---
title: ToolOrchestratorEnv Blog
emoji: 💰
colorFrom: green
colorTo: blue
sdk: static
pinned: false
license: mit
short_description: "Cost-Aware Tool Orchestration via RL — AgentBeats Phase 2"
---

# ToolOrchestratorEnv: The Price of Thinking

Blog post for the ToolOrchestratorEnv submission to AgentX–AgentBeats Phase 2 (Research Track).

**ToolOrchestratorEnv: Teaching LLM Agents When Tools Are Worth the Cost**

- **Environment Space**: [landrew9/ToolOrchestratorEnv](https://huggingface.co/spaces/landrew9/ToolOrchestratorEnv)
- **GitHub**: [laraandrew/ToolOrchestratorEnv](https://github.com/laraandrew/ToolOrchestratorEnv)
- **Submission Blog Space**: [landrew9/ToolOrchestratorEnv-Blog](https://huggingface.co/spaces/landrew9/ToolOrchestratorEnv-Blog)

Authors:
- Andrew Lara — Franklin and Marshall College
- Yashaswi Sharma — University of Southern California
- Defu Cao — University of Southern California
- Muyan Weng — University of Southern California