Notes from the fleet
Can Open-Source AI Replace ChatGPT in Your Company?
Can open-source AI replace ChatGPT in your company? Where open models already match hosted AI, what it takes to switch, and how to test it on your own work.
Running Gemma 4 on Your Own GPU Servers
How to run Gemma 4 on your own GPU servers: real file sizes, hardware fit for the 31B and 26B A4B models, recommended settings and deployment steps.
Getting Started with Self-Hosted LLMs on Your Own GPU Servers
A practical guide to self-hosted LLMs: pick a model, size your GPU server, run inference on your own hardware and give your team an OpenAI-compatible endpoint.
How to Manage a GPU Fleet for LLM Inference
How to manage a GPU fleet for LLM inference: inventory, models, instances, access control and capacity planning across multiple servers.
How to Give Your Team a Private ChatGPT
How to give your team a private ChatGPT: run an open model on your own GPU server, add chat and API access, and control who uses what.
How Much Does It Cost to Self-Host an LLM for 200 Employees?
How much does it cost to self-host an LLM for 200 employees? A worked example with GPU rental, hosted API comparison and the arithmetic so you can check it.