Useful beats magical
AI is leverage when it is attached to a real workflow, a clear definition of done, and someone willing to check the output before declaring victory.
Signal / Noise is a field guide for using AI like an actual tool: speeding up real work, exposing bad assumptions, automating the boring parts, and staying allergic to vendor theater.
AI is leverage when it is attached to a real workflow, a clear definition of done, and someone willing to check the output before declaring victory.
The tools are not magic. They are also not toys. The interesting work lives in the uncomfortable middle, naturally, because apparently we needed homework.
Prompts matter, but repeatable systems matter more: context, guardrails, verification, automation, and a bias toward things that survive Tuesday.
If the work matters, the workflow matters. AI is just one more tool in the shop — useful, weird, and dramatically less impressive when nobody checks whether it did the thing.