How I Pulled the Full System Prompt from Meta's Support AI

How I Pulled the Full System Prompt from Meta's Support AI

June 2, 2026
Hacking the New York City Building Permit Portal

Hacking the New York City Building Permit Portal

April 16, 2026

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Michael Cummings

Michael Cummings

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My First Open Source Contribution

How a tiny bot that monitors OpenAI API spec changes led to my first open source contribution.

Michael Cummings

Michael Cummings

March 5, 2026 · 2 min read

My old desk setup in my apartment in the Old Town neighborhood of Chicago.
My old desk setup in my apartment in the Old Town neighborhood of Chicago.

Today I made my first contribution to a major open source project!

This wasn't my first attempt at contributing to vercel/ai, but it was my first successful one.

The last time I tried to contribute, someone beat me to it by mere minutes.

I realized that in order to contribute, I had to be fast. So I built a bot to monitor the OpenAI API spec repository for changes and alert me when something changed.

michaelcummings12openai-api-spec-monitor

The bot watches the OpenAI API spec repository and notifies my Discord whenever something changes.

It works by:

  1. Fetching the latest OpenAI API spec
  2. Using native git diff to compare against the previous version
  3. Generating a summary of changes using AI
  4. Sends an alert in my Discord server

Pretty simple, but extremely useful.

Catching a Model Update

A few months after launching it, the bot detected a major change.

OpenAI had updated the GPT model version from 5.2 to 5.4 in the spec.

I got the alert and quickly pulled up the vercel/ai repo. No open PRs, so far so good.

Rapdily, I pulled up Antigravity and instructed Gemini to update the model definitions in the package.

At the same time, I tasked my Clawdbot with crawling the vercel/ai GitHub page to figure out what I had to name my branch, PR, and what description to add.

Everything started coming together all at once. I quickly reviewed Gemini's work and created a branch based on what Openclawd found.

I flipped back to GitHub and checked the pull requests page. I breathed a sigh of relief, no one else had opened a PR. I quickly opened one, and then of course had to do my own code review.

As expected, there were several things I noticed that AI did that I didn't like. I made some tweaks, pushed a few more commits, and marked the PR as ready for review.

Within a few minutes, I received a review from one of the maintainers from Vercel. They had a few suggestions. I made the changes and pushed a few more commits.

About 20 minutes after I opened the pull request, it was merged!

First PR, But Many More to Come

This was a small change, but contributing to open source projects that I actually use feels great.

I'm looking forward to making more contributions in the future 🚀

open sourcevercelaiopenaitypescript
Enjoying a latte at Verve Coffee in Los Angeles.

How I Pulled the Full System Prompt from Meta's Support AI

It's still just a chatbot, even when one of the largest tech companies in the world runs it.

June 2, 2026
Photographed on 35mm Fujifilm 400 with my Nikon FE.

Hacking the New York City Building Permit Portal

While trying to find out if a music venue would reopen, I discovered a vulnerability that exposed restricted documents for every building in New York City.

April 16, 2026
Doing some work while enjoying breakfast at Doma Cafe in Chicago.

Introducing tailwindcss-text-box-trim

A Tailwind CSS plugin that trims the space around text, so it lines up with everything else.

January 30, 2026

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