One thing I've learned after months of prompt engineering:
unstructured testing sessions are a productivity killer.
When you're iterating on 20+ prompt variations, it's easy to
lose track of time — and worse, lose track of which version
you were actually testing when you got that good result.
My current workflow:
- Set a fixed time block (usually 25–40 min) before starting
- Define ONE variable to test per session — temperature, tone, structure, etc.
- Log outputs in a simple table as I go
- Hard stop when the timer ends, review before continuing
For the timer part, I've been using https://fullscreencountdowntimer.com/
— it's fullscreen, distraction-free, and keeps me honest
about when a session actually ends. Small thing, but it
changed how focused my testing feels.
Anyone else use time-boxing for prompt iteration?
Curious what workflows are working for people here.
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