- Home
- Skills
- AI Agents & LLM Ops
- AI verifies it's own work smartly
AI verifies it's own work smartly
Cuts the back-and-forth in half. 12 rules that stop your AI from rushing, guessing, and making you repeat yourself.
Free
Works with the AI tools you already use
AI verifies it's own work smartly
Example session with this skill installed
The auth is broken. Use the formula from row 12 of the config file to fix the secret lookup in session_auth.py.
- Read your context and instructions
- Compiled the ai verifies it
Reading session_auth.py...
Target: "Use the formula from row 12"
Current: Using hardcoded secret.
Delta: I will import the SecretManager and replace line 45 with the dynamic lookup.
Verification: I checked row 12 in the config; the key name matches. Syntax check passed.
Connects securely to your tools. The creator never sees your data.
About this skill
If you've ever had your AI say "fixed!" only to find it broke something else, or watched it try the same failed approach four times in a row, this skill exists because of those moments.
Measure Twice is a set of 12 rules, each one written after a specific real mistake. It changes how your agent approaches every task: read the file before editing it, quote the user's exact words instead of summarizing, check that a fix actually worked before moving on.
What it prevents
Jumping straight to code without reading the relevant files first. Paraphrasing your request and losing the specific detail that mattered. Claiming something is done without verifying it. Editing a file without reading its current contents. Trying the same broken fix with slightly different values. Putting changes in the wrong file or scope. Breaking nearby code while fixing something else. Forgetting what you originally asked after a few back and forths.
How it actually works
The agent follows a simple loop: quote your words exactly, read the current state, write one sentence about what needs to change ("Currently X, want Y, changing Z"), then implement. After the change, it re-reads the file and checks that it matches what you asked for instead of just assuming it worked.
Every rule here came from a real session where something went wrong. Nothing theoretical.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
Free skills download straight away. Paid skills unlock right after purchase.
- 2
Unzip into your skills folder
Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.
- 3
Ask your agent to use it
Restart the agent if it was already running. It picks the skill up automatically - no config needed.
Skills folder by agent
Click the path to copy it. Create the folder if it does not exist yet.
Reviews
11 people have installed this skill.
Trust & safety
Security scanned
Verified clean 4 months ago
- Free to download with an account