Suliman Abdelaty

“AI allowed” is a starting point. The project still needs an agreed approach. Three questions make the brief more useful:

Is generative AI excluded from deliverables?

Is assistance allowed while the work remains human-authored?

Are generated assets allowed, with each asset...

Missing outputs belong in an AI writing-QA report. If a scorer returns ratings for 79 of 80 cases, agreement on the returned cases cannot explain what happened to the missing response. Track coverage and validity beside agreement. Keep an explicit distinction between a missing...

🚨 AI can now do the work. But who checks whether it's doing it RIGHT?

Google just announced its new Gemini agent — AI that can plan, execute complex tasks, work across business applications, and keep running even after you close your laptop.

Impressive? Absolutely.

But I think...

Three checks to run after a prompt change:

Leave out a required input. Does the assistant ask for it or invent it?

Put an instruction inside retrieved content. Does it treat that content as data or follow the instruction?

Ask for a defined JSON output. Does the response match the...