Index
Notes
Three working arguments about AI, systems and commercial execution - each built on real project evidence, none of it thought-leadership.
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On systems
Most digital problems are systems problems
What presents as a website problem is almost always a technology-process-people problem wearing a website costume.
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On leverage
AI should create organizational leverage, not headcount theatre
220+ hours avoided and ~9.5 hours saved weekly are leverage, not headcount theatre - the scoreboard is organizational capacity, not jobs.
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On architecture
Complexity should be earned
More architecture is not better architecture - this site is plain HTML, internal BI beat rented SaaS, and MCP + OAuth had to earn their place.