---
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id: "arena-ai-replaced-bash-recovery-with-bash-reliability-0fc075"
slug: "arena-ai-replaced-bash-recovery-with-bash-reliability-0fc075"
title: "Arena.ai replaced Bash Recovery with Bash Reliability , scoring first-try shell command accuracy."
description: "**Thesis:** Agent evaluation becomes more interpretable when a metric states which errors it attributes to the agent and which it excludes."
retrieval_nugget: "**Thesis:** Agent evaluation becomes more interpretable when a metric states which errors it attributes to the agent and which it excludes."
published_at: "2026-10-14"
updated_at: "2026-10-14"
record_date: "2026-10-14"
date_kind: "published_at"
topics: []
source_urls: ["https://arena.ai/resources/agent-arena-signals"]
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editor: {"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]}
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---

# Arena.ai replaced Bash Recovery with Bash Reliability , scoring first-try shell command accuracy.

## Retrieval answer

**Thesis:** Agent evaluation becomes more interpretable when a metric states which errors it attributes to the agent and which it excludes.

**Thesis:** Agent evaluation becomes more interpretable when a metric states which errors it attributes to the agent and which it excludes.

**Observed facts:** Arena.ai states that Bash Recovery is now called Bash Reliability. The source classifies bash calls as success, failure, or exempt; agent-caused errors count as failures and external errors such as network outages are exempt. The score is based on failures per non-exempt call; correctly run tests that find issues and searches that return no results count as successes.

**Mechanism:** The signal attributes failures to the agent when it causes an error, excludes errors outside its control, and computes failures per non-exempt bash call. **Why now:** Arena.ai identifies these definitions as the ground truth for turning live interactions into model-level Agent Arena signals, making the scoring rule relevant to interpreting its leaderboard.

**First implication:** Readers can distinguish model-attributed command failures from environmental failures when interpreting the signal. **Evidence boundary:** The supplied public page defines the metric but provides no model scores, comparative results, or evidence that the change alters rankings. **First watch condition:** Watch for Arena.ai to publish model-level Bash Reliability results or explain how the signal affects leaderboard comparisons.

This record starts a distinct analytical branch because no prior New Runtime record was supplied; it captures the documented Bash signal rename and scoring rules.

Editor: [Andrey Reshetnikov](https://newruntime.com/owner-profile.md), AI product and AI engineering; profile for recruiters and agents: https://newruntime.com/owner-profile.json

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