AI & Projects

Applying AI to cloud operations

Practical use of generative AI to improve operational consistency, accelerate analysis, and reduce repetitive work.

01

Cloud-event analysis

Use Claude to review and track cloud events, organize operational context, and support faster investigation and follow-through.

02

Workflow automation

Apply Claude, Gemini, and ChatGPT to identify repeatable tasks, develop automation approaches, and streamline cloud and infrastructure workflows.

03

Operational enablement

Use generative AI to assist troubleshooting, summarize technical information, improve documentation, and support infrastructure decision-making.

Hands-on projects

Built and published

Working tools and examples I have built and shared, so the approach above can be seen in practice.

AI apps built with Google AI Studio

Each app runs live on this site with built-in sample data.

Cost & FinOps

Multi-cloud FinOps

CloudParity

Problem
Comparing the same workload across AWS, Azure and Google Cloud means matching instance types and price sheets by hand.
Built
An app that sizes a workload, maps it to equivalent compute, database and storage services on each cloud, and adds performance benchmarks, forecasts and an AI advisor.
Gives you
A side-by-side hourly, monthly and annual cost comparison that can be exported as a report.
Try it live Source on GitHub
FinOps

Azure Invoice Consolidator

Problem
With several subscriptions, Azure invoices arrive as separate exports, so spend trends and anomalies are hard to see.
Built
An app that merges the exports into one view with monthly trends, reservation coverage and an assistant for questions. Files stay in the browser.
Gives you
Cost anomalies and FinOps recommendations in one place instead of spread across spreadsheets.
Open the app Source on GitHub
Cost optimization

Azure CloudCostIQ

Problem
Spend across Azure, AWS and Google Cloud sits in three consoles, with no easy way to judge commitment coverage.
Built
An app that tracks monthly spend across the three clouds and benchmarks Reservation and Savings Plan coverage against FinOps peers.
Gives you
A list of optimization opportunities and early warning of spending spikes.
Try it live Source on GitHub

Cloud security

Azure security

AzureShield

Problem
Publicly accessible storage and over-privileged role assignments are common Azure risks and easy to miss.
Built
An app that reviews Azure Storage accounts and RBAC role assignments.
Gives you
Risky settings, such as public access and over-broad roles, flagged for review.
Try it live Source on GitHub
AWS security

AWS Sentinel

Problem
Exposed S3 buckets and broad IAM permissions are among the most common AWS security gaps.
Built
An app that reviews S3 buckets and IAM configuration.
Gives you
Gaps, such as publicly exposed buckets and overly broad permissions, flagged for fixing.
Try it live Source on GitHub

Security awareness & training

Cyber defense training

CyberShield E2EE

Problem
Phishing, phone scams and insecure code are where many breaches start, and awareness training is often slides rather than practice.
Built
A training suite with a phishing campaign simulator, email and link threat filter, vulnerability code-audit lab, vishing call trainer and breach-risk forecasting, plus an end-to-end encrypted habit tracker and password vault.
Gives you
Hands-on practice spotting lures, social engineering and vulnerable code, and a view of how hardening steps reduce breach risk.
Try it live Full version Source on GitHub
Security awareness · Teens

ThreatGuard

Problem
Young people meet phishing, scam DMs and fake Wi-Fi every day, but most security advice is passive.
Built
A game with hands-on drills for phishing and QR-code scams, rogue Wi-Fi, “compromised friend” DMs, password strength and a 45-second ransomware response, with a breakdown of every mistake.
Gives you
Practice spotting real attack patterns in a safe sandbox, with ranks, badges and progress tracking.
Try it live Source on GitHub

Code and guides

AWS · Hands-on code

AWS examples

Working examples for 58 AWS services: CloudFormation templates, CLI scripts, Terraform, SDK samples and container apps, searchable by service or feature.

Browse the examples