R2V Agent: Teaching SLMs When to Ask for Help

Raghu Vamshi Hemadri, Humaira Firdowse Mohammed, Rishabh Maheshwary +5

Efficient agentic systems should incur expensive frontier-model costs only on decisions where a cheaper local model is likely to fail. Existing LLM cascades usually route whole que…