The operator journal
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Build logs, practical frameworks, and clear thinking on AI and ecommerce. Start with the job in front of you.
More from the journal
Need the basics? Start at 101 →Vibe Coding for Business: How I Build Custom Operator Tools in Hours, Not Months
Vibe coding for business lets operators build custom tools by describing what they want to an AI agent. Here's the workflow I use and what I've shipped.
Read more →AI for Solo Founders: How to Run a Lean Business Without Hiring Your Way to Profitability
AI for solo founders isn't about replacing people. It's about never needing them in the first place. Here's the operational playbook I use across four ventures.
Read more →Amazon Hear the Highlights Optimization: The Listing Creative Playbook for AI Audio Summaries
Amazon's AI now reads your listing aloud to millions of shoppers. Here's how to optimize your images, A+ content, and creative for Hear the Highlights and Join the Chat.
Read more →Amazon Small Kitchen Appliance Hero Image Playbook: Air Fryers, Blenders, and Coffee Makers That Win the Grid
How to build hero images for Amazon small kitchen appliances — air fryers, blenders, coffee makers. Capacity signals, counter-scale truth, and control legibility.
Read more →How to Optimize Your Amazon Listing for AI Search: Getting Recommended by ChatGPT, Perplexity, and Google AI
50M+ shoppers ask ChatGPT for product recommendations daily. Here's how to optimize your Amazon listing so external AI shopping assistants actually recommend you.
Read more →Claude Sonnet 5 Just Made Your Amazon Agency's Retainer Legible to Your Clients
Sonnet 5 dropped near-Opus quality to $2/$10 on June 30. The real story isn't your margin — it's that your clients can now see the cost base fell, and they're already repricing.
Read more →Context Engineering: The Operator's Guide to Making AI Actually Compound
Context engineering is the skill that separates operators who get compounding returns from AI from those who start from scratch every session. Here's how to build it.
Read more →How to Build an AI Agent Stack That Actually Runs Your Business
An AI agent stack connects your automations, memory, and context into one system that compounds. Here's the exact architecture I run across 4 ventures and 30+ automations.
Read more →Amazon Listing Optimization for DTC Brands: How to Translate Your Creative for the Marketplace
DTC brands that copy Shopify creative to Amazon lose 40-60% of potential conversions. The visual translation playbook from 14,000+ hero image optimizations.
Read more →I Built a Client's Inventory Brain in a Weekend With Claude Code: A Build Log
A build log of a multi-source Amazon inventory and demand portal — SP-API, AWD, 3PL, and Shopify unified in Postgres with Claude Code. The stack, the crosswalk that broke it, and what an operator can copy.
Read more →How to Build an AI Second Brain That Actually Runs Your Business (Not Another Notes Graveyard)
An AI second brain captures, organizes, and retrieves everything you know so your agents produce expert output. Here's the system I built and how operators can copy it.
Read more →The Amazon Furniture Hero Image Playbook: Scale, Assembly, and the Room-Context Problem
Furniture sells on Amazon the way it sells nowhere else — no showroom, no touch, no salesperson. Here's the 5-layer hero image stack that actually converts.
Read more →10 Amazon Listing Best Practices That Are Actually Killing Your Sales (And What to Do Instead)
Most Amazon listing advice is recycled and outdated. After optimizing 14,000+ hero images, here are 10 'best practices' I've watched destroy conversion rates.
Read more →Your Amazon Reports Now Blend Two Different Shoppers — And Won't Tell You
Alexa for Shopping mediates ~15-20% of mobile queries, but Seller Central still reports it as undifferentiated sessions. Your blended CVR is lying.
Read more →Amazon Product Image SEO: How Your Images Rank Your Listing (Not Just Convert It)
Your Amazon images don't just convert — they rank. The practitioner playbook for image SEO signals, alt text keywords, engagement metrics, and the creative decisions that move organic visibility.
Read more →Context Engineering: The Skill That Separates Operators Who Get Results From AI From Those Who Get Slop
Context engineering is how you structure the information AI agents receive so they produce expert-level output. Here's the practical system I use across Claude Code, Codex, and every automation I run.
Read more →The AI Frontier Just Became a Spectator Sport. Stop Watching.
This week the best AI models got gated, pulled, and delayed — all at once. For Amazon operators, the FOMO is the trap. Here's what a rationed frontier really means.
Read more →Amazon Sponsored Prompts: The Listing Creative Playbook for AI-Powered Ads That Actually Convert
Your Amazon Sponsored Prompts are live and billable. Here's how to optimize your listing creative so the AI generates prompts that convert — not generic filler.
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