[Shub-Nigurrath]

Why LMstudio when you can run Ollama and configure it in a couple of clicks to switch the engine under the Claude app with an Ollama model? Moreover LMStudio is less efficient. The last time I used it had a problem, it tries to load the model entirely in memory.

The way I proposed uses Claude Coworker for the active parts which has longer token windows as far as I remember. And, yes I used it with a 20$ subscription. If you use the real Claude for commercial targets there are several risks: being banned, blacklisted, identified etc. the only safe way is to run on a strong enough NVIDIA a local abliterated model.

By the way today OpenAI declared what’s below, about their GPT 6 Astra cybersecurity model on steroids. Its capabilities of doing automatic RCE are definitely super good.

"We also tested Astra on SRE-Bench a benchmark that measures whether models can reverse engineer software binaries to understand its core logic without access to raw source code. Astra solved 88.0% of tasks in a single attempt and 99.2% within four attempts, compared with 55.9% and 68.7% for GPT-5.6 Sol, respectively."