A few weeks ago, I was looking at a page whose traffic had suddenly dropped.
The analytics told me exactly what happened:
**Traffic was down.**
But then I had the question that analytics couldn't answer:
**Why?**
Did the page lose its Google ranking?
Did a competitor move above me?
Did Google c...
---
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
...
We are excited to announce the winners of our [DEV Weekend Challenge: Generosity Edition](https://dev.to/devteam/join-our-dev-weekend-challenge-generosity-edition-1000-in-prizes-across-five-winners-20en)!
We asked you to build something in the spirit of generosity and left the interpretation wide o...
---
title: "Which AWS limit is actually current? An agent that proves it, 32 vs 5 vs 16"
published: true
tags: devchallenge, sanitychallenge, sanity, ai
cover_image:
canonical_url:
---
<!-- Title chosen via SEO + competitor research (2026-10-01): front-loads the real
searched phrase "which AWS ...
*This is a submission for the [Sanity Challenge, Path One: Ship an Agent That Queries Real Content](https://dev.to/challenges/sanity-2026-09-16)*
## What I Built
> **Entitled** (adj.): having a legal right to something.
India runs thousands of welfare schemes across central and state governments....
*This is a submission for the [Sanity Challenge, Path One: Ship an Agent That Queries Real Content](https://dev.to/challenges/sanity-2026-09-16)*
## What I Built
A resistivity reading of 2,950 Ω·m sounds like an answer. It is not. Resistivity measures how strongly the ground resists electric curre...
*This is a submission for the [Sanity Challenge, Path Two: Vibe-Code Something Strange](https://dev.to/challenges/sanity-2026-09-16)*
## What I Built
**Cellar** is a wine collection that remembers what you used to believe.
Most cellar apps answer one question: what do I have right now? Cellar ans...
*This is a submission for the [Sanity Challenge, Path Two: Vibe-Code Something Strange](https://dev.to/challenges/sanity-2026-09-16)*

## What I Built
<!-- Tell us about the app you prompted into...
---
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...
*This is a submission for the [Sanity Challenge, Path Two: Vibe-Code Something Strange](https://dev.to/challenges/sanity-2026-09-16).*

I started this hackathon building a dream journal.
A few da...