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| <html class="default" lang="en" data-base=".."><head><meta charset="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>articles/testbed | agent-swarm-kit</title><meta name="description" content="Documentation for agent-swarm-kit"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script defer src="../assets/main.js"></script><script async src="../assets/icons.js" id="tsd-icons-script"></script><script async src="../assets/search.js" id="tsd-search-script"></script><script async src="../assets/navigation.js" id="tsd-nav-script"></script><script async src="../assets/hierarchy.js" id="tsd-hierarchy-script"></script></head><body><script>document.documentElement.dataset.theme = localStorage.getItem("tsd-theme") || "os";document.body.style.display="none";setTimeout(() => app?app.showPage():document.body.style.removeProperty("display"),500)</script><header class="tsd-page-toolbar"><div class="tsd-toolbar-contents container"><div class="table-cell" id="tsd-search"><div class="field"><label for="tsd-search-field" class="tsd-widget tsd-toolbar-icon search no-caption"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true"><use href="../assets/icons.svg#icon-search"></use></svg></label><input type="text" id="tsd-search-field" aria-label="Search"/></div><div class="field"><div id="tsd-toolbar-links"></div></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">agent-swarm-kit</a></div><div class="table-cell" id="tsd-widgets"><a href="#" class="tsd-widget tsd-toolbar-icon menu no-caption" data-toggle="menu" aria-label="Menu"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true"><use href="../assets/icons.svg#icon-menu"></use></svg></a></div></div></header><div class="container container-main"><div class="col-content"><div class="tsd-page-title"><ul class="tsd-breadcrumb"><li><a href="../modules.html">agent-swarm-kit</a></li><li><a href="articles_testbed.html">articles/testbed</a></li></ul></div><div class="tsd-panel tsd-typography"><a id="testing-swarm-of-agents" class="tsd-anchor"></a><h1 class="tsd-anchor-link">Testing swarm of agents<a href="#testing-swarm-of-agents" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24" aria-hidden="true"><use href="../assets/icons.svg#icon-anchor"></use></svg></a></h1><p>When developing a swarm of agents, the question of unit testing arises. A swarm of agents allows the use of different LLMs, with the selection of another active model based on user actions. As a result, any agent from the swarm can handle identical correspondence. For example, if a <a href="https://redis.io/docs/latest/commands/flushall/">Redis FLUSHALL</a> is executed and the active agent is lost, the chat continues <a href="https://github.com/openai/openai-agents-python/issues/256">with the root Triage agent</a>.</p> | |
| <p><img src="../media/e08cddb066d2c40ae2cba8e6b16b5e97.png" alt="meme"></p> | |
| <p>Without tests, there is no technical way to catch rare model states where, in 8 out of 10 cases, the model behaves correctly, but in the remaining two, it produces utter nonsense—for example, <strong>spontaneously deciding to greet the user again</strong>. This is a consequence of the mathematical model, where response diversity is <a href="https://community.openai.com/t/question-about-the-use-of-seed-parameter-and-deterministic-outputs/773638">ensured by the seed and temperature variables</a>.</p> | |
| <p>Moreover, without tests, it’s impossible to verify a prompt engineer’s work: how do we know if they actually tested their prompts? Prompts aren’t code, so static analysis is useless. It’s also a good way to <s>catch cringe</s> <a href="https://habr.com/ru/articles/892468/">test open-source models</a> for production readiness. In theory, offloading small talk to a local model could save money, but currently, they hallucinate too much.</p> | |
| <a id="what-needs-to-be-tested" class="tsd-anchor"></a><h2 class="tsd-anchor-link">What Needs to Be Tested<a href="#what-needs-to-be-tested" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24" aria-hidden="true"><use href="../assets/icons.svg#icon-anchor"></use></svg></a></h2><p>For invoked tools, it’s essential to test that the model actually <a href="https://platform.openai.com/docs/guides/function-calling">calls external APIs</a> rather than generating a text placeholder like <code>payment completed successfully</code>.</p> | |
| <pre><code class="typescript"><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">Chat</span><span class="hl-1">, </span><span class="hl-2">commitToolOutput</span><span class="hl-1">, </span><span class="hl-2">emit</span><span class="hl-1">, </span><span class="hl-2">getAgentName</span><span class="hl-1">, </span><span class="hl-2">overrideSwarm</span><span class="hl-1">, </span><span class="hl-2">overrideTool</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"agent-swarm-kit"</span><span class="hl-1">;</span><br/><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">randomString</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"functools-kit"</span><span class="hl-1">;</span><br/><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">test</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"worker-testbed"</span><span class="hl-1">;</span><br/><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">AgentName</span><span class="hl-1">, </span><span class="hl-2">SwarmName</span><span class="hl-1">, </span><span class="hl-2">ToolName</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"@modules/remote-lib"</span><span class="hl-1">;</span><br/><br/><span class="hl-4">const</span><span class="hl-1"> </span><span class="hl-6">CLIENT_ID</span><span class="hl-1"> = </span><span class="hl-3">`test-client-id-</span><span class="hl-4">${</span><span class="hl-0">randomString</span><span class="hl-10">()</span><span class="hl-4">}</span><span class="hl-3">`</span><span class="hl-1">;</span><br/><br/><span class="hl-0">test</span><span class="hl-1">(</span><span class="hl-3">"RU: Topping up a Troika card upon user request"</span><span class="hl-1">, </span><span class="hl-4">async</span><span class="hl-1"> (</span><span class="hl-2">t</span><span class="hl-1">) </span><span class="hl-4">=></span><span class="hl-1"> {</span><br/><span class="hl-1"> </span><span class="hl-4">let</span><span class="hl-1"> </span><span class="hl-2">isCalled</span><span class="hl-1"> = </span><span class="hl-4">false</span><span class="hl-1">;</span><br/><br/><span class="hl-1"> </span><span class="hl-9">/**</span><br/><span class="hl-9"> * Language models store user preferences in the system prompt</span><br/><span class="hl-9"> * This also needs to be covered by tests</span><br/><span class="hl-9"> */</span><br/><span class="hl-1"> </span><span class="hl-0">overrideAgent</span><span class="hl-1">({</span><br/><span class="hl-1"> </span><span class="hl-2">agentName:</span><span class="hl-1"> </span><span class="hl-2">AgentName</span><span class="hl-1">.</span><span class="hl-2">TroikaPaymentToolRu</span><span class="hl-1">,</span><br/><span class="hl-1"> </span><span class="hl-0">systemDynamic</span><span class="hl-2">:</span><span class="hl-1"> </span><span class="hl-4">async</span><span class="hl-1"> (</span><span class="hl-2">clientId</span><span class="hl-1">: </span><span class="hl-7">string</span><span class="hl-1">) </span><span class="hl-4">=></span><span class="hl-1"> {</span><br/><span class="hl-1"> </span><span class="hl-5">return</span><span class="hl-1"> [</span><span class="hl-3">`The last time the user topped up the Troika card with 300 rubles`</span><span class="hl-1">];</span><br/><span class="hl-1"> },</span><br/><span class="hl-1"> });</span><br/><br/><span class="hl-1"> </span><span class="hl-0">overrideTool</span><span class="hl-1">({</span><br/><span class="hl-1"> </span><span class="hl-2">toolName:</span><span class="hl-1"> </span><span class="hl-2">ToolName</span><span class="hl-1">.</span><span class="hl-2">TroikaPaymentToolRu</span><span class="hl-1">,</span><br/><span class="hl-1"> </span><span class="hl-0">call</span><span class="hl-2">:</span><span class="hl-1"> </span><span class="hl-4">async</span><span class="hl-1"> ({ </span><span class="hl-2">toolId</span><span class="hl-1">, </span><span class="hl-2">clientId</span><span class="hl-1">, </span><span class="hl-2">agentName</span><span class="hl-1">, </span><span class="hl-2">params</span><span class="hl-1"> }) </span><span class="hl-4">=></span><span class="hl-1"> {</span><br/><span class="hl-1"> </span><span class="hl-5">if</span><span class="hl-1"> (</span><span class="hl-2">params</span><span class="hl-1">.</span><span class="hl-2">amount</span><span class="hl-1"> === </span><span class="hl-3">"200"</span><span class="hl-1">) {</span><br/><span class="hl-1"> </span><span class="hl-2">isCalled</span><span class="hl-1"> = </span><span class="hl-4">true</span><span class="hl-1">;</span><br/><span class="hl-1"> </span><span class="hl-5">await</span><span class="hl-1"> </span><span class="hl-0">commitToolOutput</span><span class="hl-1">(</span><span class="hl-2">toolId</span><span class="hl-1">, </span><span class="hl-3">"Ok"</span><span class="hl-1">, </span><span class="hl-2">clientId</span><span class="hl-1">, </span><span class="hl-2">agentName</span><span class="hl-1">);</span><br/><span class="hl-1"> </span><span class="hl-5">await</span><span class="hl-1"> </span><span class="hl-0">emit</span><span class="hl-1">(</span><span class="hl-3">"Ok"</span><span class="hl-1">, </span><span class="hl-2">clientId</span><span class="hl-1">, </span><span class="hl-2">agentName</span><span class="hl-1">);</span><br/><span class="hl-1"> }</span><br/><span class="hl-1"> }</span><br/><span class="hl-1"> });</span><br/><br/><span class="hl-1"> </span><span class="hl-5">await</span><span class="hl-1"> </span><span class="hl-2">Chat</span><span class="hl-1">.</span><span class="hl-0">sendMessage</span><span class="hl-1">(</span><span class="hl-6">CLIENT_ID</span><span class="hl-1">, </span><span class="hl-3">"I want to top up my Troika card with 200 rubles"</span><span class="hl-1">, </span><span class="hl-2">SwarmName</span><span class="hl-1">.</span><span class="hl-2">RootSwarmRu</span><span class="hl-1">);</span><br/><br/><span class="hl-1"> </span><span class="hl-5">if</span><span class="hl-1"> (</span><span class="hl-2">isCalled</span><span class="hl-1">) {</span><br/><span class="hl-1"> </span><span class="hl-2">t</span><span class="hl-1">.</span><span class="hl-0">pass</span><span class="hl-1">(</span><span class="hl-3">"Troika card top-up tool was successfully called"</span><span class="hl-1">);</span><br/><span class="hl-1"> } </span><span class="hl-5">else</span><span class="hl-1"> {</span><br/><span class="hl-1"> </span><span class="hl-2">t</span><span class="hl-1">.</span><span class="hl-0">fail</span><span class="hl-1">(</span><span class="hl-3">"Troika card top-up tool was not called"</span><span class="hl-1">);</span><br/><span class="hl-1"> }</span><br/><span class="hl-1">});</span> | |
| </code><button type="button">Copy</button></pre> | |
| <p>For string parameters like <strong>enum</strong>, it’s critical to test that the model takes the value from the conversation rather than the first parameter from the tool’s declaration.</p> | |
| <pre><code class="typescript"><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">Chat</span><span class="hl-1">, </span><span class="hl-2">commitToolOutput</span><span class="hl-1">, </span><span class="hl-2">emit</span><span class="hl-1">, </span><span class="hl-2">getAgentName</span><span class="hl-1">, </span><span class="hl-2">overrideSwarm</span><span class="hl-1">, </span><span class="hl-2">overrideTool</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"agent-swarm-kit"</span><span class="hl-1">;</span><br/><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">randomString</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"functools-kit"</span><span class="hl-1">;</span><br/><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">test</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"worker-testbed"</span><span class="hl-1">;</span><br/><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">AgentName</span><span class="hl-1">, </span><span class="hl-2">SwarmName</span><span class="hl-1">, </span><span class="hl-2">ToolName</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"@modules/remote-lib"</span><span class="hl-1">;</span><br/><br/><span class="hl-4">const</span><span class="hl-1"> </span><span class="hl-6">CLIENT_ID</span><span class="hl-1"> = </span><span class="hl-3">`test-client-id-</span><span class="hl-4">${</span><span class="hl-0">randomString</span><span class="hl-10">()</span><span class="hl-4">}</span><span class="hl-3">`</span><span class="hl-1">;</span><br/><br/><span class="hl-0">test</span><span class="hl-1">(</span><span class="hl-3">"RU: Mosenergo electricity payment will return an error without specifying the district"</span><span class="hl-1">, </span><span class="hl-4">async</span><span class="hl-1"> (</span><span class="hl-2">t</span><span class="hl-1">) </span><span class="hl-4">=></span><span class="hl-1"> {</span><br/><span class="hl-1"> </span><span class="hl-4">let</span><span class="hl-1"> </span><span class="hl-2">isCalled</span><span class="hl-1"> = </span><span class="hl-4">false</span><span class="hl-1">;</span><br/><br/><span class="hl-1"> </span><span class="hl-0">overrideTool</span><span class="hl-1">({</span><br/><span class="hl-1"> </span><span class="hl-2">toolName:</span><span class="hl-1"> </span><span class="hl-2">ToolName</span><span class="hl-1">.</span><span class="hl-2">MosenergoPaymentToolRu</span><span class="hl-1">,</span><br/><span class="hl-1"> </span><span class="hl-0">call</span><span class="hl-2">:</span><span class="hl-1"> </span><span class="hl-4">async</span><span class="hl-1"> ({ </span><span class="hl-2">toolId</span><span class="hl-1">, </span><span class="hl-2">clientId</span><span class="hl-1">, </span><span class="hl-2">agentName</span><span class="hl-1">, </span><span class="hl-2">params</span><span class="hl-1"> }) </span><span class="hl-4">=></span><span class="hl-1"> {</span><br/><span class="hl-1"> </span><span class="hl-9">// If the model provided any district (district is defined), the test should fail</span><br/><span class="hl-1"> </span><span class="hl-5">if</span><span class="hl-1"> (</span><span class="hl-2">params</span><span class="hl-1">.</span><span class="hl-2">district</span><span class="hl-1">) {</span><br/><span class="hl-1"> </span><span class="hl-2">isCalled</span><span class="hl-1"> = </span><span class="hl-4">true</span><span class="hl-1">; </span><span class="hl-9">// Tool was called with a district, which shouldn’t happen</span><br/><span class="hl-1"> } </span><span class="hl-5">else</span><span class="hl-1"> </span><span class="hl-5">if</span><span class="hl-1"> (</span><span class="hl-2">params</span><span class="hl-1">.</span><span class="hl-2">amount</span><span class="hl-1"> === </span><span class="hl-3">"200"</span><span class="hl-1">) {</span><br/><span class="hl-1"> </span><span class="hl-2">isCalled</span><span class="hl-1"> = </span><span class="hl-4">false</span><span class="hl-1">; </span><span class="hl-9">// TODO: District not specified, tool shouldn’t be called. Nemotron Mini on Ollama</span><br/><span class="hl-1"> }</span><br/><span class="hl-1"> }</span><br/><span class="hl-1"> });</span><br/><br/><span class="hl-1"> </span><span class="hl-5">await</span><span class="hl-1"> </span><span class="hl-2">Chat</span><span class="hl-1">.</span><span class="hl-0">sendMessage</span><span class="hl-1">(</span><span class="hl-6">CLIENT_ID</span><span class="hl-1">, </span><span class="hl-3">"I want to pay 200 rubles for Mosenergo electricity"</span><span class="hl-1">, </span><span class="hl-2">SwarmName</span><span class="hl-1">.</span><span class="hl-2">RootSwarmRu</span><span class="hl-1">);</span><br/><br/><span class="hl-1"> </span><span class="hl-5">if</span><span class="hl-1"> (</span><span class="hl-2">isCalled</span><span class="hl-1">) {</span><br/><span class="hl-1"> </span><span class="hl-2">t</span><span class="hl-1">.</span><span class="hl-0">fail</span><span class="hl-1">(</span><span class="hl-3">"Mosenergo electricity payment tool was called with an assumed district"</span><span class="hl-1">);</span><br/><span class="hl-1"> } </span><span class="hl-5">else</span><span class="hl-1"> {</span><br/><span class="hl-1"> </span><span class="hl-2">t</span><span class="hl-1">.</span><span class="hl-0">pass</span><span class="hl-1">(</span><span class="hl-3">"Mosenergo electricity payment tool was not called, as expected"</span><span class="hl-1">);</span><br/><span class="hl-1"> }</span><br/><span class="hl-1">});</span> | |
| </code><button type="button">Copy</button></pre> | |
| <p>A swarm of agents implies a router—a <code>triage agent</code>. This agent’s task is to arbitrate which target agent, from those available in the state, can handle the user’s request. The child agent performs a detailed analysis of what needs to be done. If it can’t handle the request, it redirects back to the <code>triage agent</code>. If the agents’ prompts are not precise enough, recursive navigations will occur.</p> | |
| <pre><code class="typescript"><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">Chat</span><span class="hl-1">, </span><span class="hl-2">getAgentName</span><span class="hl-1">, </span><span class="hl-2">overrideSwarm</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"agent-swarm-kit"</span><span class="hl-1">;</span><br/><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">randomString</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"functools-kit"</span><span class="hl-1">;</span><br/><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">test</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"worker-testbed"</span><span class="hl-1">;</span><br/><span class="hl-5">import</span><span class="hl-1"> { </span><span class="hl-2">AgentName</span><span class="hl-1">, </span><span class="hl-2">SwarmName</span><span class="hl-1"> } </span><span class="hl-5">from</span><span class="hl-1"> </span><span class="hl-3">"@modules/remote-lib"</span><span class="hl-1">;</span><br/><br/><span class="hl-4">const</span><span class="hl-1"> </span><span class="hl-6">CLIENT_ID</span><span class="hl-1"> = </span><span class="hl-3">`test-client-id-</span><span class="hl-4">${</span><span class="hl-0">randomString</span><span class="hl-10">()</span><span class="hl-4">}</span><span class="hl-3">`</span><span class="hl-1">;</span><br/><br/><span class="hl-0">test</span><span class="hl-1">(</span><span class="hl-3">"RU: Transition from Mosvodokanal water agent to triage agent upon request"</span><span class="hl-1">, </span><span class="hl-4">async</span><span class="hl-1"> (</span><span class="hl-2">t</span><span class="hl-1">) </span><span class="hl-4">=></span><span class="hl-1"> {</span><br/><span class="hl-1"> </span><span class="hl-0">overrideSwarm</span><span class="hl-1">({</span><br/><span class="hl-1"> </span><span class="hl-2">swarmName:</span><span class="hl-1"> </span><span class="hl-2">SwarmName</span><span class="hl-1">.</span><span class="hl-2">RootSwarmRu</span><span class="hl-1">,</span><br/><span class="hl-1"> </span><span class="hl-0">getActiveAgent</span><span class="hl-2">:</span><span class="hl-1"> </span><span class="hl-4">async</span><span class="hl-1"> () </span><span class="hl-4">=></span><span class="hl-1"> </span><span class="hl-2">AgentName</span><span class="hl-1">.</span><span class="hl-2">WaterAgentRu</span><span class="hl-1">,</span><br/><span class="hl-1"> });</span><br/><br/><span class="hl-1"> </span><span class="hl-5">await</span><span class="hl-1"> </span><span class="hl-2">Chat</span><span class="hl-1">.</span><span class="hl-0">sendMessage</span><span class="hl-1">(</span><span class="hl-6">CLIENT_ID</span><span class="hl-1">, </span><span class="hl-3">"Redirect me to the triage agent"</span><span class="hl-1">, </span><span class="hl-2">SwarmName</span><span class="hl-1">.</span><span class="hl-2">RootSwarmRu</span><span class="hl-1">);</span><br/><br/><span class="hl-1"> </span><span class="hl-4">const</span><span class="hl-1"> </span><span class="hl-6">lastAgent</span><span class="hl-1"> = </span><span class="hl-5">await</span><span class="hl-1"> </span><span class="hl-0">getAgentName</span><span class="hl-1">(</span><span class="hl-6">CLIENT_ID</span><span class="hl-1">);</span><br/><br/><span class="hl-1"> </span><span class="hl-5">if</span><span class="hl-1"> (</span><span class="hl-2">lastAgent</span><span class="hl-1"> === </span><span class="hl-2">AgentName</span><span class="hl-1">.</span><span class="hl-2">TriageAgentRu</span><span class="hl-1">) {</span><br/><span class="hl-1"> </span><span class="hl-2">t</span><span class="hl-1">.</span><span class="hl-0">pass</span><span class="hl-1">(</span><span class="hl-3">"Mosvodokanal water agent successfully transitioned to triage agent"</span><span class="hl-1">);</span><br/><span class="hl-1"> } </span><span class="hl-5">else</span><span class="hl-1"> {</span><br/><span class="hl-1"> </span><span class="hl-2">t</span><span class="hl-1">.</span><span class="hl-0">fail</span><span class="hl-1">(</span><span class="hl-3">"Mosvodokanal water agent failed to transition to triage agent"</span><span class="hl-1">);</span><br/><span class="hl-1"> }</span><br/><span class="hl-1">});</span> | |
| </code><button type="button">Copy</button></pre> | |
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