LLMs are not confusing.

@ · LinkedIn post · llms-are-not-confusi… original · 2026-07-01

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LLMs are not confusing. You’re out of order.

If large language models feel overwhelming, you’re probably not missing IQ. You’re missing sequence.

Here is a clean, Harvard-backed learning path to go from “lost” to “confident” with GenAI.

Follow these in order:

1. CS50x 2025 Artificial Intelligence Lecture Foundation for AI and LLM concepts. Link: https://lnkd.in/eeb8Tqfb

2. CS50 Extension AI and Prompt Engineering Bridge from theory to practical prompting. Link: https://lnkd.in/eVyfWzWP

3. Introduction to Generative AI Understand how GenAI works behind the scenes. Link: https://lnkd.in/e5ZB_raX

4. Prompt Engineering Move from “random prompts” to structured inputs. Link: https://lnkd.in/eqFaSnv9

5. Beyond Chatbots System Prompts and RAG Learn system prompts and retrieval augmented generation. Link: https://lnkd.in/em8HqFCC

6. When and How to use GenAI Decide where GenAI actually adds value. Link: https://lnkd.in/gHGNhUm9

7. Generative AI in Teaching and Learning See concrete use cases in education contexts. Link: https://lnkd.in/euKtY4n2

8. 5 Step Prompting Guide Turn all of this into a repeatable prompt workflow. Link: https://lnkd.in/gBvkMfAV

Save this roadmap. Work through it step by step instead of tab by tab.

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