AI / LLM Engineer building production AI for financial services — credit-risk models, multi-agent pipelines, and the secure ML platforms that ship them. 5+ years across data engineering, ML, and cloud architecture, now focused on applied LLM systems that survive a compliance audit. AWS ML Specialty certified.
| Domain | Technologies |
|---|---|
| LLM Engineering | LangChain · LangGraph · RAG · MCP · Prompt Engineering · OWASP LLM Top 10 · Semantic Caching · LLM Gateways |
| AgentOps | Multi-Agent Systems · LangGraph · CrewAI · Tool Use · Agent Memory · Autonomous Coding Agents · n8n |
| MLOps / LLMOps | MLflow · Feast · Airflow · Evidently AI · RAGAS · Prompt Versioning · A/B Testing · Model Registry |
| DevSecOps | GitHub Actions · ArgoCD · Crossplane · OPA Gatekeeper · Trivy · Semgrep · Cosign · SBOM · SLSA |
| Data Engineering | Apache Kafka · Apache Spark · dbt · Redis · Airflow · SQL lineage · ETL/ELT · PostgreSQL |
| ML / Deep Learning | PyTorch · XGBoost · scikit-learn · HuggingFace · Federated Learning · Differential Privacy · Fairlearn |
| Cloud & Infra | AWS (EKS · SageMaker · Redshift · S3 · IAM) · GCP · Terraform · Docker · Kubernetes |
| Security & Governance | ECOA / Fair Lending · GDPR · PCI-DSS · SOC2 · Model Cards · Audit Trails · Data Lineage |
Curated highlights from my public engineering work.
LLM Engineering & Agents
- mcp-diagram-agent — MCP server: describe any system in plain English → production-ready architecture diagram via Claude
MCP · LangGraph · FastAPI - llm-gateway — Production LLM gateway: OpenAI-compatible API, semantic caching, multi-model routing, cost analytics
FastAPI · Redis · sentence-transformers - nano-finbert — Transformer built from scratch on financial text + production MiniLM model at 95.3% test accuracy
PyTorch · Transformers · HuggingFace - llm-safety-auditor (live demo) — 250+ adversarial payloads, OWASP LLM Top 10 scoring, red-team report generation
FastAPI · sentence-transformers · reportlab
MLOps & Production Infrastructure
- etl-lineage-graph — Auto-discovers column-level data lineage from SQL/ETL via directed-graph analysis — zero annotation
Python · sqlglot · networkx - mlops-feature-platform — Enterprise MLOps for financial ML: Feast feature store + MLflow registry + Airflow + Evidently monitoring
Feast · MLflow · Airflow - kafka-stream-feature-store — Real-time feature store: Kafka → Redis with sub-60s freshness for low-latency inference
Kafka · Redis · FastAPI
Fintech AI & Governance
- finance-agent-crew — Multi-agent financial intelligence: SEC EDGAR + earnings calls + news → investment brief
LangGraph · Claude · n8n - finance-llmops-platform — LLMOps platform for financial services: evaluation, prompt versioning, and model governance
FastAPI · LLMOps · Fintech - fintech-devsecops-pipeline — End-to-end DevSecOps: SBOM, Trivy scanning, OPA policy, Cosign signing, SLSA Level 3 provenance
GitHub Actions · Trivy · Cosign · OPA
| Certification | Issuer |
|---|---|
| AWS Certified Machine Learning – Specialty | Amazon Web Services |
| AWS Certified Cloud Practitioner | Amazon Web Services |
| GCP Professional Data Engineer | Google Cloud |
| Snowflake SnowPro Advanced: Data Engineer | Snowflake |
| dbt Analytics Engineering Certification | dbt Labs |
Private repos available on request — federated learning for credit risk, LLM red-teaming, on-device LLM optimization, SQL-to-DAG compilers. Reach out via LinkedIn.