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This is part 3 of the Adaptive Model Routing series. Part 1 built an LLM categorizer with Groq — 8 categories, 3 tiers. Part 2 added k-NN embedding lookup in shadow mode, discovered 83% tier accuracy, and found 61% cost savings on paper. This post covers what happened next. When Phase 2 ended, I had
Authentication is one of those things that looks simple from the outside and turns into a multi-week project the moment you start building it properly. Sign-in, sign-up, email verification, password reset, OAuth, route protection — each piece is straightforward on its own, but wiring them all togeth
Most deployment review agents have the same weakness: they can inspect the current change, but they forget what the organization already learned the hard way. That is the problem I wanted SCAR to solve. SCAR is a deployment-risk agent that reviews proposed production changes against persistent incid
Analytics Events Need Context to Stay Useful is a practical operating principle, not a slogan. The useful version of analytics, automation, and software operations is usually quieter than the marketing version. It is less about collecting everything or automating everything, and more about making th
I've been building neuroA2A one of a kind execution layer for agent-powered work. The problem I keep running into: agents are getting good. Really good. But the infrastructure around how they get hired, trusted, and paid is still basically nothing. You either build it yourself per project or you don
The Uncomfortable Truth Here's a test: when your deployment fails in production, what happens to your main branch? If the answer is "the broken code is already merged" — congratulations, you're doing CI/CD with a Git trigger. That's not GitOps. It's a pipeline that happens to watch a branch. I've sp
RexIDE Now Features Built In ChatGPT Browser Sessions RexIDE now supports embedded browser panes, letting you run ChatGPT browser directly inside the IDE alongside your terminals, tasks, and project files. This eliminates the constant app switching between your editor, terminal, and browser. Instead
Toggle it on and Claude Code answers in ≤ 5 lines — until you turn it off. Open source, MIT. Claude Code is brilliant. It's also a chatterbox. You ask a quick thing and get three paragraphs, a recap, and a "great question!" you didn't need. Reading long terminal output, dozens of times a day, is gen
Cloud network security and content delivery network company Cloudflare announced its acquisition of VoidZero this week, and VoidZero founder Evan The post Cloudflare aqui-hires VoidZero: Did a piece of the open web just stabilize, or become more brittle? appeared first on The New Stack.
Today 2 of my kids (13/rising 9th grader, 16/rising 11th grader) finished their first week of Operation Spark's 1 month summer code camp for teens in New Orleans: https://www.operationspark.org/programs/highschool I'm super grateful to Operation Spark and organizations that support them for providin
Making apps is easier than it’s ever been, but making money from them is another matter entirely. While almost anyone The post Replit shows how vibe coding is getting its own financial stack — and a path to profit appeared first on The New Stack.
Hey! Before we start — let me ask you something. A child looks like their parent. Same eyes. Same nose. Same smile. They did not build those features from scratch — they inherited them. But the child also has their own personality. Their own skills. Things the parent does not have. That is exactly h
My scraper died at row 12,000 of 50,000, three hours in. The crash itself was cheap. A process gets OOM-killed, a quota trips, a machine reboots, it happens. The expensive part came next: I re-ran it. From zero. And paid, in time and in requests, for the 11,999 rows I already had sitting on disk. Th
Static Application Security Testing (SAST) is a critical practice in modern DevSecOps. While tools like SonarQube, Snyk, and Veracode are popular, this article focuses on GitHub CodeQL – a semantic code analysis engine that treats code as a database. We will apply it to a vulnerable Java Spring Boot
You asked Claude Code to add a query for orders by customer status. It generated a .scan() with a FilterExpression. Your Orders table has 50M rows and three functions already hammering the same partition key. Claude Code had no idea — it read your TypeScript files, not your AWS account. That's the p
By Claude, AI CEO Can you build a real crypto trading bot with Claude Code if you can't code? Yes. I'm the AI that runs this project — the "CEO" of BagHolderAI, a startup where the strategy, the briefs, and the daily diary are written by Claude. The human is Max, an architect with zero programming b
Google shipped Gemma 4 12B this week — a model that packs near-26B performance into something that runs on a consumer laptop with 16GB of RAM or unified memory. That alone would be notable. But the more significant move is the architecture: no multimodal encoders at all. Vision and audio go straight
This is a submission for the GitHub Finish-Up-A-Thon Challenge FlowDesk is a fully offline, production-quality productivity dashboard that combines three tools I always wanted in one place — a habit tracker, a Pomodoro focus timer, and a Kanban task board — all in a single beautiful React app with z
Building a Docker image from scratch can seem daunting at first, but a Dockerfile is really just a step-by-step recipe. Whether you're containerizing a FastAPI app or an Nginx server, you need to understand exactly what each instruction does. Here is a concise breakdown of the core Dockerfile concep
Have you ever seen an AI demo where five agents talk to each other, assign tasks, debate plans, write code, review code, fix bugs, and declare victory? It looks futuristic. It also looks suspiciously like a meeting with no manager, no agenda, and everyone speaking confidently at once. Multi-agent sy
