North American Pulse

  The internet loves good vibe coding post like "AI wrote my app in 5 minutes". I mean, attention is gold in content creation and I totally get it but it doesn't show the other side of the process. Especially about the part where people say its replacing developers. It does raise the bar as now anyone can build a product with LLMs and vibe coding is fast. It feels smart. But it's not replacing developers. It's reminding us why they still matter. What Is Vibe Coding? Vibe coding is what happens when developers offload code generation to AI. You give a high-level instruction like: "Write a function to parse a config and return only the active keys." and let the AI do the rest. The appeal is real. You get speed, fewer keystrokes, and less context-switching. The code often looks right, but that's not the same as being right. My Experience I've been using LLMs for code since GitHub Copilot first dropped in early 2022 so without realizing it, I've ...

Deploy GPT-OSS locally on a commodity gaming PC and watch your API bills disappear while your team's productivity soars The game changed in August 2025 when OpenAI dropped GPT-OSS—their first open-weight models since GPT-2. These aren't toy models; gpt-oss-120b matches OpenAI's proprietary o4-mini on reasoning benchmarks while gpt-oss-20b rivals o3-mini, and both can run on hardware you can order from Amazon today. This isn't just about having cool tech on your desk. This is about fundamentally changing the economics of AI for your team, gaining complete control over your models, and having unlimited access to enterprise-grade reasoning capabilities without the monthly subscription anxiety. Why Your Team Needs Local AI (Spoiler: It Pays for Itself in Months) Let's talk numbers that matter to your bottom line. If you have 10 team members using AI tools at an average of $30 per month each (ChatGPT Plus, Claude Pro, or API costs), you're spending $3,600 annually. A...