Documentation has a maintenance problem.
Context has a graph problem.
The future is not writing more documents. It is preserving relationships between engineering artifacts.
A page that described the system accurately last year may quietly become misleading today.
The problem is not that engineers are lazy. It is that static documents are separated from the things they describe.
Useful engineering understanding lives in relationships:
A document can describe these relationships. A graph can preserve them.
AI retrieval over disconnected documents is better than nothing, but it still forces inference.
A knowledge graph of decisions, systems, incidents, assumptions, predictions, and code gives AI a much stronger foundation.
Documentation is still useful, but it should be generated from living context rather than treated as the context itself.
The future of engineering memory is not a better wiki. It is an evolving graph of why the organization built what it built.