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Claude Sub-Agents: Advanced Capabilities and Best Practices Summary

Core Architectural Patterns

Orchestrator-Worker Model
Represents the fundamental architecture for Claude sub-agent systems. This pattern employs a lead agent (typically Claude Opus 4) that coordinates multiple specialized sub-agents (commonly Claude Sonnet 4) operating in parallel. The lead agent functions as a strategic orchestrator, analyzing complex requests, decomposing them into manageable subtasks, and spawning specialized sub-agents to tackle components simultaneously. This architecture delivers substantial performance improvements over single-agent approaches on complex research tasks.

Independent Context Windows
Each sub-agent operates with its own isolated 200K token context window, preventing context pollution that plagues single-agent systems when handling multiple complex tasks. This separation allows true parallel processing—agents investigating different aspects of a problem don’t interfere with each other's

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Name: Johnathon Williams
Email: john@oddjar.com
Comments: help me please. gist, help me!

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INT. ANTARCTIC RESEARCH STATION - NIGHT

The station is in ruins, flames consume the once-thriving research facility. Snow and wind whip through the shattered remains. McReady and Childs, both battered and exhausted, find themselves face-to-face in the heart of the inferno.

McREADY
(weakly)
Hey, Childs... You ain't lookin' so good.

Childs just grunts, barely able to muster a response.

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(Setting: A ColdStone Creamery. Rust and Martin sit at a table, each with an ice cream cone in hand.)

Martin: (licking his ice cream cone) You know, Rust, sometimes it's nice to just enjoy the little things in life. Like a good ice cream cone.

Rust: (staring blankly) Temporary pleasures. That's all they are.

Martin: (sighs) Come on, man. Can't you just enjoy something without bringing the weight of the world down on it?

Rust: (takes a small bite of his ice cream, then continues) Kierkegaard believed that personal commitment was the key to finding meaning in life, but he was wrong. Commitment is just an illusion we use to distract ourselves from the fact that life is inherently meaningless.

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<?php
/*
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Description: Deletes images older than one year from the media library.
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Author: Your Name
*/

/* 
generated by ChatGPT

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<?php
/*
Plugin Name: Delete all comments
Description: A custom plugin for deleting all comments from a WordPress site.
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Author: Your Name
*/

/* 
ChatGPT prompt:

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<?php
/*
Plugin Name: My Great Plugin
Description: A custom plugin for WordPress.
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Author: Your Name
*/


/* 

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define('WP_DEBUG', false);
define('WP_DEBUG_LOG', false);
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@ini_set('display_errors', 0);

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add_filter( 'jetpack_just_in_time_msgs', '_return_false' );