DevOps

Measures and improves the quality of AI models and agents on Google Cloud using the Eval Quality Flywheel methodology.

Agent Platform Model Tuning.

Build, deploy, run, and benchmark Filament binaries on connected Android devices or emulators.

Coordinates subagent review, fixes, and verification during implementation; use when the user explicitly asks for Garfield on an active code slice, but not…

Deploy applications and infrastructure to Cloudflare using Workers, Pages, and related platform services.

Deploy web projects to Netlify using the Netlify CLI (`npx netlify`).

Deploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks.

Deploy applications and websites to Vercel.

Use the Notion CLI (`ntn`) to interact with the Notion API, manage workers, and upload files.

Entry point for AI-agent work on AWS: pick a runtime, plan a migration for existing workloads, and build an executable POC — one phased flow.

Authors and deploys MWAA workflow artifacts: Python Airflow DAGs for provisioned environments or YAML workflow files for Serverless.

Selects, deploys, and customizes AI models on Amazon SageMaker.

Builds and deploys containerized workloads on Elastic Kubernetes Service (EKS), Elastic Container Service (ECS), Fargate, and ECR (Elastic Container Registry).

Provides verified corrections for IAM behaviors that AI agents frequently get wrong — policy evaluation edge cases, trust policy gotchas, STS session limits…

Builds, runs, debugs, and operates applications on AWS Lambda MicroVMs — Firecracker-isolated, snapshot-resumable serverless compute environments running…

Creates and deploys Node.js HTTP web applications on AWS Lambda Web Functions.

Builds, configures, debugs, and optimizes AWS observability - operator-symptom questions and detecting Omni vs classic CloudWatch.

Migrate workloads from Microsoft Azure to AWS.

Diagnoses and root-causes Amazon MWAA workflow failures across Provisioned (Python DAG) and Serverless (YAML workflow) environments.

Migrate workloads from Google Cloud Platform to AWS — plus AI and agentic workloads from any provider.

Migrate workloads from Heroku to AWS.

Migrates vibe-coded web applications to AWS.

Sets up CloudWatch observability for the first time - Omni (CloudWatch Application Observability) and classic CloudWatch.

Best-practice authoring guidance AND a read-only policy gate for AWS Terraform generated by a migration skill.