Classify a debugging situation by uncertainty so AI is asked for the right kind of help.
Unclear terrain Notifications fail after a vendor outage: some messages duplicate, some vanish, and some arrive late. The wrong AI request can create analysis theater while the system keeps moving. Cynefin lens Clear, complicated, complex, chaotic Classify the uncertainty before choosing the assistant task. Different contexts need different moves. One root cause Treat every failure as a code puzzle The assistant receives the right job for the level of uncertainty. The question is not just what failed. It is what kind of situation you are in. Stabilize Chaotic slice Messages are actively duplicating for paying customers. What should AI help…
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