A Mail App for Linux That Answers Only to You
Penguin Mail is a fast mail and calendar app for Linux. It connects straight to Gmail, Microsoft and IMAP/POP3 with no middleman server, no tracking and AI you can run on your own machine.

Penguin Mail is a fast mail and calendar app for Linux. It connects straight to Gmail, Microsoft and IMAP/POP3 with no middleman server, no tracking and AI you can run on your own machine.

A free, open-source project that runs a huge AI model on a regular gaming graphics card. No cloud, no monthly bill. Here is what it does and how it pulls it off.

How mini-AGI trains a byte-level, mixture-of-experts model from scratch on a single 8GB GPU, and solves catastrophic forgetting with one learning-rate tweak.

AMD's Strix Halo chips can run 120B-class models locally. Here's what the benchmarks, power costs, and real-world agent workflows actually look like.

RAM needs, real license terms, API pricing, and benchmarks for GLM-5.3, Kimi K3, Qwen3.8, DeepSeek V4/V4.1, Tencent Hy4, and Gemma 4 - verified against primary sources.
Apple’s M6 and M5 Ultra push the Mac deeper into local AI with 2nm silicon, massive unified memory, and workstation-class compute.
