From Model Competition to Application

The past two years were about “who built the strongest model.” Now the narrative is shifting — model capabilities are becoming commoditized, with differentiation moving to applications built on top of models.

The Rise of Open Source

Meta’s Llama series, Alibaba’s Qwen, Mistral, DeepSeek — open-source models are closing the gap with closed-source frontiers. The real impact isn’t technical but commercial: it permanently lowers market prices.

Edge AI Accelerates

Apple Intelligence and Google’s Gemini Nano are doing the same thing: running AI locally on user devices. This isn’t just a technical challenge — it’s a product philosophy where privacy is the default mode, not an add-on feature.

Three Directions to Watch

  1. Agentification: LLMs evolving from answering questions to executing tasks
  2. Multimodal: Vision and audio understanding becoming standard
  3. AI Programming: Copilot, Cursor reshaping software development

This is personal observation, not investment advice.