ICML Winner FutureSim: GPT-5.6 Executes Over 15K Tool Calls in One Run
scaling01 · x · 2026-08-04
Recent updates from FutureSim, which won Best Paper at the ICML Forecasting Workshop, reveal that GPT-5.6-Sol leads in long-horizon tasks. The model can perform over 15,000 tool calls in a single run, taking more than a day to complete.
Furthermore, compared to Fable-5 and Claude models, GPT-5.6 demonstrates strong test-time adaptation, showing significant improvement during execution despite starting with similar initial accuracy.
More from Models
- Ditching Claude Code: Migrating Complex Workflows to Open-Weight Models — TheZachMueller · 2026-08-04
- Hands-on Comparison: MMH3 Outperforms Google Omni Flash — Ok-Act-9620 · 2026-08-04
- Managing Long Contexts: Devs Share Workarounds for LLM 'Lost in the Middle' — Entire-Ship8618 · 2026-08-04
- Kimi K3 Speculative Decoding Model Hits 600K Downloads, Boosts AMD MI355X Throughput — bookwormengr · 2026-08-04
- Kimi K3 Requires Full Message History: Most Users Are Using It Wrong — NielsRogge · 2026-08-04
- DiffusionGemma Tech Report: Parallel Decoding Breaks LLM Inference Speed Limits — bodonoghue85 · 2026-08-04