I started 3Stone AI because the work I wanted to do rarely ended in one format. Research might need to become a brief, a presentation, or a spreadsheet. An image might become a video. A plan might need to become an interactive tool. I wanted research...

The Problem: My Friend's Nightly Struggle My friend Carlos is a field supervisor in the construction industry. He spends his entire day walking around sites, inspecting materials, and dealing with contractors. But his real nightmare began at 6:00 P...

100 requests per minute, and 200 got through I first published this on my blog, where you can pause and play with every animation: https://techinpencil.com/rate-limiter/ !https://coderlegion.com/?qa=blob&qablobid=3200477333663801509 A fixed window...

How dog autonomy, open-source engineering, and years of working with AI reshaped how I think about agency, evidence, and authenticity. We are taught from day one that loving a dog means controlling them. Traditional dog culture is obsessed with com...

Technical Context and Real Problem In technical documentation, engineering blogs, and developer hubs, content teams routinely fall victim to the page-one zero-click paradox. An article achieves top-ten ranking positions in Google Search Consolehttp...

Overview I've always wanted to develop a video game — in fact, many of them. A Detective Story is far from the first attempt at Methodox; several earlier projects stalled along the way you can still catch a glimpse of one in Codename Wayhomehttps:/...

Building an Autonomous CI/CD Log Triage & Self-Healing PR Engine with Python and DuckDB Every growing engineering team hits the same wall: CI pipelines fail, developers ignore cryptic 200MB console outputs, and senior engineers spend 15+ hours ever...

Most software projects that go wrong go wrong through misalignment. They solve a need nobody had, accept tradeoffs nobody weighed, or carry risks nobody examined. Alignment isn't a phase that ends when the work starts. Every plan, discovery, commit, ...

Most agent demos are one clever prompt. I wanted to see what happens when you organize agents the way a real company is organized: departments, specialists, and someone at the top deciding who does what. That is Botropolis: 20 specialist agents acro...

I'll go first. Yesterday I Googled "how to center a div" for approximately the four hundredth time in my career. No shame. Just facts. What's yours?...

Keyword cannibalization is an SEO diagnosis, not a Search Console status or a named Google penalty. The practical problem occurs when two or more pages on your site serve the same search intent and make it unclear which page should be the pr...

Ever wanted to upload a PDF and just ask it questions instead of scrolling through fifty pages? That is what a "chat with your PDF" app does, and it works using a technique called RAG Retrieval-Augmented Generation. In this guide, I will explain wha...

Anyone who has tried making a full ad with AI generated clips knows this problem well. You generate one scene, the actor looks great. You generate the next scene, same actor, same prompt almost, and suddenly the face looks slightly different. Nose is...

Technical Context and Real Problem Integrating automated static code analysis into a production web application often surfaces unexpected technical debt. In RayLabs Site, introducing SonarCloud static analysis immediately blocked the deployment pip...

A person should see the calls that change something. Reads can run when a policy already allows that tool and those arguments. The failure mode Reviewing every tool call does not scale, and reviewing none of them leaves a coding agent free to write...