Pinggy Blog

Tunnels, networking, self-hosted LLMs, and AI news

Hands-on guides, protocol deep dives, and field notes on tunnels, SSH, reverse proxies, self-hosting, self-hosted LLMs, and AI - from the people building Pinggy.


Self hosting a 744B param LLM with only 25 GB RAM

GLM-5.2 Local LLM Mixture of Experts

A single-file C engine called Colibrì streams GLM-5.2's 744B mixture-of-experts weights off an NVMe drive to run the full model on 25 GB of RAM at 0.05-2 tokens/second. Here's how it works, what Hacker News made of it, and how to check on a queued run from your phone with Pinggy.

How to get Free AI Model APIs with 'Unlimited' Tokens

OpenRouter LLM Router

How to get free access to AI model APIs on OpenRouter in 2026 - real rate limits, the current free model catalog (Nemotron 3 Ultra, Owl Alpha, Tencent Hy3), code examples, and how the $10 credit threshold works.

Catch Signup Fraud in Local Dev, Before It Ships

OTP Authentication Webhook Testing

A working OTP flow proves your app sends and checks a code. It doesn't prove your signup holds up against bots. Here's how to test auth for fraud resistance locally with a Pinggy tunnel.

Why Test Websites From Different Locations?

Geolocation Testing Developer Tools

A look at why geolocation testing matters, the testing dimensions it covers, and the domains where checking a website from different locations makes the difference.