AI Use Cases

Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
Developed Parsing Logic for Filings SEC-25 · Division of Examinations (EXAMS), Division of Economic and R	SEC	Deployed	Not high-impact	Other	Reinforcement learning	Developed in-house
Advancing Market-Ready Building Energy Management by Cost-Effective Differentiable Predictive Control DOE-349 · PNNL - Pacific Northwest National Laboratory (SC43 OIM)	DOE	Deployed	Not high-impact	Energy and the Environment	Reinforcement learning	Developed in-house
Adaptive Cyber-Physical Resilience for Building Control Systems DOE-350 · PNNL - Pacific Northwest National Laboratory (SC43 OIM)	DOE	Deployed	Not high-impact	Energy and the Environment	Reinforcement learning	Contract and in-house
AI used for predictive modeling and real time control of traffic systems DOE-353 · PNNL - Pacific Northwest National Laboratory (SC43 OIM)	DOE	Deployed	Not high-impact	Transportation	Reinforcement learning	Contract and in-house
CAISY DOE-437 · HC HQ - Office of the Chief Human Capital Officer (HC)	DOE	Deployed	Not high-impact	Administrative Functions	Reinforcement learning	Purchased from vendor
Adversarial Policy Evolution via AI NASA-808 · JPL: Jet Propulsion Laboratory	NASA	Pilot	Not high-impact	Science	Reinforcement learning	Developed in-house
AI Based Digital Twin Interoporability Schema NASA-798 · JPL: Jet Propulsion Laboratory	NASA	Pilot	Not high-impact	Science	Reinforcement learning	Developed in-house
Enhancing U.S. critical mineral supply chains through AI and remote sensing mapping of legacy mine sites and tailings DOI-0102 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Reinforcement learning	Not reported
Next-Generation Beam Cooling and Control with Optical Stochastic Cooling DOE-62 · FNAL - Fermi National Accelerator (SC43 OIM)	DOE	Pre-deployment	Not high-impact	Science	Reinforcement learning	Not reported
Reinforcement Learning for Lunar Lander Real Time Optimal Trajectory NASA-493 · MSFC: Marshall Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Reinforcement learning	Not reported
AI: Logic Design and Verification NASA-855 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Reinforcement learning	Not reported
Loan Guaranty Lender’s Handbook Chatbot VA-25-1512 · VBA: Veterans Benefits Administration	VA	Pre-deployment	Not high-impact	Service Delivery	Reinforcement learning	Not reported