Prompt Engineering Author: Lee Boonstra Prompt Engineering February 2025 2 Acknowledgements Content contributors Michael Sherman Yuan Cao Erick Armbrust Anant Nawalgaria Antonio Gulli Simone Cammel Grace Mollison Technical Writer Joey Haymaker Designer Michael Lanning Introduction 6 Prompt engineering 7 LLM output configuration 8 Output length 8 Sampling controls 9 Temperature 9 Top-K and top-P 29 Self-consistency 32 Tree of Thoughts (ToT) 36 ReAct (reason & act) 37 Automatic Prompt Engineering 40 Code prompting 42 Prompts for writing code 42 Prompts for explaining code 44 Prompts for

ChatGPT hit the world stage all at once, growing in most global regions simultaneously. Meanwhile, platform incumbents and emerging challengers are racing to build and deploy the next layers of AI infrastructure: Stanford University… 1: AI ‘Winter’ was a term used by Nils J. Nilsson, the Kumagai Professor of Engineering in computer science at Stanford University, to describe the period during which AI continued to zero users in 2/24. Source: Yum!, ‘Introducing Byte by Yum! , an AI-driven restaurant technology platform powering customer and team member experiences worldwide’(2/25) Yum! Brands Byte by Yum! – 2/24-2/25

献，但不是 主要的考虑因素，只有在产品性能差别不大时，才会选择对开源社区贡献大的供应商。  When companies buy open source products, the engineering team leader (technical director/architect / TL) selects most of them. In the same type of software hope the follow-up can be achieved in the learning of computers, compiling principles, software engineering, and other theoretical knowledge at the same time so that students learn to master the open source companies buy open source products (commercial products based on open source projects), most engineering team leaders (technical directors/architects/TLs) will select the product. Half of them will

new category of LLM-powered systems known as agents. This guide is designed for product and engineering teams exploring how to build their first agents, distilling insights from numerous customer deployments terms or SQL injections. Output validation Ensures responses align with brand values via prompt engineering and content checks, preventing outputs that 
 could harm your brand’s integrity. Building guardrails hands-on support to ensure 
 your success. 32 A practical guide to building agents More resources API Platform OpenAI for Business OpenAI Stories ChatGPT Enterprise OpenAI and Safety Developer Docs OpenAI

organization benefits from compounding improvements. Klarna, a global payments network and shopping platform, introduced a new AI assistant to streamline customer service. Within a few months, the assistant Developer resources are the main bottleneck and growth inhibitor in many organizations. 
 When engineering teams are overwhelmed, it slows innovation and creates an insurmountable backlog of apps and ideas America’s largest ecommerce and fintech company, partnered with 
 OpenAI to build a development platform layer to solve that. It’s called Verdi, and it’s powered 
 by GPT-4o and GPT-4o mini. Today, it

Pin Table. Background images that can be displayed in the PCB Editor for reference or reverse engineering purposes. Optional automatic zone filling in the PCB Editor, which can be used instead of manually check https://www.kicad.org/download/ for the latest release information and instructions for your platform. KiCad may compile and run on platforms that are not officially supported. The KiCad development modifier keys while 7 clicking or dragging will change the selection behavior. These keys are platform-specific and are described in the Editing Options section of the Preferences dialog. KiCad editors

Application Development W08 - Chatwoot Chatwoot Helpdesk / "Modern ITSM" W21 - Dataform Dataform Data Engineering W18 - DevicePlane Deviceplane Embedded Systems W20 - Docker / fka DotCloud Docker DevOps S10 OneGraph Developer Platform W18 - Ukama OpenCellular Cellular Networks S20 - Clickpass OpenID Authentication / Identity S07 - Opentrons Opentrons Robotics W16 $40 Optic Optic API Platform W18 - 114 Our Data S20 - NestyBox SysBox DevOps S20 - Open Motors fka OSVehicle TABBY EVO Electric Vehicle Platform W16 - Dataline TBA Data Integration W20 - Gravitational Teleport/Kubernetes DevOps S15 $29 Tipe

printing in CMYK color space): Scribus [https://scribus.net] CAD (parametrical construction, engineering): LibreCAD (2D) [https://librecad.org/] Painting (raster graphics): Krita [https://krita.org] commonly used for distributing software on macOS. Inkscape and other software applications on the Mac platform are often downloaded as DMG files. When you open a DMG file, your computer treats it as though it

printing in CMYK color space): Scribus [https://scribus.net] CAD (parametrical construction, engineering): LibreCAD (2D) [https://librecad.org/] Painting (raster graphics): Krita [https://krita.org] commonly used for distributing software on macOS. Inkscape and other software applications on the Mac platform are often downloaded as DMG files. When you open a DMG file, your computer treats it as though it

printing in CMYK color space): Scribus [https://scribus.net] CAD (parametrical construction, engineering): LibreCAD (2D) [https://librecad.org/] Painting (raster graphics): Krita [https://krita.org] commonly used for distributing software on macOS. Inkscape and other software applications on the Mac platform are often downloaded as DMG files. When you open a DMG file, your computer treats it as though it