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From One LLM to Agentic Systems: Hybrid Pipelines and Real-Task Evaluation Become the New Baseline
AI in production is shifting toward multi-agent and hybrid pipelines that trade a single large model for specialized components, explicit gates, and rigorous evaluation on real tasks.
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