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JOURNAL / FIELD NOTES

Ideas worth
thinking through.

Practical guides to web development and AI. Learn how the tools work and when they can help.

ON BUILDING WITH INTENT
THE JOURNAL

Curiosity with
a purpose.

Clear answers, examples and diagrams to help you plan your next project.

23 STORIES · PAGE 1 OF 4
MANUFACTURING & AI8 MIN READ

Machine learning in manufacturing: a practical guide to profit

Where ML can reduce downtime, scrap and wasted energy—and the live metrics, data checks and financial baseline needed to prove its value.

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BUYING TECHNOLOGY5 MIN READ

AI software development services: a buyer's guide to a useful first release

What to ask for, what a proposal should include and how to judge an AI application before committing to a larger build.

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AI APPLICATION DESIGN5 MIN READ

Context engineering vs prompt engineering: what actually changes?

A better instruction helps. So does giving the model the right evidence, tools and memory—and keeping irrelevant context out.

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ENGINEERING CAREERS5 MIN READ

What is a forward deployed engineer—and what does the work involve?

The role combines software delivery with understanding a customer's real problem. Here is how it differs from a title built around demos.

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RESPONSIBLE DELIVERY5 MIN READ

An AI governance framework a small software team can actually use

A practical engineering framework for ownership, access, evaluation and change control—without turning governance into a forgotten document.

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BUSINESS SYSTEMS5 MIN READ

AI workflow automation: build one process you can trust

A practical enquiry-handling example shows where AI helps, where fixed rules belong and how to keep failure recoverable.

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LOCAL AI5 MIN READ

Ollama slow on CPU? Find the bottleneck before changing models

Separate model loading, prompt processing and generation. Then tune the part that is actually making your local assistant feel slow.

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