Thanks to MEGA for sponsoring this video\. TechHut viewers get the Pro 2 plan at the Pro 1 price, 10TB for around $10/month Building a proper 3-2-1 backup for my entire homelab, the right way, for the first time\. In part one we build the backup machine from scratch, set up Proxmox Backup Server, get the home lab backing up locally, and push an offsite copy to the cloud with S3 compatible storage\. By the end you'll have a real working backup system, no matter if you run Proxmox VE, Unraid, ... Read more ›
There's a moment in almost every RAG project where someone asks the question that decides your next two years of ops work: "Do we actually need a vector database, or can Postgres just do this?" It's a better question than it sounds, because the honest answer isn't "use Pinecone" or "use Postgres." It's "it depends on numbers you probably haven't measured yet": how many vectors, how aggressively you filter, how much you care about the absolute ceiling of queries per second. Most teams pick bas... Read more ›
From entities and value objects all the way to Sagas, CQRS, and Event Sourcing, explained with a single running example. Read more ›
A study of the generative design system for the Bengal Classical Music Festival by Shafiq Alam, translating ragas into fragmented three-dimensional arts. The core of the composition relies on a three-... Read more ›
-=-=-=-=-=-=-=-=- Chiang Rai, Thailand Two construction workers died and seven others were injured after scaffolding collapsed inside the Doi Luang railway tunnel on the evening of Saturday, June 20th, 2026, during ongoing work on the State Railway of Thailand’s (SRT) Den Chai-Chiang Rai-Chiang Khong line. The incident occurred around 4:30–6:00 p.m. (local time) in the 3.4-kilometer-long […] -=-=-=-=--=-=-=-=-=-=-=-=-==-=- Read more ›
...rapid digital transformation of consumer‑facing businesses as the paramount driver for market expansion. Global e‑commerce sales surpassed US$ 5 trillion in 2023 and are projected to exceed US$ 7 trillion by 2030, creating an unprecedented volume of... Read more ›
Data editing with generative methods typically requires differentiable objectives and gradient-based search. However, these assumptions break down in flow-based settings, where edits are performed through forward and backward integration and often involve non-differentiable or black-box objectives. We introduce residual-space evolutionary optimization, a model-agnostic framework that addresses this gap by combining flow-based generative editing ... Read more ›
When I first heard about vector databases, I assumed they were just another database trend. Then I realized that many modern AI… Read more ›
I'm a Norwegian calligrapher, typographer, book designer, and freelance type designer with 36 years of professional experience. For 30 years I taught typography and related subjects to graphic design students. My work sits at the intersection of calligraphy and type design, with a particular interest in how historical letterforms inform the typefaces we use today. More about my work: Read more ›
Understanding where Event Sourcing ends and Event-Driven Architecture begins. Read more ›
Piaget dropped the final chapter in its Extraleganza high jewelry trilogy with a vibrantly hued collection inspired by its timepieces. Read more ›
Zilliz has produced a Milvus Vector Lakebase FAQ to help position its vector database and vector lak ... Read more ›
How I combined collaborative filtering and content-based filtering to recommend movies with 63% precision — a step-by-step walkthrough Read more ›
A typography savant on staff had spent a month designing link underlines (literally just lines) that were more visually pleasing than Chrome or Safari’s defaults. On Tuesdays, engineers stayed late at the office, fixing design imperfections over dinner. One of them began a 2,500-word post about Medium’s CSS code with a quote attributed to Lil Wayne: “I … Continue reading Best Trash → Read more ›
Dairy Farmers of America has announced the closure of its milk processing plant and creamery in St. Albans, Vermont Read more ›
Discover the 5 DNS servers every home lab should know about, including Technitium DNS, Unbound, BIND9, Pi-hole, and CoreDNS. Learn the strengths, weaknesses, and high availability options for each. Read more ›
Sampling from high-dimensional, non-log-concave distributions with unnormalized densities is a fundamental challenge in machine learning, particularly when the exact gradient of the potential is unavailable and must be approximated via stochastic gradients that exhibit high variance under a fixed budget of gradient computations per iteration. Although variance reduction techniques such as SGD with momentum, STORM, and PAGE have demonstrated impr... Read more ›
The State Railway of Thailand has ordered a temporary halt to construction of a new tunnel on the northern line pending an investigation into a scaffolding collapse that killed two workers. Read more ›