AI Guides › Skills & Agents
The Review Habit Every Skill-Builder Needs
By Nigel Guy · 2 min read
You write a skill, run it, and read the output already knowing what it's
supposed to say. That makes you the worst-placed person in the world to spot
where it's actually gone wrong — you fill the gaps yourself without
noticing, because you already know what the gap is supposed to contain.
This isn't a discipline problem. It's a structural one: the same knowledge
that let you write the skill is what stops you from reading its output the
way a stranger would.
The rule: read your own skill's output cold — with enough distance that
you're no longer supplying the context you wrote into the instructions —
because same-day review from the author is the weakest check available,
not the strongest.
The mechanism
- Let time pass before you review, if you can. A day is enough for
most cases. The instructions you wrote are still fresh enough to
remember what you meant, but distant enough that you're reading the
output rather than your intention for it.
- Read the output as if you'd never seen the instructions behind it.
Does it stand on its own, or does it only make sense because you know
what it was supposed to be doing? If a stranger would be confused, the
skill has a gap, even if you weren't confused.
- Look specifically for the parts you'd unconsciously fill in. Vague
instructions, missing edge-case handling, an assumption you never wrote
down because it felt obvious to you — these are exactly the spots where
author-review fails and cold review catches something.
- Get someone else to read it if you genuinely can. A second person
with zero investment in the skill working is a better cold read than
time-lapse alone, because they were never inside your original
intention at all.
- Make this a standing habit, not a launch-day ritual. Do it for every
material update to a skill, not just the first version — an update is
exactly when new assumptions creep in that the original cold read never
covered.
What to skip
Skip reviewing immediately after writing and calling it done — a same-day
"that looks right" reaction is confirming your intention, not checking the
output. And skip treating a single cold read at launch as sufficient
forever; the habit only earns its keep if it's repeated, because each
update reintroduces the same author-blindness the first read was meant to
catch.
Guardrails
- This habit catches a specific failure — the gap between what you meant
and what you wrote — and doesn't substitute for testing against known
cases, which catches a different failure: whether the skill is factually
correct, not just self-consistent.
- A cold read from you alone will always be weaker than a genuine second
reader; use the delay method when a second reader isn't practical, not as
a permanently equal substitute for one.
- This is proportional to stakes. A skill only you ever use, on low-stakes
output, doesn't need the same rigour as one whose output reaches someone
else.
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