Efficient Open Models and Agent Runtimes Close the Frontier Gap

Qwen, DeepSeek Harness, Google’s open orchestrator, JetBrains Air, Kimchi, BYOK/local runtimes, cross-harness skill retrieval, and sovereign models such as Kolibri reinforce a shift from model-centric products to portable agent infrastructure. Local multimodal applications add a consumer privacy signal, but capability, quality, and savings claims still need independent validation in real workflows.