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PaperAgent
PaperAgent
Dec 22, 2025 · Artificial Intelligence

Can Budget‑Aware Tool Use Unlock Scalable AI Agents? A Deep Dive

This article analyzes recent Google research on test‑time scaling and agentization, introducing budget‑aware tool use and the BATS framework, presenting experimental results across 180 configurations, uncovering scaling laws, and offering a predictive model for optimal multi‑agent architectures.

AI agentsBATS frameworkLLM Tool Use
0 likes · 7 min read
Can Budget‑Aware Tool Use Unlock Scalable AI Agents? A Deep Dive
Architect
Architect
May 5, 2025 · Artificial Intelligence

How Agentic RAG‑R1 Turns Retrieval‑Augmented Generation into an Autonomous AI Agent

Agentic RAG‑R1, an open‑source project from Peking University, combines Retrieval‑Augmented Generation with an agentic AI loop, introduces the GRPO reinforcement‑learning optimizer, supports LoRA‑based fine‑tuning, quantization and multimodal tool calls, and demonstrates significant accuracy gains on the MedQA benchmark across both Chinese and English test sets.

LLM Tool UseReinforcement LearningRetrieval Augmented Generation
0 likes · 8 min read
How Agentic RAG‑R1 Turns Retrieval‑Augmented Generation into an Autonomous AI Agent