<?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: Abhinav</title>
    <description>The latest articles on DEV Community by Abhinav (@abhinav_d6cf32291c8d21f69).</description>
    <link>https://dev.to/abhinav_d6cf32291c8d21f69</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%2F1728887%2F21ae1fa1-7213-4fa2-a6eb-3afe73f649df.jpg</url>
      <title>DEV Community: Abhinav</title>
      <link>https://dev.to/abhinav_d6cf32291c8d21f69</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/abhinav_d6cf32291c8d21f69"/>
    <language>en</language>
    <item>
      <title>Hackeroom — give Claude Code a dev team you hire yourself, and watch them work in an office</title>
      <dc:creator>Abhinav</dc:creator>
      <pubDate>Sun, 23 Aug 2026 07:37:45 +0000</pubDate>
      <link>https://dev.to/abhinav_d6cf32291c8d21f69/hackeroom-give-claude-code-a-dev-team-you-hire-yourself-and-watch-them-work-in-an-office-55hb</link>
      <guid>https://dev.to/abhinav_d6cf32291c8d21f69/hackeroom-give-claude-code-a-dev-team-you-hire-yourself-and-watch-them-work-in-an-office-55hb</guid>
      <description>&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F298z0fmu3wcx5j94krwe.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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F298z0fmu3wcx5j94krwe.png" alt="Office layout" width="800" height="444"&gt;&lt;/a&gt;&lt;br&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Faddnfvlytl19yolhbv0x.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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Faddnfvlytl19yolhbv0x.png" alt="Team management" width="800" height="434"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Dev House
&lt;/h2&gt;

&lt;p&gt;I got tired of telling one Claude Code session to plan, code, review, test, and fix its own mistakes.&lt;/p&gt;

&lt;p&gt;So I built a software team around Claude Code.&lt;/p&gt;

&lt;p&gt;You literally hire the team.&lt;/p&gt;

&lt;p&gt;Give each member a name, role, model, permissions, and skills — then put them into seats like:&lt;/p&gt;

&lt;p&gt;&lt;code&gt;Planner → Coder → Reviewer → Tester → Auditor&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Each member runs in its own real Claude Code session.&lt;/p&gt;

&lt;p&gt;And you can watch the whole thing happen in a pixel-art office.&lt;/p&gt;

&lt;p&gt;The weird part is that the team isn't hardcoded.&lt;/p&gt;

&lt;p&gt;Want 3 coders and no reviewer? Do it.&lt;/p&gt;

&lt;p&gt;Want an auditor that can only inspect? Do it.&lt;/p&gt;

&lt;p&gt;Leave a seat empty? That phase simply doesn't run.&lt;/p&gt;

&lt;p&gt;A few things I went surprisingly deep on:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Permissions actually enforce themselves.&lt;/strong&gt; A &lt;code&gt;PreToolUse&lt;/code&gt; hook checks every tool call against a capability manifest. &lt;code&gt;.claude/&lt;/code&gt; is unwritable, so an agent can't modify its own permissions.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Skills are isolated per agent.&lt;/strong&gt; A huge skill document doesn't get dumped into everyone's context. It's loaded only when that member needs it.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Memory is shared without sharing conversations.&lt;/strong&gt; Agents write down what they learn, and other agents get a tiny indexed summary before reading the full memory on demand.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Token usage is tracked per member.&lt;/strong&gt; You can see exactly who's burning tokens and which model they're using.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;So instead of:&lt;/p&gt;

&lt;p&gt;&lt;code&gt;You → Claude → everything&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;it's more like:&lt;/p&gt;

&lt;p&gt;&lt;code&gt;You → Team → Planner → Coder → Reviewer → Tester&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;And yes, there are caveats.&lt;/p&gt;

&lt;p&gt;The part I'd actually love people to tear apart is the &lt;strong&gt;permission/hook architecture&lt;/strong&gt;. I'd especially like feedback on whether the capability-manifest + &lt;code&gt;PreToolUse&lt;/code&gt; approach is actually robust enough, and where it could be bypassed or improved.&lt;/p&gt;

&lt;p&gt;Repo: &lt;a href="https://github.com/SinghAbhinav04/dev-house" rel="noopener noreferrer"&gt;https://github.com/SinghAbhinav04/dev-house&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;If you find it interesting, &lt;strong&gt;give the repo a star&lt;/strong&gt;. It'd mean a lot.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>claude</category>
      <category>programming</category>
    </item>
    <item>
      <title>I Built Persistent Memory for Claude Code Because My AI Kept Forgetting My Codebase</title>
      <dc:creator>Abhinav</dc:creator>
      <pubDate>Sat, 08 Aug 2026 17:53:00 +0000</pubDate>
      <link>https://dev.to/abhinav_d6cf32291c8d21f69/i-built-persistent-memory-for-claude-code-because-my-ai-kept-forgetting-my-codebase-49pl</link>
      <guid>https://dev.to/abhinav_d6cf32291c8d21f69/i-built-persistent-memory-for-claude-code-because-my-ai-kept-forgetting-my-codebase-49pl</guid>
      <description>&lt;p&gt;I use Claude Code heavily, and one thing kept annoying me: every new session felt like starting over.&lt;/p&gt;

&lt;p&gt;I'd spend an entire session explaining my codebase — why a weird function exists, how the auth flow works, which API decision was intentional, and which "obvious" change would actually break everything.&lt;/p&gt;

&lt;p&gt;Then I'd start a new session and Claude had forgotten all of it.&lt;/p&gt;

&lt;p&gt;So I built OmniMemory: a local, Git-aware memory layer for coding agents.&lt;/p&gt;

&lt;p&gt;The idea is simple: instead of every session starting with "here's my codebase, figure it out", the agent can start with "here's what we've already learned about this codebase."&lt;/p&gt;

&lt;p&gt;OmniMemory stores things like architectural decisions, project context, workflows, gotchas, and other useful information from previous sessions.&lt;/p&gt;

&lt;p&gt;The Git integration is the part I care about most. Memory is associated with branches and Git history, so context discovered while working on one branch doesn't have to become permanent global knowledge.&lt;/p&gt;

&lt;p&gt;There's also a freshness problem with persistent memory. If the agent remembers that a function behaves a certain way, and I completely rewrite that function three weeks later, that memory shouldn't automatically remain trusted.&lt;/p&gt;

&lt;p&gt;OmniMemory can check memories against changes in the codebase and identify potentially stale context. It can also use tree-sitter for symbol-level code analysis instead of treating an entire file as changed whenever one thing is modified.&lt;/p&gt;

&lt;p&gt;I also wanted this to stay local. The memory store uses SQLite and doesn't require sending project memory to an external service.&lt;/p&gt;

&lt;p&gt;For retrieval, OmniMemory uses BM25F-based ranking to find relevant memories instead of dumping the entire memory history into every prompt.&lt;/p&gt;

&lt;p&gt;It integrates with Claude Code through hooks, so memory can be captured and injected into the normal coding workflow. There's also a local UI where you can inspect what the system actually remembers.&lt;/p&gt;

&lt;p&gt;I'm building this around a simple idea: coding agents shouldn't just understand our codebase for one session. They should be able to accumulate useful knowledge about it over time.&lt;/p&gt;

&lt;p&gt;If you use Claude Code or other coding agents heavily, I'd love to hear how you're currently dealing with the "AI forgot everything from yesterday" problem.&lt;/p&gt;

&lt;p&gt;GitHub: &lt;a href="https://github.com/SinghAbhinav04/Omni-Memory" rel="noopener noreferrer"&gt;https://github.com/SinghAbhinav04/Omni-Memory&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>productivity</category>
      <category>python</category>
    </item>
  </channel>
</rss>
