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.


Edge Functions on MicroVMs: Why Netlify Left V8 Isolates

Netlify Edge Computing Security

Netlify moved Edge Functions from V8 isolates to Firecracker microVMs and cut median warm latency from 25-40 ms to 5-6 ms. Here is how microVM snapshots, EROFS and rendezvous hashing make that work.

How AI Agents Are Being Used to Automate Phishing Webhooks

Phishing AI Agents Webhook

AI agents and webhooks let attackers automate phishing end to end: personalized messages, AI-built fake login and crypto portals, real-time follow-ups, and campaigns at scale. Here is how it works and what defends against it.

SEO vs AEO vs GEO: How to Rank in AI Search in 2026

AI Search GEO SEO

AI Overviews cut top-result clicks by 58% and AI Mode passed 1 billion users. What SEO, AEO and GEO actually mean, how AI answers pick their sources, and tested steps to get your pages cited.

Running a 0.5B LLM on Seven ESP32-S3 Boards

ESP32 BitNet Edge AI

How an open-source cluster of seven ESP32-S3 microcontrollers splits a Qwen2-0.5B model into 1.58-bit ternary layers, why it fits in 16 MB of flash per board, and why it is slow.