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GitHub officially switched to a usage-based billing model a few days ago. The era of unlimited $10 fixed fees is over 🥲 Recently, GitHub Copilot started introducing more detailed usage-based concepts around premium requests, model access, and AI consumption. Instead of treating all AI interactions
This is the next entry in a build-in-public series where I extract a real, production Laravel CRM into a reusable SaaS core, one module at a time, and ship each piece as a Composer package. So far: the foundation layer, auth on top of Fortify, multi-tenancy, roles and permissions, and the platform a
TL;DR: Amazon's Buy Box data requires JavaScript rendering—standard HTTP requests won't work. DIY Playwright scrapers fail at scale (35–55% success rate in 2026 conditions). Pangolinfo Scrape API is the production path: >95% success rate, structured JSON output, 5–15 min freshness. Complete working
Choosing the right domain extension in 2026 isn't just about availability. Your decision between .dev and .com shapes how developers, investors, and users perceive your brand. It affects everything from SEO performance to investor trust. The domain landscape has evolved dramatically. While .com stil
llm-cli-gateway 2.0.0 went out on 4 June 2026. npm now reports 2.0.0 as the latest version, and the public GitHub release carries the platform binaries, bundled installers, SHA256 checksums, release manifest, and Sigstore bundles. The headline change is simple: production persistence no longer depen
A prompt buried in an f-string is technical debt. You can't test it. You can't save it to a file. You can't hand it to a colleague and say "here's the extraction logic." The moment you hard-code a prompt into a string, you've welded your application logic to a single, frozen instruction — one that w
TL;DR I no longer recommend Railway for serious production workloads after its recent pattern of incidents. Fly.io is not simpler, but it is one of the first alternatives worth evaluating if you want more control over infrastructure and blast radius. Even if Fly.io is not your final choice, I think
Bilingual post · Post bilíngue Jump to: English · Português Delphi projects rarely compile as a single flat source file. {$IFDEF}, {$DEFINE}, {$INCLUDE}, and friends select platform code, toggle debug logging, and stitch units together. CrabPascal ships a line-oriented preprocessor (since v1.5.2, re
Key Takeaways Use RAG for knowledge retrieval, changing data, and rapid iteration. Use fine-tuning for style, format, narrow classification, and cost at scale. Start with RAG — 70% of production problems don't need fine-tuning. Fine-tuned Qwen2.5-7B reached 88% accuracy on a proprietary classificati
Proof of Compute Disclosure: AI tools were used for source collection and editorial review. The article was written by a human author, who checked the facts, code, and conclusions. Crypto risk disclosure: This article is a technical explanation, not investment advice. It is not a recommendation to b
AWS disclosed that Resilient Network Graphs, a flat network architecture based on quasi-random graph theory, is now the default for most new data center builds. The design replaces fat-tree hierarchies with direct ToR-to-ToR mesh connections using passive optical ShuffleBoxes, cutting routers by 69%
Sanity draft mode preview on Next.js App Router works fine when your secret is baked into an environment variable — until a client accidentally pastes the preview URL into a Slack channel and you have to redeploy to rotate it. Vercel Edge Config solves that: you update a single key in the dashboard
There's a strange comfort in opening a notebook at 2 AM and pulling color out of a tensor. The model doesn't sleep, doesn't tire, doesn't complain when I revise the prompt for the seventeenth time. It treats every attempt as the first attempt. I don't know yet whether that's generous or empty — prob
The problem nobody solved If you've ever opened a government PDF form on Mac or Linux and seen this: "Please wait... If this message is not eventually replaced by the proper You've met XFA. XFA (XML Forms Architecture) is Adobe's format for dynamic PDF forms. Governments and militaries worldwide sti
Draft flagship post — publish on your blog (canonical), then cross-post to dev.to / Hashnode and as a LinkedIn article. ~1,100 words. This is your single strongest, most differentiated story — it's what makes a hiring manager think "this person actually gets agent reliability." Everyone can get an L
How a homelab engineer and his AI pair-debugger cornered an RTX 3090 that hard-reset the entire machine the instant it ran inference — and why neither of them could have solved it alone. The first thing Marco noticed was the silence. Not an error. Not a kernel panic scrolling up the screen. Not even
The dev team is shipping fast. Their sprint velocity has genuinely jumped. But the QA queue is three days long. The pipeline takes 45 minutes to run. Every fast PR is sitting in a holding pattern, waiting for a human tester who has a backlog of 23 tickets. The testers are working harder than ever, a
Last week I opened a project I had built almost a year ago. Not because of a bug. A friend mentioned wanting a self-hosted Slack alternative, and I remembered I had made one. So I opened the folder in VS Code, looked at the file tree, picked the file that seemed like a sensible starting point, and o
Vercel has released Next.js 16.2, featuring performance enhancements that make development startup 400% faster and rendering up to 60% quicker. The update includes AI-assisted development tools, improved Turbopack efficiency, and better error reporting. Migration from Next.js 15 is supported, and co
Training a robot to pick up an object sounds simple until you realize how many separate systems are involved: a vision model to understand the scene, a reasoning model to plan the action, a dynamics model to predict what happens next, and a policy model to generate motor commands. Each component is
