A week-long wait for a GPU, turned into same-day self-service.
We turned an environment where research teams waited a week for GPUs into a Kueue self-service portal. Utilization doubled; the same cards now run more experiments.
View case →● CLOUD & INFRASTRUCTURE
AWS cloud that scales easily, with cost down as much as −90%.
Not just new builds — we normalize the cost, security, and operations already leaking in your environment.
● THE PROBLEM
If this sounds familiar.
If even one of these is familiar, this service closes that gap.
Cost leakage
Idle resources, wrong instances, an endless bill.
No governance
Permissions and security spiral as accounts multiply.
GPU bottleneck
Expensive cards sit idle, or one team monopolizes them.
● SCOPE
What, how far, what we leave behind.
We design and build scalable, cost-efficient AWS foundations, and normalize environments that are already running.
How far
- Architecture design & build
- Multi-account governance & security baseline
- Cost optimization
- High-difficulty GPU·Kubernetes infrastructure
- IaC operational automation
Deliverables
- Architecture diagrams · ADRs
- IaC codebase
- Cost optimization report
- Governance·security baseline
- Operational handover docs
● HOW WE WORK
How we work.
- DiagnoseSnapshot current cost·security·architecture; find the leaks
- BaselineMulti-account governance + security baseline
- Optimize/BuildRebuild with IaC, GPU scheduling, cost guardrails
- Hand overOps docs + automation + cost dashboards
● EVIDENCE — NOT COPY
A record of what we shipped.
Major university hospital · H100 self-service orchestration
2.1×
GPU utilization
1wk→same-day
allocation
18mo
zero downtime
● RELATED INSIGHTS
A field record of legacy AWS cost rightsizing.
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What should an AI gateway control? Enterprise requirements and implementation pathsCloud / AWS in practice · July 29, 2026A practical framework for putting security, key exposure, departmental cost, guardrails, and observability behind one enterprise AI gateway, with four implementation paths compared.→
How MCP 2026-07-28 changes AgentCore operationsCloud / AWS in practice · July 27, 2026How MCP's request-oriented model changes deployment and state ownership across AgentCore Runtime, Gateway, and targets, with a practical dual-version migration path.→
An AWS Account With No Keys and No Docs — How $1,650/mo Became $400Cloud / AWS in practice · July 20, 2026We re-read a six-year-old service's abandoned AWS account through API inventory and measured metrics, then executed an Aurora major upgrade and rightsizing with zero-downtime tooling. Monthly cost dropped to a quarter without touching application code.→
Invisible on the Console, Only on the Invoice — AWS's Hidden CostsCloud / AWS in practice · Updated July 16, 2026Nobody broke in, yet money leaks every month. Missing VPC endpoints, cross-AZ data transfer, always-billed public IPv4, logs kept forever. AWS hidden costs with real Seoul-region rates and how to claw them back.→
We start with your bill.
Request a technical review →● STACK & DOMAIN
Stack & domain.
AWS OrganizationsTerraform / CDKEKSKueueKarpenterCost Anomaly Detection
Governance that understands the isolation and audit demands of regulated industries (healthcare·finance).
● PLATFORMS
We fit the workload, not a vendor.
We design for multi-cloud from the start — pick the right platform, mix them, move between them. No vendor lock-in.
Public Cloud
AWS
Google Cloud
Azure
NCPNHN Toast
Virtualization & Enterprise
VMwareModern & Edge
Cloudflare
Vercel
SupabaseData
Snowflake● FAQ
Frequently asked.
It's already in production — is it safe to touch?+
Diagnose → baseline → incremental rollout, with zero downtime as the premise. We draw boundaries around the riskiest parts first and move to IaC in stages.
Will we be locked into one cloud?+
No. We design for multi-cloud — AWS, NCP, Azure, GCP — and pick the mix that fits the workload.
Can we engage you just for GPU infrastructure?+
Yes. GPU scheduling is the most common standalone request we get.
Our security and compliance bar is high.+
We set up multi-account governance and a security baseline as code, with access control and audit logs on by default.
Isn't the cost saving temporary?+
We embed guardrails and anomaly detection as code, and hand over ops docs and a cost dashboard so it doesn't leak again.
If the bill scares you every month, start with a free cost diagnosis.
We review the environment and challenge first, then define the right execution scope together.
● Already trusted by teams across finance · healthcare · media · public