FDE-Bench - Orchestration: leaderboard

Metric: Resolved rate (%; the 48 orchestration-axis tasks (Compose stacks and Kubernetes manifests); one episode per task, same four-tool scaffold (bash, write_file, read_file, submit), task-specific step, time and token caps; submitted artifacts are rebuilt and redeployed in a pristine sandbox and graded by four gated programmatic check layers (build, readiness, behavior, spec conformance); resolved only if all four pass). Source: arxiv.org. Saturation forecast: Around February 2027. 7 models tracked.

Top models

#ModelScore
1Gemini 3.6 Flash72.9
2DeepSeek V4 Pro68.8
3Claude Sonnet 5 (High)68.8
4GPT-5.6 Terra64.6
5Gemini 3.5 Flash Lite62.5
6GPT-5.6 Luna60.4
7DeepSeek V4 Flash58.3

Interactive version: theaggregate.ai/benchmark?slug=fde-bench-orchestration · How It Works · Data refreshed daily, snapshot 2026-09-26.