2 months ago I was fixing the same AI mistakes over and over again.
Today my legal AI workflows improve automatically every time I use them. Every correction I make gets captured, evaluated, and added permanently.
And this thanks to Agent Skills. Skills are like onboarding a new employee. You give them your templates, explain your approach. They follow your methodology.
But a real human learns from your corrections. Skills don't by default. They are static. You correct Claude, it works, next session using that skill: same mistake.
For example, say you use the NDA Review skill built by Jamie Tso, notice Claude missed something, and ask to fix it. The next day it will make the same mistake. The correction is gone.
So I made a skill that makes Claude self-improve automatically.
At the end of a work session, it scans the conversation for your corrections, checks if they're specific enough to be actionable, and proposes updates. One click to approve. The skill remembers it as long as you want.
Everything is stored in a history file that tracks every modification in plain language. If you want to revert to a previous version or share the skill with a colleague, they can see exactly what changed and why.
The skill becomes your dedicated AI workflow. It improves with your practice without you having to manually edit anything.
The skill is free and open-source on the Lawvable hub. Download it here and start using it today.