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    <title>DEV Community: ty z</title>
    <description>The latest articles on DEV Community by ty z (@zty522).</description>
    <link>https://dev.to/zty522</link>
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      <title>DEV Community: ty z</title>
      <link>https://dev.to/zty522</link>
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    <item>
      <title>Partner: An AI That Does Research While You Sleep</title>
      <dc:creator>ty z</dc:creator>
      <pubDate>Sat, 23 May 2026 15:42:48 +0000</pubDate>
      <link>https://dev.to/zty522/partner-an-ai-that-does-research-while-you-sleep-jfl</link>
      <guid>https://dev.to/zty522/partner-an-ai-that-does-research-while-you-sleep-jfl</guid>
      <description>&lt;p&gt;&lt;strong&gt;LLM generates text. Agent executes tasks. Partner does research — on its own.&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;As a researcher, I have more ideas than time. Papers to read, experiments to run, code to review, and connections to find between projects. No matter how fast I work, the backlog grows.&lt;/p&gt;

&lt;p&gt;What if I had a research companion that worked independently — reading papers, exploring my codebase, building a knowledge base, and proposing new ideas — while I focused on the hard problems?&lt;/p&gt;

&lt;h2&gt;
  
  
  The Three Layers of AI
&lt;/h2&gt;

&lt;p&gt;We've seen two layers of AI tools:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3qmht1rihcyu6yvg0ub9.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3qmht1rihcyu6yvg0ub9.png" alt="Three Layers of AI" width="800" height="462"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Introducing Partner 🤝
&lt;/h2&gt;

&lt;p&gt;Partner is an &lt;strong&gt;autonomous research entity&lt;/strong&gt;. It sits on top of existing agent frameworks (like how agents sit on top of LLMs) and conducts research independently.&lt;/p&gt;

&lt;p&gt;The core interaction is beautifully simple:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;"Hey Partner, what have you been doing?"&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;And it tells you everything it discovered while you were away.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmw5j7iq921ncwsqf911h.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmw5j7iq921ncwsqf911h.png" alt="Partner conversation" width="800" height="734"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  How It Works
&lt;/h2&gt;

&lt;p&gt;Partner runs in the background, executing a research cycle every 30 minutes (configurable). Each cycle:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Picks a task&lt;/strong&gt; from its queue (self-generated or user-injected)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Executes it&lt;/strong&gt; via the agent backend (web search, code analysis, etc.)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Records findings&lt;/strong&gt; in its knowledge base&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Generates new tasks&lt;/strong&gt; based on what it learned&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Repeats&lt;/strong&gt; — forever&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Events: The Heart of Partner
&lt;/h2&gt;

&lt;p&gt;An &lt;strong&gt;Event&lt;/strong&gt; is one complete research cycle — like how Agents have Skills, Partner has Events.&lt;/p&gt;

&lt;p&gt;Each Event follows a structured flow:&lt;/p&gt;

&lt;p&gt;📖 Literature    → Search and read papers&lt;br&gt;
🔬 Project Scan  → Analyze your codebase&lt;br&gt;
💡 Idea Generate → Propose improvements&lt;br&gt;
🧭 Exploration   → Try new directions&lt;br&gt;
📝 Knowledge     → Record findings&lt;br&gt;
🌱 Spawn         → Create new Events&lt;/p&gt;

&lt;p&gt;Events &lt;strong&gt;grow on their own&lt;/strong&gt; — one Event's findings automatically spawn new Events. The research never stops.&lt;/p&gt;
&lt;h2&gt;
  
  
  Real Results
&lt;/h2&gt;

&lt;p&gt;I ran Partner overnight on my bioinformatics research projects. By morning:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;29 research cycles&lt;/strong&gt; completed autonomously&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;34 tasks&lt;/strong&gt; finished&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;48 knowledge entries&lt;/strong&gt; accumulated&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;94 tasks&lt;/strong&gt; queued for future exploration&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Key discoveries Partner made on its own:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F7bt1jeciaa9d0kdr0ugy.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F7bt1jeciaa9d0kdr0ugy.png" alt="Key Discoveries" width="800" height="320"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fc2rmhojd31t2dn04sxxk.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fc2rmhojd31t2dn04sxxk.png" alt="Partner status" width="800" height="734"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;h2&gt;
  
  
  Multi-Agent Support
&lt;/h2&gt;

&lt;p&gt;Partner works on top of existing agent frameworks — it doesn't reinvent the wheel.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvzgxpiyi8wbcl65jzttx.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvzgxpiyi8wbcl65jzttx.png" alt="Multi-Agent Support" width="700" height="480"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Run &lt;code&gt;partner setup&lt;/code&gt; to auto-detect installed agents.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fv6c8ocepx0501yvqsgxl.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fv6c8ocepx0501yvqsgxl.png" alt="Partner setup" width="800" height="633"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;h2&gt;
  
  
  Cross-Platform
&lt;/h2&gt;

&lt;p&gt;Partner runs on &lt;strong&gt;Linux, macOS, Windows, and WSL&lt;/strong&gt;. On WSL, it can automatically access your Windows files through the WSL Bridge.&lt;/p&gt;
&lt;h2&gt;
  
  
  Getting Started
&lt;/h2&gt;


&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/zty522/partner.git
&lt;span class="nb"&gt;cd &lt;/span&gt;partner
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-e&lt;/span&gt; &lt;span class="nb"&gt;.&lt;/span&gt;
partner setup
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;p&gt;Then open your agent (Hermes, OpenClaw, etc.) and say:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;"Hey Partner, what have you been doing?"&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h2&gt;
  
  
  What's Next
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;WeChat/QQ integration&lt;/strong&gt; — ask Partner via voice message&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Community Events&lt;/strong&gt; — share and install Event templates&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Multi-Partner collaboration&lt;/strong&gt; — multiple Partners working together&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;More agent backends&lt;/strong&gt; — Claude Code, Cursor, and more&lt;/li&gt;
&lt;/ul&gt;



&lt;p&gt;&lt;strong&gt;Partner: because research shouldn't wait for you.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;GitHub: &lt;/p&gt;
&lt;div class="ltag-github-readme-tag"&gt;
  &lt;div class="readme-overview"&gt;
    &lt;h2&gt;
      &lt;img src="https://assets.dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg" alt="GitHub logo"&gt;
      &lt;a href="https://github.com/zty522" rel="noopener noreferrer"&gt;
        zty522
      &lt;/a&gt; / &lt;a href="https://github.com/zty522/partner" rel="noopener noreferrer"&gt;
        partner
      &lt;/a&gt;
    &lt;/h2&gt;
    &lt;h3&gt;
      Partner 🤝 Your AI Research Companion. "What have you been doing?"
    &lt;/h3&gt;
  &lt;/div&gt;
  &lt;div class="ltag-github-body"&gt;
    
&lt;div id="readme" class="md"&gt;
&lt;div&gt;
&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;🤝 Partner&lt;/h1&gt;
&lt;/div&gt;
&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;&lt;em&gt;"Hey Partner, what have you been doing?"&lt;/em&gt;&lt;/h2&gt;
&lt;/div&gt;
&lt;p&gt;&lt;strong&gt;An AI research companion that works independently in the background
You don't give it commands. You just check in.&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href="https://github.com/zty522/partner/LICENSE" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/5b60841bea9e11d9d0b0950d690c9bc554e06385634056a7d5d62a15d1a4eabe/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4170616368655f322e302d626c75652e737667" alt="License: Apache 2.0"&gt;&lt;/a&gt;
&lt;a href="https://www.python.org/downloads/" rel="nofollow noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/e115a70b47171326abc8f13ca55b2fafacdcafce1f251fed5b1ead0195717f56/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f707974686f6e2d332e392b2d626c75652e737667" alt="Python 3.9+"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;/div&gt;

&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;The Idea&lt;/h2&gt;

&lt;/div&gt;
&lt;div class="snippet-clipboard-content notranslate position-relative overflow-auto"&gt;&lt;pre class="notranslate"&gt;&lt;code&gt;LLM:     You ask → It answers → Done
Agent:   You command → It executes → Waits
Partner: It works on its own → You ask "what have you been doing?" → It reports
&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;
&lt;p&gt;Partner is &lt;strong&gt;proactive&lt;/strong&gt;. It reads papers, explores your projects, builds a knowledge base, and proposes new ideas — all without you telling it to. When you're ready, you just ask:&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;"Hey Partner, what have you been doing?"&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;And it tells you everything it discovered while you were away.&lt;/p&gt;

&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;Quick Start&lt;/h2&gt;

&lt;/div&gt;
&lt;div class="highlight highlight-source-shell notranslate position-relative overflow-auto js-code-highlight"&gt;
&lt;pre&gt;git clone https://github.com/zty522/partner.git
&lt;span class="pl-c1"&gt;cd&lt;/span&gt; partner
pip install -e &lt;span class="pl-c1"&gt;.&lt;/span&gt;
partner setup&lt;/pre&gt;

&lt;/div&gt;
&lt;p&gt;The setup wizard detects your installed agents (Hermes, Codex, Claude Code), configures a workspace, and registers Partner as a skill. Then just talk naturally:&lt;/p&gt;
&lt;div class="snippet-clipboard-content notranslate position-relative overflow-auto"&gt;
&lt;pre class="notranslate"&gt;&lt;code&gt;You:&lt;/code&gt;&lt;/pre&gt;…&lt;/div&gt;
&lt;/div&gt;
  &lt;/div&gt;
  &lt;div class="gh-btn-container"&gt;&lt;a class="gh-btn" href="https://github.com/zty522/partner" rel="noopener noreferrer"&gt;View on GitHub&lt;/a&gt;&lt;/div&gt;
&lt;/div&gt;


</description>
      <category>ai</category>
      <category>research</category>
      <category>opensource</category>
      <category>python</category>
    </item>
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