Brutalist House: A 3D Spatial Wall & Local AI Color Palette Inspector

·1 views

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend I built Brutalist House—a local AI-powered interior color palette generator and interactive 3D spatial room inspector. I built this for a friend who is an interior design enthusiast and architect. They love brutalist architectural aesthetics—unprocessed concrete bases, raw functional zoning, and high-visibility accent pops—but constantly struggled to visualize how a 4-color palette translates onto actual 3D walls in a room. Plain HEX swatches on a flat screen just don't tell you how a room will feel when light hit

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Multimodal AI Breaks at the Tokenizer, Not the Model

TL;DR — The gap between a multimodal demo and a production system isn't model capability — it's the token economics of turning video and audio into sequences the transformer can read. Naive frame sampling and fixed-window audio chunking quietly blow up cost, latency, and accuracy long before the language model does any reasoning. Treating modality ingestion as a retrieval problem, not a context-stuffing problem, is the fix most teams skip. Every multimodal demo follows the same script: drop in a short clip, ask a question about it, watch the model nail it. Then someone tries it on a forty-minu

0 comments Read more at DEV Community

ProgrammingDEV Community ·

OfferProof: an offline job-scam checker for my fresher friends

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend When I read "build for a friend", my first thought was that none of my friends had a problem I could fix in a weekend. Then I thought about what most of my batch is doing right now. We're all applying for our first jobs. And if you're a fresher looking for a job, you're exactly who fake job offers are aimed at. They look something like this.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Your Agent Said "Done". The Filesystem Disagrees.

"Task completed successfully." That's the most common lie in agent systems. Usually the agent isn't lying on purpose. It just reports what it intended to do, the logs repeat it, and nobody checks the filesystem. I built VASB (Verifiable Agent Systems Benchmark) to make that failure measurable. It grades what actually happened to the world, not what the agent said happened.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

How to know when a dependency changes your day

Watching every release is not monitoring. It is a second inbox with a package name on it. Open your package.json. Count the direct dependencies. Now multiply by roughly one release every few weeks, and you have the number of events per year that a tool watching your dependencies could send you.

0 comments Read more at DEV Community