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

eleven charts that help illustrate observations that follow. We hope this compilation adds to the discussion of the breadth of change at play – technical / financial / social / physical / geopolitical. No are doing to illustrate trending during this uniquely dynamic time. Our goal is to add to the discussion.• Seem Like Change Happening Faster Than Ever? Yes, It Is • AI User + Usage + CapEx Growth = Unprecedented 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

selected brush preset, Color Space, image size and provides a convenient zoom control. E – Floating Panel/Docker – These can be “popped” in and out of their docks at any time in order to see a greater range settings to create the full brush. The Brush settings drop-down To start, the Brush Settings Editor panel can be accessed in the toolbar, between the Choose brush preset button on the right and the Fill Patterns on the left. Alternately, you can use the F5 key to open it. When you open Brush Settings Editor panel you will see something like this: Tour of the brush settings drop-down A B C D E F The brush

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 courses. We 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 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

selected brush preset, Color Space, image size and provides a convenient zoom control. E – Floating Panel/Docker – These can be “popped” in and out of their docks at any time in order to see a greater range settings to create the full brush. The Brush settings drop-down To start, the Brush Settings Editor panel can be accessed in the toolbar, between the Choose brush preset button on the right and the Fill Patterns on the left. Alternately, you can use the F5 key to open it. When you open Brush Settings Editor panel you will see something like this: Tour of the brush settings drop-down A B C D E F The brush

Evaluation Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 4.4 Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20 5 Conclusion 31 D.2 Comparison Between MLA and MHA . . . . . . . . . . . . . . . . . . . . . . . . . 31 E Discussion About Pre-Training Data Debiasing 32 F Additional Evaluations on Math and Code 33 G Evaluation Supervised Fine-Tuning (SFT), Reinforcement 5 Learning (RL), the evaluation results, and other discussion (Section 4). Finally, we summarize the conclusion, deliberate on the current limitations of DeepSeek-V2

setting also alters what is displayed by the UI. The setting can be viewed in the Niftools Scene Panel. This is visible in the Scene Tab of the Properties Editor View. Nif Version Nif Version The base you will need to add a second layer manually by clicking the + button in the vertex colors control panel located in the object data menu. use the slider on the right side to change the level of shading with Disable_Collisions = 0 • Inactive = 0 • Display_Proxy = Settings First, we complete the object panel: 1. The Nif Root Node determines the kind of block used at the nif’s root. Select one from the drop-down

setting also alters what is displayed by the UI. The setting can be viewed in the Niftools Scene Panel. This is visible in the Scene Tab of the Properties Editor View. Nif Version Nif Version The base you will need to add a second layer manually by clicking the + button in the vertex colors control panel located in the object data menu. use the slider on the right side to change the level of shading with Disable_Collisions = 0 Inactive = 0 Display_Proxy = Settings First, we complete the object panel: 1. The Nif Root Node determines the kind of block used at the nif’s root. Select one from the drop-down

setting also alters what is displayed by the UI. The setting can be viewed in the Niftools Scene Panel. This is visible in the Scene Tab of the Properties Editor View. Nif Version Nif Version The base you will need to add a second layer manually by clicking the + button in the vertex colors control panel located in the object data menu. 3. In the brush menu on the left side of the screen, leave the color Disable_Collisions = 0 Inactive = 0 Display_Proxy = Settings First we complete the object panel: 1. The Nif Root Node determines the kind of block used at the nif’s root. Select one from the dropdown

setting also alters what is displayed by the UI. The setting can be viewed in the Niftools Scene Panel. This is visible in the Scene Tab of the Properties Editor View. Nif Version Nif Version The base you will need to add a second layer manually by clicking the + button in the vertex colors control panel located in the object data menu. 3. In the brush menu on the left side of the screen, leave the color Disable_Collisions = 0 • Inactive = 0 • Display_Proxy = Settings First we complete the object panel: 1. The Nif Root Node determines the kind of block used at the nif’s root. Select one from the dropdown