Exploring LLMs local and cloud, what works, what breaks, what surprises me. Agents (MCP) + Home Assistant. Posting the wins and the failures. Engineer.
It's here. The first fully native agent harness, built for Windows. No electron in sight.
Osaurus for Windows is almost ready for beta. Get ready for a team of agents running right on your PC, local and private.
Watch Qwen3.8-27B set up a team of agents to perform a code review.
Hermes Desktop now sets up local models in one click.
It automatically reads your hardware, picks the best model for you, then downloads it and configures the runtime.
New in Hermes Agent v0.21.0: Persistent Multi-Gateway Connections for Desktop
Hook in any combination of remote gateways at once, whether Hermes Cloud instances or local agents, then see every bot and chat across all of them.
Ox Alpha was an early version of GLM-5.3-Flash. The official release delivers stronger performance and significantly better stability.
Huge thanks to @opencode and @OpenRouter for making it available to the community. And thank you to everyone who tried it, pushed it to its limits.
Just FYI. If you are switching models in a session all the time - you are doing it wrong.
Every time you switch, your entire prompt cache is invalidated on the new model you switch to, and you have to repay the full input tokens price for all of it.
Stop doing this unless those models are free.
This is not a hermes thing - this is a fundamentals of inference thing.
Qwen 3.8 27B Q4 quant destroyed Q8 at voxel island creation ⛏️
We gave our Atomic Dynamic Q4, Q5, Q6 and Q8 quants the same voxel island tasks:
- Cliffside Hamlet
- Autumn Road
- Winter Cabin
- Jurassic Volcano Isle
- Pirate Cove Sunset
- Overgrown Ruins
- Steampunk Sky Island
Q8 wasn’t always the best, with Q4 often times producing a comparable or better result, which shows that lower quants are also a viable and more accessible option. AD-Q5_K_M is our top-pick, it fits on a 32GB MacBook Air with 32K content and picks the same next token as the BF16 original 97.3% of the time
Hermes now has /loop - a command that will allow your session or bot to perform an action over and over again at any interval you like.
It's like cronjobs, but lives inside a session with your context and other activities.
Enjoy!