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.


AI Workflow Automation: When to Buy and When to Build Your Own Tools

Workflow Automation AI Tools Automation

AI workflow automation: when an off-the-shelf tool is enough and when building your own is worth it. Budget, urgency, scalability and how specific your requirements are decide the answer more than the technology does.

TypeSafe Jev: Top 3 Use Cases and How It Compares to OpenAI and Anthropic Models

AI Models API Llm

TypeSafe's Jev is a System One model that returns typed decisions instead of text: 70-500ms latency, $0.042 per million input tokens with output free, and 0% structured-output errors. Here are the three jobs it actually fits, the honest benchmark picture against GPT-6 Astra and Claude, and the tasks where it is the wrong tool.

Small LLMs That Fit in 8GB: The Best Models to Self-Host in 2026

Local LLM Self-Hosted AI Ollama

Which open-weight LLMs actually fit in 8GB of VRAM or RAM in 2026, with measured file sizes, KV cache math from published configs, and Ollama commands for Qwen3.5, Gemma 4, Ministral 3, Granite 4.1, Nemotron 3 Nano, and Phi-4-mini.

JetKVM Mini: A $39 KVM Over IP, and What to Do When Its Cloud Can't Reach You

KVM Over IP Remote Access Self-Hosted

JetKVM Mini packs a full KVM-over-IP into a 42mm aluminum shell for $39, shipping October 26, 2026. Its remote access runs through a cloud dashboard and Tailscale - here is what happens when WebRTC gets blocked, and how to open a backup path with a plain SSH tunnel.