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I was building an eval harness for a retrieval-augmented generation pipeline, and the first faithfulness check I wrote was quietly wrong. It looked reasonable. It ran on every example for free. It just measured the wrong thing, and I only saw it once I started feeding it edge cases on purpose. The w
Let's talk about Design Patterns. Design Patterns are special structures applied to code base. These unique structures are efficient and elegant as long as developers use them in the fields that they are good at. Common Design Patterns and their use cases are arranged as follows: Observer Pattern: T
Hey everyone! I’ve been lurking around the DEV community for a while reading some incredible insights, so I figured it’s finally time to step out of the shadows, introduce myself, and start contributing. I’m CYBE, a web developer, digital entrepreneur, and music producer. My day-to-day usually revol
🚀 LangGraph Multi-Agent Tutorial: Build AI Agent Workflows with Real Examples Most AI agent systems fail not because the model is weak — but because the architecture is wrong. When I started building AI workflows, I tried using a single AI agent for everything: planning It worked for simple tasks,
The post OKX Partnership With ICE Could Bring Tokenized NYSE Stocks To 120 Million Users appeared first on Coinpedia Fintech News Today, Intercontinental Exchange (ICE), the owner of the New York Stock Exchange, has entered an interesting strategic partnership with OKX crypto exchange that includes
Treating docs as a product When documentation lives as an afterthought, it shows. Pages drift out of date, examples break quietly, and release notes scatter across a dozen places no one can find. The fix is not a weekend cleanup. It is a decision to treat docs the way you treat any product people de
Cross-posted from the LLMKube blog. A local 27B coding model, running on hardware in my house, is a coin flip. Some runs it nails the fix in twenty minutes. Some runs it edits the wrong file, writes a test that passes no matter what the code does, and tells you it's done. The bet behind LLMKube's Fo
I have written some version of "never hardcode secrets, store them in Key Vault instead" in at least five of my last nine posts on this blog. I never actually stopped to explain what that means in practice. This post fixes that, using the real secrets this very blog depends on: a database connection
Has anyone else ended up maintaining the same AI skill in multiple places? https://github.com/moatazhamada/ai-omni-skills
The Problem: Feature Velocity Was Creating Structural Debt The system originally started as a simple feature delivery backend: A Django API powering agricultural insights Celery workers handling asynchronous processing Independent endpoints for each new capability A growing set of Earth Observation
Everyone says our job got easier. The people doing it are quietly falling apart. Here's the part nobody at the dinner table wants to hear: AI didn't make software engineering easy. It made it relentless. Your uncle thinks you press a button now. Your PM thinks the estimate should be half what it use
Alina Krasavina explains how Delivery Hero successfully deprecated Google Analytics and migrated to an internal user tracking platform. She discusses how a simplistic, highly scalable architecture allowed them to handle 10 times more load while capturing 97% of tracking data. By Alina Krasavina
React Server Components in 2026: Patterns, Pitfalls, and When to Actually Use Them Most React Server Components problems stem from teams treating them like regular components with a new rendering location. The architecture shift is deeper than that. RSC fundamentally changes where code executes, wha
Macro uncertainty, STRC finding a new low and another $227M in ETF outflows weren't enough to keep Bitcoin down over the past week.
The leading Ethereum treasury firm inched closer to its goal of accumulating 5% of the ETH circulating supply.
Researchers estimate more than $1.7 million was stolen after attackers allegedly exploited Taiko's proof verification process.
Crypto advocacy groups are urging Congress to pass a tax bill, saying the measure would provide clarity on mining and staking rewards.
Last week AWS Summit New York City brought together thousands of customers, partners, and builders for a free, one-day event showcasing the latest in cloud and AI innovation. Dr. Swami Sivasubramanian, VP of Agentic AI at AWS unveiled a stack of AI launches in his keynote, all built around one thesi
Webshells have been popular for a long time. We already covered this topic across multiple diaries[1][2]. I spent some time to track them[3] and slighly paid less attention to them but today I found another one. It seems to be a new player (pushed on Github two months ago).
Attackers no longer need to sift through massive credential dumps. They can pay others to do it for them. Flare explores how an emerging underground market searches stolen credential databases for specific companies, domains, and accounts. [...]
