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AI for Good Innovate for Impact

REQ-02: It is required to develop data-driven scheduling algorithms capable of adapting to
dynamic resource availability, and conduct a preliminary evaluation of their performance using
a cluster simulator.

REQ-03: It is recommended to enable resource sharing to maximize hardware utilization. Change 4.2-Climate

REQ-04: It is recommended to coordinate multiple clusters with intelligent agents to make
wise scheduling decisions.

REQ-05: It is recommended to use multi-modal generative models to explain scheduling
decisions to human users.

4 Sequence Diagram

5 References

[1] “Alibaba Cluster Trace Program,” GitHub, Feb. 04, 2023. https:// github .com/ alibaba/
clusterdata
[2] InternLM, “GitHub – InternLM/AcmeTrace,” GitHub, 2023. https:// github .com/ InternLM/
AcmeTrace (accessed Jun. 09, 2025).
[3] ml-energy, “GitHub – ml-energy/zeus: Measure and optimize the energy consumption
of your AI applications!,” GitHub, May 17, 2025. https:// github .com/ ml -energy/ zeus
(accessed Jun. 09, 2025).

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