GPTware designs, fine-tunes and runs open-source LLMs on its own hardware — and builds the agent systems that put them to work.
A rough map of current work — from model infrastructure to the tooling that runs on top of it.
Multi-agent systems and workflow automation. Routing, delegation and long-running autonomous loops that hold context and get real work done.
Custom model tuning on local GPU clusters — domain-specific behavior, tool-use reliability and efficient serving at home-lab scale.
The agent control room: multi-pane session grid, GPU fleet monitoring and full-text search — one window for every agent. More →
Running and stress-testing open-weight models (Qwen, DeepSeek, GLM and friends) — finding what actually holds up in production loops.
Glue that turns models into operators: scheduling, monitoring, market intelligence and domain-portfolio systems running 24/7.
Putting agents to work on real operations — research pipelines, content systems and decision support for companies that can't wait on the future.
What runs in the lab right now.
Daily notes on agents, local models and whatever breaks next.
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