DevOps & Kubernetes
The cloud bill is outgrowing the user base, deployments take hours instead of minutes, and the cluster topology lives in one engineer's head. AlgoCoder removes those bottlenecks — cost audits, Kubernetes migrations, GitOps delivery, and SRE operations run by engineers who carry the pager.
← All Case StudiesFeatured DevOps & Kubernetes work.
ICICB Private Chain
Public chains charge gas for every action. Most teams either burn the budget on Layer 1 or build a Layer 2 they can't operate.
Built for ICICB
Clust — GPU Cloud Platform
Most data platforms work in dev. Real production volume hits, the schemas drift, the LLMs you wired into the pipeline start hallucinating, and the cost curve goes vertical.
Production engineering for Clust — GPU cloud platform
Microvest — AI Bitcoin Investment Platform
Most AI investment products demo a model. They never face a regulator, never hold custody, never reconcile a transaction at 3am, and never ship.
Production engineering for Microvest — AI Bitcoin investment platform
Defense / Government Procurement Infrastructure
Build it wrong and you don't get a second chance.
Defense / government supply chain procurement
DevOps & Kubernetes — recurring patterns.
Cloud Cost Audit for a Mid-Stage SaaS Platform
The cloud bill grew faster than the user base. The finance team wanted answers nobody on the engineering side could give them.
Kubernetes Migration for a Fintech Platform
The platform worked. It worked from a virtual machine. The next stage of growth required something else.
GitOps Implementation Across a Multi-Environment Engineering Organization
Configuration drift between environments was producing incidents. The team needed a single source of truth they could actually trust.
Cloudflare-Native Edge Architecture for a Latency-Sensitive Web Product
The product's user experience was being capped by the architecture, not the engineering quality.
Production Blockchain Node Operation for a Token Ecosystem
The chain worked. Operating it without incidents was a separate engineering problem.
Cloud Security Posture Remediation for a Healthcare-Adjacent SaaS
The security scan returned hundreds of findings. The engineering team had three engineers and no triage framework.
CI/CD Pipeline Rebuild for an Engineering Team Whose Deployments Took Hours
The team's competitors were shipping multiple times a day. The team itself was shipping multiple times a week, with each deployment a meaningful operational event.
Multi-Cluster Kubernetes for a Platform Spanning Multiple Regions
The platform served customers across continents. A single regional cluster wasn't going to keep doing the job.
Infrastructure-as-Code Standardization
Five teams had three different ways of provisioning infrastructure. Reviewing changes had become impossible.
Observability Stack Build for a Production Platform Without Visibility
Incidents were being diagnosed by reading logs by hand. The team needed to see the system, not parse it.
Cluster Autoscaling for a Workload With Bursty Traffic Patterns
Traffic doubled at predictable times. The infrastructure was sized for the peak, idle the rest of the time.
Disaster Recovery for a Platform That Hadn't Tested Recovery
The runbook said the platform could recover. Nobody had verified that in practice.
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