
AI & language systems
Approaches for enterprise AI experiences, retrieval, tool use and evaluation.
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A thoughtfully selected technology ecosystem connecting AI applications, cloud-native platforms, connected devices, and data-driven workflows.
Discuss your projectArchitecture approaches selected around your requirements. Every technology choice should earn its place.

Approaches for enterprise AI experiences, retrieval, tool use and evaluation.
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Foundations for building and operating modern scalable services.
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Patterns for gathering and understanding physical-world signals.
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Capabilities connecting business processes, data and decisions.
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Cross-cutting foundations that support safe, maintainable delivery.
Explore this capabilityThese are relevant technology approaches, rather than claims of vendor partnerships or certifications. Specific tools, platforms, and delivery expertise are confirmed during project scoping.
Explore the difference between a task-focused agent, a coordinated agent team and the platform workflows that support them.

Context, approved tools and a visible path from request to action.
Explore task execution
Research, planning, execution, analysis and monitoring, coordinated.
Explore orchestration
Repeatable software delivery connected to operational feedback.
Explore the pipelineSubagent architecture diagram: LangChain · MIT License.

Cost. Latency. Maintainability. Compliance. The people using the system. These considerations shape the solution, and the technology follows.