Fine-Tuning Qwen3-VL with LoRA: Price Lists to JSON
How to approach Qwen3-VL fine-tuning with LoRA for PDF and image-to-JSON extraction: corrected training data, a TRL example, and price validation.
AI
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2026
Tonight at the Nuremberg Claude Code Meetup: How I Accidentally Became #2 VDP Researcher for Germany on HackerOne
Tonight, April 16th 2026 at 19:20, i’m giving a talk at the Nuremberg Claude Code Meetup. The title: How I Accidentally Became #2 VDP Researcher for Germany on HackerOne Slides are here: no2vdp.bett.ag And yes, the #2 part is real. This…
From Contract Dev to AI-Powered Bug Bounty Hunter: How I Automate the Offensive - 1 Month Update
one month ago, i wrote about pivoting from freelance development to AI-powered bug bounty hunting. i started with “valid duplicates.” here’s where the rig stands today. From Duplicates to CVEsCVE-2026-1190 (KeyCloak) my agents found a…
2025
From Contract Dev to AI-Powered Bug Bounty Hunter: How I Automate the Offensive
Let’s be real for a second. The project market for freelance developers in Germany right now? It’s basically dead. The economy is weird, budgets are frozen, and everyone is sitting on their hands. But i’m not the type to sit around. For…
AI Assisted Coding: Stop whining and learn the tool
Over the last few years, i’ve immersed myself completely in the AI landscape. I’m not just talking about playing with ChatGPT for fun; i’m talking about high-level consulting, training and running my own models in my own racks here in…
2023
Adobe Photoshop 2024 AI Features - Generative Fill
You’ve probably heard about the new Generative Fill feature in the upcoming Photoshop version. Well i’ve come bearing good news, it’s public, available for everyone with an Adobe Creative Cloud Subscription, and it’s called Adobe…
5 tips to improve your AI Image creation prompts
Yeah i lied, it’s actually 6 things you’re doing wrong.. My bad. Since y’all probably have used Midjourney V5 in the past 6 months or so, i wanted to share a couple of tips and tricks to improve your Prompts. This works for most AI…