Model Spec
Also written: MCP spec, MCP, Spec
A document outlining intended model behavior, principles, and safety guidelines.
A model spec is like a blueprint or a rulebook for an AI. It explains how the AI is supposed to behave, what its goals are, and what safety measures are in place.
For example, a model spec might say that an AI should always be helpful and harmless, or that it should not generate hateful content. Companies use these specs to guide the development and behavior of their AI models, ensuring they align with their values and legal requirements.
A model spec is a formal document that defines the intended behavior, operational principles, and safety guardrails for an AI model. It serves as a critical component in the AI development lifecycle, guiding training, evaluation, and deployment.
These specifications often include desired performance characteristics, ethical guidelines, fairness metrics, and specific constraints on outputs. They are living documents, updated as models evolve and new research emerges, reflecting a commitment to responsible AI development and alignment with societal values.
OpenAI's recent publications highlight the increasing importance of formalizing AI behavior through a Model Spec. This is driven by a need to ensure fairness, safety, and public alignment as AI models become more capable and widely deployed. The company is actively seeking public input to shape these crucial guidelines.
- MCP: Server, Client & Protocol at GitHubMicrosoft · Microsoft Developer on YouTube ·
- Model Release NotesOpenAI · OpenAI Help Center ·
- Anthropic's Katelyn Lesse & Angela Jiang: Building an Ecosystem, not a Walled GardenAnthropic · Training Data ·
- Inside the Model Spec - Episode 15OpenAI · The OpenAI Podcast ·
- Inside our approach to the Model SpecOpenAI · OpenAI News ·
- Updating our Model Spec with teen protectionsOpenAI · OpenAI News ·
- Defining and evaluating political bias in LLMsOpenAI · OpenAI News ·
- Collective alignment: public input on our Model SpecOpenAI · OpenAI News ·
- Sycophancy in GPT-4o: what happened and what we’re doing about itOpenAI · OpenAI News ·
- Sharing the latest Model SpecOpenAI · OpenAI News ·
- OpenAI ChatGPT
- OpenAI uses the term Model Spec to describe the formal documentation of its AI models' intended behavior, principles, and safety guidelines, which it updates and shares publicly.
- Model Card
- A model card provides a summary of a model's performance characteris
- Technical Report
- A technical report details the architecture, training methods,
- API Documentation
- API documentation explains how developers can interact with a
The concept of a model specification has roots in software engineering, but its application to AI behavior and safety has been significantly shaped by frontier AI labs like OpenAI as they grapple with the complexities of advanced AI systems.
Ask ChatGPT to explain its "safety guidelines" or "what it's designed to do." Pay attention to how it describes its purpose and limitations, which reflects aspects of its underlying model spec. You can also look for OpenAI's published "Model Spec" documents online to read the details.
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
- Who creates the Model Spec?
- The Model Spec is typically created by the AI development team at a company, often in collaboration with researchers and policy experts. OpenAI also involves public input for its specs.
- Are Model Specs legally binding?
- Model Specs are not typically legally binding documents in themselves, but they represent a company's commitment to certain behaviors and safety standards, which can have legal implications.
First seen on Subvolts Feb 12, 2025. Updated Oct 12, 2026. Written by an AI model from the items above and reviewed against them weekly; report an error.

