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Plus: the 9 neural network concepts with the math worked out, a full LLM inference roadmap, and how to pick an architecture in one line.
Plus: what really happens in the seconds after you hit send, the 9 concepts behind every LLM, and why half these Skills make Claude slower on purpose.
Plus: the 6-step harness playbook, the 7 layers where agents actually break, and the 8 files that fix your setup permanently.
Plus: the 4 layers everyone confuses, the 5 agent patterns worth knowing, and what each data role actually demands.
Plus: why 40% of agent projects get canceled, the 8-step AI learning order and the loop that runs all night.
Plus: the AI map got four new lines, the six shortcuts Anthropic didn't advertise and the AI layer most teams never pass.
Plus: the 7 files that stop Claude Code starting cold, and where 10 AI labs teach for free.
Plus: the 10 free AI courses worth your time, and why your model breaks at 1,000 users.
Plus: the 5 patterns behind every LLM pipeline, and a full stack that costs $0.
