Skills
.Work. You
Rest

personalization-subagent-pattern

Community

Scale lead personalization with approval loops.

Marketing & Sales#personalization#claude-code#parallel-processing#task-tool#campaign-automation#approval-loop#lead-sourcing
Authorgrowthenginenowoslawski
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Reusable approval-loop pattern for fanning out lead personalization across parallel Claude Code Task sub-agents. Shows the user 1 sample personalization, collects feedback, runs 10 more, approves, runs 10 more — stops when 2 consecutive rounds have zero edits, then scales to the full list. ALWAYS uses Claude Code Task tool sub-agents — never an external Anthropic/OpenAI API key. Use when any skill needs per-lead custom variables (situation lines, value lines, CTAs).

Core Features & Use Cases

  • Parallel fan-out using Claude Code Task tool to run per-lead personalization tasks.
  • Incremental tuning loop with rounds for feedback, scaling from a sample to full batch.
  • Self-contained workflow that avoids external API keys and supports scaling across 50+ leads.

Quick Start

Run the pattern to orchestrate parallel lead personalization with an approval loop.

Dependency Matrix

Required Modules

None required

Components

references

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: personalization-subagent-pattern
Download link: https://github.com/growthenginenowoslawski/coldoutboundskills/archive/main.zip#personalization-subagent-pattern

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
View Source Repository

Agent Skills Search Helper

Install a tiny helper to your Agent, search and equip skill from 471,000+ vetted skills library on demand.