Making AI Omitted Scope Visible with VDG
I designed an experiment to demonstrate omitted scope using a caching system in Python. It’s just one file. It generates reports, caches them in Redis...
Gregory Tomlinson11h ago
I designed an experiment to demonstrate omitted scope using a caching system in Python. It’s just one file. It generates reports, caches them in Redis...
Why JSON Breaks in AI Pipelines — and the TOON Format I Built to Fix It JSON has been the default data format for decades. It’s simple, readable, and...
For years, UK residents who formed US single-member LLCs operated under a reasonable assumption: because the IRS treats a single-member LLC as a "disr...
Form 5472 is the most expensive compliance gap in non-resident LLC ownership. Not because the form is hard to prepare, but because the penalty for mis...
The email arrives at 3 AM local time. Subject line: "Action Required: Account Access Temporarily Restricted." By the time most founders see it, their...
You know the feeling. Someone on your team mentions Playwright. You've heard of it, maybe used it briefly, but you've never really got it. So you deci...
Building a Multi-Lane Autonomous Income System with Python and Claude AI Three months ago I had a single Alpaca trading bot running on a DigitalOcean...
Most agents can reason. Far fewer can actually produce useful outputs. Every week, a new agent demo makes the rounds. It can plan, explain, and break...
Recursion becomes easy only with practice. Here are 10 beginner-friendly problems to master recursion. 1. Print Numbers from 1 to N Python def printN...
Base64 is everywhere — data URLs, email attachments, API payloads, JWTs. But the browser's built-in btoa() and atob() have a well-known limitation: th...
URL encoding is one of those things every developer needs but nobody wants to open a terminal for. I built a browser-based URL encoder/decoder with li...
Gravitee surveyed 900+ executives and technical practitioners for their State of AI Agent Security 2026 report. Two numbers from it that don't make se...
If you use both Obsidian and Notion , you know the pain. Notes in two places, never in sync, always copying manually. I built a plugin to fix that. Me...
I love Google Calendar but hate opening a browser tab just to check my schedule. So I built a desktop widget that sits on your desktop — always visibl...
I'm lazy. And I mean that in the best possible way — I hate writing boilerplate code. So when I needed SQLite in my Android app, I built the laziest S...
Introduction & Threat Overview Undocumented AWS CodeBuild endpoints represent a critical security vulnerability, enabling unauthorized extraction of p...
7 Reasons Your Demo Video Feels Longer Than It Is I keep seeing the same failure mode in demo videos. The product is usually fine. The cut is what hur...
There's a generational marker in software. Ask any dev who built things in the early 2000s and they'll tell you: RAM was the thing you watched. Every...
I use points and miles for most of my travel. Every booking comes down to the same decision: use points or pay cash? To answer that, you need award av...
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