What Contributing to Two Keycloak Projects Taught Me About Building Authentication Extensions
Three easy-to-miss boundaries in Keycloak extensions: selection, enrollment and packaging.
Oct 19, 2026
7 min
Jev-as-Guardrail (JAG): What Typed Questions Actually Buy You
I benchmarked five Jev-style models as injection guardrails against DeBERTa. Clef-flash led on mixed data, but calibration and small samples...
Oct 18, 2026
9 min
PS5 Linux Is Dead: Andy Nguyen Quits After Blaming LLM-Assisted Hackers for Its Final Hypervisor Bug
Security researcher Andy Nguyen has ended ps5-linux after AI-assisted researchers reportedly rediscovered and disclosed a hypervisor bug to ...
Sep 17, 2026
5 min
Your SQS Queue Is Redelivering Messages Your Lambda Is Still Processing
Your order-processing Lambda starts sending duplicate confirmation emails. Not always — maybe one order in twenty. CloudWatch shows more inv...
Aug 3, 2026
5 min
Keep the Why vs. past.dev vs. Agent Memory Repo vs. agentmemory
This is the third dated comparison. The first looked at Claude Code auto memory, MemoryCustodian and AgentsRoom. The second compared OKF Age...
Oct 13, 2026
9 min
Doory: A Free, Open-Source Canva Alternative You Can Host Yourself
Doory is an open-source Canva alternative: every feature is free, you don't need an account to start, and one docker compose command runs it...
Oct 12, 2026
8 min
Talorys: A Personal AI Agent in Your Own Cloudflare Account
Talorys is an open-source personal AI agent that runs entirely in your own Cloudflare account. It offers chat, memory, tasks, notes and sche...
Oct 11, 2026
6 min
LineageOS 24.0 is out: Android 17, easier installs, and a ROM that stays outside Google's new rules
LineageOS 24.0 is out, built on Android 17. Here’s what’s new, how the browser-based flashing tools work (and what they don’t cover), why Go...
Oct 11, 2026
4 min
Strata Squeezes a 125-Billion-Parameter AI Onto a Gaming PC. Here's How.
Strata runs a 125-billion-parameter AI model on a normal Windows or Linux PC with a 12 GB+ NVIDIA or AMD card. I read through the repo and d...
Oct 5, 2026
9 min