
AI Agent Repeating the Same Mistake? Check Its Saved Notes First
AI agent keeps making the same mistake after you change the prompt? Check its saved notes against the source first, with this…
How AI behaves inside real work — context, permissions, and what breaks after the demo ends.

AI agent keeps making the same mistake after you change the prompt? Check its saved notes against the source first, with this…

Open the folder where your team keeps its saved prompts and find two that do the same job. Then work out how…

A system that has read everything sounds like a system that knows everything. Those are two different states, and from the outside…

AI is very good at making your preferred answer sound organized. That is useful for drafting and dangerous for decisions. When money,…
You approve changes from your phone, and so far nothing has gone wrong. That is a real observation, and it deserves a…

A good prompt is a compact job brief that tells the model what work to perform, which information it may use, what…
Generic AI output is usually a context-design problem. The model knows the category in general but not your offer, customer, operating constraints,…
GEO is the old data-quality problem, now under a brighter light: if your titles, pages, FAQs, proof, schema, and messages are unclear,…

To decide who should perform a task, find its last action: the step that makes the work real in a system, in…
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