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AI System Engineer Roadmap — Proof-Based Journey

This repository documents a proof-driven journey toward becoming a
Production-grade AI System Engineer.

It is not a tutorial repository.
It is not a collection of random notes.

This is a structured system designed to show:

  • how learning is planned,
  • how progress is validated,
  • and how skills are proven with evidence.

How to Read This Repository

Note: For detailed architectural rules, file addition decision trees, and validation checklists, refer to the docs/architecture/REPO-USAGE.md manual.

This repository is divided into strict architectural layers:

  • roadmap/ The plan. Contains MASTER-ROADMAP.md, the absolute single source of truth for all planned and completed work.
  • proofs/ The core. Verifiable evidence of acquired skills (code, logs, mathematical artifacts).
  • projects/ End-to-end applied systems and capstone implementations.
  • docs/ The written system. Contains weekly journals (journal/) and deep-dive conceptual learning (concepts/).
  • scenarios/ Problem framing exercises, tradeoffs, and system design thinking.
  • scripts/ Helper tools, automations, and engineering utilities.
  • resources/ Curated input materials and reference lists.
  • private/ Internal workflows, prompts, and raw thoughts. (Excluded from the public narrative).

Design Principles

The Golden Rule: README tells the story → Templates provide the structure → Contents prove the claim.

  • No unchecked claims: If it's not proven with evidence, it doesn't exist.
  • Single Source of Truth: MASTER-ROADMAP.md is the only valid tracker.
  • Anti-Bloat: No unnecessary complexity. If it doesn't serve the path, it gets deleted.
  • Clear separation of public outcomes and private thinking.

What This Repo Is Not

  • A finished product
  • A blog
  • A showcase of buzzwords

It is a living system, evolving through disciplined execution.


Status

Early stage by design.
Structure first, then depth.

Progress is intentional, not rushed.


Licensed under the MIT License. See LICENSE for details.

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Evidence-based roadmap to becoming an AI System Engineer. Mathematical foundations, ML systems, production habits, and proof-backed progression.

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