November 2025
Intermediate to advanced
478 pages
11h 23m
English
Content preview from DeepSeek in Practice
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3
Prompting DeepSeek
If you’ve ever moved from writing imperative code, manually telling the Domain Object Model (DOM) how to update a web page step-by-step, to a declarative framework such as React, you know the required mental shift. You stop giving meticulous instructions and start describing the desired outcome, trusting the system to figure out the how. The same principle applies when moving from traditional LLMs such as Mistral 7B or Llama 3.3 8B to DeepSeek’s reasoning engines. The muscle memory you’ve developed for carefully guiding a model’s thought process might actually work against you with an engine that’s built to reason on its own.
This chapter is all about navigating those differences, from the headline-grabbing quirks (such ...
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