Preface: Why AI isn’t new

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Prologue
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Acknowledgements

https://www.bbc.co.uk/teach/articles/zh77cqt

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Data: the grail we can actually find, even if not obvious.

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Project management; Minimum Viable Products

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Cloud: like a DC, just no cables or weird humming noise

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AI/ML: Raw data into gold—or at least a dashboard.

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Articles: like a blog post, but with more opinions.

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Tools and perhaps a Blueprint to adapt & apply

No dragons, no legends — just raw power hiding in plain sight.

Innovation without limits. Budgets without chaos. MVPs without excuses.

We took the server room, put it on another floor and called it innovation

We took pattern-matching, gave it a black box, and called it genius.

Soapbox wisdom from the school of 'I just reckon'

If at first you don't succeed, try a bigger hammer.

⚙️ More opinions than a Venetian gossip at the start of trading on market day

⚙️ Joinery or joins—the craft is the same: order from fragments.

⚙️ Ancient pedigree, Euclid drew squares, triangles and circles to understand stuff

⚙️ Renaissance Data Wrangler — maps • models • machines

⚙️ Renaissance mind, Torx-bit toolkit, torque spanner. Renaissance thinking doesn’t just collect tools—it knows which bit to pick, when the torque is right, and when to stop tightening.
The Vitruvian Wrench: precision is not force, it’s proportion. Tight enough to hold, loose enough to last.

© 2026 Iain Toolin. All rights reserved.
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