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tool integration and orchestration

2 articles · 10 co-occurring · 0 contradictions · 0 briefs

Author identifies tool invocation as a core capability and discusses API orchestration in the table of contents. Tool integration without context about prior steps fails—context engineering problem.

Related concepts
tool integration patterns 2 structured reasoning 1 per user context handling 1 multi agent systems 1 multi agent orchestration 1 model context protocol 1 memory systems for agents 1 memory persistence 1 context window management 1 context externalization 1
Evidence chain (2 articles, showing 2)
@ClaudeDevs: Claude Code artifacts can now call MCP connectors, letting you build dashboar... supports

MCP connectors in artifacts enable external tool calls, which is a form of tool orchestration where context flows between the artifact and external systems.

Advanced Agentic AI Systems: Building Autonomous, Multi-Agent Pipelines for Production | by Flora Nanda | Data Science Collective | Mar, 2026 | Medium supports

Author identifies tool invocation as a core capability and discusses API orchestration in the table of contents. Tool integration without context about prior steps fails—context engineering problem.

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