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Sofia Bennett

I track AI model trends, workflow shifts, and emerging patterns that shape how teams build and research.

Location United Kingdom Joined Joined on 
What Changed When Our Document AI Pipeline Hit a Wall - And How We Restored Throughput

What Changed When Our Document AI Pipeline Hit a Wall - And How We Restored Throughput

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5 min read

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When the "Shiny Model" Breaks Production: A Reverse Guide to Costly AI Mistakes

When the "Shiny Model" Breaks Production: A Reverse Guide to Costly AI Mistakes

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5 min read
Why Deep Research Pipelines Break - An Under-the-Hood Look for Engineers

Why Deep Research Pipelines Break - An Under-the-Hood Look for Engineers

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5 min read
Image Cleanup vs Fast Upscale: Which Visual Tool to Pick (A Practical Decision Guide)

Image Cleanup vs Fast Upscale: Which Visual Tool to Pick (A Practical Decision Guide)

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5 min read
Why do modern image models fail to keep detail and consistency-and how do you fix it?

Why do modern image models fail to keep detail and consistency-and how do you fix it?

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5 min read
Why Model Choice Now Matters More Than Model Size

Why Model Choice Now Matters More Than Model Size

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5 min read
Why Your Content Machine Breaks After Launch (and the Expensive Mistakes Teams Keep Repeating)

Why Your Content Machine Breaks After Launch (and the Expensive Mistakes Teams Keep Repeating)

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5 min read
Why One Workflow Saved My Month of Content Chaos (and What I Broke First)

Why One Workflow Saved My Month of Content Chaos (and What I Broke First)

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6 min read
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