#promptengineering

VUVishal Uttam Manevishal-uttam-mane-prompt.hashnode.dev

How Prompt Engineering Actually Works (From a Transformer-Level Perspective)

Most articles about prompt engineering explain what to write. Very few explain why it works. This article breaks down prompt engineering from a transformer architecture and inference-time mechanics pe

1d ago5 min read

SDSolo Devjson-prompt-gen.hashnode.dev

Veo 3.1 JSON Reference: Complete Schema Documentation

The definitive technical guide for AI video prompt engineering I've spent the last month treating Veo 3.1 like an undocumented API. While others were experimenting with adjectives, I was mapping param

Feb 1912 min read

AMAnu Mauanumau011.hashnode.dev

Understanding Generative AI

PROMPT ENGINEERING A prompt is just the initial tokens. For example, if you give an LLM the initial tokens [1, 2, 3], it will predict the output for you. The next tokens would be [1, 2, 3, 4, 5, 6]. A prompt written by an LLM is not very good because...

Feb 163 min read

MMMary Mbaomaomarrrz-lounge.hashnode.dev

Prompt Engineering: from a DevOps Perspective

Prompting LLMs has become an integral part of our day as engineers. Knowing how to punch in the right prompts to get a satisfactory response is in itself a crucial skill to have, especially for the oldheads and an additional skill for newbies. In thi...

Feb 152 min read

AAAbstract Algorithmsabstractalgorithms.dev

Mastering Prompt Templates: System, User, and Assistant Roles with LangChain

TLDR: A prompt isn't just a single string of text. Modern LLMs (like GPT-4) expect a structured list of messages. The System sets the behavior, the User provides the input, and the Assistant stores the history. Using tools like LangChain helps manage...

Feb 156 min read

HHarshavardhananblog.pragmaticbyharsh.com

Anatomy of a Prompt — System, User, and Assistant Explained

You've used ChatGPT. You've typed questions, gotten answers, maybe even had it write code for you. But here's something most people never think about: every conversation you have with an LLM isn't just you talking to a model. There's a hidden layer s...

Feb 158 min read

SSShaikh Siddikwhat-is-ai-engineering.hashnode.dev

What Is AI Engineering? (And Why It’s Becoming One of the Most Important Roles in Tech)

Artificial Intelligence is no longer just a research topic discussed in academic papers. It powers recommendation systems, fraud detection engines, chatbots, autonomous systems, and now large language models that assist developers, writers, and busin...

Feb 135 min read

KRKimball Robinsonmvltechlead.hashnode.dev

Self-defining expert AI prompt

Here’s a handy prompt that really gets the AI (a pattern emulator) focused on the patterns of an expertise area: Act as [ROLE], expert in [DOMAIN_1], [DOMAIN_2], [DOMAIN_3]. As a first step, in thinking tags, list relevant concepts: Frameworks (stru...

Feb 111 min read

VDVarma Dhondiashuai.hashnode.dev

Unveiling the Secrets of AI Prompting

Introduction to Prompting: Many people give a set of instructions to the AI agent and expect the correct or intended output. But the output is not always accurate as expected. Where does this gap happen? Is it the model’s fault or the fault in our pr...

Feb 105 min read

DJDan Jacobbenefits-of-test-automation.hashnode.dev

Benefits of Test Automation for Developer and QA Teams

Test automation is now a standard part of modern software work, across multiple industries. It helps teams handle growing product complexity, faster deployment cycles, and rising expectations from users. Instead of repeating the same steps by hand, d...

Feb 105 min read

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#promptengineering

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#promptengineering

How Prompt Engineering Actually Works (From a Transformer-Level Perspective)