Skip to main content
HB
Back to Home

Live Engineering Demos

Real engineering case studies you can interact with. Each demo replicates a problem I solved in production — click through to explore the full simulation.

Kubernetes Incident Response Simulator

Automated detection, triage, and recovery in under 42 seconds

The Problem

The production payment pod hit an out-of-memory crash in a 12-node EKS cluster.

The Result

Mean time to recovery dropped from forty-five minutes of manual triage to forty-two seconds of automated remediation.

KubernetesPrometheusGrafanaOPA+2
Try this demo

AWS FinOps Cost Optimizer

Line-by-line cloud cost audit that cut $40,920/year

The Problem

The client AWS bill was $6,400 per month for a mid-sized SaaS platform.

The Result

Monthly spend dropped from $6,400 to $2,990 (a fifty-three percent reduction), saving $40,920 annually.

AWSCloudWatchCost ExplorerS3+4
Try this demo

18GB ML Model Cold Start Optimizer

Reduced serverless cold start from 2+ minutes to 8 seconds

The Problem

An 18GB model container on Google Cloud Run required over two minutes to cold start because it downloaded model weights from Google Cloud Storage on every scale-from-zero event.

The Result

Cold start latency dropped from two minutes to eight seconds (a fifteen-fold improvement).

GCP Cloud RungcsfusePythonDocker+1
Try this demo

Infrastructure CLI Emulator

Web-based terminal simulating kubectl, docker, and terraform commands

The Problem

Onboarding engineers on production clusters created operational risks and configuration drift.

The Result

Onboarding time decreased from two weeks to three days, eliminating sandbox infrastructure costs while keeping production access restricted until training completion.

ReactTypeScriptNext.jsCSS Modules
Try this demo