Hi, I'm Corey Leath
🚀 Software Engineering Intern @ WellBe
🤖 AI / ML Engineer (Production Systems Focus)
🎓 B.S. Software Development (In Progress) → M.S. AI Engineering → PhD (Planned)
About Me
I am an AI/ML-focused Software Engineer building production-grade, scalable systems that operate at the intersection of:
- Machine Learning
- Distributed Systems
- Real-Time Data Processing
- AI Infrastructure (LLMs, RAG, Vector Search)
Unlike traditional portfolios, I focus on end-to-end system design, not just models.
My work emphasizes:
- ⚡ Real-time inference systems (Kafka, WebSockets)
- 📊 Measurable performance (latency, throughput, accuracy)
- ☁️ Cloud-native architecture (Docker, Kubernetes, Terraform)
- 🔁 CI/CD + Observability (Prometheus, MLflow, GitHub Actions)
What I’m Building
I design systems that reflect real-world production environments, not notebooks.
AutoGuard AI
Real-time autonomous vehicle safety system
→ Geofencing + streaming inference + anomaly detection
SentinelAI
Production AI monitoring & inference platform
→ Drift detection, observability, system health tracking
LogSight-AI
Real-time AIOps platform
→ Processes 50k+ logs/sec using clustering + anomaly detection
Quant LLM Assistant
LLM-powered financial intelligence system
→ FAISS + Redis + Kafka + gRPC/REST inference
→ ~65ms latency, ~950 RPS load-tested 1
DeepSequence Recommender
Personalized recommendation system
→ Moving toward sequence-based deep learning models
Engineering Experience (WellBe – Healthcare Tech)
- Resolved production engineering tickets (data sync, permissions, workflows)
- Worked across frontend/backend systems (C#, React, TypeScript)
- Debugged real-world system failures and data inconsistencies
- Practiced full SDLC:
- Ticket-driven development (Jira, Freshservice)
- Debugging + root cause analysis
- Production issue resolution
Tech Stack
Languages: Python, C++, C#, TypeScript
ML/AI: PyTorch, TensorFlow, Hugging Face, FAISS
Data & Streaming: Kafka, Snowflake, Airflow
Backend: FastAPI, gRPC
DevOps: Docker, Kubernetes, Terraform, CI/CD
Monitoring: Prometheus, MLflow, OpenTelemetry
Frontend: React, Streamlit
Engineering Philosophy
I don’t build “projects” — I build systems.
Every repository is designed to demonstrate:
- ✔️ Clean modular architecture
- ✔️ Production readiness
- ✔️ Measurable performance
- ✔️ Real-world applicability
Career Direction
Currently targeting:
- AI / ML Engineer (L3 → L4)
- AI Systems / LLM Engineering Roles
Long-term focus:
- Advanced AI infrastructure
- Real-time intelligent systems
- Big Tech / AI Labs (OpenAI, Google, NVIDIA)
Mission
“Building at the intersection of AI, systems, and real-world impact.”
Let’s Connect
- LinkedIn: https://www.linkedin.com/in/coreyleath/
- GitHub: https://github.com/Trojan3877