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2 articles

How to Run a 744B Parameter LLM Locally on Consumer Hardware With Colibri in 2026

How to Run a 744B Parameter LLM Locally on Consumer Hardware With Colibri in 2026

Run a 744-billion-parameter frontier LLM on a 25 GB laptop with Colibri, a pure-C MoE engine that streams GLM-5.2 experts from NVMe. Here is what actually works.

13 min00
Tiny AI Models on Edge Devices in 2026: How to Deploy Small Language Models Without the Cloud

Tiny AI Models on Edge Devices in 2026: How to Deploy Small Language Models Without the Cloud

Tiny AI models (50M–500M parameters) run language, vision, and voice agents offline on edge devices. Here's how to deploy them with Gemma, LiteRT, and fine-tuning.

14 min10