The record / nine entries / 2012 to now

Grouped bywhat itproves.

Four capabilities, each backed by the cases that produced them. The chain runs from 01 to 09, and 09 returns to 01.

Capability 01

AI in production

Systems that removed waiting, with humans still deciding.

Two pipelines learn from real audience behavior and evaluate new scripts. AI advises, editors decide.

Multi-tenant RAG, tool calling, semantic cache, and guardrails with LangGraph and FastAPI.

Capability 02

Moves that could not lose a row, then one source of truth.

Financial data moved from AWS to GCP with Pulumi, verification, and no acceptable loss.

A NetSuite integration core synchronized listing, property intake, appointments, CMS, CRM, and ERP.

Capability 03

Spend cut and time recovered without stopping delivery.

Terraform removed drift. Right-sizing, Lambda migrations, scaling, and off-hours shutdown removed waste without freezing product work.

The old Django version vanished from pip. Context, plans, and agentic workflows turned a failed manual attempt into a production release.

Capability 04

Small teams shipping like larger ones, with security built in.

CRM, Tracker/ERP, Listing and landing generator, partner portal, and client portal.

The role grew from Tech Lead to Principal Engineer. PRD and TRD gave leads a stronger decision system than SCRUM alone.

Monitoring caught every wave. WAF, Cloudflare, VPNs, least privilege, middleware, and network hardening made the third attack bounce.