ai-engineering-from-scratch

Learn it. Build it. Ship it for others.

697 articles 10.2k View on GitHub ↗
697 articles
How Developers Can Perform Local Validation Before Pushing Code in the AI Engineering Curriculum

Learn how developers can perform local validation before pushing code by running built-in scripts and unit tests. Ensure code quality and accuracy before committing.

best-practices
Sep 11, 2026
What Triggers the Audit Job in the CI/CD Workflow: Path-Based Automation Explained

Discover what triggers the audit job in your CI/CD workflow. Learn how path-based automation in curriculum.yml simplifies content and configuration changes.

how-to-guide
Sep 11, 2026
What Do Claude Certification Track JSON Manifests Contain? A Complete Schema Guide

Explore Claude certification track JSON manifests. Understand exam logistics, domain weightings, lesson mappings, and study plans with this complete schema guide.

api-reference
Sep 11, 2026
CCDV-F Certification Track: Lessons and Questions Breakdown

Master the CCDV-F certification track with our breakdown. Discover the 17 lessons and 102 questions, including detailed quiz schema insights. Prepare effectively for your AI engineering certification.

tutorial
Sep 11, 2026
CCAO-F Certification Track: Complete Guide to Claude’s Foundational Certification

Master the CCAO-F certification track to use Claude safely and effectively. Learn prompting, validation, governance, and workflow integration to boost your AI engineering skills.

getting-started
Sep 11, 2026
AI Learning Skills in ai-engineering-from-scratch: 8 Interactive Tutors Explained

Explore 8 interactive AI learning skills in the ai-engineering-from-scratch repo. Master MCP and Agent Skills with self-contained SKILL.md modules for hands-on AI engineering education.

deep-dive
Sep 11, 2026
How the Quiz Structure Is Defined and Validated in AI Engineering From Scratch

Learn how AI engineering quizzes are defined and validated using a strict JSON schema and Python audit scripts. Discover the process and error codes used to ensure quiz integrity.

internals
Sep 11, 2026
Required Frontmatter Structure for Lesson Markdown Files in AI Engineering from Scratch

Learn the required frontmatter structure for lesson markdown files in AI Engineering from Scratch. Ensure CI validation and power the curriculum site with Title, Type, Languages, Prerequisites, Time, and Learning Objectives.

best-practices
Sep 11, 2026
SEO Constraints Enforced by the Build System in AI Engineering from Scratch

Discover SEO constraints in the AI Engineering from Scratch build system. Learn about title limits, unique titles, metadata, and validation for static assets.

how-to-guide
Sep 11, 2026
Allowed Julia Standard Library Dependencies in AI Engineering from Scratch

Discover the four allowed Julia standard library dependencies Random Statistics LinearAlgebra and Printf in AI Engineering from Scratch. Keep lessons self-contained and focused.

api-reference
Sep 11, 2026
Are External Dependencies Allowed for Rust Implementations in AI Engineering From Scratch?

Learn about external dependencies in Rust AI engineering from scratch. Discover why only the Rust standard library is permitted for exclusive use.

faq
Sep 11, 2026
Allowed TypeScript Dependencies in the AI-Engineering-From-Scratch Curriculum

Discover the five allowed TypeScript dependencies for the AI-Engineering-From-Scratch curriculum. Learn the stdlib-first policy for clear AI engineering education.

best-practices
Sep 11, 2026

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