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4.2 Prompt Engineering

Intermediate · 4 articles · MODULE 4: LLM ENGINEERING

Prompt Management Architecture: Prompts as Files, Not Strings

Tutorial · Intermediate · 17 min

A prompt embedded as a string literal inside application code can't be edited, reviewed, or swapped without a code change, and it silently duplicates the moment two call sites need almost the same prompt.

Prompt EngineeringArchitecture

Includes Colab notebook

By: Anacodic Team

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Structured Extraction from Vision-Language Models

Tutorial · Intermediate · 13 min

A VLM turns an image into text, but a pipeline needs typed JSON: give the model a schema, then validate against it and reject or repair anything that doesn't conform — never trust the raw string.

Structured OutputVision-Language

By: Anacodic Team

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Prompt Fundamentals

Tutorial · Intermediate · 22 min

A prompt has four parts, and the highest-leverage move is usually replacing prose rules with examples. Showing is cheaper than describing.

Few-shotCoT

By: Anacodic Team

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Structured Outputs

Tutorial · Intermediate · 21 min

Asking for JSON makes invalid output unlikely. Constraining the decoder makes it impossible. Those are different mechanisms, not effort levels.

Structured outFew-shot

By: Anacodic Team

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