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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Projects

Merchant Clearing House

Point of Sale2026

A register, invoicing, and online checkout for small merchants, with payments built in.

Topics.so

Marketing2026

Social analytics that understand every post, and a studio that learns from the numbers.

Breaking & Entering

Social Media2026

A marketing media brand's site, rebuilt with AI.

ChatPEP

AI2026

An AI research assistant for peptides.

DisplayList.fun

Wearables2026

A list app for Meta Ray-Ban Display glasses.

Fair.tickets

Entertainment2026

Ticketing with zero fees, built for creators.

Nødro

Productivity2025

A scheduling link built with restraint.

Rhythm

Entertainment2023

A streaming service for full concerts.

Chicago.care

Healthcare2022

A vaccine and care finder, featured on NBC.

GCN

Cryptocurrency2022

Bitcoin mining for everyone.

Open source

claude-account-switcher

Open Source2026

Switch Claude Code accounts from the VS Code status bar, on any platform.

NG

name-to-gender

Open Source2026

Input a first name and get a predicted gender with a probability score.

UI

mrbd-ui-kit

Open Source2026

A UI framework for building Meta Ray-Ban Display web apps.

TT

tailwindcss-text-box-trim

Open Source2026

A Tailwind CSS plugin for trimming the whitespace around text.

Topics.so

Every post, understood.

Timeline
July 2026 - Present
The Topics.so home page: the headline Every post, understood, beside three ascending bars.

Topics.so connects a brand's social accounts and runs AI over every post: transcription, on-screen text, and comment sentiment. Posts roll up into topics you name, so a sponsor mentioned out loud counts as much as one in the caption.

Analytics tools count likes. They do not know what a video said. Name a topic, and every matching post rolls into one number, in any format, on any platform. Creators and small teams could not get that below enterprise pricing.

Then it became a studio. Once the numbers were in one place, the obvious next step was to make the next post from them.

Timeline

  1. July 2026

    The first days

    Within days: metric snapshots on tiered crons, multi-workspace organizations, Instagram and LinkedIn connections, and the topics model.

  2. July 2026

    The pipeline

    Whisper transcription, vision OCR of covers and frames, and comment sentiment on every post, with topics matched retroactively across captions, spoken words, and on-screen text. Pricing, a public API with keys and quotas, and the marketing site landed the same week.

    • Thirty-minute snapshots with age-tiered polling
    • Stories captured before they expire
    • History backfill when an account connects
    • KPIs with deltas, sparklines, retention, and followers
  3. August 2026

    Create

    Image generation conditioned on a brand kit, reference assets, and reusable cast members for a consistent face, with logo and headline overlays. Series plan, generate, and publish to Instagram on a schedule, inside a credit budget.

  4. September 2026

    Autopilot and agent access

    A weekly strategist review scores what was published and rewrites each series' playbook. Shipped a remote MCP server and a typed SDK generated from the same OpenAPI spec, so an agent can run the studio from a chat window. ChatPEP became the first autopilot brand.

    The Topics.so API reference page.
    The API reference doubles as setup docs for the MCP server and the SDK.

Impact

  • Live at topics.so with Instagram, LinkedIn, and YouTube connected and a free plan.
  • Running ChatPEP's Instagram on autopilot. The first customer is my other company.
  • An API, MCP server, and SDK from one spec, so the studio works from a chat window as well as a dashboard.

My role

Solo founder and engineer: product, design direction, architecture, the AI pipeline, and every release.

Written in TypeScriptPrivate repository
  • Next.js
  • OpenAI
  • PostgreSQL
  • Prisma
  • Vercel
PreviousMerchant Clearing HouseA register, invoicing, and online checkout for small merchants, with payments built in.
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