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OpenAI Prompt Engineering Guide vs Stable Beluga 2

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OpenAI Prompt Engineering Guide

Official OpenAI guide to writing effective prompts for GPT models

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OpenAI's Prompt Engineering Guide is official documentation covering best practices and strategies for getting reliable, high-quality outputs from GPT models. It includes techniques like few-shot examples, chain-of-thought prompting, system message design, and instruction clarity. The guide is essential reading for developers and power users building applications on the OpenAI API who want to improve model behavior systematically.

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Stable Beluga 2

Stability AI's 70B instruction-following model based on Llama 2

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Stable Beluga 2 is a 70-billion parameter language model from Stability AI, fine-tuned on Llama 2 70B using an Orca-style supervised dataset for improved instruction adherence. It supports system prompts and multi-turn conversation, making it suitable for chat applications and complex task completion. Available on Hugging Face under a non-commercial license, it targets researchers and enterprise AI teams.

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