News
Fine-tuned 7 B LLM as a broke student. And Can't even use it ".
7+ min ago (24+ words) Last week, I introduced Monika, a discord bot. As a self-taught student running on an absolute zero. .. Tagged with ai, productivity, opensource, machinelearning....
My Claude Code hook silently ate every Korean character, and it took me an hour to figure out why
32+ min ago (289+ words) I spent an hour last week debugging a hook that wasn't broken. Here's the setup: I run Claude Code on Windows, and I'd written a little User Prompt Submit hook in Power Shell " a keyword router that reads my prompt…...
AI didn't invent code drift. It made it harder to ignore.
29+ min ago (306+ words) I started noticing this while building a real frontend/backend system with AI assistance. The problem was not that the AI could not code. It could. It could solve local problems, patch visible failures, and make reasonable suggestions. The problem…...
I built a data-contract validator in pure Python (no pandas, no Py YAML) and it caught a 30% revenue ghost
29+ min ago (927+ words) That's the thing about data bugs. They rarely throw exceptions. A status field grows a new typo'd value. A join key starts producing orphans. A nullable column that was "never actually null in practice" suddenly is. None of it crashes…...
Chrono Shift: Time Weaver - A Time-Bending Platformer Built with AI
38+ min ago (470+ words) I'm thrilled to present Chrono Shift: Time Weaver " a time-bending puzzle platformer that challenges players to manipulate time itself to overcome obstacles and solve environmental puzzles. This game was born from a simple question: what if platformers could teach us…...
What Is a SERP API and Why Do SEO and AI Teams Need One?
41+ min ago (1100+ words) Search results look simple from the outside. You type a keyword into Google, Bing, or another search engine, and you get a page of links, snippets, ads, maps, news, images, videos, and sometimes AI-generated answers. But if you have ever…...
Day 26 - Hashi Corp Vault & Secrets Management
39+ min ago (19+ words) Modern applications depend on secrets. Every application requires: Database Passwords API Keys SSH. .. Tagged with masterclassdevsecops, secrets, vault, devops....
My AI Agent Found a Bug in Its Own System
1+ hour, 44+ min ago (1051+ words) The project is called A. E. G. I. S. and by the end of it the agent autonomously confirmed a critical SQL injection (a way to manipulate a database through user input) against a Hack The Box lab target. But the most useful thing it…...
The contract clause that almost cost me my entire codebase
1+ hour, 47+ min ago (644+ words) I almost signed it. The project looked good. The client seemed reasonable. The money was fair. I'd been freelancing long enough to know the drill get the contract, skim it, sign it, start working. Every utility function I'd spent years…...
Supply Chain Data Flow: An Anatomical Analysis for ERP Systems
1+ hour, 14+ min ago (793+ words) The SQL block below shows how a secure inventory reservation process and a structure that limits the lock wait time in case of a potential conflict work on Postgre SQL 16+. In a client project where I set up this structure,…...