Elvis Saravia on integrating Jev into agent harnesses: cheaper workflows, verifiers and new UX

omarsar0 · x · 2026-09-19

Elvis Saravia shares early results integrating Jev into his custom agent harnesses. Beyond speed and cost, he sees Jev as a new primitive that unlocks: cheaper/faster workflows for scaling harnesses, reliability gains via intelligent decision-making and on-demand context surfacing (tool calls, skill metadata), novel agent experiences (dynamic UIs, efficient LLM councils, smarter routing and proactive agents), and — most promisingly — reliable LLM-as-a-Judge evals and agent verifiers, plus high-quality data synthesis that could co-evolve model and harness. He frames Jev as complementing test-time compute strategies, not competing with them; details to come.

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