<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Design on Yarang's Tech Lair</title><link>https://blog.agentthread.dev/categories/design/</link><description>Recent content in Design on Yarang's Tech Lair</description><generator>Hugo -- gohugo.io</generator><language>en</language><lastBuildDate>Fri, 27 Feb 2026 09:30:57 +0900</lastBuildDate><atom:link href="https://blog.agentthread.dev/categories/design/index.xml" rel="self" type="application/rss+xml"/><item><title>[Multi-Agent] File-Based Architecture Design</title><link>https://blog.agentthread.dev/post/2026-02-27-001-file-based-multi-agent-architecture-design/</link><pubDate>Fri, 27 Feb 2026 09:30:57 +0900</pubDate><guid>https://blog.agentthread.dev/post/2026-02-27-001-file-based-multi-agent-architecture-design/</guid><description>&lt;h1 id="file-based-multi-agent-architecture-design"&gt;File-Based Multi-Agent Architecture Design
&lt;/h1&gt;&lt;p&gt;&lt;strong&gt;Status:&lt;/strong&gt; Design Proposal&lt;br&gt;
&lt;strong&gt;Author:&lt;/strong&gt; multi-agent-architect&lt;br&gt;
&lt;strong&gt;Date:&lt;/strong&gt; 2026-02-24&lt;br&gt;
&lt;strong&gt;Type:&lt;/strong&gt; Alternative Architecture (Process-Per-Agent)&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="executive-summary"&gt;Executive Summary
&lt;/h2&gt;&lt;p&gt;This document defines a &lt;strong&gt;file-based, process-per-agent&lt;/strong&gt; architecture where each agent is defined as a separate configuration file and runs as an independent process. Agents are invoked on-demand and report results back to a main coordinator agent.&lt;/p&gt;
&lt;h3 id="core-principles"&gt;Core Principles
&lt;/h3&gt;&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;File-Based Agent Definition&lt;/strong&gt;: Each agent is a &lt;code&gt;.toml&lt;/code&gt; file in &lt;code&gt;agents/&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Process Isolation&lt;/strong&gt;: Each agent runs in its own process&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;On-Demand Invocation&lt;/strong&gt;: Main agent spawns subprocess agents as needed&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Reporting Protocol&lt;/strong&gt;: Structured result reporting via IPC&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Zero-Config Discovery&lt;/strong&gt;: Auto-discovery of agent definitions&lt;/li&gt;
&lt;/ol&gt;
&lt;hr&gt;
&lt;h2 id="1-agent-definition-file-structure"&gt;1. Agent Definition File Structure
&lt;/h2&gt;&lt;h3 id="11-directory-layout"&gt;1.1 Directory Layout
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;~/.zeroclaw/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── config.toml # Main configuration
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── agents/ # Agent definitions directory
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ ├── researcher.toml # Research agent
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ ├── coder.toml # Code generation agent
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ ├── tester.toml # Testing agent
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ ├── reviewer.toml # Code review agent
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ └── summarizer.toml # Summarization agent
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── agents.d/ # Optional: additional agent dirs
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ └── custom/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ └── my_agent.toml
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;└── workspace/ # Shared workspace
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="12-agent-file-schema"&gt;1.2 Agent File Schema
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-toml" data-lang="toml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# agents/researcher.toml&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Agent metadata&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[&lt;span style="color:#a6e22e"&gt;agent&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;id&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;researcher&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;name&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;Research Agent&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;version&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;1.0.0&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;description&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;Conducts research on given topics using web search and knowledge bases&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Execution configuration&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[&lt;span style="color:#a6e22e"&gt;agent&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;execution&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# How to run this agent: &amp;#34;subprocess&amp;#34; | &amp;#34;wasm&amp;#34; | &amp;#34;docker&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;mode&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;subprocess&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Command to spawn (template variables: {agent_id}, {workspace}, {config_dir})&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;command&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;zeroclaw&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;args&lt;/span&gt; = [
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;agent&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;run&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;--agent-id&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;{agent_id}&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;--config&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;{config}/agents/researcher.toml&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;--workspace&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;{workspace}&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Working directory for the subprocess&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;working_dir&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;{workspace}&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Environment variables for the subprocess&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[&lt;span style="color:#a6e22e"&gt;agent&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;execution&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;env&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;ZEROCLAW_AGENT_MODE&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;worker&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;ZEROCLAW_AGENT_ID&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;researcher&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Provider configuration (overrides main config)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[&lt;span style="color:#a6e22e"&gt;provider&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;name&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;openrouter&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;model&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;anthropic/claude-sonnet-4-6&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;api_key&lt;/span&gt; = &lt;span style="color:#a6e22e"&gt;null&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Inherit from main, or set agent-specific key&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;temperature&lt;/span&gt; = &lt;span style="color:#ae81ff"&gt;0.3&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;max_tokens&lt;/span&gt; = &lt;span style="color:#ae81ff"&gt;4096&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Tools available to this agent&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[[&lt;span style="color:#a6e22e"&gt;tools&lt;/span&gt;]]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;name&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;web_search&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;enabled&lt;/span&gt; = &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[[&lt;span style="color:#a6e22e"&gt;tools&lt;/span&gt;]]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;name&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;web_fetch&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;enabled&lt;/span&gt; = &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Tools explicitly denied to this agent&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[[&lt;span style="color:#a6e22e"&gt;tools&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;deny&lt;/span&gt;]]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;name&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;shell&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;reason&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;Research agent should not execute shell commands&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# System prompt&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[&lt;span style="color:#a6e22e"&gt;system&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;prompt&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;You are a Research Agent. Your role is to:
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;1. Search for and gather information from credible sources
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;2. Synthesize findings into structured reports
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;3. Cite sources and provide references
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;4. Avoid speculation - stick to verified information
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Memory configuration&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[&lt;span style="color:#a6e22e"&gt;memory&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;backend&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;shared&amp;#34;&lt;/span&gt; &lt;span style="color:#75715e"&gt;# &amp;#34;shared&amp;#34; | &amp;#34;isolated&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;category&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;research&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Reporting configuration&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[&lt;span style="color:#a6e22e"&gt;reporting&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;mode&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;ipc&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;format&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;json&amp;#34;&lt;/span&gt; &lt;span style="color:#75715e"&gt;# &amp;#34;json&amp;#34; | &amp;#34;markdown&amp;#34; | &amp;#34;both&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;timeout_seconds&lt;/span&gt; = &lt;span style="color:#ae81ff"&gt;300&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Retry configuration&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[&lt;span style="color:#a6e22e"&gt;retry&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;max_attempts&lt;/span&gt; = &lt;span style="color:#ae81ff"&gt;3&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;backoff_ms&lt;/span&gt; = &lt;span style="color:#ae81ff"&gt;1000&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="2-agent-registry"&gt;2. Agent Registry
&lt;/h2&gt;&lt;p&gt;The AgentRegistry discovers and manages agent definitions:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-rust" data-lang="rust"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;struct&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;AgentRegistry&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; agents_dir: &lt;span style="color:#a6e22e"&gt;PathBuf&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; agents: &lt;span style="color:#a6e22e"&gt;HashMap&lt;/span&gt;&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;String, AgentDefinition&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; security: &lt;span style="color:#a6e22e"&gt;Arc&lt;/span&gt;&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;SecurityPolicy&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;impl&lt;/span&gt; AgentRegistry {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;fn&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;new&lt;/span&gt;(agents_dir: &lt;span style="color:#a6e22e"&gt;PathBuf&lt;/span&gt;, security: &lt;span style="color:#a6e22e"&gt;Arc&lt;/span&gt;&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;SecurityPolicy&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;) -&amp;gt; Result&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;Self&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;fn&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;discover&lt;/span&gt;(&lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;mut&lt;/span&gt; self) -&amp;gt; Result&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;()&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;fn&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;get&lt;/span&gt;(&lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;self, id: &lt;span style="color:#66d9ef"&gt;&amp;amp;&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;str&lt;/span&gt;) -&amp;gt; Option&lt;span style="color:#f92672"&gt;&amp;lt;&amp;amp;&lt;/span&gt;AgentDefinition&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;fn&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;list&lt;/span&gt;(&lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;self) -&amp;gt; Vec&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;String&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="3-inter-process-communication-ipc"&gt;3. Inter-Process Communication (IPC)
&lt;/h2&gt;&lt;h3 id="task-message-main--agent"&gt;Task Message (Main → Agent)
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-rust" data-lang="rust"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;struct&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;AgentTask&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; task_id: String,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; from_agent: String,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; to_agent: String,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; prompt: String,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; context: &lt;span style="color:#a6e22e"&gt;HashMap&lt;/span&gt;&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;String, serde_json::Value&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; input: Option&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;serde_json::Value&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; timestamp: &lt;span style="color:#a6e22e"&gt;chrono&lt;/span&gt;::DateTime&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;chrono::Utc&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; deadline: Option&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;chrono::DateTime&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;chrono::Utc&lt;span style="color:#f92672"&gt;&amp;gt;&amp;gt;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="result-message-agent--main"&gt;Result Message (Agent → Main)
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-rust" data-lang="rust"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;struct&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;AgentResult&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; task_id: String,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; agent_id: String,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; status: &lt;span style="color:#a6e22e"&gt;AgentStatus&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; data: Option&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;serde_json::Value&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; output: String,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; error: Option&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;String&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; metrics: &lt;span style="color:#a6e22e"&gt;AgentMetrics&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; artifacts: Vec&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;Artifact&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;pub&lt;/span&gt; timestamp: &lt;span style="color:#a6e22e"&gt;chrono&lt;/span&gt;::DateTime&lt;span style="color:#f92672"&gt;&amp;lt;&lt;/span&gt;chrono::Utc&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="4-security-considerations"&gt;4. Security Considerations
&lt;/h2&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Execution Mode&lt;/th&gt;
					&lt;th&gt;Isolation&lt;/th&gt;
					&lt;th&gt;Use Case&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;Subprocess&lt;/td&gt;
					&lt;td&gt;Process-level&lt;/td&gt;
					&lt;td&gt;Trusted agents&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Docker&lt;/td&gt;
					&lt;td&gt;Container&lt;/td&gt;
					&lt;td&gt;Untrusted, file operations&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Wasm&lt;/td&gt;
					&lt;td&gt;Memory-only&lt;/td&gt;
					&lt;td&gt;High security needs&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;hr&gt;
&lt;h2 id="5-cli-commands"&gt;5. CLI Commands
&lt;/h2&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# List available agents&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;zeroclaw agent list
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Show agent details&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;zeroclaw agent show &amp;lt;agent_id&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Run an agent directly (for testing)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;zeroclaw agent run --agent-id researcher --prompt &lt;span style="color:#e6db74"&gt;&amp;#34;Research X&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Create a new agent from template&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;zeroclaw agent create --id my-agent --name &lt;span style="color:#e6db74"&gt;&amp;#34;My Agent&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Validate agent definition&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;zeroclaw agent validate &amp;lt;agent_id&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="6-success-criteria"&gt;6. Success Criteria
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; Agent definition files validated on load&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; Subprocess agents spawn and complete tasks&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; IPC protocol supports tasks &amp;gt;1GB data&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; Main agent can invoke worker agents via tool&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; Failed agents don&amp;rsquo;t crash main agent&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; Security policy enforced per-agent&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; CLI commands for agent management&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;p&gt;&lt;strong&gt;Korean Version:&lt;/strong&gt; &lt;a class="link" href="https://blog.agentthread.dev/ko/post/2026-02-27-001-file-based-multi-agent-architecture-design/" &gt;한국어 버전&lt;/a&gt;&lt;/p&gt;</description></item></channel></rss>