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James Anderson

Software developer passionate about building modern web and SaaS applications. I enjoy working with .NET, exploring AI tools, and turning ideas into practical products.

Location Dublin, Ireland Joined Joined on 

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Building With AI When You Don't Know Architecture: A Survival Guide

Shifts the builder's role from typist to architect

Building With AI When You Don't Know Architecture: A Survival Guide

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Picked as gem Comments 73
7 min read
Are AI Tools Actually Making Us Productive — or Just Giving Us Something New to Play With?

The courier problem of manual tab-hopping

Are AI Tools Actually Making Us Productive — or Just Giving Us Something New to Play With?

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Comments 34
8 min read
The Retrieval Checklist I Wish I'd Had Before Shipping RAG

Shows why 73% of RAG failures happen upstream

The Retrieval Checklist I Wish I'd Had Before Shipping RAG

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11 min read
7 Signs You're Over-Engineering Your AI App (and How to Stop)

Readers confess painful over-engineering realities

7 Signs You're Over-Engineering Your AI App (and How to Stop)

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8 min read
Inside the Tokenizer: Why the Same Prompt Costs Different Amounts on Every Model

Inside the Tokenizer: Why the Same Prompt Costs Different Amounts on Every Model

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8 min read
How to Add AI to an Existing App Without Breaking It

How to Add AI to an Existing App Without Breaking It

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Comments 1
7 min read

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The Next.js Security Checklist for AI-Generated Code

The Next.js Security Checklist for AI-Generated Code

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10 min read
AI Is Getting Dramatically More Capable, Fast. Where Is This Heading?

AI Is Getting Dramatically More Capable, Fast. Where Is This Heading?

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7 min read
Agents That Act Need Brakes, Not Just Brains

Demos earn misplaced trust before safeguards exist

Agents That Act Need Brakes, Not Just Brains

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7 min read
9 Ways Your AI Agent Silently Fails (and How to Catch Each)

Tackling stealthy gray failures

9 Ways Your AI Agent Silently Fails (and How to Catch Each)

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8 min read
Prompt Fluency Is the New Literacy — and Most Devs Are Winging It

Prompt Fluency Is the New Literacy — and Most Devs Are Winging It

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7 min read
How a 6B-Active Model Beats 17B-Active Ones: What Qwen3.8-Flash-Next Actually Changed

How a 6B-Active Model Beats 17B-Active Ones: What Qwen3.8-Flash-Next Actually Changed

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8 min read
Why LLMs Are Bad at Math, Explained Simply

Why LLMs Are Bad at Math, Explained Simply

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9 min read
Why LLMs Hallucinate, Explained Simply — and How to Actually Stop It

Why LLMs Hallucinate, Explained Simply — and How to Actually Stop It

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10 min read
Prompt Caching, Explained: How to Cut Your LLM Bill by 70-90% (With Real Math)

Prompt Caching, Explained: How to Cut Your LLM Bill by 70-90% (With Real Math)

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Comments 1
6 min read
A Claude Code skill fixed my app's UI — here's what broke and how to use it yourself

A Claude Code skill fixed my app's UI — here's what broke and how to use it yourself

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3 min read
How PDF & Document Parsers Actually Work Under the Hood

How PDF & Document Parsers Actually Work Under the Hood

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6 min read
How I Stopped Burning Out as a Developer

How I Stopped Burning Out as a Developer

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4 min read
How AI Is Reshaping Software Development (and Where It's Heading)

How AI Is Reshaping Software Development (and Where It's Heading)

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4 min read
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