Kimi K2 is not a vLLM problem. It's a sovereignty, MoE-reliability, and license-review problem — and here's the framework no vendor guide gives you.
Kimi K2's 256K context and 200-step tool stamina reshape enterprise RAG — but only if you treat them as a retrieval control plane, not prompt-stuffing.
Gemma 4's April launch was a spec sheet. The May multi-token prediction update is what made on-prem inference production-viable for EU CTOs in 2026.
Gemma 4's licence terms, 27B-parameter sweet spot, and EU-data RAG accuracy beat Llama 3.3 for regulated enterprise — the 90-day deployment benchmarks.
Cloud AI introduces risks that regulated organisations cannot accept. Here is why local inference is not a compromise, it is an advantage.