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Add RLM monitor rubric#698

Merged
snimu merged 1 commit intomainfrom
sebastian/rlm-monitor-rubric-2026-01-06
Jan 6, 2026
Merged

Add RLM monitor rubric#698
snimu merged 1 commit intomainfrom
sebastian/rlm-monitor-rubric-2026-01-06

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@snimu snimu commented Jan 6, 2026

Description

Adds RLMMonitorMetric so that the individual environments don't have to implement it

Type of Change

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • Documentation update
  • Test improvement

Testing

  • All existing tests pass when running uv run pytest locally.
  • New tests have been added to cover the changes

Checklist

  • My code follows the style guidelines of this project as outlined in AGENTS.md
  • I have performed a self-review of my own code
  • I have commented my code, particularly in hard-to-understand areas
  • I have made corresponding changes to the documentation
  • My changes generate no new warnings
  • Any dependent changes have been merged and published

Additional Notes


Note

Adds a shared rubric to standardize RLM monitoring across environments.

  • New RLMMonitorRubric in verifiers/envs/experimental/rlm_env.py exposes metrics for sub_llm_* (calls, turns, tokens, tool calls, batch stats), main_rlm_* (turns, tokens), and REPL timing (repl_*)
  • RLMEnv.__init__ now registers the rubric via add_rubric(RLMMonitorRubric()) for automatic metric collection

Written by Cursor Bugbot for commit 20d426b. This will update automatically on new commits. Configure here.

@snimu snimu merged commit 7470a4c into main Jan 6, 2026
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