Let's start with a controversial opinion: API documentation, as we know it, has failed. Think about it. Docs are: Static: They can't adapt to your specific question or use case. It's time for a new paradigm: Interactive API Intelligence. Instead of pulling information from a dead document, what if we could query the knowledge in a conversational way? This isn't just a theory. I've spent the last f
LLMs hallucinate. That's not news. What's underdiscussed is how that failure mode behaves in long working sessions: confident reconstruction that looks fluent, cites specifics, and feels right — until three sessions later when something supposed to be true turns out not to be. This is week 5 of an 8-week deep dive on CRAFT for Cowork, a structured working environment for Claude. The QA framework t
You don’t notice the problem right away. Everything runs smoothly in MySQL… until a new report shows up. Then queries slow down, dashboards lag, and you start realizing you’re stretching the database beyond what it’s good at. That’s usually when BigQuery enters the picture. So the real question becomes: How do you actually move data between them without turning it into a side project? Let’s w
Where It All Began: 2019 re:Invent AWS CDK had just gone GA that year with TypeScript and Python support. At re:Invent 2019, I saw AWS present how to contribute to CDK for the first time. There was no AI back then — everything was manual. Clone the entire monorepo, figure out the Lerna project structure, manually build dependent packages, write L2 constructs, write tests, submit a PR. Every step
Every agency has a version of this story: a team member leaves, a client escalates, or you're covering a sick colleague — and you spend 20 minutes hunting through Google Drive folders with names like "FINAL_v3_REVISED_USE THIS ONE" before you find what you're looking for. The fix isn't a better search tool. It's a folder structure you never deviate from. The problem starts on day one. A new client
I started skeptical. A voice AI with cloned voices, real-time, no app install — running on free API tiers? Seemed overly ambitious. But a few hours later, I had a working app. Here's the full breakdown. Clone Talking is a web app for real-time voice conversations with AI persona clones. Open source. Runs on free API tiers. GitHub: https://github.com/MatheusSimonaci/clone-talking Demo: https://ww
Most Markdown editors today assume cloud sync, Electron, or heavy installations. I wanted something simpler. I wanted a Markdown editor that: Works fully offline Opens local .md files directly Saves back to the original file Requires no account, no sync, and no network calls Watch the demo video on GitHub: https://github.com/user-attachments/assets/00d80cbc-ca93-4cfd-86d3-5299895d06b7 So I built
7 CODER W🙂RDS is a word puzzle game for people interested in computer science in general. You are given 7 clues and you need to guess the word behind each clue by combining shuffled word tiles. To this day I have the game "7 Little Words" on my phone, the old version. I play it all the time and I thoroughly enjoy it. I thought it would be cool to build a remake which only encompasses words from