Selected work

Case
studies.

Names anonymized where asked. Outcomes — not screenshots — are the point.

01

Cut release cycle from 3 weeks to 2 days

How a logistics platform team reclaimed half their week by rebuilding CI on GitHub Actions and putting deploys behind progressive delivery on EKS.

DEVOPS · PLATFORM
02

Rolled out LLM code review to 140 engineers

Building the rails — eval harness, prompt library, security kill-switch — that took fintech AI code review from 6% to 78% adoption in a quarter.

AI ENABLEMENT
03

Rebuilt invoice OCR with 94% accuracy

Replacing a brittle Tesseract chain with a hybrid Textract plus transformer pipeline, gated by a 4,000-invoice regression eval that runs every release.

AI · BACKEND
04

Stood up platform team across 3 timezones

A follow-the-sun platform team, a single Backstage portal, and golden paths with HIPAA built in — handed back self-sustaining in two quarters.

TEAM AUG · DEVOPS
05

Dropped AWS bill by 41% in one quarter

Kubecost across clusters, Terraform-enforced autoscaling guardrails, and Athena reports for the spend nobody owned — savings durable across two quarters.

DEVOPS · FINOPS

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