![Mastering Prompt Engineering to Enhance AI Conversations](https://cdn.magzter.com/Linux For You/1709102743/articles/q5C69oAAK1709115008269/MASTERING-PROMPT-ENGINEERING-TO-ENHANCE-AI-CONVERSATIONS.jpg)
Generative artificial intelligence (GenAI) technology is changing the way businesses operate. GenAI is now being used for every possible task, possibly even trending towards industrialisation. The most important activity in implementing GenAI is to develop and train models to generate the meaningful information needed by humans or systems. The process of feeding the information to generate responses is called prompt engineering.
In simple terms, prompt engineering is the process of creating effective prompts that enable GenAI models to generate responses based on given inputs. It is the art of asking the right question to get better output from a GenAI model. These GenAI models are called large language models (LLMs). They can be programmed in English as well as other languages.
Prompts are pieces of text that are used to provide context and guidance to GenAI models. These prompts learn from diverse input data, minimise biases, and provide additional guidance to the model to generate accurate output. A knowledgeable prompt generates highquality AI content related to images, code, text, or data summaries.
Key components of prompt engineering
The key components of prompt formation include instruction, context, input data and output.
Instruction: We must write clear instructions to the model for completing the task. The instruction:
Establishes the goal of the model
Creates text that is being processed or transformed by the model
Can be simple or complex
Context: Important details or context must be provided to get more relevant answers. The context:
Provides details that help the model to answer
Assists the model with necessary information style and tone
Input data: Actual data that the model will be using is referred to as input data.
Express query as clearly as possible
Denne historien er fra March 2024-utgaven av Open Source For You.
Start din 7-dagers gratis prøveperiode på Magzter GOLD for å få tilgang til tusenvis av utvalgte premiumhistorier og 9000+ magasiner og aviser.
Allerede abonnent ? Logg på
Denne historien er fra March 2024-utgaven av Open Source For You.
Start din 7-dagers gratis prøveperiode på Magzter GOLD for å få tilgang til tusenvis av utvalgte premiumhistorier og 9000+ magasiner og aviser.
Allerede abonnent? Logg på
![Logging: Working with the Loki Operator](https://reseuro.magzter.com/100x125/articles/148/1747139/zMOjyZlBe1721213333450/LOGGING-WORKING-WITH-THE-LOKI-OPERATOR.jpg)
Logging: Working with the Loki Operator
By harnessing the capabilities of logging and the Loki Operator within the s390x architecture, organisations can effectively manage, analyse, and derive actionable insights from log data. This twopart article series explains how this can be done.
![Hyperledger: An Overview](https://reseuro.magzter.com/100x125/articles/148/1747139/MvEb7vfQH1721212785580/HYPERLEDGER-AN-OVERVIEW.jpg)
Hyperledger: An Overview
Hyperledger stands out as a comprehensive suite of open source blockchain frameworks and tools designed to meet the diverse needs of modern enterprises. By offering robust, scalable, and modular solutions, it empowers organisations to leverage blockchain technology for enhanced security, transparency, and efficiency.
![AI Databases: Ensuring the Quality of LLMs in Chatbots](https://reseuro.magzter.com/100x125/articles/148/1747139/RfQXRghwj1721212454882/AI-DATABASES-ENSURING-THE-QUALITY-OF-LLMS-IN-CHATBOTS.jpg)
AI Databases: Ensuring the Quality of LLMs in Chatbots
Digital transformation initiatives and the need for 24/7 customer support have been instrumental in propelling the adoption of Al chatbots. But these bots need authentic and well-developed large language models LLMs) to work efficiently. LLMs, in turn, are dependent on Al databases that are built on data that is consistent, complete and accurate. There are quite a few open source and free Al databases to choose from.
![Harnessing Open Source Solutions for Robust Data Management and Security](https://reseuro.magzter.com/100x125/articles/148/1747139/uBRjHLwDG1721211945752/HARNESSING-OPEN-SOURCE-SOLUTIONS-FOR-ROBUST-DATA-MANAGEMENT-AND-SECURITY.jpg)
Harnessing Open Source Solutions for Robust Data Management and Security
Imagine a realm where your data is not just stored, but meticulously managed, safeguarded, and easily recoverable. Welcome to the world of open source data management and security solutions. Here, collaborative development meets cutting-edge technology, creating a symbiotic relationship that ensures data transparency, reliability, and accessibility.
![What it Takes to Manage Data in the Digital Era](https://reseuro.magzter.com/100x125/articles/148/1747139/U6sl-7f9E1721211434068/WHAT-IT-TAKES-TO-MANAGE-DATA-IN-THE-DIGITAL-ERA.jpg)
What it Takes to Manage Data in the Digital Era
Effective data management helps to streamline business operations, enhance decision-making, drive innovation, and improve business efficiency and competitiveness. There are a number of open source tools that can be used to manage data efficiently, ensuring its security and privacy.
![Internet Protocols Explained](https://reseuro.magzter.com/100x125/articles/148/1747139/LQaKM35Dc1721210099972/INTERNET-PROTOCOLS-EXPLAINED.jpg)
Internet Protocols Explained
In the second part of this series of articles on internet protocols, we shall delve into the journey from unsecure protocols to secure protocols, with a focus on securing the transport and application layers in the OSI model.
![Strategising Data Management in the Cloud](https://reseuro.magzter.com/100x125/articles/148/1747139/NGii8QJLF1721209315645/STRATEGISING-DATA-MANAGEMENT-IN-THE-CLOUD.jpg)
Strategising Data Management in the Cloud
Businesses are increasingly turning to cloud-based solutions for data management. A robust cloud data management strategy offers significant benefits like scalability, cost-efficiency, and enhanced security. Let's explore the key components of an effective strategy and how businesses can leverage them for optimal results.
![Organising Data in the Cloud is No Mean Feat](https://reseuro.magzter.com/100x125/articles/148/1747139/EVCRpDJiG1721208744147/ORGANISING-DATA-IN-THE-CLOUD-IS-NO-MEAN-FEAT.jpg)
Organising Data in the Cloud is No Mean Feat
Data management is a complex process, made tougher due to the humongous amount of data being generated each day. Databases were developed to make sense of this data but these need to evolve continuously with the increasing demands being made on them. Following a few best practices will also help to manage data well.
![How AI will Change Everyday Life](https://reseuro.magzter.com/100x125/articles/148/1747139/1SDWoGsAZ1721207877171/HOW-AI-WILL-CHANGE-EVERYDAY-LIFE.jpg)
How AI will Change Everyday Life
Al is already impacting our lives in various ways, and promises to be ubiquitous in the near future. But the challenges will need to be addressed, especially to ensure it helps make decisions that are ethical and free of any bias.
!["What distinguishes an average DevOps engineer from a proficient one is programming skills!"](https://reseuro.magzter.com/100x125/articles/148/1747139/6XmXwe5uj1721207368800/WHAT-DISTINGUISHES-AN-AVERAGE-DEVOPS-ENGINEER-FROM-A-PROFICIENT-ONE-IS-PROGRAMMING-SKILLS.jpg)
"What distinguishes an average DevOps engineer from a proficient one is programming skills!"
Suman Debnath, Principal Machine Learning Advocate at AWS, attributes his first experiments with open source to his curiosity to build better tools when he was working at Toshiba.