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ORCHESTRATION

LangChain

An open-source framework for composing language-model calls, tools and data sources into structured applications.

  • Category Orchestration
  • Used In 1 Cortex Service

Technology Overview

What Is LangChain?

LangChain is an open-source software framework that provides reusable building blocks — prompt templates, tool interfaces, memory and retrieval components — for assembling language-model-powered applications without writing every integration from scratch.

At a Glance

Key Capabilities

  • LangChain provides abstractions for chaining prompts and model calls together, connecting models to external tools and data sources, and managing conversational memory across a multi-step interaction.
How Cortex Uses It
Cortex Texas AI uses LangChain, where appropriate, as an implementation framework when building agent and automation workflows, to reduce boilerplate integration code between a language model, its tools and a client's data sources.
  • Accuracy
  • Latency
  • Cost
  • Privacy
  • Integration
  • Multimodal Needs
  • Reasoning Depth

Connectivity

Integration Scenarios

  • 01

    Common integration scenarios include AI agents that call multiple internal tools and APIs in sequence, and RAG pipelines that combine retrieval, prompt assembly and generation into one workflow.

Model Selection

The Right Model Depends on the Workload

LangChain is one of several orchestration frameworks available; Cortex Texas AI selects a framework, or builds custom orchestration code, based on what best fits a project's complexity and maintainability needs.

In Practice

Used In These Services

01

AI Agents & Agentic Systems

AI agents that take multi-step action, calling your tools and systems to complete tasks rather than just answering questions.

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