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AI ENGINEERINGROADMAP

109lessons

Memorize
Learning Science

Agentic Sales · guide family

📈Overview 🧱First Principles ⭐STAR 🧩Agents & Workflows 🕸️LangGraph 🔭LangSmith 🧭Discovery 🔎Enrichment 🏷️Classification ✉️Outreach 📣Campaign 🔍RAG & SQL 📊Evals 📖Glossary

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Outreach Engine — Audio Guide

🎧 39 min · 12 chapters

Outreach Engine — Audio Guide

Why Outreach Is A Graph

0:00-38:42

The roadmap

Become an AI engineer,
one lesson at a time.

98Lessons

12Skill areas

451K+Words written

AI Engineering

A deep-dive learning path for junior AI engineers — crafted by Vadim Nicolai.

Built with Next.js & Radix UI

Deep dives

LangSmith Python SDK →Learning Science →

Skill areas

Phase 1 · Foundations & Model Inference
System Design Foundations
Phase 2 · Prompting & Structured Output
Phase 3 · Embeddings & RAG
Phase 4 · Agents & Orchestration
Phase 5 · Long-Term Memory
Phase 6 · LangChain & LangGraph
Phase 7 · Evals, Safety & Observability
Phase 8 · Ship to Production
Appendix · Fine-tuning & Training
Appendix · Other Clouds & Platforms
Appendix · Engineering & Communication

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