The low-power 10-core Ultra 5 225T — viable as an always-on light-AI box?

  The Ultra 5 225T is the low-power desktop part at 10 cores/10 threads, 4.9GHz boost, 20MB of L3, VNNI INT8, AI Boost around 23 TOPS and an iGPU. As an always-on light-AI box: scheduled indexing, light inference, voice assistants and monitoring summaries hold, with low power and noise, and the 23-TOPS NPU handles this class with room to spare.

  It works, but be clear about the role: 10 cores/10 threads without hyperthreading and 23 TOPS for light work only — it's a quiet AI helper, not an inference node. Multi-stream concurrency, heavy loads and large-model residency all overshoot; real services belong to a full 14- or 20-core part.