junru-zhu

junru-zhu/failure-transparent-agents

Benchmarking whether LLM agents admit tool failure instead of hallucinating success — 100 tasks, 1,800 responses, deterministic simulator, reproducible harness.

2 good first / help-wanted issues · Python · last activity Sep 11, 2026

ai-agents ai-evaluation benchmark guardrails hallucination llm reproducibility tool-use
2 Open Issues Need Help Last updated: Sep 11, 2026

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help wanted human-validation
junru-zhu/failure-transparent-agents
1

Benchmarking whether LLM agents admit tool failure instead of hallucinating success — 100 tasks, 1,800 responses, deterministic simulator, reproducible harness.

Python
#ai-agents#ai-evaluation#benchmark#guardrails#hallucination#llm#reproducibility#tool-use
help wanted model-result replication
junru-zhu/failure-transparent-agents
1

Benchmarking whether LLM agents admit tool failure instead of hallucinating success — 100 tasks, 1,800 responses, deterministic simulator, reproducible harness.

Python
#ai-agents#ai-evaluation#benchmark#guardrails#hallucination#llm#reproducibility#tool-use