Safety2d ago
Safety
Simple Prompting Doubles Agent Optimization Performance
New research on inverse rubric optimization shows that basic prompt elicitation and scaffolding can double agent performance. The study reveals that LLMs are under-elicited by default, failing to use available resources effectively. Practitioners can achieve substantial gains by intervening in how agents iteratively optimize metrics. This suggests current agentic workflows remain significantly under-optimized.