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This is an open-source Python SDK for building and orchestrating production-grade AI agents. It provides a unified framework for creating conversational agents that can use tools, maintain state, and coordinate across multiple language model providers including OpenAI, Anthropic, Google, Amazon Bedrock, and locally-hosted models. The SDK supports multi-agent orchestration through graphs, teams, and swarms, allowing several specialized agents to collaborate on complex tasks. Agents can be composed as callable tools that other agents invoke, and the framework includes policy handlers that inspe

The OCI Container Image Specification is a standardized format for container images that ensures interoperability between different build tools and runtimes. It serves as a distribution standard for structuring image blobs and manifests, providing a consistent way to transfer data between registries and clients. The specification employs a content-addressable storage standard that identifies image layers and manifests using cryptographic digests to ensure data integrity. It includes a JSON-based configuration schema for defining execution metadata, such as entrypoints and environment variable