innovation

Abstract Sequence concatenation approach KontextBench, comprehensive benchmark with 1026 image-prompt pairs → validate effectiveness Introduction Local editing LaMa, Latent diffusion inpainting Repaint Stable diffusion inpatinting Generative editing Extraction of a visual concept IP-adapter Adversarial diffusion distillation Evaluations & applications Kontextbench, novel benchmark featuring real-world image editing challenges Existing benchmarks GEdit-bench IntelligentBench DrawBench Crowd sourced real-world…

From Hours to Seconds: Building the Ultimate Monorepo CLI Have you ever spent an entire afternoon trying to set up a monorepo with Turborepo, only to get stuck on package.json configurations, Tailwind CSS sharing, or TypeScript path mappings? I did too. After the third time repeating this dance, I thought: “There has to be a…

Building search that actually understands what users mean beyond simple keyword matching is one of the toughest challenges for dev teams today. Semantic search, which “gets” intent and context, usually requires complex infrastructure, expensive GPUs, and tons of maintenance. That’s why I built Vecstore, an AI-powered search API that adds context-aware image and text search,…

The still rumored iPhone 17 Pro Max will almost certainly be one of the biggest and best phones of 2025, headlining the iPhone 17 line – which will also probably include the iPhone 17 itself, the iPhone 17 Pro, and a new iPhone 17 Air or iPhone 17 Slim model. That final phone may steal…

Looking for some new movies to watch in your local theater this Independence Day? Whether you’re celebrating the big US holiday or not, you’ve come to the right place to see what’s out in cinemas worldwide this weekend (July 4 to 6). Well, there’s only major flick that’s stomped its way onto the silver screen,…

The iPhone 16 line landed a while back now, so unsurprisingly there are numerous iPhone 17 leaks at this point – some of which emerged even before the launch of Apple’s latest phones. As such – even though we’re not expecting the iPhone 17 and its siblings to launch before September 2025 – we already…

Originally published at https://somprasongd.work/blog/go/distributed-logging-1 เคยไหม? เปิด log ไฟล์มาแล้วต้องกวาดตาดู Stack Trace วนเป็นชั่วโมง กว่าจะเจอว่า Error อันนี้มาจาก Request ไหน แล้วถ้าเจอ Request หนึ่งกระจายยิงหลาย Service ยิ่งวุ่นเข้าไปใหญ่ นี่คือที่มาของ Request ID หรือบางคนเรียกว่า Correlation ID — ตัวช่วยเล็ก ๆ ที่ทำให้ Distributed Logging เป็นเรื่องง่ายขึ้น บทความนี้จะพาไปดูวิธีทำ End-to-End Correlated Logging ตั้งแต่ Proxy ชั้นนอก (NGINX) จนถึง Backend (Go Fiber) และวิธีส่งต่อ ID นี้ไปทั้ง Layer: Handler → Service → Repository…

🔍 Introduction In the 21st century, we are more technologically advanced than ever before. Yet, despite medical breakthroughs and increased awareness, the world is witnessing a troubling surge in diseases, mental health issues, and unexplained illnesses. Alongside this health crisis is the growing realization that some industries, including pharmaceuticals, food, and personal care, may be…

As the field of AI continues to evolve, one concept is quietly reshaping the future of work: Agentic AI. More than just an advanced automation tool, Agentic AI refers to systems that can act independently, make decisions, and pursue goals almost like digital collaborators. And with this shift comes a wave of new career opportunities…

CompressionX promises better compression and greener storage, but locks core features behind a monthly fee Claims of smart algorithms and 65% compression remain unverified and need independent testing The software mimics top file managers but adds a price tag where others are free A British startup says it has achieved a breakthrough in data compression…