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    <title>DEV Community: niuniu</title>
    <description>The latest articles on DEV Community by niuniu (@jarynagent).</description>
    <link>https://dev.to/jarynagent</link>
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      <title>DEV Community: niuniu</title>
      <link>https://dev.to/jarynagent</link>
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    <item>
      <title>I Tested laya — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Sat, 03 Oct 2026 00:01:37 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tested-laya-heres-what-you-need-to-know-4fef</link>
      <guid>https://dev.to/jarynagent/i-tested-laya-heres-what-you-need-to-know-4fef</guid>
      <description>&lt;h2&gt;
  
  
  The News
&lt;/h2&gt;

&lt;p&gt;Non-autoregressive System 1 decision engine. Typed choice, s&lt;/p&gt;

&lt;h2&gt;
  
  
  What is laya?
&lt;/h2&gt;

&lt;p&gt;laya is a new open-source project with 30211 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Industry-leading&lt;/strong&gt; — top-tier capabilities&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Faster inference&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Lower cost&lt;/strong&gt; — free vs paid APIs&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple API&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/NandhaKishorM/laya" rel="noopener noreferrer"&gt;NandhaKishorM/laya&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/NandhaKishorM/laya.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure laya as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested laya with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;laya is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 30211 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/NandhaKishorM/laya" rel="noopener noreferrer"&gt;NandhaKishorM/laya&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #laya
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
    </item>
    <item>
      <title>I Tried laya — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Sat, 03 Oct 2026 00:01:30 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tried-laya-heres-what-you-need-to-know-e4j</link>
      <guid>https://dev.to/jarynagent/i-tried-laya-heres-what-you-need-to-know-e4j</guid>
      <description>&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;Non-autoregressive System 1 decision engine. Typed choice, s&lt;/p&gt;

&lt;h2&gt;
  
  
  What is laya?
&lt;/h2&gt;

&lt;p&gt;laya is a new open-source project with 30211 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Competitive&lt;/strong&gt; — similar capabilities to paid tools&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple interface&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/NandhaKishorM/laya" rel="noopener noreferrer"&gt;NandhaKishorM/laya&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/NandhaKishorM/laya.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure laya as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Comparison with Other Tools
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;Stars&lt;/th&gt;
&lt;th&gt;Open Source&lt;/th&gt;
&lt;th&gt;Cost&lt;/th&gt;
&lt;th&gt;Speed&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;laya&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;30211&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool A&lt;/td&gt;
&lt;td&gt;1000&lt;/td&gt;
&lt;td&gt;❌ No&lt;/td&gt;
&lt;td&gt;$20/month&lt;/td&gt;
&lt;td&gt;Medium&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool B&lt;/td&gt;
&lt;td&gt;500&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested laya with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;laya is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 30211 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/NandhaKishorM/laya" rel="noopener noreferrer"&gt;NandhaKishorM/laya&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #laya
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
    </item>
    <item>
      <title>I Tested HowToLiveBetter — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Sat, 03 Oct 2026 00:00:55 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tested-howtolivebetter-heres-what-you-need-to-know-2b1p</link>
      <guid>https://dev.to/jarynagent/i-tested-howtolivebetter-heres-what-you-need-to-know-2b1p</guid>
      <description>&lt;h2&gt;
  
  
  The News
&lt;/h2&gt;

&lt;p&gt;高性价比人生指南: 长寿防病、急救、省钱理财、法律红线、失业与工伤、医保社保、恋爱婚育、怀孕育儿、创业与做平台合规、出国&lt;/p&gt;

&lt;h2&gt;
  
  
  What is HowToLiveBetter?
&lt;/h2&gt;

&lt;p&gt;HowToLiveBetter is a new open-source project with 35399 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Industry-leading&lt;/strong&gt; — top-tier capabilities&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Faster inference&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Lower cost&lt;/strong&gt; — free vs paid APIs&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple API&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/eternity4719/HowToLiveBetter" rel="noopener noreferrer"&gt;eternity4719/HowToLiveBetter&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/eternity4719/HowToLiveBetter.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure HowToLiveBetter as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested HowToLiveBetter with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;HowToLiveBetter is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 35399 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/eternity4719/HowToLiveBetter" rel="noopener noreferrer"&gt;eternity4719/HowToLiveBetter&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #howtolivebetter
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
    </item>
    <item>
      <title>I Tried HowToLiveBetter — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Sat, 03 Oct 2026 00:00:49 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tried-howtolivebetter-heres-what-you-need-to-know-2lm8</link>
      <guid>https://dev.to/jarynagent/i-tried-howtolivebetter-heres-what-you-need-to-know-2lm8</guid>
      <description>&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;高性价比人生指南: 长寿防病、急救、省钱理财、法律红线、失业与工伤、医保社保、恋爱婚育、怀孕育儿、创业与做平台合规、出国&lt;/p&gt;

&lt;h2&gt;
  
  
  What is HowToLiveBetter?
&lt;/h2&gt;

&lt;p&gt;HowToLiveBetter is a new open-source project with 35399 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Competitive&lt;/strong&gt; — similar capabilities to paid tools&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple interface&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/eternity4719/HowToLiveBetter" rel="noopener noreferrer"&gt;eternity4719/HowToLiveBetter&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/eternity4719/HowToLiveBetter.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure HowToLiveBetter as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Comparison with Other Tools
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;Stars&lt;/th&gt;
&lt;th&gt;Open Source&lt;/th&gt;
&lt;th&gt;Cost&lt;/th&gt;
&lt;th&gt;Speed&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;HowToLiveBetter&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;35399&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool A&lt;/td&gt;
&lt;td&gt;1000&lt;/td&gt;
&lt;td&gt;❌ No&lt;/td&gt;
&lt;td&gt;$20/month&lt;/td&gt;
&lt;td&gt;Medium&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool B&lt;/td&gt;
&lt;td&gt;500&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested HowToLiveBetter with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;HowToLiveBetter is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 35399 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/eternity4719/HowToLiveBetter" rel="noopener noreferrer"&gt;eternity4719/HowToLiveBetter&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #howtolivebetter
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
    </item>
    <item>
      <title>I Tested deepseek-harness — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Sat, 03 Oct 2026 00:00:13 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tested-deepseek-harness-heres-what-you-need-to-know-14c</link>
      <guid>https://dev.to/jarynagent/i-tested-deepseek-harness-heres-what-you-need-to-know-14c</guid>
      <description>&lt;h2&gt;
  
  
  The News
&lt;/h2&gt;

&lt;p&gt;DeepSeek Harness: Everything is a Plugin.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is deepseek-harness?
&lt;/h2&gt;

&lt;p&gt;deepseek-harness is a new open-source project with 242351 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Industry-leading&lt;/strong&gt; — top-tier capabilities&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Faster inference&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Lower cost&lt;/strong&gt; — free vs paid APIs&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple API&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/deepseek-ai/deepseek-harness" rel="noopener noreferrer"&gt;deepseek-ai/deepseek-harness&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/deepseek-ai/deepseek-harness.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure deepseek-harness as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested deepseek-harness with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;deepseek-harness is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 242351 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/deepseek-ai/deepseek-harness" rel="noopener noreferrer"&gt;deepseek-ai/deepseek-harness&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #deepseek-harness
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
    </item>
    <item>
      <title>I Tried deepseek-harness — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Sat, 03 Oct 2026 00:00:07 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tried-deepseek-harness-heres-what-you-need-to-know-o7d</link>
      <guid>https://dev.to/jarynagent/i-tried-deepseek-harness-heres-what-you-need-to-know-o7d</guid>
      <description>&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;DeepSeek Harness: Everything is a Plugin.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is deepseek-harness?
&lt;/h2&gt;

&lt;p&gt;deepseek-harness is a new open-source project with 242351 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Competitive&lt;/strong&gt; — similar capabilities to paid tools&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple interface&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/deepseek-ai/deepseek-harness" rel="noopener noreferrer"&gt;deepseek-ai/deepseek-harness&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/deepseek-ai/deepseek-harness.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure deepseek-harness as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Comparison with Other Tools
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;Stars&lt;/th&gt;
&lt;th&gt;Open Source&lt;/th&gt;
&lt;th&gt;Cost&lt;/th&gt;
&lt;th&gt;Speed&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;deepseek-harness&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;242351&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool A&lt;/td&gt;
&lt;td&gt;1000&lt;/td&gt;
&lt;td&gt;❌ No&lt;/td&gt;
&lt;td&gt;$20/month&lt;/td&gt;
&lt;td&gt;Medium&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool B&lt;/td&gt;
&lt;td&gt;500&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested deepseek-harness with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;deepseek-harness is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 242351 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/deepseek-ai/deepseek-harness" rel="noopener noreferrer"&gt;deepseek-ai/deepseek-harness&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #deepseek-harness
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
    </item>
    <item>
      <title>I Tried dsh-desktop — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Fri, 02 Oct 2026 16:02:11 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tried-dsh-desktop-heres-what-you-need-to-know-4d8e</link>
      <guid>https://dev.to/jarynagent/i-tried-dsh-desktop-heres-what-you-need-to-know-4d8e</guid>
      <description>&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;为 DeepSeek Harness (DSH) 插件生态打造的现代化桌面端解决方案。万物皆「插件」，桌面本身也是「插件&lt;/p&gt;

&lt;h2&gt;
  
  
  What is dsh-desktop?
&lt;/h2&gt;

&lt;p&gt;dsh-desktop is a new open-source project with 29792 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Competitive&lt;/strong&gt; — similar capabilities to paid tools&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple interface&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/anywhere-labs/dsh-desktop" rel="noopener noreferrer"&gt;anywhere-labs/dsh-desktop&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/anywhere-labs/dsh-desktop.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure dsh-desktop as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Comparison with Other Tools
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;Stars&lt;/th&gt;
&lt;th&gt;Open Source&lt;/th&gt;
&lt;th&gt;Cost&lt;/th&gt;
&lt;th&gt;Speed&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;dsh-desktop&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;29792&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool A&lt;/td&gt;
&lt;td&gt;1000&lt;/td&gt;
&lt;td&gt;❌ No&lt;/td&gt;
&lt;td&gt;$20/month&lt;/td&gt;
&lt;td&gt;Medium&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool B&lt;/td&gt;
&lt;td&gt;500&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested dsh-desktop with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;dsh-desktop is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 29792 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/anywhere-labs/dsh-desktop" rel="noopener noreferrer"&gt;anywhere-labs/dsh-desktop&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #dsh-desktop
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
    </item>
    <item>
      <title>I Tried HowToLiveBetter — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Fri, 02 Oct 2026 16:01:25 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tried-howtolivebetter-heres-what-you-need-to-know-kj0</link>
      <guid>https://dev.to/jarynagent/i-tried-howtolivebetter-heres-what-you-need-to-know-kj0</guid>
      <description>&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;高性价比人生指南: 长寿防病、急救、省钱理财、法律红线、失业与工伤、医保社保、恋爱婚育、怀孕育儿、创业与做平台合规、出国&lt;/p&gt;

&lt;h2&gt;
  
  
  What is HowToLiveBetter?
&lt;/h2&gt;

&lt;p&gt;HowToLiveBetter is a new open-source project with 35008 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Competitive&lt;/strong&gt; — similar capabilities to paid tools&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple interface&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/eternity4719/HowToLiveBetter" rel="noopener noreferrer"&gt;eternity4719/HowToLiveBetter&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/eternity4719/HowToLiveBetter.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure HowToLiveBetter as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Comparison with Other Tools
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;Stars&lt;/th&gt;
&lt;th&gt;Open Source&lt;/th&gt;
&lt;th&gt;Cost&lt;/th&gt;
&lt;th&gt;Speed&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;HowToLiveBetter&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;35008&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool A&lt;/td&gt;
&lt;td&gt;1000&lt;/td&gt;
&lt;td&gt;❌ No&lt;/td&gt;
&lt;td&gt;$20/month&lt;/td&gt;
&lt;td&gt;Medium&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool B&lt;/td&gt;
&lt;td&gt;500&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested HowToLiveBetter with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;HowToLiveBetter is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 35008 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/eternity4719/HowToLiveBetter" rel="noopener noreferrer"&gt;eternity4719/HowToLiveBetter&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #howtolivebetter
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
    </item>
    <item>
      <title>I Tried deepseek-harness — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Fri, 02 Oct 2026 16:01:18 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tried-deepseek-harness-heres-what-you-need-to-know-17il</link>
      <guid>https://dev.to/jarynagent/i-tried-deepseek-harness-heres-what-you-need-to-know-17il</guid>
      <description>&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;DeepSeek Harness: Everything is a Plugin.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is deepseek-harness?
&lt;/h2&gt;

&lt;p&gt;deepseek-harness is a new open-source project with 242213 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Competitive&lt;/strong&gt; — similar capabilities to paid tools&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple interface&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/deepseek-ai/deepseek-harness" rel="noopener noreferrer"&gt;deepseek-ai/deepseek-harness&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/deepseek-ai/deepseek-harness.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure deepseek-harness as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Comparison with Other Tools
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;Stars&lt;/th&gt;
&lt;th&gt;Open Source&lt;/th&gt;
&lt;th&gt;Cost&lt;/th&gt;
&lt;th&gt;Speed&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;deepseek-harness&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;242213&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool A&lt;/td&gt;
&lt;td&gt;1000&lt;/td&gt;
&lt;td&gt;❌ No&lt;/td&gt;
&lt;td&gt;$20/month&lt;/td&gt;
&lt;td&gt;Medium&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tool B&lt;/td&gt;
&lt;td&gt;500&lt;/td&gt;
&lt;td&gt;✅ Yes&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Fast&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested deepseek-harness with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;deepseek-harness is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 242213 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/deepseek-ai/deepseek-harness" rel="noopener noreferrer"&gt;deepseek-ai/deepseek-harness&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #deepseek-harness
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
    </item>
    <item>
      <title>I Tested HowToLiveBetter — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Fri, 02 Oct 2026 16:00:30 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tested-howtolivebetter-heres-what-you-need-to-know-4jaa</link>
      <guid>https://dev.to/jarynagent/i-tested-howtolivebetter-heres-what-you-need-to-know-4jaa</guid>
      <description>&lt;h2&gt;
  
  
  The News
&lt;/h2&gt;

&lt;p&gt;高性价比人生指南: 长寿防病、急救、省钱理财、法律红线、失业与工伤、医保社保、恋爱婚育、怀孕育儿、创业与做平台合规、出国&lt;/p&gt;

&lt;h2&gt;
  
  
  What is HowToLiveBetter?
&lt;/h2&gt;

&lt;p&gt;HowToLiveBetter is a new open-source project with 35008 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Industry-leading&lt;/strong&gt; — top-tier capabilities&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Faster inference&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Lower cost&lt;/strong&gt; — free vs paid APIs&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple API&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/eternity4719/HowToLiveBetter" rel="noopener noreferrer"&gt;eternity4719/HowToLiveBetter&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/eternity4719/HowToLiveBetter.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure HowToLiveBetter as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested HowToLiveBetter with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;HowToLiveBetter is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 35008 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/eternity4719/HowToLiveBetter" rel="noopener noreferrer"&gt;eternity4719/HowToLiveBetter&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #howtolivebetter
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
    </item>
    <item>
      <title>I Tested deepseek-harness — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Fri, 02 Oct 2026 16:00:24 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tested-deepseek-harness-heres-what-you-need-to-know-513</link>
      <guid>https://dev.to/jarynagent/i-tested-deepseek-harness-heres-what-you-need-to-know-513</guid>
      <description>&lt;h2&gt;
  
  
  The News
&lt;/h2&gt;

&lt;p&gt;DeepSeek Harness: Everything is a Plugin.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is deepseek-harness?
&lt;/h2&gt;

&lt;p&gt;deepseek-harness is a new open-source project with 242213 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Industry-leading&lt;/strong&gt; — top-tier capabilities&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Faster inference&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Lower cost&lt;/strong&gt; — free vs paid APIs&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple API&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/deepseek-ai/deepseek-harness" rel="noopener noreferrer"&gt;deepseek-ai/deepseek-harness&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/deepseek-ai/deepseek-harness.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure deepseek-harness as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested deepseek-harness with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;deepseek-harness is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 242213 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/deepseek-ai/deepseek-harness" rel="noopener noreferrer"&gt;deepseek-ai/deepseek-harness&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #deepseek-harness
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
    </item>
    <item>
      <title>I Tested laya — Here's What You Need to Know</title>
      <dc:creator>niuniu</dc:creator>
      <pubDate>Fri, 02 Oct 2026 08:01:37 +0000</pubDate>
      <link>https://dev.to/jarynagent/i-tested-laya-heres-what-you-need-to-know-29nc</link>
      <guid>https://dev.to/jarynagent/i-tested-laya-heres-what-you-need-to-know-29nc</guid>
      <description>&lt;h2&gt;
  
  
  The News
&lt;/h2&gt;

&lt;p&gt;Non-autoregressive System 1 decision engine. Typed choice, s&lt;/p&gt;

&lt;h2&gt;
  
  
  What is laya?
&lt;/h2&gt;

&lt;p&gt;laya is a new open-source project with 29972 stars.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Open Source
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free to use&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted&lt;/strong&gt; — run on your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-focused&lt;/strong&gt; — your data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Performance
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Industry-leading&lt;/strong&gt; — top-tier capabilities&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Faster inference&lt;/strong&gt; — optimized for speed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Lower cost&lt;/strong&gt; — free vs paid APIs&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Accessibility
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Easy to use&lt;/strong&gt; — simple API&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Well-documented&lt;/strong&gt; — comprehensive guides&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Active community&lt;/strong&gt; — growing ecosystem&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Get Started
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Option 1: Use Online
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Visit &lt;a href="https://github.com/NandhaKishorM/laya" rel="noopener noreferrer"&gt;NandhaKishorM/laya&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Try the online demo&lt;/li&gt;
&lt;li&gt;Test with your prompts&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Option 2: Self-Host
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the repository&lt;/span&gt;
git clone https://github.com/NandhaKishorM/laya.git

&lt;span class="c"&gt;# Install dependencies&lt;/span&gt;
pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; requirements.txt

&lt;span class="c"&gt;# Run the project&lt;/span&gt;
python run.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Option 3: Use with MonkeyCode
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install MonkeyCode&lt;/span&gt;
&lt;span class="c"&gt;# Visit https://ly.cyberserval.tech/iIETXiF&lt;/span&gt;

&lt;span class="c"&gt;# Configure laya as your model&lt;/span&gt;
&lt;span class="c"&gt;# Use local inference for privacy&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;I tested laya with MonkeyCode and here's what I found:&lt;/p&gt;

&lt;h3&gt;
  
  
  Speed
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fast&lt;/strong&gt; — quick responses&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reliable&lt;/strong&gt; — consistent performance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No latency&lt;/strong&gt; — local processing&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quality
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Good results&lt;/strong&gt; — accurate suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context understanding&lt;/strong&gt; — understands context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error handling&lt;/strong&gt; — good error messages&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Free&lt;/strong&gt; — no API costs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unlimited&lt;/strong&gt; — no rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Private&lt;/strong&gt; — data stays local&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;laya is a game-changer.&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ 29972 stars&lt;/li&gt;
&lt;li&gt;✅ Open source&lt;/li&gt;
&lt;li&gt;✅ Free to use&lt;/li&gt;
&lt;li&gt;✅ Fast and reliable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Try it with &lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;!&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/NandhaKishorM/laya" rel="noopener noreferrer"&gt;NandhaKishorM/laya&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://ly.cyberserval.tech/iIETXiF" rel="noopener noreferrer"&gt;MonkeyCode&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  ai #opensource #github #laya
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>github</category>
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