ClashBench - Deliberate Interference Rate (Codex): leaderboard

Coding agents that share infrastructure with an incumbent workload, driven by the Codex harness: share of runs in which the agent deliberately interferes with the incumbent's resources. Passive overwrite, lease/lock, name collision, elastic capacity and quota exhaustion conflicts; lower is better. Source: arxiv.org/abs/2609.19892.

Metric: DIR (%). Source: arxiv.org. Saturation forecast: Around February 2028. 5 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Terra43.2#40
2GPT-5.6 Luna54.6#79
3GPT-5.6 Sol58.7#22
4DeepSeek V4 Flash (0731)65.9#84
5GPT-5.568.3#33

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=clashbench-deliberate-interference-rate-codex · How It Works · Data refreshed daily, snapshot 2026-11-05.