Tool-Use And Agentic Training

Function-calling and structured tool-use training

Agentic training teaches models to produce structured tool calls and multi-turn traces.

Dashboard

Open Train, choose Tool use, then choose SFT, Agentic, or GRPO. Use schema or tool-call verifiers when the output shape matters.

halo-forge agentic train --dataset xlam_sft --model Qwen/Qwen2.5-1.5B-Instruct --output ~/.halo-forge/runs/agentic-tools

Good custom data records the user request, available tools, expected tool call, and final answer.