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Notes

Notes from the build

Working notes on GoHighLevel and n8n from client builds. Patterns, edge cases, and the engineering decisions that don't fit in a snapshot.

·10 min read

Hiring an AI Automation Engineer? Here's How I Work

Hiring an AI automation engineer? Here's how I run a GoHighLevel or n8n build: the first call, written scope, access, testing, handoff docs and support.

AI AutomationGoHighLeveln8nHiring
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·8 min read

Automate Lead Generation With AI: 2 Real Builds

Salesforce found 81% of sales teams are experimenting with or have fully implemented AI. How I automate lead generation with AI, from two real builds.

Lead GenerationAI AutomationGoHighLevelMake
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·8 min read

Agent Experience (AX): Your Website Has a Second User Now

Agent Experience (AX) is the experience an AI agent has using your site. Google shipped an agentic score in May 2026, but it is not a search ranking factor.

Agent ExperienceAXGEOAI Search
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·9 min read

What Is Agentic Browsing in PageSpeed Insights?

Google added an Agentic Browsing score to PageSpeed Insights in May 2026. Here is what it checks, why it exists, and how to pass the llms.txt audit.

Agentic BrowsingPageSpeed Insightsllms.txtGEO
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·8 min read

Elon Musk's 5-Step Algorithm: Delete Before You Automate

Elon Musk's 5-step algorithm: question, delete, simplify, accelerate, automate. Why automating first burns money, and how I run it on GoHighLevel and n8n.

Process DesignAutomationAI Automation EngineeringClaude Skills
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·16 min read

Claude Code Skills for Marketing: 3 I Built and Use

Three open-source Claude Code skills I built for marketing: offer audit (Hormozi), influence audit (Cialdini), and blog assistant. I use them on my brand work.

Claude CodePluginsAuditOpen Source
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·11 min read

What Is an AI Automation Engineer?

An AI automation engineer connects AI to the workflows your business already runs. What I do, what it costs, when to hire one. GoHighLevel-focused.

AIAutomationGoHighLeveln8n
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·13 min read

I Killed My Webflow Service. Here's What Happened in 30 Days.

For years I hunted Webflow leads. The work kept thinning as AI commoditized site-builds. A month ago I switched to AI automation only. Four signed in three weeks.

AIAutomationGoHighLeveln8n
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·10 min read

n8n vs Make: Which One I Reach For First

I default to n8n. Here's the trade-off I run when picking between them, when Make is the right call, and the one question that beats every feature comparison.

n8nMakeComparisonGoHighLevel
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