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<title>Failure Root Cause Analysis for Langchain - Swarms</title>
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Failure Root Cause Analysis for Langchain
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About Swarms
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Multi-Agent Architectures
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<label class="md-nav__link" for="__nav_1_6_5_17" id="__nav_1_6_5_17_label" tabindex="0">
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<span class="md-ellipsis">
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GroupChats
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_17_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_1_6_5_17">
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<span class="md-nav__icon md-icon"></span>
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GroupChats
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/structs/group_chat/" class="md-nav__link">
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<span class="md-ellipsis">
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GroupChat
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/interactive_groupchat/" class="md-nav__link">
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<span class="md-ellipsis">
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Interactive Group Chat
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_18" >
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<label class="md-nav__link" for="__nav_1_6_5_18" id="__nav_1_6_5_18_label" tabindex="0">
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<span class="md-ellipsis">
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Workflows
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_18_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_1_6_5_18">
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<span class="md-nav__icon md-icon"></span>
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Workflows
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/structs/concurrentworkflow/" class="md-nav__link">
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<span class="md-ellipsis">
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ConcurrentWorkflow
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/sequential_workflow/" class="md-nav__link">
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<span class="md-ellipsis">
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SequentialWorkflow
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/graph_workflow/" class="md-nav__link">
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<span class="md-ellipsis">
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GraphWorkflow
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_19" >
|
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<label class="md-nav__link" for="__nav_1_6_5_19" id="__nav_1_6_5_19_label" tabindex="0">
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<span class="md-ellipsis">
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Storage
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_19_label" aria-expanded="false">
|
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<label class="md-nav__title" for="__nav_1_6_5_19">
|
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<span class="md-nav__icon md-icon"></span>
|
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Storage
|
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="../../swarms/structs/agent_registry/" class="md-nav__link">
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<span class="md-ellipsis">
|
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AgentRegistry
|
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/conversation/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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Communication Structure
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7" >
|
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<label class="md-nav__link" for="__nav_1_7" id="__nav_1_7_label" tabindex="0">
|
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<span class="md-ellipsis">
|
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|
Tools
|
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</span>
|
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<span class="md-nav__icon md-icon"></span>
|
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</label>
|
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_7_label" aria-expanded="false">
|
|
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<label class="md-nav__title" for="__nav_1_7">
|
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<span class="md-nav__icon md-icon"></span>
|
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|
Tools
|
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="../../swarms_tools/overview/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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|
Overview
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/tools/base_tool/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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|
BaseTool Reference
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/tools/mcp_client_call/" class="md-nav__link">
|
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|
<span class="md-ellipsis">
|
|
|
MCP Client Utils
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</span>
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
|
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|
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7_4" >
|
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|
|
<label class="md-nav__link" for="__nav_1_7_4" id="__nav_1_7_4_label" tabindex="0">
|
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|
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|
|
<span class="md-ellipsis">
|
|
|
Vertical Tools
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
</label>
|
|
|
|
|
|
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_1_7_4_label" aria-expanded="false">
|
|
|
<label class="md-nav__title" for="__nav_1_7_4">
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
Vertical Tools
|
|
|
</label>
|
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
|
|
<a href="../../swarms_tools/finance/" class="md-nav__link">
|
|
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|
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
Finance
|
|
|
|
|
|
</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
|
|
<a href="../../swarms_tools/search/" class="md-nav__link">
|
|
|
|
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
Search
|
|
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|
|
|
</span>
|
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
|
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|
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7_4_3" >
|
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|
|
|
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|
|
<label class="md-nav__link" for="__nav_1_7_4_3" id="__nav_1_7_4_3_label" tabindex="0">
|
|
|
|
|
|
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|
|
<span class="md-ellipsis">
|
|
|
Social Media
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
</label>
|
|
|
|
|
|
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_7_4_3_label" aria-expanded="false">
|
|
|
<label class="md-nav__title" for="__nav_1_7_4_3">
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
Social Media
|
|
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</label>
|
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
|
|
<a href="../../swarms_tools/twitter/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
Twitter
|
|
|
|
|
|
</span>
|
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|
|
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</a>
|
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</li>
|
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
|
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|
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_8" >
|
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|
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<label class="md-nav__link" for="__nav_1_8" id="__nav_1_8_label" tabindex="0">
|
|
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<span class="md-ellipsis">
|
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Deployment Solutions
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<li class="md-nav__item">
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<a href="../../swarms/examples/multiple_images/" class="md-nav__link">
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<span class="md-ellipsis">
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Agent with Multiple Images
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_4" >
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<label class="md-nav__link" for="__nav_2_5_1_4" id="__nav_2_5_1_4_label" tabindex="0">
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<span class="md-ellipsis">
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Utils
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_4_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_2_5_1_4">
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<span class="md-nav__icon md-icon"></span>
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Utils
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../examples/agent_stream/" class="md-nav__link">
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<span class="md-ellipsis">
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Agent with Streaming
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/agent_output_types/" class="md-nav__link">
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<span class="md-ellipsis">
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Agent Output Types
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/ui/main/" class="md-nav__link">
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<span class="md-ellipsis">
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Gradio Chat Interface
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_5" >
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<label class="md-nav__link" for="__nav_2_5_1_5" id="__nav_2_5_1_5_label" tabindex="0">
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<span class="md-ellipsis">
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LLM Providers
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_5_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_2_5_1_5">
|
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<span class="md-nav__icon md-icon"></span>
|
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LLM Providers
|
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
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<a href="../../swarms/examples/model_providers/" class="md-nav__link">
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<span class="md-ellipsis">
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Overview
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/openai_example/" class="md-nav__link">
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<span class="md-ellipsis">
|
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OpenAI
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/claude/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Anthropic
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/groq/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Groq
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/cohere/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Cohere
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/deepseek/" class="md-nav__link">
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<span class="md-ellipsis">
|
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DeepSeek
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/ollama/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Ollama
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/openrouter/" class="md-nav__link">
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<span class="md-ellipsis">
|
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|
OpenRouter
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/xai/" class="md-nav__link">
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|
<span class="md-ellipsis">
|
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|
XAI
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/vllm_integration/" class="md-nav__link">
|
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|
<span class="md-ellipsis">
|
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|
VLLM
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/llama4/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
Llama4
|
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6" >
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<label class="md-nav__link" for="__nav_2_6" id="__nav_2_6_label" tabindex="0">
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<span class="md-ellipsis">
|
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Advanced Examples
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</span>
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<span class="md-nav__icon md-icon"></span>
|
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</label>
|
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|
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_6_label" aria-expanded="false">
|
|
|
<label class="md-nav__title" for="__nav_2_6">
|
|
|
<span class="md-nav__icon md-icon"></span>
|
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Advanced Examples
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6_1" >
|
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<label class="md-nav__link" for="__nav_2_6_1" id="__nav_2_6_1_label" tabindex="0">
|
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<span class="md-ellipsis">
|
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|
Multi-Agent Architectures
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</span>
|
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<span class="md-nav__icon md-icon"></span>
|
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</label>
|
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|
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_6_1_label" aria-expanded="false">
|
|
|
<label class="md-nav__title" for="__nav_2_6_1">
|
|
|
<span class="md-nav__icon md-icon"></span>
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|
Multi-Agent Architectures
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</label>
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|
<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/hierarchical_swarm_example/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
HierarchicalSwarm Examples
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/board_of_directors_example.md" class="md-nav__link">
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<span class="md-ellipsis">
|
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Board of Directors Example
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/hhcs_examples/" class="md-nav__link">
|
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|
<span class="md-ellipsis">
|
|
|
Hybrid Hierarchical-Cluster Swarm Example
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/groupchat_example/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
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|
Group Chat Example
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/sequential_example/" class="md-nav__link">
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<span class="md-ellipsis">
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Sequential Workflow Example
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/swarm_router/" class="md-nav__link">
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<span class="md-ellipsis">
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SwarmRouter Example
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/multi_agent_router_minimal/" class="md-nav__link">
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<span class="md-ellipsis">
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MultiAgentRouter Minimal Example
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/concurrent_workflow/" class="md-nav__link">
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<span class="md-ellipsis">
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ConcurrentWorkflow Example
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/moa_example/" class="md-nav__link">
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<span class="md-ellipsis">
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Mixture of Agents Example
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/unique_swarms/" class="md-nav__link">
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<span class="md-ellipsis">
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Unique Swarms
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/agents_as_tools/" class="md-nav__link">
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<span class="md-ellipsis">
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Agents as Tools
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/aggregate/" class="md-nav__link">
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<span class="md-ellipsis">
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Aggregate Multi-Agent Responses
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/igc_example/" class="md-nav__link">
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<span class="md-ellipsis">
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Interactive GroupChat Example
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</span>
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6_1_14" >
|
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<label class="md-nav__link" for="__nav_2_6_1_14" id="__nav_2_6_1_14_label" tabindex="0">
|
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<span class="md-ellipsis">
|
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Applications
|
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</span>
|
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<span class="md-nav__icon md-icon"></span>
|
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</label>
|
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_6_1_14_label" aria-expanded="false">
|
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|
<label class="md-nav__title" for="__nav_2_6_1_14">
|
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<span class="md-nav__icon md-icon"></span>
|
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Applications
|
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
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<a href="../../swarms/examples/swarms_dao/" class="md-nav__link">
|
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|
<span class="md-ellipsis">
|
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|
Swarms DAO
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/swarms_of_browser_agents/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
Swarms of Browser Agents
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/vllm/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
ConcurrentWorkflow with VLLM Agents
|
|
|
|
|
|
</span>
|
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</a>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" >
|
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<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">
|
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<span class="md-ellipsis">
|
|
|
Swarms Cloud API
|
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|
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</span>
|
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|
|
<span class="md-nav__icon md-icon"></span>
|
|
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</label>
|
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|
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
|
|
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<label class="md-nav__title" for="__nav_3">
|
|
|
<span class="md-nav__icon md-icon"></span>
|
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|
Swarms Cloud API
|
|
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
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<a href="../../swarms_cloud/swarms_api/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
Overview
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms_cloud/quickstart/" class="md-nav__link">
|
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|
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<span class="md-ellipsis">
|
|
|
Quickstart
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms_cloud/mcp/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
MCP Server
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms_cloud/rate_limits/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
Rate Limits
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms_cloud/best_practices/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
|
|
Best Practices
|
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</span>
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6" >
|
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<label class="md-nav__link" for="__nav_3_6" id="__nav_3_6_label" tabindex="0">
|
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<span class="md-ellipsis">
|
|
|
Capabilities
|
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</span>
|
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|
|
<span class="md-nav__icon md-icon"></span>
|
|
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</label>
|
|
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|
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_6_label" aria-expanded="false">
|
|
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<label class="md-nav__title" for="__nav_3_6">
|
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<span class="md-nav__icon md-icon"></span>
|
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|
Capabilities
|
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6_1" >
|
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<label class="md-nav__link" for="__nav_3_6_1" id="__nav_3_6_1_label" tabindex="0">
|
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<span class="md-ellipsis">
|
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|
Agents
|
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</span>
|
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|
<span class="md-nav__icon md-icon"></span>
|
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</label>
|
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|
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_3_6_1_label" aria-expanded="false">
|
|
|
<label class="md-nav__title" for="__nav_3_6_1">
|
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|
<span class="md-nav__icon md-icon"></span>
|
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|
Agents
|
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</label>
|
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|
<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="../../swarms_cloud/agent_api/" class="md-nav__link">
|
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|
<span class="md-ellipsis">
|
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|
Individual Agent Completions
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms_cloud/swarms_api_tools/" class="md-nav__link">
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|
<span class="md-ellipsis">
|
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|
Tools
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</span>
|
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</a>
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</li>
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</ul>
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</nav>
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</li>
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Medical Swarm
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Finance Swarm
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Overview
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Python Client
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Rust Client
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</span>
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</a>
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<li class="md-nav__item md-nav__item--nested">
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Pricing
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Pricing
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<span class="md-ellipsis">
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" >
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<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
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<span class="md-ellipsis">
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Swarms Marketplace
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_4">
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<span class="md-nav__icon md-icon"></span>
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<li class="md-nav__item">
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Overview
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</a>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_2" >
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<label class="md-nav__link" for="__nav_4_2" id="__nav_4_2_label" tabindex="0">
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<span class="md-ellipsis">
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Marketplace
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_2_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_4_2">
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<span class="md-nav__icon md-icon"></span>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms_platform/share_and_discover/" class="md-nav__link">
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<span class="md-ellipsis">
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Share and Discover Agents, Prompts, and Tools
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../../swarms_platform/monetize/" class="md-nav__link">
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<span class="md-ellipsis">
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Monetize Your Prompts, Agents, and Tools
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</span>
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<span class="md-ellipsis">
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Platform
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_3_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_4_3">
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<span class="md-nav__icon md-icon"></span>
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<li class="md-nav__item">
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Customize Your Sidebar
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</a>
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Overview
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Environment Setup
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<span class="md-ellipsis">
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Bounty Program
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<span class="md-nav__icon md-icon"></span>
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Development Guides
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Code Style Guide & Best Practices
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<li class="md-nav__item">
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<a href="../../swarms/framework/test/" class="md-nav__link">
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<span class="md-ellipsis">
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Adding Tests
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</a>
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<a href="../../contributors/docs/" class="md-nav__link">
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<span class="md-ellipsis">
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Adding Documentation
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</a>
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New Tools & Plugins
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<span class="md-ellipsis">
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Swarm Ecosystem
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<li class="md-nav__item">
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<h1 id="failure-root-cause-analysis-for-langchain">Failure Root Cause Analysis for Langchain<a class="headerlink" href="#failure-root-cause-analysis-for-langchain" title="Permanent link">¶</a></h1>
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<h2 id="1-introduction">1. Introduction<a class="headerlink" href="#1-introduction" title="Permanent link">¶</a></h2>
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<p>Langchain is an open-source software that has gained massive popularity in the artificial intelligence ecosystem, serving as a tool for connecting different language models, especially GPT based models. However, despite its popularity and substantial investment, Langchain has shown several weaknesses that hinder its use in various projects, especially in complex and large-scale implementations. This document provides an analysis of the identified issues and proposes potential mitigation strategies.</p>
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<h2 id="2-analysis-of-weaknesses">2. Analysis of Weaknesses<a class="headerlink" href="#2-analysis-of-weaknesses" title="Permanent link">¶</a></h2>
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<h3 id="21-tool-lock-in">2.1 Tool Lock-in<a class="headerlink" href="#21-tool-lock-in" title="Permanent link">¶</a></h3>
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<p>Langchain tends to enforce tool lock-in, which could prove detrimental for developers. Its design heavily relies on specific workflows and architectures, which greatly limits flexibility. Developers may find themselves restricted to certain methodologies, impeding their freedom to implement custom solutions or integrate alternative tools.</p>
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<h4 id="mitigation">Mitigation<a class="headerlink" href="#mitigation" title="Permanent link">¶</a></h4>
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<p>An ideal AI framework should not be restrictive but should instead offer flexibility for users to integrate any agent on any architecture. Adopting an open architecture that allows for seamless interaction between various agents and workflows can address this issue.</p>
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<h3 id="22-outdated-workflows">2.2 Outdated Workflows<a class="headerlink" href="#22-outdated-workflows" title="Permanent link">¶</a></h3>
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<p>Langchain's current workflows and prompt engineering, mainly based on InstructGPT, are out of date, especially compared to newer models like ChatGPT/GPT-4.</p>
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<h4 id="mitigation_1">Mitigation<a class="headerlink" href="#mitigation_1" title="Permanent link">¶</a></h4>
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<p>Keeping up with the latest AI models and workflows is crucial. The framework should have a mechanism for regular updates and seamless integration of up-to-date models and workflows.</p>
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<h3 id="23-debugging-difficulties">2.3 Debugging Difficulties<a class="headerlink" href="#23-debugging-difficulties" title="Permanent link">¶</a></h3>
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<p>Debugging in Langchain is reportedly very challenging, even with verbose output enabled, making it hard to determine what is happening under the hood.</p>
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<h4 id="mitigation_2">Mitigation<a class="headerlink" href="#mitigation_2" title="Permanent link">¶</a></h4>
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<p>The introduction of a robust debugging and logging system would help users understand the internals of the models, thus enabling them to pinpoint and rectify issues more effectively.</p>
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<h3 id="24-limited-customization">2.4 Limited Customization<a class="headerlink" href="#24-limited-customization" title="Permanent link">¶</a></h3>
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<p>Langchain makes it extremely hard to deviate from documented workflows. This becomes a challenge when developers need custom workflows for their specific use-cases.</p>
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<h4 id="mitigation_3">Mitigation<a class="headerlink" href="#mitigation_3" title="Permanent link">¶</a></h4>
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<p>An ideal framework should support custom workflows and allow developers to hack and adjust the framework according to their needs.</p>
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<h3 id="25-documentation">2.5 Documentation<a class="headerlink" href="#25-documentation" title="Permanent link">¶</a></h3>
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<p>Langchain's documentation is reportedly missing relevant details, making it difficult for users to understand the differences between various agent types, among other things.</p>
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<h4 id="mitigation_4">Mitigation<a class="headerlink" href="#mitigation_4" title="Permanent link">¶</a></h4>
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<p>Providing detailed and comprehensive documentation, including examples, FAQs, and best practices, is crucial. This will help users understand the intricacies of the framework, making it easier for them to implement it in their projects.</p>
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<h3 id="26-negative-influence-on-ai-ecosystem">2.6 Negative Influence on AI Ecosystem<a class="headerlink" href="#26-negative-influence-on-ai-ecosystem" title="Permanent link">¶</a></h3>
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<p>The extreme popularity of Langchain seems to be warping the AI ecosystem to the point of causing harm, with other AI entities shifting their operations to align with Langchain's 'magic AI' approach.</p>
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<h4 id="mitigation_5">Mitigation<a class="headerlink" href="#mitigation_5" title="Permanent link">¶</a></h4>
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<p>It's essential for any widely adopted framework to promote healthy practices in the broader ecosystem. One approach could be promoting open dialogue, inviting criticism, and being open to change based on feedback.</p>
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<h2 id="3-conclusion">3. Conclusion<a class="headerlink" href="#3-conclusion" title="Permanent link">¶</a></h2>
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<p>While Langchain has made significant contributions to the AI landscape, these challenges hinder its potential. Addressing these issues will not only improve Langchain but also foster a healthier AI ecosystem. It's important to note that criticism, when approached constructively, can be a powerful tool for growth and innovation.</p>
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<h1 id="list-of-weaknesses-in-glangchain-and-potential-mitigations">List of weaknesses in gLangchain and Potential Mitigations<a class="headerlink" href="#list-of-weaknesses-in-glangchain-and-potential-mitigations" title="Permanent link">¶</a></h1>
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<ol>
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<li><strong>Tool Lock-in</strong>: Langchain encourages the use of specific tools, creating a lock-in problem with minimal benefits for developers. </li>
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</ol>
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<p><em>Mitigation Strategy</em>: Langchain should consider designing the architecture to be more versatile and allow for the inclusion of a variety of tools. An open architecture will provide developers with more freedom and customization options.</p>
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<ol>
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<li><strong>Outdated Workflow</strong>: The current workflow and prompt engineering of Langchain rely on outdated models like InstructGPT, which fall short compared to newer alternatives such as ChatGPT/GPT-4.</li>
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</ol>
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<p><em>Mitigation Strategy</em>: Regular updates and adaptation of more recent models should be integrated into the Langchain framework.</p>
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<ol>
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<li><strong>Debugging Difficulty</strong>: Debugging a Langchain error is a complicated task, even with verbose=True, leading to a discouraging developer experience.</li>
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</ol>
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<p><em>Mitigation Strategy</em>: Develop a comprehensive debugging tool or improve current debugging processes for clearer and more accessible error detection and resolution.</p>
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<ol>
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<li><strong>Lack of Customizability</strong>: Customizing workflows that are not documented in Langchain is quite challenging.</li>
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</ol>
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<p><em>Mitigation Strategy</em>: Improve documentation and provide guides on how to customize workflows to enhance developer flexibility.</p>
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<ol>
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<li><strong>Poor Documentation</strong>: Langchain's documentation misses key details that developers have to manually search for in the codebase.</li>
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</ol>
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<p><em>Mitigation Strategy</em>: Enhance and improve the documentation of Langchain to provide clarity for developers and make navigation easier.</p>
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<ol>
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<li><strong>Harmful Ecosystem Influence</strong>: Langchain's extreme popularity is influencing the AI ecosystem towards the workflows, potentially harming development and code clarity.</li>
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</ol>
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<p><em>Mitigation Strategy</em>: Encourage diverse and balanced adoption of AI tools in the ecosystem.</p>
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<ol>
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<li><strong>Suboptimal Performances</strong>: Langchain's performance is sometimes underwhelming, and there are no clear benefits in terms of performance or abstraction.</li>
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</ol>
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<p><em>Mitigation Strategy</em>: Enhance the performance optimization of Langchain. Benchmarking against other tools can also provide performance improvement insights.</p>
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<ol>
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<li><strong>Rigid General Interface</strong>: Langchain tries to do too many things, resulting in a rigid interface not suitable for practical use, especially in production.</li>
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</ol>
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<p><em>Mitigation Strategy</em>: Focus on core features and allow greater flexibility in the interface. Adopting a modular approach where developers can pick and choose the features they want could also be helpful.</p>
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<ol>
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<li><strong>Leaky Abstraction Problem</strong>: Langchain’s full-on framework approach has created a leaky abstraction problem leading to a disappointing developer experience.</li>
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</ol>
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<p><em>Mitigation Strategy</em>: Adopt a more balanced approach between a library and a framework. Provide a solid core feature set with the possibility to extend it according to the developers' needs. </p>
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<ol>
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<li><strong>Excessive Focus on Third-party Services</strong>: Langchain overly focuses on supporting every single third-party service at the expense of customizability and fine-tuning for actual applications.</li>
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</ol>
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<p><em>Mitigation Strategy</em>: Prioritize fine-tuning and customizability for developers, limiting the focus on third-party services unless they provide substantial value.</p>
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<p>Remember, any mitigation strategy will need to be tailored to Langchain's particular circumstances and developer feedback. It's also important to consider potential trade-offs and unintended consequences when implementing these strategies.</p>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1zM12.5 7v5.2l4 2.4-1 1L11 13V7zM11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2z"/></svg>
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<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date" title="July 26, 2025 08:54:32 UTC">July 26, 2025</span>
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<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date" title="July 26, 2025 08:54:32 UTC">July 26, 2025</span>
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