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The roadmap

What leads where

Each course is a chart. A line means one module assumes the one above it, and a side road is a branch the course never asks you to come back from.

AI agent engineering

Foundations0 / 3LLM fundamentals0 / 4Prompt engineering0 / 4Tool use and building an agent0 / 5Agent frameworks0 / 4Memory and RAG0 / 5Agent security0 / 4Self-correction0 / 5Multi-agent systems and production0 / 4State graphs and durable execution0 / 4Handoffs, guardrails, and typed output0 / 4 · side roadSupport triage that knows when to escalate0 / 4Research briefing with verified citations0 / 4

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Data engineering

Records and formats0 / 3Cleaning and validation0 / 3Storage and query0 / 4Pipelines0 / 4Quality and contracts0 / 3

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Quantitative trading

Market microstructure and order books0 / 3Quantitative time series and signals0 / 4Event-driven backtesting and execution0 / 4Statistical arbitrage and factor models0 / 4Portfolio risk and optimal liquidation0 / 4Derivatives pricing and the Greeks0 / 4 · side roadValidation and financial machine learning0 / 4

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Introduction to programming

Memory, bits, and pointers in C0 / 4Data structures and binary layouts in C0 / 4RAII, objects, and lifecycles in C++0 / 4Polymorphism, vtables, and generic containers in C++0 / 4Dynamic runtimes and the Python object model0 / 4Virtual machines and cross-language architecture0 / 4

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“A branch with nothing below it is not a detour. It is a road that happens to end where you stop.”