "everyone does the same thing." Dividing by role raises the productivity of the whole organization.
What Non-Engineers Own
- Discovering prompts and use cases that leverage business knowledge
- Improving work with off-the-shelf tools (Chat / GPTs / automation SaaS)
- Articulating field problems (what to automate)
What Engineers Own
- Building API integrations, RAG, and agents
- Security, permissions, and cost design
- Turning non-engineers' "we want to" into systems
The Collaboration Pattern
- Non-engineers define the problem and the ideal
- First try to achieve it with off-the-shelf tools (in-house build is last)
- When standardization or scale is needed, engineers systematize it
Key Point
"Problems and business knowledge = the field; systematization = engineers." Placing non-engineers as discoverers and engineers as amplifiers makes organizational AI use click.
