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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 3 OF 4
RETRIEVAL5 MIN READ

A good RAG system knows when it cannot answer

The practical anatomy of a document assistant that cites its sources, respects permissions and handles the question the documents cannot answer.

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AGENT SYSTEMS5 MIN READ

Before you give an AI agent a tool, draw this map

A readable blueprint for permissions, approval points and recovery in workflows where an AI system can take action.

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PRODUCT PRACTICE5 MIN READ

Your AI demo works. Is the product ready?

A launch checklist for teams building LLM features: representative tests, failure handling, latency, cost and human trust.

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SOFTWARE ENGINEERING5 MIN READ

Python or .NET for an AI application? Ask a better question

How to choose a stack around deployment, team skills, data and integration needs instead of treating languages as a contest.

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AI SECURITY5 MIN READ

The instruction hidden inside the document

What prompt injection looks like in a real assistant, why a stronger prompt is insufficient and how to contain the damage.

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PRODUCT STRATEGY5 MIN READ

The AI feature that should have been a form

A simple decision framework for knowing when to use conventional software, retrieval, generation or an agent.

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WEB PERFORMANCE5 MIN READ

The invisible work behind a website that feels fast

A practical guide to LCP, INP and layout stability, and why motion should help a visitor understand the page.

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