Maddy Zhang
Senior software engineer (ex-Google) sharing career / tech tips and coding memes! When I'm not online or crying over my code, I love board games, running, and mysteries 🤍 ✉️ [email protected] * all opinions my own

The 5 Levels of AI Explained in 10 Minutes
The video outlines five levels of AI proficiency—from consumer to orchestrator—emphasizing that progress is about how and where you apply judgment rather than just using more tools. It argues for building repeatable AI-enabled processes, adopting systematic evaluation, and thinking in terms of systems design, not features, with concrete examples (like level three and the Bun workflow) to illustrate how engineers advance toward autonomous AI capabilities.

5 Claude Code Skills I Use as a Senior Software Engineer
Maddie introduces Claude Code and argues that “skills” unlock the true potential of Claude by enabling it to think in your workflow, not just generate code. The video then walks through five core skills (Front-end design, Code review via Girl with Docs, TDD workflow, shared/secure code changes with Skill Creator, and security/infra-focused reviews), plus how to install and use skills (including plan mode, auto mode, desktop preview, and checkpointing), with demonstrations on building, validating, and iterating on a music app and a data-visualization plugin. The talk emphasizes how these skills elevate output, enforce best practices (TDD, design principles, security reviews), and make Claude Code reusable across projects.
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