← The log

calmrocks/ai-engineer-notebooks

★ 705 stars

Jupyter NotebookAI agentsLLMsMCP

Covered in week 2026-W42 · the 2026-10 report

Hands-on, framework-free Colab notebooks for the AI Engineer / Forward Deployed Engineer (FDE) skill set — model APIs, structured output, tool calling, RAG, evals-as-the-spine, agents (loop from scratch, tool design, guardrails, MCP, Skills), fine-tuning vs LoRA, prompt-injection/security, LLMOps, and customer craft. Runs on the free Groq API.

What ai-engineer-notebooks is

Runnable Colab notebooks for the AI Engineer / Forward Deployed Engineer (FDE) skill set. You build working systems on top of foundation models (model APIs, RAG, evals, agents, adaptation, serving) using raw APIs, not frameworks.

From the repository README · read it on GitHub →

14 Oct 2026 · 0:23
ai-engineer-notebooks: Learn AI Engineering Without LangChain Magic
Watch on YouTube →

View on GitHub