Prompt
Also written: Exemplar prompts, Prompt-completion pairs, Inputs, Role_prompting, Prompt Writing, Prompt Engineering, Prompt variable, Monolithic prompts
A prompt is the instruction or question you give to an AI to get it to do something.
A prompt is what you type into an AI chatbot or tool to tell it what you want. Think of it like giving instructions to a very smart assistant. The better your instructions, the better the AI can help you.
For example, if you want an AI to write a poem about a cat, your prompt might be: 'Write a short poem about a fluffy cat napping in a sunbeam.' The AI will then use that prompt to generate the poem for you.
A prompt is the input provided to a large language model (LLM) or other generative AI system to guide its output. It can range from simple questions to complex instructions, including context, examples, and desired formatting. The design of effective prompts, known as prompt engineering, is crucial for controlling AI behavior and achieving specific results. The quality and specificity of the prompt directly influence the relevance, accuracy, and utility of the AI's response.
Recent items show a continued focus on improving AI interactions. Companies are refining how users and developers provide instructions to AI models, whether through direct prompts, structured inputs for agents, or specialized configurations. This suggests ongoing efforts to make AI more controllable and predictable.
- Prompt tips from AnthropicAnthropic · Ben's Bites ·
- 🍌🍌 Nano Banana 2.1Google · Gemini Models ·
- About Gemini modelsGoogle · Gemini Help Center ·
- Scaling agentic coding practices across your teamGoogle · Google Cloud Tech on YouTube ·
- Mods in Claude Code: change how Claude Code worksAnthropic · Claude on YouTube ·
- Gemini app gains new ‘Map’ tool, replacing ‘/’ with ‘@’Google · 9to5Google ·
- graphic_eq Gemini 3.1 Flash TTSGoogle · Gemini Models ·
- Gemini API Cookbook: Fix Error_handling.ipynb formatting and prompt variable & Update learnlm model (#1381)Google · Gemini API Cookbook ·
- “A Staff Engineer Collaborator” | Notion’s First Look at GPT-6 AstraOpenAI · OpenAI on YouTube ·
- ChatGPT for small businesses - Houston, TX - EventOpenAI · OpenAI Academy ·
- Graph Engineering with ADKGoogle · Google Cloud Tech on YouTube ·
- Prompt engineering best practices for ChatGPTOpenAI · OpenAI Help Center ·
- How do I create a good prompt for an AI model?OpenAI · OpenAI Help Center ·
- ChatGPT for small businesses - Irving, TX - EventOpenAI · OpenAI Academy ·
- Gemini API Cookbook: Migrate Role_prompting example to the Interactions API (#1340)Google · Gemini API Cookbook ·
- Import a GitHub repository & ask about it in the Gemini web appGoogle · Gemini Help Center ·
- AI Training to Grow Your CareerGoogle · Google AI Courses ·
- Get started with ClaudeAnthropic · Claude Help Center ·
- Accenture, AWS, and Anthropic collaborationAnthropic · Anthropic News ·
- GitHub Copilot app for Beginners: Write your first promptMicrosoft · GitHub Blog: Copilot ·
- Gemini API Cookbook: Removed unsupported presence_penalty and frequency_penalty from Notebook (#1305)Google · Gemini API Cookbook ·
- U.S. K-12 Terms of ServiceAnthropic · Legal and Policies ·
- Anthropic Cookbook: Merge pull request #771 from anthropics/nikblanchet/fix-metaprompt-prefillAnthropic · Anthropic Cookbook ·
- Anthropic Cookbook: Clean up metaprompt notebook: clear outputs, rename CLIENT to clientAnthropic · Anthropic Cookbook ·
- Getting started with ChatGPTOpenAI · OpenAI News ·
- Text GenerationxAI · xAI Docs: Guides ·
- Using skillsOpenAI · OpenAI News ·
- AI literacy resources for teens and parentsOpenAI · OpenAI News ·
- Introducing Meta Segment Anything Model 3 (SAM 3): Unified Detection, Segmentation & TrackingMeta · AI at Meta on YouTube ·
- Introducing SAM 3 + SAM 3D AI at MetaMeta · AI at Meta on YouTube ·
- Llama Cookbook: Chatbot with conversation history tutorial (#1003)Meta · Llama Cookbook ·
- Anthropic Courses (GitHub): Update 01_prompting_recap.ipynb -fixed broken linkAnthropic · Anthropic Courses (GitHub) ·
- AI powers Expedia’s marketing evolutionOpenAI · OpenAI News ·
- OpenAI o3-miniOpenAI · OpenAI News ·
- Prompt engineering for business performanceAnthropic · Anthropic News ·
- Fine-tune Claude 3 Haiku in Amazon BedrockAnthropic · Anthropic News ·
- Anthropic Courses (GitHub): update promptfoo introAnthropic · Anthropic Courses (GitHub) ·
- Partnering with Scale to Bring Generative AI to EnterprisesAnthropic · Anthropic News ·
- Evaluating and Mitigating Discrimination in Language Model DecisionsAnthropic · Anthropic Research ·
- Simplifying contract reviews with AIOpenAI · OpenAI News ·
- GPT-3.5 Turbo fine-tuning and API updatesOpenAI · OpenAI News ·
- DALL·E now available in betaOpenAI · OpenAI News ·
- Customizing GPT-3 for your applicationOpenAI · OpenAI News ·
- GPT-3 powers the next generation of appsOpenAI · OpenAI News ·
- OpenAI APIOpenAI · OpenAI News ·
- Anthropic Claude
- Anthropic provides official tips for users to get better results from Claude by improving their prompts.
- Google Gemini
- Google Gemini's API cookbook includes examples for prompt variables, and its models are being updated to better understand and respond to user inputs.
- Meta Meta AI
- Meta AI is likely exploring prompt engineering techniques to optimize the performance of its AI models.
- Microsoft Copilot
- Microsoft Copilot is exploring structured markdown files to define AI coding agent behavior, which involves carefully crafted prompts.
- Input
- An input is any data fed into a system; a prompt is a specific type of in
- Query
- A query is typically a request for information from a database or search
- Command
- A command is a direct instruction to a computer; a prompt is a more nua
The term 'prompt' in computing dates back to early command-line interfaces where the system would display a prompt to indicate it was ready for user input. In the context of modern AI, it refers to the user's input that initiates a generative process. Source ↗
Open ChatGPT, Claude, or Gemini. Type a simple request like 'Tell me a joke about computers' and press enter. Then, try a more specific prompt like 'Write a haiku about the feeling of finishing a difficult task.' Notice how the AI's response changes based on your instructions.
The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.
- Troubleshooting fixDecrease LM discrimination via careful prompt engineeringUse prompt engineering to significantly decrease positive and negative discrimination in LM outputs. · 20 min
- Anti-patternLarge monolithic prompts leading to hallucinationsAvoid using single, very large prompts for complex AI tasks; they often cause hallucinations. · 15 min
- HeuristicLeverage text and exemplar prompts for category-wide object segmentationUse text or example images to prompt SAM 3 to segment all objects of a specific category. · 10 min
- ToolSAM 3 for object detection, segmentation, and trackingDetects, segments, and tracks objects in images and videos using text or example prompts. · 15 min
- ChecklistEnterprise AI application deployment considerationsKey factors for deploying generative AI applications in an enterprise setting. · 5 min
Questions people ask
- What makes a good prompt?
- A good prompt is clear, specific, and provides enough context for the AI to understand your request. Including examples or desired formats can also improve the output.
- Can prompts be long?
- Yes, prompts can be very long, especially when providing detailed instructions, background information, or examples to guide the AI.
- Do I need to be a programmer to write prompts?
- No, anyone can write prompts. While prompt engineering can become technical, basic prompts are simple instructions or questions anyone can formulate.
First seen on Subvolts Jun 11, 2020. Updated Oct 17, 2026. Written by an AI model from the items above and reviewed against them weekly; report an error.

