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Originally published on lavkesh.com I've found that Kubernetes observability is a unique beast, different from monitoring your application, you're dealing with infrastructure, workloads, and the cluster itself, but fortunately the tooling has come a long way so you don't have to start from scratch P
Every AI coding tool wants a file describing your project. Claude Code reads CLAUDE.md. Cursor reads .cursor/rules. Then there's AGENTS.md, GEMINI.md, Copilot instructions, Aider's CONVENTIONS.md, Windsurf, Cline, Continue, Kilo Code, Trae, Junie, Warp... Same content, a dozen names and formats. Mai
I build WordPress plugins on my own, and I started using Claude Code for the obvious reason: to write code faster. Six months later, the part it actually saved me wasn't the code at all. It was everything around the code. Every release, I ran the same small gauntlet. Bump the version, update the rea
A methodology-first look at 1,085 matches, 41 competitions, and one number that keeps showing up: 79.3% I want to tell you exactly how I did this, because the methodology matters more than the finding. That's a weird thing to lead with. Most sports analytics pieces bury the methods in footnotes or s
I just finished a 50-day "new tech every day" series. For the next 50 days I'm doing the opposite: ONE production-grade app, one feature a day — and building both the Spring Boot backend AND the React frontend each day. This is Day 1. The app: OrderHub, an e-commerce order-fulfillment backend that w
The dangerous thing about CI agents is not that they can write code. It is that they run in the place where we already concentrate trust. CI has repository access. CI has tokens. CI has build logs. CI can fetch dependencies, publish artifacts, comment on pull requests, open issues, deploy previews,
Hi, it's Furkan. I'm a security professional prepping for the CompTIA SecAI+ (CY0-001) cert, and I couldn't find study material that actually clicked for me, so I built my own and structured it around the exam blueprint. This is me sharing it back. Each post maps to one objective, and I've leaned ha
Event Handling Basics in euv Project Code：https://github.com/euv-dev/euv euv is a Rust + WASM frontend UI framework that enables developers to build interactive web applications using the power of reactive signals and the html! macro. One of the most critical aspects of any UI framework is how it ha
All the ways to watch Brazil vs Haiti live streams for free as the Selecao seek their first World Cup 2026 victory, against the Caribbean nation.
Ultrahuman is best-known for its smart rings, but the company recently branched out with a red light therapy device. Today, the company is introducing the Ultrahuman M2 Live, a platform for continuous glucose monitoring. This is actually based on the Lingo Glucose Biosensor by Abbott. It’s available
Available now in beta, Lettera is a standalone Markdown editor app built around the same editor that powers Bear 2. Here are the details.
Static methods for quickly creating JOOQ Table and Field objects, plus Map-to-Field conversion utilities. public static Table T(String... qualifiedName) example: T("user_table") or T("schema", "user_table") public static Field F(String... qualifiedName) public static Field F(Class type, String... qu
For years, my biggest problem wasn’t code. It wasn’t design. It wasn’t even the product. It was distribution. I could ship a startup in 10 hours. I could lock myself in a room for 35 days and build authentication, payments, SEO, email infrastructure, and everything in between from scratch. But none
This is a submission for the June Solstice Game Jam What if you couldn't place a single flower — only teach the garden a rule, That's Alan's Garden. The flowers aren't plants. They're tiny programs. You Sunrise and hold your breath while the bed blooms, cell by cell, into exactly right and the whole
Docker Compose runs multi-container applications from a single YAML file. One command can start an API, a database, a message broker, and supporting tools for local development - without installing each service on the host machine. This post covers Compose concepts and commands. For ready-made stack
Retrieval-Augmented Generation (RAG) — a pattern where a language model answers questions by first pulling relevant document chunks from a search index, then generating a response grounded in those chunks — is not magic. It is an engineering discipline, and it fails in predictable ways when teams sk
Build a real spatial transcriptomics pipeline on Visium mouse brain, then go one step past every tutorial: use persistent homology to find spatial structure that Moran's I misses. Every number here is reproducible from a fresh clone. Most spatial transcriptomics tutorials end at the same place. You
Agent Skills are the open standard (agentskills.io) for packaging team-specific instructions that any AI coding tool can discover. Migrating from hand-maintained Cursor rules means moving from static markdown you write once to structured, evidence-ranked intelligence your team already enforced in PR
Why "Offline-First AI" Is No Longer Optional for the Global South There's a quiet assumption embedded in most AI development: that the people using your tools have reliable internet, stable electricity, and data that's safe to send to foreign servers. That assumption is wrong for most of the world.
The Quest Begins (The "Why") Picture this: I’m sitting at my desk, coffee gone cold, staring at a spreadsheet that looks like something out of Indiana Jones and the Last Crusade – a maze of dates, prices, and a gut feeling that I’ve cracked the code to beat the market. I had a shiny new idea: buy wh
