Vancouver, BC
I build the systems behind AI applications, from data retrieval and model integration to production deployment.
At Tenzr Health, I worked on retrieval systems and tools that let non-technical colleagues ask questions of company data.
Tenzr Health · 2026
A chat interface for company data.
I built Oracle so colleagues could ask questions of company databases without writing SQL. The work included the interface, backend, deployment, and research into what we should build ourselves or get from existing software.
The system used defined data models, read-only queries, and controls on model usage.
Read the case studyTenzr Health · 2025
I added PgBouncer and benchmarked the change. Connection time dropped from 329 ms to 2 ms, and concurrent connection capacity increased by 458%.
| Connection | Time |
|---|---|
| Direct | 329 ms |
| Pooled | 2 ms |
2025
Built and deployed a production RAG platform at Tenzr Health using FastAPI, Qdrant, Kubernetes and AWS Bedrock. My work included orchestration, autoscaling and rollouts.
2024
Reduced page loads on A2P Energy's marketplace from 20 seconds to 2 seconds with query optimization and eager loading. Also built a shift-logging system with role-based access and a bilingual interface for industrial users.
2021–23
Wrote 15+ automation scripts for Azure cloud deployments at SaaSberry, cutting deployment time by 40%. Configured Azure B2C tenants and App Services for clients.
I studied at Douglas College before continuing in Computing Science at SFU. At SaaSberry, I worked across backend development and customer success. My university co-ops included A2P Energy’s international program and two terms at Tenzr Health, where I later joined full time.
That mix meant working on software and talking to the people using it: client meetings, internal tools, and decisions about what to build or buy.
I also have a soft spot for Pacific Northwest forests and road trips along Highway 101.
Search across 1,200+ university courses using retrieval-augmented generation.
Local voice typing on AMD/Linux, with GPU inference through Vulkan.
A published Python CLI for NGINX logs, with text and JSON reports, tests and automated releases.
Exploring Vancouver parking-ticket patterns through geospatial analysis.
2025.10
Lessons from deploying AI in healthcare
2025.10
A practical guide to PgBouncer connection pooling
2025.06
Standardizing code quality without slowing developers down
I’m looking for a permanent engineering role in Vancouver or remote within Canada.
manvirheer007@gmail.com