3 camps of AI operators (99% are stuck in these traps):
→ Camp 1: Traditional writers using AI for shortcuts (still doing 90% manually)
→ Camp 2: Prompt collectors with one-off tools (no context between projects)
→ Camp 3: Document dumpers uploading everything (AI chokes on…
5 ICP components that actually change AI output:
1. Current reality (not their job title)
2. Transformation they're chasing (before → after)
3. What they've already tried (and why it failed)
4. Their actual language patterns (not corporate speak)
5. Their emotional journey (how…
6 years ago: Writing for $12 per article, burnt out weekly
Today: Running content ops for AI startups, Substack bestseller
What changed?
I stopped seeing AI as a tool and started seeing it as an entire team.
I use it like a content department.
Every major LLM will have persistent memory.
Random chats don't work for real work.
Nobody wants to upload the same files every conversation.
Nobody wants to lose great outputs in chat history.
Professional AI use requires persistent context. It's not optional anymore.
"I have grown to accept that some shit stays fucked." - Hormozi on his $100M+ companies
I need to take this advice myself.
Not every problem needs solving. Not every imperfection needs fixing.
The entrepreneurs who scale fastest aren't perfectionists. They're…
Want a $100k business advisor that costs $0?
Here's how I built one with NotebookLM:
Fed Alex Hormozi's YouTube videos, launch materials, and transcripts into NotebookLM.
Now I have a permanent advisor that never forgets and always has citations.
The system gives me briefing…
Why persistent AI memory is actually worse than on-demand memory
Everyone thinks always-on memory is better. But here's what happens:
- Client A details show up in Client B conversations
- Deleted chats still haunt your new projects
- Personal info bleeds into professional work…
ChatGPT broke my #1 rule of memory systems:
Isolation.
Claude just schooled them on how it's done.
ChatGPT's fatal flaw: One memory pool for everything.
→ Your clients.
→ Your personal work.
→ Your deleted projects.
All swimming in the same pool.
I tested this for months.…
14 sections that convert course browsers into paying students:
Hero (pattern interrupt)
Problem Agitation (knowledge gap)
Paradigm Shift (reframing)
Authority Building
Discovery Story
Product Introduction
Methodology Deep Dive
Social Proof
Curriculum Breakdown
Ideal Customer…
How to stop sounding like every other ChatGPT user:
Build your Voice DNA first.
Capture these 5 elements:
- Core tone descriptors (5-6 words)
- Energy level (1-10 scale)
- Signature phrases you always use
- Words to avoid
- Your natural speech patterns
Pull this from your…
The 4 context assets that transform AI writing:
- ICP (Ideal Customer Profile) - who you're writing for
- Voice DNA - how you actually sound
- Product Libraries - what you sell (accurately)
- Thought Leadership POV - how you think
Mix and match these 4 based on what you're…
Most creators think competitor research means checking posting frequency.
Real content intelligence digs into psychological triggers, structural formulas, and conversion patterns.
Most content creators don't realize they're sitting on a ticking time bomb.
Without proper AI systems, content production spirals out of control. Fast.
The difference between thriving and drowning? Whether you built context engineering into your operations before it was too…
Building for today's LLMs? You're already behind. Smart operators are prepping for better LLMs and AI agents with JSON-based systems. Here's why this matters more than any prompt.
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