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Contributing to a project as large as Kubernetes can feel intimidating at first. Millions of lines of code, hundreds of active contributors, and a rig
A retrospective on the v1 → v2 arc of toymq — the jump from a single-node persistent message broker that works to one you can actually deploy. The fi
TL;DR An "AI agent" is a loop: send a prompt to a model, let it ask for a tool, run the tool, feed the result back, repeat until it stops.
If you’ve ever built a containerized home lab, a multi-host cluster, or an internal development environment using Docker Compose with custom local DNS
For a full quarter, our feature velocity significantly dropped after we re-implemented a Go service using Rust. The performance improvements actually
If you are building cryptocurrency trading algorithms, liquidation dashboards, or funding rate arbitrage bots, you already know that data is everythin
Hello, I'm Maneshwar. I'm building git-lrc, a Micro AI code reviewer that runs on every commit. It is free and source-available on Github. Star git-lr
Hey everyone, I change servers more often than I probably should. A discounted VPS or a good coupon is usually enough to convince me, but manually re
Last time I wrote about wiring up a security gate that blocks merges in CI with Synapse. Someone left a comment that hit the exact sore spot: "The g
The service had run for six months without a hiccup. Then one morning: 2% of requests returning a 500 — no log, no trace, no panic surfaced. The kind
Architecture is not just about writing code; it's about building systems that survive. As an independent software developer, my focus centers on low
Go generics were released in Go 1.18. Although they can be very useful, they are not very welcomed inside the Go community. If you have used generics
Hey everyone! If you've ever tried building a desktop application in Go, you probably know the drill. You either end up using Electron (and suddenly
A job that wasn't there A worker sat idle while the dashboard insisted the queue had pending jobs, and nothing moved. The usual checks told
A streaming call worked against one server and quietly refused to stream against another. Same client, same code path, no change on my side. Both requ
Claude Code can read your repo, run your CLI, query your database — as long as you give it the entry point. That entry point is an MCP server (Model C
My unit tests were all green, and the bug I cared about most would have shipped anyway. The gateway puts every tenant in its own Postgres schema, and
Introduction When you fire up a Python environment, Tkinter is already there—a silent companion for anyone needing a quick file dialog or a
log ใน microservice — ควร log อะไร เมื่อไหร่ และอะไรที่ไม่ควร log เคยเปิด log ใน production แล้วเจอแบบนี้ไหม: INFO request received INF
Go 100 Challenge: 100 Golang Problems to Level Up Your Backend Skills If you're searching for Go 100 problems, Golang problem solving pract