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The System Codex

How to Build Software That Doesn't Break

v2.0 (PRODUCTION PATH)

The Engineering Mindset

Stop writing 'scripts.' Scripts are fragile and they break. I build Systems.

  • Predictable: It does exactly what it’s told, every single time.
  • Portable: It runs anywhere because it lives in Docker.
  • Modular: You can swap parts out without killing the whole machine.

I build the Shell (PERN Stack). The AI (Ghost) lives inside it. One cannot function without the other.

Protocol 01

Clean Environment

Every project starts with hygiene. I use Docker to isolate everything. If the environment is a mess, the system will fail.

Protocol 02

Trust Nothing

I never assume data is safe. I use strict checks (Zod/Pydantic) to verify every input. If it doesn't fit the mold, it stays out.

Protocol 03

Separate Parts

The Brain (AI) stays away from the Face (UI). I build modular systems so we can swap AI models in minutes, not days.

Protocol 04

Prove It Works

Vibes are not a metric. I log everything and use hard data to prove the system is performing. If it isn't logged, it didn't happen.