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This paper introduces Xcientist, a research harness that externalizes AI-driven scientific research synthesis and validation into inspectable, contract-governed processes to ensure accountability and traceability.
ARIS is an open-source research harness that uses cross-model adversarial collaboration to ensure reliable long-term research outcomes through coordinated execution, orchestration, and assurance layers.