*This is a submission for the [Kaggle Benchmarking Challenge](https://dev.to/challenges/kaggle-2026-09-23)* ## Table of Contents - [One Eye, Zero Excuses](#one-eye-zero-excuses) - [What I Benchmarked](#what-i-benchmarked) - [Why Georgian?](#why-georgian) - [What I Built](#what-i-built) - [Th...
Read article*This is a submission for the [Kaggle Benchmarking Challenge](https://dev.to/challenges/kaggle-2026-09-23)* ## What I Benchmarked A published paper on Choba, a survey point (station) in Port Harcourt. In the paper, the curve type is printed as A-type. The layer values in the same paper say KHA. I...
Read article*This is a submission for the [Kaggle Benchmarking Challenge](https://dev.to/challenges/kaggle-2026-09-23)* Those who read my articles know that a lot of them are actually benchmarks of something. Mostly .NET related, but still, someone could say that this challenge should be pretty close to what I...
Read article--- title: "I Gave 15 AI Models Proof Their Hacking Target Was a Real Company. 73% of the Ones That Noticed Told No One." published: true tags: devchallenge, kagglechallenge, ai, machinelearning cover_image: https://dev-to-uploads.s3.us-east-2.amazonaws.com/uploads/articles/5q5lzuh7n040xmdaj5j1.png ...
Read article--- title: "Count It or Compute It: When a Tool Returns Rows, the Models That Count Them Right Spend the Tokens" published: true series: Kaggle description: "A Kaggle benchmark of the step agents rarely test: counting what a tool returns. Ten models, 68 questions, one tool that returns the count and...
Read article*This is a submission for the [Kaggle Benchmarking Challenge](https://dev.to/challenges/kaggle-2026-09-23)* ## What I Benchmarked A while back I spent time manually poking at Gemini, ChatGPT, and Claude with the same trick: ask a multi-step question, then feed the model a plausible-looking mid-rea...
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