Solution for university research groups

A workstation cluster for research groups

Student workstations for execution, PI host for oversight. Reduce handover costs and secure results

Apply for the pilotSee how it works
Three student workstations connected to one PI host
Student workstation
Student workstation
Student workstation
PI host

Common research challenges

Progress relies on oral reports

Often discovering bottlenecks only during group meetings

Data and code disconnect

Final reports detached from original datasets and source code

Research continuity gaps

Incoming students unable to trace previous project history

One workstation per student

Manage tasks, execute code, and visualize data locally, with results ready for submission

Three student workstations at individual desks

PI host for group oversight

See who is stuck and which checks passed; open any report or code

PI host and progress dashboard on an advisor's desk
Literature Review · Student WangVerified
Data Analysis · Student LiVerified
Data Download · Student ChenStalled 2h
Paper Polish · Student ZhaoDelivered

Automated alerts and archiving

Receive notifications on stalled tasks and automated weekly project archiving

Alert · Student ChenData download stalled for 2 hours, please review
Weekly ArchiveReports, data, code, and logs saved to PI host

Full research traceability

Incoming students can review every step and continue from any point

Real-world research

Benchmark results for the same project

26consecutive runs on a single project
0manual interventions (last two runs)
159,027values, identical on every rerun
116minutes, median delivery time

Collaboration

Initial pilot program

1 research group, 3–5 graduate students, 4 weeks, all deliverables retained by the group

1Research group
3–5Graduate students
4Weeks

Apply for the initial pilot

We provide equipment, installation, training, and software updates

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