PATH OVERVIEW

AI Engineering Foundations

Start from zero and build the first working layer of AI Operations Starter.

A zero-experience path from a reproducible development environment to a first deterministic, tested local pipeline, built around one evolving AI Operations Starter project that prepares you for the AI Systems, AI Automation, and AI Security Engineering tracks.

TerminalGitPythonData FlowJSON + JSONLDebuggingPython PackagesType HintsDataclasses + EnumsRuff + mypypytestFastAPI

WHO THIS PATH IS FOR

Absolute beginners with no prior programming experience.
Career changers preparing for an AI Systems, AI Automation, or AI Security Engineering path.
Self-directed learners who want a real repository, real files, and real failures instead of a passive video course.

What you'll build

A reproducible local pipeline and the shared starting point for every AI engineering track.

Build a small local backend that can accept operational requests, validate them, apply deterministic policy, process files safely, and recover from controlled failure, before branching into systems, automation, or security specialization.

The system evolves across the complete curriculum. Each published phase delivers a bounded capability; later capabilities are added only when their curricula are published.

A · Published capability

Local Request Triage

Terminal · Git · Python · Data Flow · JSON + JSONL · Debugging

Start with no programming experience and build the first working layer of AI Operations Starter. Set up a reproducible uv-managed environment, learn the terminal and Git workflow, use core Python data and control flow, implement deterministic request triage, handle controlled failures, process JSON and JSONL files, load basic YAML configuration, and finish with a clean checkpoint for the backend-focused phases that follow.

B · Published capability

Tested Typed Request API

Python Packages · Type Hints · Dataclasses + Enums · Ruff + mypy · pytest · FastAPI · Pydantic

Turn the Phase A scripts into a small maintainable Python package and expose the same request-triage behavior through a tested typed API. Learn package boundaries, imports, type hints, dataclasses, enums, Ruff, mypy, pytest, fixtures, parametrization, regression testing, disciplined AI-assisted debugging, HTTP fundamentals, FastAPI, Pydantic validation, dependency boundaries, controlled API errors, and an explicitly non-durable in-memory store. Finish with a clean checkpoint that can later add integrations, PostgreSQL, Docker, and structured AI without rewriting the core business policy.

PREREQUISITE EXPECTATION

No prior programming or AI engineering experience is required. You need a computer that can install development tools, a code editor, and readiness for focused hands-on practice, mistakes, and debugging.

Curriculum

AVAILABLE CURRICULUM

View the roadmap

A

Python from Zero and the First Local Operations Pipeline

Python from Zero

Start with no programming experience and build the first working layer of AI Operations Starter. Set up a reproducible uv-managed environment, learn the terminal and Git workflow, use core Python data and control flow, implement deterministic request triage, handle controlled failures, process JSON and JSONL files, load basic YAML configuration, and finish with a clean checkpoint for the backend-focused phases that follow.

AI Operations StarterLocal Request TriagePython from Zero

3 units

A01A02A03

B

Reliable Python Projects, Testing, and the First Typed API

Reliable Python + API

Turn the Phase A scripts into a small maintainable Python package and expose the same request-triage behavior through a tested typed API. Learn package boundaries, imports, type hints, dataclasses, enums, Ruff, mypy, pytest, fixtures, parametrization, regression testing, disciplined AI-assisted debugging, HTTP fundamentals, FastAPI, Pydantic validation, dependency boundaries, controlled API errors, and an explicitly non-durable in-memory store. Finish with a clean checkpoint that can later add integrations, PostgreSQL, Docker, and structured AI without rewriting the core business policy.

AI Operations StarterTested Typed Request APIReliable Python + First API

3 units

B04B05B06

Free preview

A01 · Python from Zero

Environment, terminal, Git, and the first running program

A02 · Python from Zero

Python data, conditions, loops, functions, and request triage

A03 · Python from Zero

Exceptions, paths, JSON/JSONL, YAML basics, and batch debugging

Starter path

AI Engineering Foundations Starter

Start with three complete units from AI Engineering Foundations and use the same learning system as the full course. No account or credit card is required to begin.

3 preview units

Start free

1
Environment, terminal, Git, and the first running program
A01
2
Python data, conditions, loops, functions, and request triage
A02
3
Exceptions, paths, JSON/JSONL, YAML basics, and batch debugging
A03

METHODOLOGY

TRUST & METHODOLOGY

This path maps authored curriculum skills to a versioned skill snapshot. Coverage is not a job-readiness score, hiring promise, certification, or substitute for demonstrated work.

Built around real work

Course outcomes come from the projects, tasks, and checks learners actually complete.

Manual proof

Practical gates and completion are learner-controlled. Quick Checks are formative and the product does not fabricate competence claims.

Clear boundary

Course completion is not a hiring promise, certification, rating, or substitute for demonstrated work.

ACCESS

FREE PREVIEW

Starter path

The public roadmap and complete preview units from the real course.

Start free

FULL PATH

Complete path from $29

One-time access to every published unit plus progress, Quick Checks, lesson notes, and backup tools.

Choose one course or the four-course All-Access bundle.

Compare access options

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AI Engineering Foundations

A reproducible local pipeline and the shared starting point for every AI engineering track.

Local Request Triage

Tested Typed Request API

AVAILABLE CURRICULUM

Python from Zero and the First Local Operations Pipeline

Reliable Python Projects, Testing, and the First Typed API

Environment, terminal, Git, and the first running program

Python data, conditions, loops, functions, and request triage

Exceptions, paths, JSON/JSONL, YAML basics, and batch debugging

AI Engineering Foundations Starter

Built around real work

Manual proof

Clear boundary

Starter path

Complete path from $29

Persistent Structured AI Request Service

Core Track Ready AI Operations Starter

Connected Boundaries, PostgreSQL Persistence, and Structured AI

Integrated Capstone and Core Track Readiness