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65 articles found
The idea of the "10x developer" has been floating around the industry for years. Usually, it gets framed around speed. Someone who writes code faster. Ships more tickets. Pushes more commits. Produces more. Personally, I've never really liked that definition. Not because highly productive engineers
This is a submission for the GitHub Finish-Up-A-Thon Challenge I built an advanced Click Speed Tester that evolved from a basic CPS counter into a complete performance-tracking tool. The final version includes real-time CPS monitoring, peak and best score tracking, session modes, a live performance
Right! When Claude is finally getting it - your codebase, your weird architectural choices, that one bug you've been chasing for three days, BOOM! it stops. In between! Rate limit exceeded. Please try again later. Later!? Like am I supposed to just pause my brain and come back in another five hours?
Claude writes. Codex reviews. Bugbot triages. Gemini sits on the council. I shipped v8.4.0 this week. Here's why the multi-model angle matters and what the harness actually does. The single-model problem Most coding agents (including the well-funded ones) run the whole SDLC on one model. The same we
Advisory CI gates are where good intentions go to die. A team adds a linter "in warning mode for now," and "for now" becomes forever. The violations scroll past in PR reviews, nobody cleans them, the gate never goes blocking. Six months later the warnings are archaeological noise. The pattern that b
GitHub Copilot Has a New App. Here's What Changed for My Daily Workflow. GitHub launched a desktop-native Copilot app in technical preview this week. The key feature: agent sessions tied to a repo, issue, or PR — with a full session space that pauses, resumes, and can drive changes into a pull reque
Let’s be honest for a second—Cursor AI is insanely powerful. You type a simple English prompt, hit a shortcut, and suddenly you have clean, working production code in front of you. It feels like you’re moving 10x faster and shipping features in minutes. But the uncomfortable truth is this: if you ar
This is a submission for the GitHub Finish-Up-A-Thon Challenge I built and revived Hakozuna HZ5, an experimental page/run-first sidecar allocator prototype written in C. Hakozuna started as a personal allocator research project. Earlier versions focused on the HZ3/HZ4 allocator profiles: HZ3 / ACE-A
If you run a freelance dev business or a small agency, you already know the silent margin-killer: Scope Creep. You sign a 30-page Statement of Work (SOW), start sprinting on the code, and three weeks later the client points to a vaguely worded bullet point from page 14 that suddenly means you owe th
The debate is loud. The takes are bad. Here’s the balanced version. - The coding world is split right now. Camp A: “Vibe coding isn’t real programming.” Camp B: “Syntax is dead. Just prompt it.” Both camps think they’re protecting the future of software. Both camps are partially right. Both camps ar
Quantum computing and artificial intelligence are often discussed as two separate frontiers. One is about exploiting quantum mechanics for computation; the other is about building increasingly capable learning systems and agents. The core argument behind TensorCircuit-NG is that this separation is b
A chatbot demo is easy. A production-grade chatbot that survives real enterprise traffic, inconsistent user behavior, fragmented APIs, and operational pressure is a completely different challenge. That difference becomes obvious the moment a conversational system moves beyond a controlled environmen
Copying code is the ultimate developer cheat code, right? Wrong. We've all been there. Staring at a problem, the clock ticking, and a quick Stack Overflow search yields a perfect-looking snippet. It’s tempting to just paste it in and call it a day. But trust me, that seemingly innocent copy-paste ca
The Problem We Were Actually Solving At Veltrix we ran a real-time treasure hunt engine that answered millions of location lookups per minute. In October 2025 we hit 8.7 million concurrent sessions—graceful, until the JVM GC pause stretched to 1.2 seconds. That spike didnt just break SLA; it dropped
The Problem We Were Actually Solving It wasnt supposed to be a language swap. We had built the Treasure Hunt Engine on Go 1.20, using channels and sync.Pool to keep each players state off the GC. At 100k concurrent hunters, the p99 latency sat at 34 ms and allocations were 42 MB/s. But the moment lo
I thought building browser-only image tools would mostly be about Canvas APIs and file formats. It wasn’t. The hard part started after tool #3, then tool #12, then tool #29: shared logic that wanted to fork, decoder libraries that were too expensive to load everywhere, export bugs that only showed u
You log off for the day after two hours of research. You know the entry point is EvaluateSegments in targeting/segment/evaluator.go. You know the nil visitor_id case is unhandled. You know bidder/auction.go calls this function and can't have its interface changed. Next morning, Claude Code knows non
The previous article argued that compilers could check more than they currently do — and that the agentic coding era makes this urgent. The articles that follow demonstrate specific features in Ruuk, a language designed around that idea. But Ruuk's syntax is based on F#, and if you've never seen an
Claude Code vs. Legacy .NET: I Picked the Helper, Not the Hero Last Tuesday, I was staring down a System.InvalidOperationException: 'Sequence contains no elements.' at MyLegacyProject.DataService.GetActiveUsersAsync() stack trace. It wasn't the AI's fault directly, but it was generated from a prompt
The Helsinki startup, founded by Aiven’s Hannu Valtonen and Nosto’s Juha Valvanne, is betting that AI-generated code will overwhelm existing build pipelines. Helsinki startup Avrea emerged from stealth on Tuesday with $4.7m in pre-seed funding led by Earlybird, pitching itself as a faster, AI-aware
