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Serious AI work starts with better inputs.
Guides, research, and tool verdicts for professionals who want AI that reflects how they think and work.
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Understand what structured context changes about professional AI.
Essay8 min read
The Multiplier, Not the Equaliser
Ben Horowitz says AI equalises opportunity. The economics of data, power, and capital suggest a harsher truth: AI multiplies existing advantage.
EssayApril 1, 2026
Why I Manage My AI's Memory
ChatGPT's memory knows your name. It doesn't know how you think. The Two-Layer Context Model explains why, and what to do about it.
EssayMarch 28, 2026
I Spent Days Trying to Master AI Image Generation. Here's What Actually Works.
A five-step AI image generation prompt engineering framework built through real editorial illustration work. ChatGPT vs Gemini, tested and compared.
GuideMarch 23, 2026
The Working Professional's Guide to Claude
From Chat to Code: you don't need to be technical to use the most capable AI tool on the market. How to start with Chat, graduate to Cowork, and decide whether Code is worth the leap.
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The Multiplier, Not the Equaliser
Ben Horowitz says AI equalises opportunity. The economics of data, power, and capital suggest a harsher truth: AI multiplies existing advantage.
Why I Manage My AI's Memory
ChatGPT's memory knows your name. It doesn't know how you think. The Two-Layer Context Model explains why, and what to do about it.
I Spent Days Trying to Master AI Image Generation. Here's What Actually Works.
A five-step AI image generation prompt engineering framework built through real editorial illustration work. ChatGPT vs Gemini, tested and compared.
The Working Professional's Guide to Claude
From Chat to Code: you don't need to be technical to use the most capable AI tool on the market. How to start with Chat, graduate to Cowork, and decide whether Code is worth the leap.
The Quiet Frontend Gap: Claude Code vs Codex for Web Development
Claude Code dominates backend and architecture. Codex wins routine frontend. A practitioner's analysis of where each excels.
Everyone Has AI. What Still Makes You Different?
AI is automating the task layer of knowledge work. What it can't replicate is your judgement, taste, and point of view. Here's why that matters.
Teaching an AI to Write Like You (Not Like Every Other AI)
Voice calibration is harder than it looks. Rules alone hit an 85% ceiling. The three-layer architecture that gets closer.
The Architecture of Teaching AI Your Job
AI that understands your job needs three layers of context: cognitive, professional, and operational.
Your AI Knows Your Name. It Doesn't Know How You Think.
AI memory features remember your preferences but not your professional reasoning. Why that gap matters.