AI-Driven
Data Center Power Optimization
A single AI strategy that enhances server efficiency, manages workloads, reduces cooling energy, and optimizes smart battery ESS on your existing infrastructure.
Why now
AI is pushing power & cooling to the edge.
High-density AI racks, volatile tariffs, and tightening carbon targets demand smarter control than static set-points.
AI rack density
2.1×
vs. traditional data centers
Power risk
Peaks
Tariffs & thermal limits
Regulation
ESG
RE100 · AI transparency
From siloed control → integrated AI control
Solution
One AI brain, three coordinated agents.
Server workload, cooling, and ESS share signals through a unified multi-agent RL framework with XAI dashboards.
Agent 01
Workload
Shifts flexible jobs to low-tariff, low-carbon windows.
Agent 02
Cooling
Adjusts set-points, airflow, and modes within safe thermal envelopes.
Agent 03
ESS
Optimizes charge/discharge for peak-shaving and DR events.
Agents
Visualize how each AI agent works.
Three production-focused agents — ready to run standalone or together.
Cooling Optimization Agent
RL tuning of CRAC/CRAH, chillers, and fans for safe temperature and lower PUE.
- • Intelligent temperature & airflow control
- • Fully autonomous operation
- • Cooling energy reduction
Workload Scheduling Agent
Shifts non-critical jobs to off-peak, low-carbon slots and balances racks.
- • Avoids peaks and hotspots
- • Better resource utilization
- • Lower failure risk
ESS Charge/Discharge Agent
Uses tariffs, carbon intensity, and load forecasts to drive ESS schedules.
- • Smart peak-shaving & DR
- • Battery lifetime–aware control
- • Digital twin monitoring
Demo
Live simulation: RL + XAI in action.
Watch the controller react to workloads, temperatures, and tariffs — and explain its decisions.
Team
Deep-tech team behind EDM GADGET.
7 members across RL, cooling & ESS, UX, and product — turning research into real deployments.
Founder Team (4)
Hyomin Kim
Founder & CEO
RL & XAI for data center control
Major: AI Convergence
Heekyung Kim
AI Lead
Multi-agent RL & system design
Major: Computer Science
Liu Jing
Product
Product & DC workflows
Major: Systems Engineering
Chaeyeon Lee
Engineering
Cooling & ESS integration
Major: Electrical Engineering
Engineering & Research (3)
Jihye Hwang
ML Engineer
RL pipelines & evaluation
Major: Software Engineering
Zhu Xiuyan
Energy Systems
Cooling/ESS modeling
Major: Energy Engineering
Gayoung Kim
Design · Biz Strategy
UX & customer insights
Major: Design / Business
Contact
Let’s talk pilots, PoCs, and co-development.
We’re looking for operators, vendors, and investors who want measurable power and carbon impact.
Email: contact@edmgadget.com
Website: edmgadget landing