Machine Heart

Nov 6, 2026 · Artificial Intelligence

Firefly: Explore Real APIs First, Then Generate Verifiable Tool-Call Tasks for RL

Firefly introduces a back-chaining pipeline that explores real MCP servers to generate verifiable tool-call tasks, builds a retrieval-augmented simulator for reproducible offline RL, and shows a 4B model reaching Claude-level performance on tool-use benchmarks.