<?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: Marcus Schmidt</title>
    <description>The latest articles on DEV Community by Marcus Schmidt (@maphielbso).</description>
    <link>https://dev.to/maphielbso</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%2F4066306%2F6b8cee69-8a92-4906-8401-d762daa6ecae.jpg</url>
      <title>DEV Community: Marcus Schmidt</title>
      <link>https://dev.to/maphielbso</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/maphielbso"/>
    <language>en</language>
    <item>
      <title>Why I Built Podiom: A Project Layer for Local AI Agents</title>
      <dc:creator>Marcus Schmidt</dc:creator>
      <pubDate>Thu, 06 Aug 2026 17:52:35 +0000</pubDate>
      <link>https://dev.to/maphielbso/why-i-built-podiom-a-project-layer-for-local-ai-agents-182l</link>
      <guid>https://dev.to/maphielbso/why-i-built-podiom-a-project-layer-for-local-ai-agents-182l</guid>
      <description>&lt;h2&gt;
  
  
  The problem: your project disappears between sessions
&lt;/h2&gt;

&lt;p&gt;Claude Code and Codex are fantastic tools, but they're fundamentally session-oriented.&lt;/p&gt;

&lt;p&gt;That's perfect for answering questions or making focused code changes. But once you start using agents as collaborators on a real project, something starts to feel missing.&lt;/p&gt;

&lt;p&gt;The project itself doesn't really exist.&lt;/p&gt;

&lt;p&gt;There's no shared understanding that multiple agents can build on. Long-running goals don't have an owner. Scheduled work ends up living in cron jobs and shell scripts. Before long you've accumulated a collection of markdown notes, helper scripts, and conventions that only make sense to you.&lt;/p&gt;

&lt;p&gt;I wanted something different.&lt;/p&gt;

&lt;p&gt;Not another coding agent. Not another model API.&lt;/p&gt;

&lt;p&gt;A project layer that sits above the agents I already use.&lt;/p&gt;

&lt;h2&gt;
  
  
  What Podiom is
&lt;/h2&gt;

&lt;p&gt;Podiom is a Go daemon that orchestrates the &lt;code&gt;claude&lt;/code&gt; and &lt;code&gt;codex&lt;/code&gt; CLIs you already have installed.&lt;/p&gt;

&lt;p&gt;It doesn't replace Claude Code or Codex. It doesn't reimplement their tools, MCP servers, or skills. Instead, it provides the shared project state around them.&lt;/p&gt;

&lt;p&gt;That includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Shared project context.&lt;/strong&gt; Every project has a shared ledger and workspace that all configured agents can read and update, so knowledge isn't trapped inside individual conversations.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Goals.&lt;/strong&gt; Describe an outcome, define success criteria, assign an agent, and let it plan the work, review progress, and report back over time.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Scheduling.&lt;/strong&gt; Recurring work is just a Markdown file with YAML frontmatter. Drop it into a folder and the selected agent executes it automatically using the project's shared context.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Session continuity.&lt;/strong&gt; Agents can continue previous work even if you switch providers or profiles, instead of starting over every time.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Podiom ships as a single static Go binary with an embedded Svelte UI and uses pure-Go SQLite (&lt;code&gt;modernc.org/sqlite&lt;/code&gt;), so it cross-compiles cleanly across Linux, macOS, and Windows on both amd64 and arm64.&lt;/p&gt;

&lt;h2&gt;
  
  
  A scheduled agent is just a Markdown file
&lt;/h2&gt;

&lt;p&gt;One design goal was to avoid hidden configuration.&lt;/p&gt;

&lt;p&gt;A scheduled task is simply a Markdown file under &lt;code&gt;~/.podiom/schedules/&lt;/code&gt;. The YAML frontmatter defines &lt;em&gt;when&lt;/em&gt; it runs; the body is the prompt.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="nn"&gt;---&lt;/span&gt;
&lt;span class="na"&gt;agent&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;jared&lt;/span&gt;
&lt;span class="na"&gt;model&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;"&lt;/span&gt;
&lt;span class="na"&gt;effort&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;low&lt;/span&gt;
&lt;span class="na"&gt;cron&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;0&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;7&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;*&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;*&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;*"&lt;/span&gt;
&lt;span class="na"&gt;run_permission&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;preapproved&lt;/span&gt;
&lt;span class="na"&gt;allowed_tools&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="pi"&gt;[]&lt;/span&gt;
&lt;span class="na"&gt;enabled&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;true&lt;/span&gt;
&lt;span class="na"&gt;goal_id&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;"&lt;/span&gt;
&lt;span class="nn"&gt;---&lt;/span&gt;

Summarise today's calendar and add a short note to the "daily-briefs"
project. Keep it to three lines.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;There's no separate scheduler configuration to maintain. Drop the file into the folder and Podiom automatically discovers it.&lt;/p&gt;

&lt;p&gt;Because these jobs often run unattended, the default execution mode is intentionally conservative. With &lt;code&gt;run_permission: preapproved&lt;/code&gt;, only explicitly allowed tools may perform side effects. Everything else is denied rather than silently waiting for someone to approve a prompt at 3am.&lt;/p&gt;

&lt;p&gt;Schedules can also be managed from the CLI:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;podiom schedules list
podiom schedules run morning-calendar
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Every scheduled run becomes a normal Podiom session, making it easy to inspect what happened or continue the work interactively later.&lt;/p&gt;

&lt;h2&gt;
  
  
  Goals: what changed how I work
&lt;/h2&gt;

&lt;p&gt;Scheduling answers &lt;em&gt;"run this every morning."&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Goals answer &lt;em&gt;"keep working toward this outcome until it's actually finished."&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;When you create a goal, you define:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;a title&lt;/li&gt;
&lt;li&gt;a description&lt;/li&gt;
&lt;li&gt;success criteria&lt;/li&gt;
&lt;li&gt;optional metrics&lt;/li&gt;
&lt;li&gt;the agent responsible for it&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;From there, the assigned agent creates its own plan, breaks work into tasks or schedules, periodically reviews progress, and records updates over time.&lt;/p&gt;

&lt;p&gt;When it believes the success criteria have been met, it proposes completion.&lt;/p&gt;

&lt;p&gt;Only you can actually mark the goal as complete.&lt;/p&gt;

&lt;p&gt;The lifecycle is intentionally simple:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Status&lt;/th&gt;
&lt;th&gt;Who changes it&lt;/th&gt;
&lt;th&gt;Meaning&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;active&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;—&lt;/td&gt;
&lt;td&gt;Reviews continue on schedule&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;paused&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;You&lt;/td&gt;
&lt;td&gt;Reviews stop&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;review&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Agent&lt;/td&gt;
&lt;td&gt;Waiting for your decision&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;
&lt;code&gt;done&lt;/code&gt; / &lt;code&gt;abandoned&lt;/code&gt;
&lt;/td&gt;
&lt;td&gt;You&lt;/td&gt;
&lt;td&gt;Terminal state&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;The agent's authority ends at making a recommendation.&lt;/p&gt;

&lt;h2&gt;
  
  
  Under the hood
&lt;/h2&gt;

&lt;p&gt;&lt;code&gt;podiomd&lt;/code&gt; is the daemon. It hosts the web UI, scheduler, project logic, and session orchestration, backed by SQLite.&lt;/p&gt;

&lt;p&gt;&lt;code&gt;podiom&lt;/code&gt; is a lightweight CLI client that talks to the daemon.&lt;/p&gt;

&lt;p&gt;The frontend is built with Svelte, Vite, TypeScript, and Tailwind, then embedded directly into the Go binary during the build.&lt;/p&gt;

&lt;p&gt;Everything lives under a single configurable root (&lt;code&gt;$PODIOM_HOME&lt;/code&gt;, default &lt;code&gt;~/.podiom/&lt;/code&gt;).&lt;/p&gt;

&lt;p&gt;There's also a Home Assistant add-on, making it straightforward to expose Podiom outside your local network while relying on Home Assistant's authentication and security instead of exposing the daemon directly.&lt;/p&gt;

&lt;h2&gt;
  
  
  Current limitations
&lt;/h2&gt;

&lt;p&gt;Podiom isn't another model provider.&lt;/p&gt;

&lt;p&gt;It builds on top of the Claude Code and Codex CLIs, so you'll already need one (or both) installed and authenticated.&lt;/p&gt;

&lt;p&gt;It's also still early (v0.4.x), intentionally single-user, and not trying to be a hosted multi-tenant platform.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try it
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-fsSL&lt;/span&gt; https://github.com/Podiom/Podiom/releases/latest/download/install.sh | bash
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The installer runs &lt;code&gt;podiom onboard&lt;/code&gt;, checks for Claude Code and Codex, and walks you through creating your first agent.&lt;/p&gt;

&lt;p&gt;Or build it yourself (Go 1.26+, Node 20+):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;make build
./bin/podiomd
./bin/podiom status
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The project is MIT licensed.&lt;/p&gt;

&lt;p&gt;Repository, documentation, and requirements:&lt;br&gt;
&lt;a href="https://github.com/Podiom/Podiom" rel="noopener noreferrer"&gt;https://github.com/Podiom/Podiom&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Feedback, ideas, issues, and pull requests are all welcome.&lt;/p&gt;

</description>
      <category>opensource</category>
      <category>go</category>
      <category>ai</category>
    </item>
  </channel>
</rss>
