Notes from the fleet
How Loadcore secures the connection between agents, API and relay
A look at the security design behind Loadcore: signed commands, short-lived tokens, an outbound-only relay tunnel, hardened agents and signed updates.
Open models as coding tools: how they compare on the coding index
Which open models can power coding agents like opencode, aider and Continue? A comparison on the Artificial Analysis Coding Index, with hardware needs and setup.
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.
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.
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.
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.
