*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 Artificial intelligence is usually associated with prediction. Give a model enough data, identify patterns, and generate an estimate of what might happen next. But prediction is only on...
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: "The Physics of Socratic Prompting: Somatic Recoil, Chess Alpha-Beta, & The NLP Meta-Model" description: Why scalar RLHF fails at credit assignment, why barking direct code fixes turns you into an exhausted human compiler, and how Socratic questioning plus topological scars prune doomed s...
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...
Read articleEvery RAG tutorial pulls the same move. It walks you through embeddings, chunking, retrieval, and then right at the moment of truth it says "now pick a vector database" and just... moves on. Like that's a coffee-order decision. Like you're choosing a font. It's not. The database you pick decides ho...
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