private model
Beyond Market Intelligence keeps private model in one place: 2 stories so far. The section currently leads with “Running local LLMs from Python with Apple's fm CLI” and “Explore how AI models can now run directly on your mobile device.”. Running local LLMs from Python with Apple's fm CLI is a clever experiment, but a Sate Padang vision test and a Malaysia capital question reveal why free, private models still need grounding before they leave prototyping. Running a private Qwen 35B MoE model on a Galaxy S26 Ultra is no small feat, and the early numbers are worth noting. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every private model story on Beyond Market Intelligence, newest first.
Running local LLMs from Python with Apple's fm CLI
Running local LLMs from Python with Apple's fm CLI is a clever experiment, but a Sate Padang vision test and a Malaysia capital question reveal why free, private models still need grounding before they leave prototyping. The promise of on-device inference is real; the accuracy is not yet trustworthy without validation. For more on why agentic projects often stumble before they scale, see our related piece on why most fail before they start.
Explore how AI models can now run directly on your mobile device.
Running a private Qwen 35B MoE model on a Galaxy S26 Ultra is no small feat, and the early numbers are worth noting. Roughly 90 input tokens per second with about 8 output tokens per second shows real progress, especially when precision stays intact. What stands out is the path here: self-taught expertise, no formal PhD, just curiosity and access to resources. That matters. Four arXiv papers still on hold because there is no institutional backing? That is a familiar wall.