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Great beginner-friendly breakdown of how LLMs process prompts! The clear flowcharts and simple examples for tokenization & self-attention make complex Transformer concepts super easy to follow for newbies. I especially appreciated the temperature section explaining how to tweak creativity for different use cases. This article perfectly clears up the common misconception that ChatGPT just pulls answers from the internet—super helpful for anyone new to generative AI.
Well put. Writing code is the easy part. The actual engineering is all the stuff AI can’t do: weighing trade-offs, understanding system-wide context, debugging silent production failures, and translating vague business needs into something that works at scale. AI is an incredible force multiplier, but it never replaces human judgment