Discovery Foundation Models: Toward Open-Ended Discovery Intelligence
What this work does
Defines discovery foundation-model systems through revisable research states and seven coupled capabilities, with state-conditioned operations, experimental gating and validated cross-task discovery skills.
Connection to discovery
Connects problem discovery, representation construction, experiments, verification and learning as one discovery-system agenda.
Evidence
Consulted the system boundary, Zetema state dynamics, GALILEO dry/wet-lab grounding, proposed training objectives and capability-oriented evaluation design.
Scope and limitations
Proposed objectives and system designs should be separated from controlled evidence for each capability; scientific and therapeutic claims need their own experimental validation.
THE RESEARCH CONVERSATION
Discussion & reactions
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