AI · Automation
Autonomous Error Remediation
Every production error waited on a human just to become engineering work.
- Fingerprints errors in production and assembles the surrounding context automatically
- Generates fix candidates through the Claude API
- Opens GitHub PRs — the first human in the loop is the reviewer
Changed what the team considers automatable.
Python · Django · Claude API · GitHub · AWS
AI · Product
The AI Daily Briefing
Operators, supervisors, and CEOs open the same dashboard wanting completely different mornings.
- Sat with every role across our customers before writing a line of briefing logic
- Two-pass LLM pipeline builds role-shaped scorecards — shifts, trends, remediation recommendations
- Delivered on each user's own schedule, tied to the existing permission model
The daily anchor for 30+ managers and schedulers.
Claude API · Django · Redis · WebSockets
Scale · Infra
20,000 Parts a Day
Our biggest plant was 10× anything we'd run — and AWS said "healthy" while operators phoned in outages.
- Built the observability that didn't exist: thread state, WebSocket churn, honest health checks
- Unwound the failure chain — instance sizing, thread pools, reconnect storms, signal floods, memory fragmentation
- Auto-remediation now detects blocked threads and memory pressure and recovers in seconds
Green means healthy now.
AWS EC2 / RDS · Django Channels · Redis · ASGI
Healthcare · Data
Health Record Cloud
A multi-practitioner clinic needed records that speak FHIR — across two clouds.
- Architected FHIR data capture and transfer spanning AWS and GCP
- Audit logging, document version control, async database management over RESTful APIs
- Auth0, Twilio, and Typesense for a secure patient-and-clinician experience
Led and mentored the team that shipped it.
HL7 FHIR · AWS · GCP · Node · NoSQL · Auth0