Tooling for LLM agents
- Notes: connect agents to tools
In this session, our readings cover:
Required Readings: ACTION & TOOL USE
Understanding how agents tooling frameworks and how they execute actions through external tools, APIs, and interfaces.
Core Component: Agent-Computer Interface (ACI) - How Agents Interact with Tools and Systems Key Concepts: Prompt engineering, tool calling, function APIs, agent tooling frameworks, efficient tool use
| Topic | Slide Deck | Previous Semester |
|---|---|---|
| Platform - Prompting Engineering Tools / Compression | W5.1.Team5-Prompt | 25course |
| Platform - Agent Tooling | W6.1-team2-master-ai-agent-book-review | 25course |
| Platform - More Agent Related | W6.2-team2-agent24-full | 25course |
| Prompt Engineering | W11-team-2-prompt-engineering-2 | 24course |
| Bonus Session: KV Cache, Tooling and WMDP | W15-KVcahe-WMDP-Tools | 24course |
2025 HIGH-IMPACT PAPERS on this topic
- a. AgentGym-RL: Training Agents for Long-Horizon Decision Making (September 2025)
- https://github.com/WooooDyy/LLM-Agent-Paper-List
- RL version of AgentGym for learning from interactive environments
- Interactive frontend for trajectory visualization, multi-turn RL