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cs.AI2026
Conservative Meta-Agent Search: Architecture Adaptation under Non-Stationarity
Ali Atiah Alzahrani
Automated agentic-system design is typically evaluated on static task suites with immediate scalar rewards. Deployed systems face persistent shift, delayed dependent feedback, corr…
cs.AI2026
Verify Claims, Not Scores: Evidence-Based Verification of Modular Agents
Ali Atiah Alzahrani
When developers change one component of an agent, such as its controller, a learned model or its verifier, they usually judge the change by an aggregate task score. That score cann…