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cs.AI2026
Prior Audit-Repair Context Shifts LLM Verifier Thresholds Toward Leniency
Parsa Mazaheri, Kasra Mazaheri
Automated checking pipelines increasingly place one language model as the checker and another (or the same one) as the fixer. We ask whether that wiring changes what the checker re…
cs.AI2026
AgentAtlas: Beyond Outcome Leaderboards for LLM Agents
Parsa Mazaheri, Kasra Mazaheri
Large language model agents now act on codebases, browsers, operating systems, calendars, files, and tool ecosystems, but their evaluations often collapse behavior into final task…