Instance
An instance is a running copy of a program or service, like a virtual machine or a specific deployment of an AI model.
An instance is like a specific, active copy of a software program or a service running on a computer. Think of it as a single, live version of an application that you can interact with.
For example, when you use a cloud service like Google Docs, you are using an instance of the Google Docs application. Each user accessing Google Docs at the same time is using their own instance, or they might be sharing a single instance. In AI, an instance could be a specific deployment of a large language model ready to process your requests.
In computing, an instance refers to a running copy of a program, service, or virtual machine. It is a concrete realization of a class or template, allocated memory, and assigned resources to perform specific tasks.
For AI models, an instance typically means a deployed version of the model, often running on dedicated hardware (like GPUs), ready to accept and process input prompts. Managing instances is crucial for scaling AI services, handling concurrent user requests, and optimizing resource utilization and costs.
The term 'instance' appears in an OpenAI item discussing internal warnings. This context suggests that discussions around running copies of AI models or services, and the resources they consume or the safety protocols around them, are relevant to current operational concerns within AI labs.
- OpenAI's employee's WARNINGOpenAI · Wes Roth ·
- OpenAI ChatGPT
- OpenAI likely uses 'instance' to refer to a running copy of its AI models, such as ChatGPT, which can be deployed for various applications or research purposes.
- Class
- A blueprint or template for creating objects; an instance is a specific o
- Container
- A lightweight, standalone, executable package of software that includ
- Process
- A running instance of a computer program; an instance is often a specif
The concept of an 'instance' originates from object-oriented programming, where it refers to a specific object created from a class. This fundamental programming concept has extended to describe any running copy of a software component or service.
Open a web browser and go to chat.openai.com. The ChatGPT interface you interact with is an instance of OpenAI's language model service. Try asking it a question to see the instance process your request.
The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.
- PromptRole-play a student struggling with math for AI tutor simulationSimulate a student's math struggles and uncertainty for AI tutor evaluation. · 5 min
- TemplateReusable workflow templates for healthcare teamsTeams can create and share templates for common workflows like documentation or prior authorizations. · 15 min
- TemplateTemplate for building an AI tool tailored to your workA structured approach to defining and building a custom AI tool for specific business needs. · 15 min
- TemplateEvals CSV prompt list for agent skillsA CSV file template for listing prompts used in evaluating agent skills. · 20 min
- HeuristicDouble coding agent task completion with docs linksProviding coding agents with a documentation link significantly increases their task completion rate. · 2 min
Questions people ask
- What's the difference between an instance and a program?
- A program is the code itself, while an instance is a running copy of that program actively using computer resources.
- How many instances of an AI model can run at once?
- Potentially thousands or even millions, depending on the available computing power and the demand for the service.
First seen on Subvolts Oct 4, 2026. Updated Oct 11, 2026. Written by an AI model from the items above and reviewed against them weekly; report an error.