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# AI's Next Frontier Isn't Better Models—It's Better Systems
- URL: https://adjacent.media/signals/ais-next-frontier-isnt-better-models-its-better-systems/
- Published: 2026-06-28T11:03:54.000Z
- Updated: 2026-06-28T11:03:54.000Z
- Description: The shift from competing on model architecture to competing on orchestration, retrieval, and agent design reflects a maturing market where foundation models have commoditized.
- Author: Jonathan Greene
- Tags: #signal, theme-ai, ai systems architecture, ai engineering practices, model development strategy

Source: [The Next Web](https://thenextweb.com/news/ai-infrastructure-oxylabs-vytautas-savickas-interview?ref=adjacent.media)

The shift from competing on model architecture to competing on orchestration, retrieval, and agent design reflects a maturing market where foundation models have commoditized. What differentiates products now is how effectively they route queries, integrate external data, and coordinate multi-step reasoning. This explains why infrastructure companies like Anthropic and OpenAI are racing to own the agentic layer rather than just the weights, and why vertical SaaS builders with domain-specific workflows are outcompeting general-purpose AI applications that rely solely on raw model capability.