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    <title>DEV Community: Gautam Kishore</title>
    <description>The latest articles on DEV Community by Gautam Kishore (@gautamkishore).</description>
    <link>https://dev.to/gautamkishore</link>
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      <title>DEV Community: Gautam Kishore</title>
      <link>https://dev.to/gautamkishore</link>
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    <item>
      <title>KARN - Language agents speak</title>
      <dc:creator>Gautam Kishore</dc:creator>
      <pubDate>Thu, 09 Apr 2026 17:12:00 +0000</pubDate>
      <link>https://dev.to/gautamkishore/karn-language-agents-speak-2a0h</link>
      <guid>https://dev.to/gautamkishore/karn-language-agents-speak-2a0h</guid>
      <description>&lt;h2&gt;
  
  
  Built a Programming Language for AI Agents
&lt;/h2&gt;

&lt;p&gt;After watching AI agents waste 76% of their tokens on boilerplate in Python, TypeScript, and Rust, we built KARN — a programming language designed specifically for them.&lt;/p&gt;

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

&lt;p&gt;AI agents are writing code in languages designed for humans. This is like building a race car with sedan parts.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Language&lt;/th&gt;
&lt;th&gt;Tokens/LOC&lt;/th&gt;
&lt;th&gt;Designed For&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Python&lt;/td&gt;
&lt;td&gt;~6.8&lt;/td&gt;
&lt;td&gt;Humans&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;TypeScript&lt;/td&gt;
&lt;td&gt;~9.2&lt;/td&gt;
&lt;td&gt;Humans&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Rust&lt;/td&gt;
&lt;td&gt;~11.5&lt;/td&gt;
&lt;td&gt;Humans&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;KARN&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;~2.1&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;Agents&lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;That's 4x more code in the same output limit. For an agent generating 100 programs per day, that's millions of tokens saved per month.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Design
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Token-Minimal Syntax
&lt;/h3&gt;

&lt;p&gt;Every operator maps to exactly one intent. No overloading. No keywords.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;-&amp;gt;   Function definition
!    Emit/print
?    Propagate error
??   Fallback on error
|&amp;gt;   Pipe forward (sequential)
|~   Race (first wins)
&amp;amp;    Parallel execution
*    Map collection
%    Filter collection
..   Range
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Error as Value
&lt;/h3&gt;

&lt;p&gt;No exceptions. No hidden control flow. Every I/O returns &lt;code&gt;Ok|Err&lt;/code&gt;. Agents always know exactly what path executes.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;data = http.get(url)?           -- propagate error up
val  = cache.get(key)??fallback -- fallback on error
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Multi-Platform from One Source
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;karn build app.kn &lt;span class="nt"&gt;--target&lt;/span&gt; c       → gcc → native binary
karn build app.kn &lt;span class="nt"&gt;--target&lt;/span&gt; js      → node app.js
karn build app.kn &lt;span class="nt"&gt;--target&lt;/span&gt; web     → open &lt;span class="k"&gt;in &lt;/span&gt;browser
karn build app.kn &lt;span class="nt"&gt;--target&lt;/span&gt; python  → python app.python.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Full Ecosystem Access
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;from pip numpy as np
from npm react as R
from cargo serde as serde
from sys ffmpeg as ff
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  The Codegen
&lt;/h2&gt;

&lt;p&gt;The C runtime: tagged union &lt;code&gt;Val&lt;/code&gt; type, dynamic arrays, hash maps, error propagation, full stdlib. The JS runtime maps every stdlib module to Node.js equivalents. The Python target emits portable Python 3.&lt;/p&gt;

&lt;p&gt;All from the same AST. Zero rewrites.&lt;/p&gt;

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



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip &lt;span class="nb"&gt;install &lt;/span&gt;karn-lang
npm &lt;span class="nb"&gt;install &lt;/span&gt;karn-lang
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/karn-lang/karn" rel="noopener noreferrer"&gt;https://github.com/karn-lang/karn&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Website:&lt;/strong&gt; &lt;a href="https://karn-lang.dev" rel="noopener noreferrer"&gt;https://karn-lang.dev&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;PyPI:&lt;/strong&gt; &lt;a href="https://pypi.org/project/karn-lang/" rel="noopener noreferrer"&gt;https://pypi.org/project/karn-lang/&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;npm:&lt;/strong&gt; &lt;a href="https://www.npmjs.com/package/karn-lang" rel="noopener noreferrer"&gt;https://www.npmjs.com/package/karn-lang&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Agent Docs:&lt;/strong&gt; &lt;a href="https://github.com/karn-lang/karn/blob/main/AGENT.md" rel="noopener noreferrer"&gt;https://github.com/karn-lang/karn/blob/main/AGENT.md&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Machine Spec:&lt;/strong&gt; &lt;a href="https://raw.githubusercontent.com/karn-lang/karn/main/karn-spec.json" rel="noopener noreferrer"&gt;https://raw.githubusercontent.com/karn-lang/karn/main/karn-spec.json&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;License:&lt;/strong&gt; MIT — &lt;a href="https://github.com/karn-lang/karn/blob/main/LICENSE" rel="noopener noreferrer"&gt;https://github.com/karn-lang/karn/blob/main/LICENSE&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Built by the team at Eulogik. Thanks to everyone who made this possible!&lt;/p&gt;

</description>
      <category>agents</category>
      <category>ai</category>
      <category>programming</category>
      <category>showdev</category>
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