For years I’ve worked as a Magento developer, but 2024–2025 changed everything for me.
AI moved beyond “chatbots” and became something closer to an engineer.

I wanted something more than ChatGPT.
I wanted a system that could:

• read my code
• plan changes
• execute tools
• fix mistakes
• and improve itself

So I built it.

🧠 Bob — The Planner

Bob is the reasoning model.
He analyses my code, designs JSON plans, and decides which tools Chad should run.
He’s fast, structured, and has a custom rules engine I built in markdown files so he can learn from failures.

🔧 Chad — The Junior Engineer

Chad executes Bob’s plans using:

• codemod tools
• run_python_script
• file read/write tooling
• jailed paths to prevent damage
• pytest validation
• automatic self-repair cycles

This makes the system feel like a small AI engineering team on my laptop.

🔁 Self-Improvement

I added:

• self_cycle to auto-generate improvement tickets
• teach_rule for Bob to store new heuristics
• automatic detection of failure patterns
• safe file paths
• execution logs

The entire GhostFrog architecture now runs agentically on my Mac.

This project changed how I write code and how fast I build things.
And it’s only the beginning.

🔁 Try yourself

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