A mid-sized open-weight model from Upstage that punches with focused precision. At 22.1B parameters it sits in a practical range — substantial enough for complex instruction-following tasks, but compact enough to run on accessible hardware. The short 4096-token context window is a notable constraint, meaning it works best on focused, contained tasks rather than long document processing.