In my last article, I mentioned that my SAST tool uses regex-based pattern matching instead of AST parsing, and that this was a deliberate tradeoff. A few people asked me to go deeper on that decision — because on the surface, it sounds like I took a shortcut. I didn't. Or rather — I did, but it was an informed shortcut, and there's a meaningful difference. Let me explain what AST parsing actually
All Algorithms implemented in Python
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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
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
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