Risk 1
Multi-Tenancy & Side-Channel Risk in Shared GPU/HPC
Shared accelerators and co-tenancy introduce:
- Data leakage risks
- Workload inference risks
- Noisy neighbor effects
- Privilege escalation surfaces
Synergy opportunity: This becomes a research theme itself — secure scheduling,
isolation guarantees, confidential computing patterns.
Risk 2
"Quantum Hype" vs. Measurable Outcomes
Quantum work can drift into demos without operational relevance.
Synergy opportunity: Anchor quantum research in cyber deliverables —
PQC readiness, threat modeling, secure QaaS, reproducible benchmarks.
Risk 3
Toolchain Complexity
HPC (Slurm, images), Kubernetes (operators), OpenStack, SIEM pipelines, plus quantum toolchains can become brittle.
Synergy opportunity: Treat it as a platform engineering product —
standardized templates, golden images, GitOps, policy-as-code, observability-by-default.