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How I Work

AI-Driven Development

I architect solutions and pair with AI under a strict system of standards. Not "copy from ChatGPT" โ€” an engineered process with automated quality gates.

Pipeline

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Code

Codex standards auto-loaded per stack

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Review

Self-review + code review on every change

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Push

Conventional commits, feature branches

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CI

Lint + typecheck + tests โ€” must be green

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Deploy

Auto-deploy to production

Codex

A system of code quality rules that both I and AI follow. Every project, every commit.

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READ before WRITE

Read the file you're changing + 2-3 similar files in the project. Understand patterns before writing.

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VERIFY, don't guess

Check library docs for every API call. Never guess method signatures or behavior.

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ONE thing at a time

Finish one task completely before starting the next. Minimal diffs, focused changes.

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CHECK after writing

Re-read your own diff. Verify imports exist, types match, edge cases are handled.

Analogy

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Paper Era

Manual Counting

In development: writing every line by hand, catching bugs with your eyes.

Slow, error-prone, but full control.

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Calculator Era

Calculator

In development: ChatGPT / Copilot โ€” fast answers, but no verification. Hallucinated APIs go to production.

Faster, but you trust blindly. Wrong formula? You won't know until it breaks.

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System Era

1C Accounting โ†’ AI-Driven Dev

In development: standards, automated reviews, CI/CD. I make decisions, the system enforces quality.

1C didn't replace accountants โ€” it made them 10ร— more productive. Same here.

This is us

Want to see it in action? Let's talk.

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