ML Engineer / MLOps Engineer focused on production-grade systems at the intersection of LLM security & agentic infrastructure, computer vision, and geospatial ML. ~6 years building deep learning systems, scalable data pipelines, and cloud infrastructure (GCP/AWS). Currently at Torc Robotics, working on Data Quality Assurance ML Pipeline.
- aegis — Defense-in-depth security gateway for LLM apps and agents: input/output threat detection, policy-as-code (CEL), tool/MCP permission gating with taint tracking, continuous red-teaming, Ed25519-signed tamper-evident audit trail, and drop-in SDKs.
- AegisFlow — Autonomous multi-agent incident response engine (Temporal, PydanticAI, OpenTelemetry) that triages observability alerts and plans mitigations.
- smart-assistant — Personal knowledge assistant and workflow agent.
- terra-OBIA — Object-Based Image Analysis platform for forestry stand delineation, wetland classification, and land cover mapping at province scale.
- terra-obia-etl — ETL pipeline harmonizing GeoNB/GNB Open Data into labeled training polygons.
- NEXUS-CV — Real-time multi-modal computer vision platform with live observability and full MLOps lifecycle.
- multi-modal-od — Sensor-fusion object detection (radar, LiDAR, camera) for autonomous driving.
- sentinel-ray — Distributed camera telemetry ingestion with Ray, statistical drift detection, and automated incident orchestration.
- vanguard-telemetry-monitor — Fleet telemetry simulation and observability platform with production-like anomaly injection.
- hydra-data-factory — Serverless AWS pipeline simulating fleet-scale autonomous-vehicle telemetry processing.
- vit-fastapi-cloud-deploy — FastAPI image classification service, evolved into a cloud-deployed Vision Transformer pipeline.
- cuda-optimization — Deep learning optimization guide adapted for Apple Metal Performance Shaders.
- task-master — Production FastAPI + PostgreSQL REST API with Docker and CI/CD.
- bert-inference — Containerized DistilBERT sentiment-analysis inference service.
📍 Fredericton, NB, Canada · 🌐 hamidmatiny.github.io