// ai engineering practices

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AI's Next Frontier Isn't Better Models—It's Better Systems

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.