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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 
Why High-Volume AI Image Generation Breaks Typography (And How to Fix the Latency Trade-off)

Why High-Volume AI Image Generation Breaks Typography (And How to Fix the Latency Trade-off)

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7 min read

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What Happened When We Replaced Our Fragmented Tooling with a Unified AI Stack (Production Results)

What Happened When We Replaced Our Fragmented Tooling with a Unified AI Stack (Production Results)

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6 min read
Best AI Productivity Tools 2024: Writing, Data & Email Solutions

Best AI Productivity Tools 2024: Writing, Data & Email Solutions

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5 min read
Why I Deleted 4 Image Generation APIs from Production Last Week

Why I Deleted 4 Image Generation APIs from Production Last Week

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6 min read
When Models Stop Being Black Boxes: A Hands-on Dive into Modern AI

When Models Stop Being Black Boxes: A Hands-on Dive into Modern AI

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6 min read
When Models Stop Being Black Boxes: A Hands-on Dive into Modern AI

When Models Stop Being Black Boxes: A Hands-on Dive into Modern AI

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6 min read
When AI Refactors Break Naming Consistency: a Multi-file Gotcha

When AI Refactors Break Naming Consistency: a Multi-file Gotcha

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3 min read
When Generated Tests Pass but Don't Catch the Bug: Lessons from AI-Produced Unit Tests

When Generated Tests Pass but Don't Catch the Bug: Lessons from AI-Produced Unit Tests

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3 min read
When Generated Tests Pass but Don't Protect: a case study in AI-written unit tests

When Generated Tests Pass but Don't Protect: a case study in AI-written unit tests

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3 min read
When AI Renames Variables Incorrectly During Multi-file Refactors

When AI Renames Variables Incorrectly During Multi-file Refactors

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3 min read
When AI-Generated Tests Pass but Miss the Point: a Postmortem

When AI-Generated Tests Pass but Miss the Point: a Postmortem

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3 min read
When code suggestions suggest the past: deprecated Pandas APIs and silent drift

When code suggestions suggest the past: deprecated Pandas APIs and silent drift

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3 min read
When AI-Generated Tests Pass But Don't Protect: A case study in false assurance

When AI-Generated Tests Pass But Don't Protect: A case study in false assurance

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3 min read
When Generated Tests Pass but Don’t Protect: a Practical Look at AI-Produced Unit Tests

When Generated Tests Pass but Don’t Protect: a Practical Look at AI-Produced Unit Tests

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3 min read
When an AI Misreads a Stack Trace: Lessons from Debugging with Language Models

When an AI Misreads a Stack Trace: Lessons from Debugging with Language Models

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3 min read
When long chats quietly sabotage code: context drift and hidden errors

When long chats quietly sabotage code: context drift and hidden errors

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4 min read
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