What should remain research, and what is ready to become engineering?

Research and engineering create different kinds of certainty.

Research reduces uncertainty about what is possible, which representations are promising and where an approach fails. Engineering creates repeatability: defined inputs, interfaces, tests, ownership, operating conditions and recovery paths.

Problems emerge when organisations ask one mode of work to behave like the other.

Signals that a question still belongs in research

• The team is comparing fundamentally different problem formulations.
• Success criteria are still changing as the problem becomes better understood.
• The main value lies in learning whether an approach is possible.
• Failure modes are not yet sufficiently characterised to define an operating boundary.

Signals that the work is ready for engineering

• Inputs, outputs and system responsibilities can be specified.
• Evaluation represents the intended operating context.
• Known failure modes have an owner and a response.
• The team can define what must remain stable while individual models change.
• Delivery risk now matters more than scientific novelty.

The transition is not a ceremony. It is an architectural decision. Teams need to separate what they know about the problem from what they merely observed in a prototype.