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Every SaaS is adding AI features in 2026. Most teams burn the first two weeks on the same five pieces of plumbing — none of which are the actual product. Here's each one, with working TypeScript for Next.js 15. Users won't stare at a spinner for 20 seconds. Stream tokens as they generate with server
For weeks my content pipeline did exactly what I built it to do. It pulled from a pile of sources, drafted clean articles, rendered the covers, handled the publish. The machinery worked. And the output was wrong. Not broken-wrong. Polished, on-topic, technically fine, and still the wrong thing to ha
I built a red-team scanner for MCP servers. Then I pointed it at the real ones. The Model Context Protocol lets an AI agent connect to external tools: a filesystem, GitHub, Slack, a database. Each server an agent connects to advertises a list of tools, and here is the part most people miss: that too
Up front: this is a personal/research tool for downloading from public Instagram profiles. Use it responsibly and within Instagram's Terms of Service and your local laws. This post is about the engineering — specifically, what it takes to make browser automation behave less like a bot — not about ev
Hi everyone, My name is Usman Ali, and I'm a Full Stack Website Developer with over 15 years of experience building custom websites, eCommerce stores, plugins, and web applications. Throughout my journey, I've worked on a wide range of projects, including: ✅ Custom Websites Development Currently, I'
We ran four security platforms on the same 100 repositories. Here is the raw data on detection rates, false positive rates, and developer time. The Debuggix team conducted a technical comparison across 100 public GitHub repositories. We ran four security platforms on the same codebases: Snyk, Semgre
I Tested 50 AI Tools in May. Here Are the 7 I Actually Kept. By day 18 of May I had 34 browser tabs open, six half-finished integrations, and a $600 API bill I could not fully explain. I had set a simple rule at the start of the month: spin up every AI tool that crossed my feed, run it on a real wor
What I built A small business owner needed an automated customer support system that works 24/7, answering questions based only on their internal policies – no hallucinations, no outside internet knowledge. They also wanted multilingual support (English, French, Spanish) and a natural AI voice intro
A short essay on why the developer community should invest as much effort as possible into LLMs that are free from corporations and states. ML researchers and hardware engineers both need to contribute here. The latter may even be more important, because whether users can run advanced LLMs on person
Clear Code Intelligence scanned a public Netflix repository: Netflix/atlas. This is not a dunk on Netflix. It is a public-code methodology test. After scanning Google zx and Microsoft agent-framework, we wanted a different kind of repository. Netflix Atlas is an observability and telemetry project w
The first message ever sent across the network that became the internet was not "Hello, world." It was not a grand declaration. It was two letters, transmitted by accident, before the system fell over: LO. That two-letter packet is the ancestor of every connected device, every IoT sensor, and every
The acquisition follows leadership changes and layoffs at Messari and adds one of crypto's largest data and analytics platforms to Blockworks' growing research business.
A major bug in Oracle's ERP software disproportionately affected American universities, and hackers have capitalized by stealing gobs of data.
Attackers took over more than 400 packages in the Arch User Repository (AUR) this week and rewrote their build scripts to install a credential stealer on any machine that built them. The malware is a Rust binary built to harvest developer secrets. When it lands with root, it can also load an eBPF ro
Bitcoin Magazine Standard Chartered Calls Crypto Bottom as Bitcoin Price Recovers From $59,000 Low Standard Chartered says crypto's cycle low is likely in, arguing that Bitcoin's drop to roughly $59,000 marked the bottom and that easing IPO-related selling pressure, improving macro conditions, and r
New Mexico is the next state in the CFTC's crosshairs as the fight continues over regulatory jurisdiction over sports betting.
President Trump’s upcoming UFC fight will provide several crypto firms with an unprecedented opportunity for corporate branding.
China has launched its first dedicated photonic computing laboratory in Shanghai, signalling that Beijing sees light-based chips as a strategic route around Washington’s tightening grip on conventional semiconductor exports. The Shanghai Key Laboratory of Integrated Photonic Computing Chips and Syst
Cloud Architect Nodir Safarov, who leads migration and infrastructure automation for thousands of global clients at SOTI Inc., identifies the architectural failures behind the most common cloud security gaps and the design principles that prevent them. Enterprise cloud adoption has accelerated faste
Bangalore-based Avataar AI has launched Varya, one of India’s first homegrown video AI models. It generates video at roughly $0.005 per second, or 0.48 rupees. Founder Sravanth Aluru, a former Deutsche Bank investment banker and Microsoft and IIT Mumbai alum, says that is 27 times cheaper than compa
