<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/">
  <channel>
    <title>DEV Community: Issam Ahmad</title>
    <description>The latest articles on DEV Community by Issam Ahmad (@issamahmad9k).</description>
    <link>https://dev.to/issamahmad9k</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4165091%2Fd1730379-2d1d-4777-9a3d-bc43965316c9.jpeg</url>
      <title>DEV Community: Issam Ahmad</title>
      <link>https://dev.to/issamahmad9k</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/issamahmad9k"/>
    <language>en</language>
    <item>
      <title>Snippy</title>
      <dc:creator>Issam Ahmad</dc:creator>
      <pubDate>Fri, 30 Oct 2026 23:59:05 +0000</pubDate>
      <link>https://dev.to/issamahmad9k/snippy-4nbe</link>
      <guid>https://dev.to/issamahmad9k/snippy-4nbe</guid>
      <description>&lt;p&gt;&lt;a href="https://github.com/krazi-codes/Snippy" rel="noopener noreferrer"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;Snippy&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;Snippy orchestrates &lt;strong&gt;Anthropic's Claude&lt;/strong&gt; to cut cost by intelligently routing tasks to the most efficient sub-models.&lt;/p&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;Features&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;Intelligent Routing: Uses a local Ollama model to determine the optimal Claude sub-model for each task&lt;br&gt;
Cost Optimization:&lt;br&gt;
Downshift savings: Using cheaper models for subtasks&lt;br&gt;
Cache reuse: Leveraging prompt caching to reduce costs&lt;br&gt;
Free routing: Avoiding expensive API calls with local routing&lt;br&gt;
Parallel Processing: Subtasks run in parallel for faster execution&lt;br&gt;
Prompt Cache Preservation: Maintains Claude's prompt cache efficiency&lt;br&gt;
Visual Feedback: Savings tracking in the status bar and collapsible panel&lt;br&gt;
**&lt;/p&gt;

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

&lt;p&gt;**&lt;br&gt;
User selects a main Claude model per session&lt;br&gt;
For each task, a local Ollama router proposes a plan:&lt;br&gt;
Which Claude sub-models to use&lt;br&gt;
Whether to split into parallel subtasks&lt;br&gt;
User can edit the proposed plan&lt;br&gt;
Approved subtasks run as stateless, one-shot Claude calls&lt;br&gt;
Results are appended to the main conversation to maintain cache efficiency&lt;br&gt;
Savings are tracked and displayed&lt;/p&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;Setup&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;Install the Snippy extension&lt;br&gt;
Configure your Anthropic API key via "Snippy: Set API Key"&lt;br&gt;
Set up Ollama locally with a router model (default: llama3.2:3b)&lt;br&gt;
Select your main Claude model in settings&lt;br&gt;
Savings Tracking&lt;br&gt;
Snippy tracks three buckets:&lt;/p&gt;

&lt;p&gt;Downshift Savings: Cost reduction from using cheaper sub-models&lt;br&gt;
Prompt Cache Reuse: Savings from reusing cached prefixes&lt;br&gt;
Free Local Routing: Cost avoided by using local Ollama instead of API calls&lt;br&gt;
**&lt;/p&gt;

&lt;h2&gt;
  
  
  Configuration
&lt;/h2&gt;

&lt;p&gt;**&lt;br&gt;
snippy.mainModel: Main Claude model for the session&lt;br&gt;
snippy.maxTokens: Maximum tokens for Claude responses&lt;br&gt;
snippy.enablePromptCache: Enable prompt cache optimization&lt;br&gt;
snippy.ollama.baseUrl: Base URL for Ollama server&lt;br&gt;
snippy.ollama.routerModel: Ollama model for routing&lt;/p&gt;

</description>
      <category>devchallenge</category>
      <category>hf26challenge</category>
      <category>ai</category>
      <category>webdev</category>
    </item>
    <item>
      <title>E</title>
      <dc:creator>Issam Ahmad</dc:creator>
      <pubDate>Tue, 06 Oct 2026 00:59:51 +0000</pubDate>
      <link>https://dev.to/issamahmad9k/e-4jd8</link>
      <guid>https://dev.to/issamahmad9k/e-4jd8</guid>
      <description></description>
    </item>
  </channel>
</rss>
