# 4MINDS ## Docs - [4MINDS API Overview](https://docs.4minds.ai/api-overview.md): Access 4MINDS programmatically through REST API endpoints. - [4MINDS API Reference](https://docs.4minds.ai/api-reference.md): Complete reference for 4MINDS REST API endpoints. - [AWS Integrations](https://docs.4minds.ai/aws-integrations.md): Connect 4MINDS to AWS services using IAM Role Federation or Amazon Cognito. One-time AWS setup that works across Amazon S3, SageMaker, Bedrock, and Lake Formation. - [Amazon Bedrock](https://docs.4minds.ai/bedrock.md) - [Changelog & Release Notes](https://docs.4minds.ai/changelog.md) - [Cloud Shell](https://docs.4minds.ai/cloud-shell.md): Use the 4MINDS Cloud Shell to interact with your models, datasets, and personas through the command-line interface. - [Tune your Model in the Control Center](https://docs.4minds.ai/control-center.md): The Control Center serves as your primary workspace for model development and optimization. After creating a model through the setup wizard, select it in the Control Center to begin in-depth work. Unlike other tabs that focus on specific components (personas, datasets, configurations), the Control C… - [Databricks](https://docs.4minds.ai/databricks.md) - [Manage your Datasets](https://docs.4minds.ai/datasets.md): A dataset is a collection of documents or data used to personalize your model. Datasets in the 4MINDS platform can include PDFs, text files, spreadsheets, and other formats. When you upload a dataset, the platform automatically processes it through the ETL and Graph engines to build intelligent know… - [Evaluate your Model Performance](https://docs.4minds.ai/evaluations.md): Evaluations provide comprehensive model performance reports with key metrics to help you make data-driven decisions about model quality. The 4MINDS platform automatically generates evaluation reports that assess your model's accuracy, response quality, and overall effectiveness. Use Evaluations feat… - [Glossary](https://docs.4minds.ai/glossary.md): Key terms and definitions for understanding 4MINDS AI platform - [Gong](https://docs.4minds.ai/gong.md) - [HubSpot](https://docs.4minds.ai/hubspot.md): Connect 4MINDS to HubSpot to import CRM data for AI-powered analysis - [Add Integrations & Data Sources](https://docs.4minds.ai/integrations.md): Connect your 4MINDS platform to external data sources like HuggingFace Hub and Databricks. Import datasets seamlessly, track progress, and validate connections: all from a unified interface. - [What is 4MINDS](https://docs.4minds.ai/introduction.md): 4MINDS is an enterprise AI deployment platform that transforms how organizations deploy and adapt open-source language models. Instead of adding search tools to a fixed AI model, 4MINDS builds your business knowledge into the model itself. This means it keeps learning from your data without any down… - [Key Advantages](https://docs.4minds.ai/key-advantages.md): Most open-source enterprise AI platforms use retrieval-augmented generation layered on either vector databases or knowledge graph databases. Vector-based approaches embed your documents, perform similarity searches, and pass matching chunks to the model. This works well for simple lookup tasks and f… - [Monitor Your Logs](https://docs.4minds.ai/logging.md): Real-time system log monitoring for your AI models. - [Microsoft Fabric](https://docs.4minds.ai/microsoft-fabric.md) - [Microsoft Foundry](https://docs.4minds.ai/microsoft-foundry.md) - [Explore the Model Dashboard](https://docs.4minds.ai/models.md): A model is an AI system trained to process information and generate responses. In the 4MINDS platform, you can create personalized models adapted to your organization's specific data and use cases. The Model Dashboard displays all your models with their current training status. View key performance… - [Stay Updated with Real-Time Notifications](https://docs.4minds.ai/notifications.md): Receive instant alerts about dataset processing, model readiness, import completion, and system errors. Stay informed across all your devices with real-time WebSocket updates. - [Personas](https://docs.4minds.ai/persona-configuration.md): Create and manage AI personality templates that define tone, communication style, and behavioral traits for different use cases. - [Platform Architecture](https://docs.4minds.ai/platform-architecture.md): How 4MINDS takes a structural approach to building trustworthy, scalable AI systems that differ fundamentally from model-centric platforms. - [Quick Start Guide](https://docs.4minds.ai/quickstart.md): Get started with 4MINDS by building and testing your first AI model in minutes. This guide walks you through the essential steps. - [Amazon RDS](https://docs.4minds.ai/rds.md): Connect 4MINDS to Amazon RDS to browse databases, preview tables, and import relational data as datasets — using IAM Role Federation or Amazon Cognito for AWS auth and RDS IAM Database Authentication for SQL access. - [Security and Compliance](https://docs.4minds.ai/security.md): Enterprise-grade security with JWT authentication, OAuth support, encrypted data transmission, and compliance with ISO 27001, SOC-2, GDPR, and CCPA standards. - [Organize your Teams](https://docs.4minds.ai/teams.md): The Teams section is your central hub for managing your organization, its members, and shared resources within 4minds.ai. It provides a unified view of organizational settings, team structure, and any models or datasets shared across your workspace. To access Teams, click your profile icon in the to… ## OpenAPI Specs - [openapi](https://docs.4minds.ai/api-reference/openapi.json)