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The Architectural Shift: From CSR to the App Router When moving from a Vite-based Single Page Application (SPA) to the Next.js App Router, the most significant mental hurdle isn't the file-system routing or the data fetching—it is the paradigm shift from "everything is a client component" to "Server
Product configuration forms have a deceptively simple interface: the user picks options, a preview updates, a price changes. In practice, the form state is a deeply nested object with 15 fields that have complex dependencies. The preview needs to stay in sync with the form in real time. The price ca
Originally published at htpbe.tech. The version on htpbe.tech stays in sync with the latest detection algorithm — refer to it for the canonical text. Bank statement fraud is the most common fraudulent document type in lending. Inscribe’s 2025 fraud report puts it at 59% of all fraudulent documents d
I love building with AI. But my credit card? Not so much. A few months ago, I was working on a customer support bot for a side project. It was supposed to answer FAQs, escalate complex issues, and generally make life easier. I hooked it up to GPT-4, wrote some decent prompts, and everything worked —
Most teams building with LLMs eventually hit the same wall. You have a handful of agents, each one reasonably capable at its specific task, but they cannot talk to each other. One agent handles data extraction, another does summarisation, a third manages scheduling, yet the only thing connecting the
I’ve been following the recent discussions here around deploying ML models in production environments—particularly the threads on MLOps and on-device inference. It got me thinking about a real-world domain where these challenges are especially complex: fleet management app development. Fleet apps ar
Two companies use the same image generation model. One needs 100,000 product images for an e-commerce catalogue. The other runs a design platform where users expect an image within seconds. Same model. Possibly the same GPUs. Completely different infrastructure. Why? Because one company needs the im
I've worked on two teams with opposite philosophies of how to demo to a client, and I still go back and forth on which one is right. One builds demos for impact. Everything is mocked: the screens are polished, the flow is choreographed, and the result that lands on screen is the best possible versio
Introduction: The Hidden Complexities of Python Distribution Distributing a Python application feels like crossing a finish line—until you realize the race has just begun. The moment your code leaves your development environment, it enters a chaotic world of user systems, each with its own quirks, d
How I went from "internship rejections" to building a live AI tool used by real developers I'm going to be honest with you. For months, I avoided deploying anything. Not because I didn't know how to build things — but because in my head, deployment was this terrifying final boss. Production errors.
PostgreSQL Error 22034: more than one sql json item PostgreSQL error code 22034 (more than one sql json item) occurs when a SQL/JSON function such as JSON_VALUE() or JSON_QUERY() encounters a JSON path expression that returns more than one item, while the function context expects exactly one. This e
The next humanoid robot might not have a head. It might not have legs. It might even sit on a wheeled base and fold down like a deck chair. But, as Genesis AI puts it, "humanoid robots don't need to look human." That explains the look of Eno, the new robot from the French startup backed by former Go
"Spider-Man: Brand New Day" is reportedly getting its second trailer later today, and we're bringing you the latest news and updates live.
I went hands-on with the Huawei Pura X Max in Shenzhen. As a blueprint for the rumored passport-style iPhone Fold, its lack of verticality has me worried.
The top deals in Amazon's early Prime Day mattress sales, hand-picked by sleep experts
New research suggests heavy ChatGPT and Claude users are getting an enormous discount on compute. The catch: the math doesn't work, and the first cracks are already showing.
Google recently released DiffusionGemma, and it's weird in the best way.
Jim Franke pulls away the cover page of a presentation on the wraparound desk in his office, revealing an illustration of an odd-looking aircraft with massive wings stretching out from a stubby fuselage. The uncrewed plane is soaring thousands of meters higher than commercial jets fly—so high you c
Most of Kenya’s power grid runs on renewables. But with 25% of communities lacking centralized electricity, the nation is looking to off-grid solar to hit its goal of delivering universal electricity access by 2030 without driving up emissions. The ever-improving economics of solar technology have
The public PoC code exploits a race condition in Microsoft Defender to spawn a command prompt with System privileges. The post Microsoft Working on Patch for ‘RoguePlanet’ Zero-Day appeared first on SecurityWeek.
