AI-ASSISTED ENGINEERING
Use AI to extend capability, not replace judgment.
AI can accelerate analysis and implementation. It can inspect code and assist with repetitive engineering work. That speed becomes useful when the objective and boundaries are clear.
AI-generated work still needs verification. Decisions that materially affect the product remain with the people responsible for it.
> HUMAN INTENT → AUTHORIZED WORK → AI ASSISTANCE → VERIFICATION → RESULT
AUTHORITY & ESCALATION
Capability is not the same as permission.
An AI tool may be capable of changing many parts of a system. Its authority can be much narrower. Defined boundaries establish what belongs to the work and which actions require approval.
Unexpected conditions can change that authority. A security concern may exceed the current scope. A proposed change may alter the product itself. When the situation no longer matches what was authorized, broader permission should not be assumed.
What the tool can do is a technical question. What the tool may do is an authority decision.
Outside the boundary: stop, report the condition, and return the decision to the appropriate person.
VERIFICATION
Generated work still needs evidence.
AI output can be convincing when it is wrong. Code can run while implementing the wrong behavior. Documentation can sound authoritative while describing something that does not exist.
Tests and engineering checks provide independent evidence about the result. Existing evidence can remain valid when nothing relevant has changed. A change that affects previous evidence should trigger the appropriate checks again.
Generation produces a candidate. Verification determines what the evidence supports.
Recheck what changed. Preserve what remains proven.
PRODUCT JUDGMENT
Some decisions belong to people.
Automated checks can determine whether defined conditions passed. They cannot decide whether a visual identity represents a company well. They cannot own the decision about what a product should become.
AI can provide analysis and alternatives. Product judgment remains with the people responsible for the result.
SECURE USE
Assistance does not create trust.
AI-assisted work remains subject to the same security expectations as other engineering work. Access and permissions should match the task being performed. Sensitive information should remain protected when AI tools participate in development.
Move faster where speed is safe.
AI can increase engineering capacity. Clear authority and verification determine where that acceleration belongs.