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#prompting-techniques

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Alan GornickMay 31 · 11 min read

Free Your LLM to Pursue Goals, Not Follow Rules

This guide and its prompt tools are updated as the method evolves. Schema-shots emerged from a practical problem: rules were brittle, detailed examples (shots) were powerful, but bulky. I needed a com

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Jeet DoshiMay 31 · 18 min read

Prompt Engineering: A Practical Guide to Better LLM Outputs

1. Overview Prompt engineering refers to the art and science of crafting instructions that elicit the desired behavior from large language models (LLMs). A well-constructed prompt provides context, de

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Alan GornickMay 25 · 17 min read

Show, Don't Tell: Shot-Focused and Schema-Shot Prompting

Testing my prompt library on small local models was humbling. Prompts that ran beautifully on frontier models dropped rules, stumbled, and broke. Experimentation taught me that the amount of text in a

1 blog.ag3-design.com

Durga PrasadMay 16 · 22 min read

LLM Engineering 101: From System Prompts to Reasoning Agents

From stateless API calls to multi-agent reasoning systems Imagine you just hired the smartest employee in the world. They can write code, explain quantum physics, debug production issues, and cook a

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Muhammad HuzaifaNov 1, 2025 · 12 min read

The Science of Prompting: Engineering and Benchmarking Methods at Microsoft Research

Prompt Engineering: Microsoft Research Guide to AI Prompting Techniques and Methods I've been testing AI models professionally for three years. In that time, I've written thousands of prompts—some brilliant, most mediocre, and a few spectacularly ter...

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Prafull ChaudhariAug 15, 2025 · 4 min read

Understanding System Prompts: A Simple Guide to Talk with AI

What Are System Prompts? Imagine you have a really smart friend who can help you with almost anything, but he needs clear instructions to do that work. System prompts are like those instructions we give to AI to help it understand what we want it to ...

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Utkarsh KumawatAug 14, 2025 · 5 min read

The Power of Prompts

Have you ever asked an AI a question and received a generic, unhelpful, or even off-topic response? The secret to unlocking a Large Language Model's (LLM) full potential lies in how you ask. This is where prompt engineering comes in, and at its core ...

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Md Noorullah RazaAug 12, 2025 · 4 min read

Understanding System Prompts and Types of Prompting in AI: Zero-shot, Few-shot, and Beyond

With the rapid rise of Generative AI and large language models (LLMs) like GPT, the way we interact with these models has become just as important as the models themselves. Prompts—the instructions or inputs we give AI—play a crucial role in shaping ...

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Yash MantriJun 25, 2025 · 5 min read

Get Better AI Results: 5 Prompting Techniques Explained

✍️ What is Prompting? Imagine you walk into a restaurant and say: Give me food. The waiter will look confused. What cuisine? Veg or non-veg? Spicy or mild? How hungry are you? Now instead, you say: I’d like one plate of paneer tikka, medium spicy,...

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Karan ShawJun 19, 2025 · 15 min read

Talk Smart to AI: How Prompting Helps You Escape the GIGO Trap.

We’ve all heard the old programming adage: GIGO — Garbage In, Garbage Out. In the age of AI, it’s more relevant than ever. Large language models like ChatGPT or Gemini are incredibly powerful, but they’re only as good as the prompts they receive. If ...

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