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Trained from scratch and designed for practical deployment, Mellum2 is built for routing, Q&A, sub-agents, and private AI use in software engineering systems. Today, we’re open-sourcing Mellum2, a 12B model engineered to solve the hardest parts of production AI: latency,…

Everyone has a creative spark in them. Some bring their ideas to life with digital tools, others capture the perfect moment with a camera or love to grab pen and paper to create little doodles or pieces of lettering. And…

TL;DR (Quick Answer) This is an honest engineering write-up of a MOGONET-style multi-omics consensus biomarker pipeline built as an internal R&D project at sysofti. The headline — on a small synthetic cohort (n=30), the graph network alone scores near-random in…

Every engineering team runs into the same annoying problem sooner or later. Monitoring tells you that something is broken, but it usually stops right there. You can see error rates. You can see latency spikes. You can see failed requests.…

I remember a deal I lost in 2018 — a $2M automation project in Guangzhou. I had the best product, the best price, and I lost it. Not because of the competition. Because I never figured out that the real…

Every SaaS billing integration starts the same way: you pick a provider, pull in their package, wire it up — and three months later when the business wants to add a second gateway (or swap to a Malaysian one like…

Articles 🔍 Bucket4j + Infinispan: A Deep Dive Into Implementation A code-level walkthrough of running Bucket4j rate limiting on top of embedded Infinispan. It traces how InfinispanProxyManager wraps a Bucket4j RemoteCommand into a SerializableFunction that runs as an AbstractBinaryTransaction on…

Hey, I’m Dikshant 👋

The GPT-4 Code Interpreter You Can Actually Own — And Run for Free If you’ve ever used ChatGPT’s Code Interpreter (now “Advanced Data Analysis”), you know the feeling: “This is incredible… but why can’t I run it locally? Why can’t…

If any of them look like this: {“userId”:42,”role”:”admin”,”email”:”user@example.com”,”plan”:”pro”} You have a problem. Anyone who can access that browser — a shared computer, a browser extension, a shoulder-surfer, an XSS payload — can read everything you stored. No hacking required. It’s…

Introducing Destawell Mobile-First Security Research | AI Red Teaming | Open-Source Tooling Who We Are I’m Niranj R. Mahaswar — Co-Founder & Lead Security Researcher at Destawell, alongside Shifana (Miyano) who leads brand strategy and community. Destawell is a cybersecurity…

Enterprise AI governance keeps getting framed as a policy problem. Write acceptable-use rules. Turn on SSO. Add RBAC. Review risky PRs more carefully. That is all useful, but it still misses the one thing auditors, security teams, and incident responders…

Hiring a Shopify Plus developer is one of the most consequential decisions a growing e-commerce brand can make. The wrong hire – whether an agency, a freelancer, or an in-house developer – can cost you months of progress, significant budget,…

Six months ago I was manually refreshing my client’s website after every deployment, praying it stayed up. That’s when I decided to build WhistleBlower — a real-time uptime monitoring tool with alerts, status pages, and incident tracking. Here’s what I…

협박을 막으려다, 협박하는 법을 먼저 배운 AI가 있었다 앤트로픽이 클로드의 ‘나쁜 언어’를 통제하는 방식은, 우리가 생각하는 것보다 훨씬 오래되고 낯선 방법이었다 TL;DR: 앤트로픽은 클로드가 사용자를 협박하는 행동을 막기 위해 AI가 먼저 협박적 언어의 문법을 정밀하게 학습하는 역설적 경로를 택했다. 이…

为什么使用代理总弹出“安全验证”？深度解析 Cloudflare 拦截机制与避坑指南 在互联网开发、跨国办公或日常浏览中，使用代理（如 VPN、机场、Socks5、OpenVPN/WireGuard 协议等）已经是不可或缺的技能。 然而，许多人在开启代理后，访问国外网站（如 Dev.to、GitHub、Medium 等）时，频繁遭遇如下提示： Performing security verification This website uses a security service to protect against malicious bots. This page is displayed while the website verifies you are not a bot. 甚至更让人崩溃的是，有时候点击了验证码，它依然不断刷新，陷入无限验证死循环。这并不是你的系统或浏览器损坏了，而是代理网络的特性触发了现代 Web 安全防御机制。本文将从技术原理深入拆解这一现象，并提供切实可行的优化方案。 一、…

A beginner’s honest breakdown of what makes Hermes Agent different — and when it actually matters. Why I Wrote This as a Beginner I came into the agentic AI space with no prior framework allegiance. No deeply nested LangGraph pipelines.…

Hibernate 7.4 introduced several improvements that simplify loading a page of data along with their associated child collection, historical data access, and audit logging. The article will focus on the following features: Limits and Fetch Joins: How Hibernate 7.4 improves…

Disclaimer: This article was created using AI-based writing and communication companions. With their help, the core topics of this rich and nuanced livestream were distilled into a compact blog post format. How do Rust IDEs understand code? That was the…

Today we’re rolling out the first bug-fix for TeamCity On-Premises 2026.1 servers. This update addresses over 20 issues and performance issues, including: Build agent alternate IP addresses ignored by TeamCity; Damaged Rake plugin; Failing uploads to S3 buckets; .NET builds…

Hey!  This month’s list is short, but every item is worth your time.  Apply for one of up to 40 JetBrains Foundation scholarships for the CSAI BSc program by June 9, try a new AI tools course for developers, discover a…