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Engineering Notes

Thoughts on AI architecture, scalable systems, and the future of software engineering.

Single solopreneur figure at a central desk with five coloured pathways radiating outward to business function icons — representing one person running a complete operation

Claude AI for Solopreneurs: Run a Business Like a 10-Person Team

May 28, 2026•14 min read

$86/month total stack. 4-5 hours of human time per week. 10 business functions handled by Claude. This is what a one-person business looks like when systems replace headcount.

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Lo-fi editorial illustration of two city buildings at night — left building using AI as a surface tool, right building with AI in its structural foundations — a figure standing at the gap between them deciding which to enter

The Difference Between Businesses Using AI and Businesses Built on AI

May 23, 2026•13 min read

78% use AI. Only 34% are built on it. Deloitte, Nvidia, and McKinsey all point to the same divide. Here's the operational test that tells you which side of it your business is on.

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a professional using a five-component Claude prompt formula on laptop with colour-coded sections — Role, Task, Context, Format, Constraints — and discarded vague prompts in the bin

The Claude AI Prompt Formula That Produces Usable Output Every Time

May 21, 2026•13 min read

The best Claude prompt structure uses five components: Role, Task, Context, Format, and Constraints. Wrapping these in XML tags activates Claude's pattern recognition for more organised outputs.

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Lo-fi editorial illustration of a late-night business Skill Library with department-labelled shelves of glowing Claude Skills activating as a professional types a slash command on their laptop

How to Build a Claude Skill Library for Your Entire Business

May 19, 2026•14 min read

Your team re-explains the same context to Claude everytime. A Skill Library ends that permanently. Here's the department wise map to build one from first Skill to a 30-Skill business operating system.

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Dark cinematic boardroom with enterprise leaders evaluating nine reasons to choose Claude for mission-critical AI workflows projected on wall screen

The 9 Reasons Enterprise Leaders Choose Claude for Mission-Critical Workflows

May 18, 2026•14 min read

70% of Fortune 100. 500+ companies at $1M+/year. AIG, Palo Alto Networks, Novo Nordisk all chose Claude. Here are the 9 reasons enterprise leaders make that call for their most critical workflows.

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Split cinematic workspace showing Claude Code developer working locally on the left and Codex cloud agent running autonomously on the right — two philosophies of AI-assisted coding in 2026

Claude Code vs OpenAI Codex: The Honest 2026 Engineering Comparison

May 17, 2026•13 min read

65% prefer Codex. 67% rate Claude Code cleaner in blind reviews. Preference and quality are not the same verdict. Here's what that gap means for your engineering team's tool choice in 2026.

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