The landscape of AI development is shifting as OpenAI deprecates its finetuning APIs, signaling a move away from custom model weights for the majority of users. While top-tier developers continue to use open-model refinement, many are pivoting toward extremely long context prompts and agentic search loops as more efficient alternatives.