Week 17 Roundup
For most of my career, task estimation felt like performance art. You stare at a ticket, try to project-manage your way through your own uncertainty, then throw out a number that's either a guess or a sanity-check-padded guess. It wasn't rigorous. It was vibes with a spreadsheet.
This week the theme I kept returning to was honesty about what we don't know — and how that honesty, when structured properly, is actually something AI is surprisingly good at surfacing.
The article I published this week tackled software estimation head-on. The situation was familiar: a task that looked like a two-day job on the surface, but had at least three ambiguous edges I hadn't fully mapped. The old me would have picked a number, added a buffer, and hoped. Instead, I walked an AI through the task description and asked it to interrogate my assumptions — to list the things I hadn't defined, the hidden dependencies, the places where "it depends" was the real answer.
What came back wasn't an estimate. It was a checklist of unknowns. And that was more useful than any number.
Once I worked through that checklist — answering each ambiguity or explicitly labeling it as out of scope — the estimate almost wrote itself. The AI wasn't guessing for me. It was forcing me to do the thinking I'd been avoiding.
The broader lesson from the week: AI doesn't replace judgment in engineering work. It applies pressure to the places where your judgment is soft. Estimation is fuzzy because the inputs are fuzzy. Make the inputs crisp, and the output gets a lot less embarrassing.
I also noticed that this workflow generalizes. The same move — "here's what I'm trying to do, tell me what I haven't figured out yet" — works on architecture decisions, on debugging hypotheses, on scope conversations with stakeholders. It's a forcing function, not an oracle.
That's the pattern I'm carrying into week 18.
I break down one workflow like this every week in The AI Leverage Weekly — practical, no fluff, free. Subscribe: https://theaileverageweekly.beehiiv.com/subscribe?utm_source=devto&utm_medium=article&utm_campaign=roundup_w17
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