Tag: prompt engineering

Few-Shot vs Fine-Tuned Generative AI: How Product Teams Should Choose

Few-Shot vs Fine-Tuned Generative AI: How Product Teams Should Choose

Product teams need to choose between few-shot learning and fine-tuning for generative AI. This guide breaks down when to use each based on data, cost, complexity, and speed - with real-world examples and clear decision criteria.

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Prompt Hygiene for Factual Tasks: How to Write Clear LLM Instructions That Don’t Lie

Prompt Hygiene for Factual Tasks: How to Write Clear LLM Instructions That Don’t Lie

Learn how to write precise LLM instructions that prevent hallucinations, block attacks, and ensure factual accuracy. Prompt hygiene isn’t optional - it’s the foundation of reliable AI in high-stakes fields.

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NLP Pipelines vs End-to-End LLMs: When to Use Each for Real-World Applications

NLP Pipelines vs End-to-End LLMs: When to Use Each for Real-World Applications

Learn when to use traditional NLP pipelines versus end-to-end LLMs for real-world applications. Discover cost, speed, and accuracy trade-offs - and why hybrid systems are becoming the industry standard.

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