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Agent Orchestration Is Outdated; Data and Evaluation Are the New Edge

By Meridian48 News Desk · Summarised from Stack Overflow Blog ·

You.com CTO Saahil Jain argues that heavy agent orchestration layers are becoming obsolete as modern AI models improve at long-horizon tasks. Instead, the competitive advantage in 2026 lies in information retrieval, unique data, and end-to-end evaluation. Over-engineering orchestration can actually degrade model performance.

Meridian48 take
This contrarian view challenges the prevailing agent-building orthodoxy, but its emphasis on data moats and evaluation rigor is a pragmatic reality check for AI startups.
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Agent orchestration is so two-years ago​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌‌‍‌​​ ‌‌​ ​‍‌‍​‍​ ​ ​ ​ ​ ‌​‌‍‌‌​‍ ‌​ ‌​​ ​‍​ ​ ​ ​ ​‍ ‌​ ‌​‌‍‌‌​ ‌ ‌‍‌​​‍ ‌‌‍​‌​ ​‌​ ​​‌‍​‍​‍ ‌‌‍​‍‌‍‌‍‌‍​‍‌‍​‌​ ​‌​ ‌​​ ‌ ​ ​‍‌‍​ ​ ​‍‌‍‌‍‌‍​‍​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌‌‍‌​​ ‌‌​ ​‍‌‍​‍​ ​ ​ ​ ​ ‌​‌‍‌‌​‍ ‌​ ‌​​ ​‍​ ​ ​ ​ ​‍ ‌​ ‌​‌‍‌‌​ ‌ ‌‍‌​​‍ ‌‌‍​‌​ ​‌​ ​​‌‍​‍​‍ ‌‌‍​‍‌‍‌‍‌‍​‍‌‍​‌​ ​‌​ ‌​​ ‌ ​ ​‍‌‍​ ​ ​‍‌‍‌‍‌‍​‍​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌ →
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