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Find similar grantsSolicitation DARPA-EA-25-02-05 closed July 10, 2025; program is now in its period of performance.
Methodological Advancements for Generalizable Insights into Complex Systems (MAGICS) is sponsored by Defense Advanced Research Projects Agency (DARPA). MAGICS is DARPA's initiative to overcome the limitations of current big data and machine learning approaches in modeling dynamic, evolving systems.
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Department of War organization. Methodological Advancements for Generalizable Insights into Complex Systems MAGICS aims to transform our understanding of complex, evolving systems by developing fundamentally new modeling approaches.
While the combination of big data and machine learning initially promised breakthroughs in predicting system behavior - from global economic networks to regional population dynamics - current methods have fallen short of expectations. MAGICS seeks innovative solutions that can better handle the challenges of systems that constantly change, interact with their environment, and respond to continuous self-observation.
Successful projects will create new theoretical frameworks and analytical tools that can reliably predict system behavior using real-world data, moving beyond the limitations of current statistical approaches to capture the true complexity of dynamic, interconnected systems. The solicitation for this program closed on July 10, 2025. This topic is within its period of performance.
DARPA Seeks Innovators to Accelerate Pace of Scientific Discovery
According to the current listing, eligibility includes: Entities that can work with DARPA, such as companies and research institutions (e. g. , Charles River Analytics, Parallax Advanced Research, BAE Systems have received funding). Confirm the full requirements in the official notice before applying.
Methodological Advancements for Generalizable Insights into Complex Systems (MAGICS) is funded by Defense Advanced Research Projects Agency (DARPA). Verify program details on the funder's official page before applying.
Yes — this listing is flagged as national in scope, so applicants across the U.S. may apply, subject to the sponsor's other eligibility criteria.
Start with the full solicitation document linked on this page — it contains the submission instructions and required forms.
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