The network should be allowed to prove the AI wrong
Why deterministic evidence is a better trust mechanism than fluent confidence.
Field Notes
The work is strongest when the examples are concrete enough to challenge and bounded enough to remain honest.
The useful question is not whether AI can answer a network question. It is whether an engineer can inspect the evidence, challenge the reasoning, and understand the architecture consequence.
Read the field note →Research direction
Why deterministic evidence is a better trust mechanism than fluent confidence.
Decision provenance as operational infrastructure rather than documentation debt.
A network troubleshooting prompt should force topology, policy, forwarding, return path, and historical state into view.
Publishing standard
Field Notes should label synthetic examples, distinguish observation from inference, cite external claims when used, and avoid publishing confidential infrastructure evidence. The purpose is to make the method inspectable.