The Hidden Backdoor Risk in "Uncensored" AI Models
Overview Plenty of people spin up public models from Hugging Face on a GPU cloud or their own GPU server without a second thought. "Uncensored" mode…
DevOps
⚑ Report a ProblemLatest DevOps news from Tech News
All topics
agents
ai
api
architecture
automation
aws
backend
beginners
cloud
database
devchallenge
devops
docker
javascript
kubernetes
llm
machinelearning
mcp
node
opensource
performance
productivity
programming
python
security
showdev
testing
tutorial
typescript
webdev
Gemma 4's MTP Drafter, Explained: Speculative Decoding and a 4-Bit Drafter at 60% of the Size
This article provides a step by step introduction to speculative decoding with Gemma 4's multi-token prediction (MTP) drafter, served by llama.cpp o…
GPT-6 Astra shipped; OpenAI's chief scientist now asks for a slowdown
Three days after OpenAI shipped GPT-6 Astra, which it calls "the world's most intelligent and aligned model", its chief scientist Jakub Pachocki pub…
HuggingFace's Large File Downloads Keep Stopping — Resuming with curl for Reliable Retrieval
📝 Originally published (in Japanese) at forge.workstyle.tech . Development of a Voice Conversion App: Overcoming Seed-VC Model Download Issues When…
Small in Code. Large in Behavior.
Neuroloq's attachment pipeline turns on one boundary that comes before transcription: whether to treat an upload as document-like at all, and only t…
How I improved my fact-checker from F1 0.655 0.813 — what actually changed
I built a multilingual fact-checker using XLM-RoBERTa fine-tuned on the FEVER dataset. The first version hit F1 0.655. Not bad, but it kept misfirin…
git-commit-at: Generate conventional commit messages locally with AI (no API key needed)
We all know the commit history that looks like this: fix wip actually fix update FINAL fix AI tools can help, but most of them send your code diff t…
How I Hosted a Production AI App for $10/Year — HuggingFace Spaces + Cloudflare Worker
The Problem Everyone Gets Wrong Every "deploy your AI app" tutorial sends you to Railway, Render, or Vercel. Railway gives you 512MB RAM — not enoug…