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Harvard CS50 AI Synthesis (2): Project Portfolio — All 12 Projects Compared, Difficulty Tiered & Skill Mapped

Synthesis 2: Complete comparison of 12 projects — core algorithms, LOC estimates, difficulty tiers, check50 acceptance criteria, transferable skills. With difficulty grading and learning sequence advice.

RAG vs Fine-tuning: It's Not Either/Or

RAG and Fine-tuning solve different problems. RAG gives the model new knowledge; Fine-tuning changes the model's behavior and style. In most cases you use both, not pick one.