Skills & toolkit
The stack I reach for when things need to ship.
Python
FastAPI
LangChain
AWS
Azure
Docker
PostgreSQL
Redis
React
TensorFlow
Node.js
Git
AI / ML & LLMs
Production multi-agent systems, GraphRAG pipelines, and prompt engineering for real-world workloads.
LangChainLangGraphMulti-agent orchestrationPrompt engineeringGraphRAGKGGenAWS BedrockOpenAILlama 3Hugging Facescikit-learnTensorFlow
Backend & APIs
FastAPI services with async PostgreSQL, Redis caching, SSE streaming, and multi-tenant data isolation.
FastAPIPostgreSQL (async)RedisRESTServer-Sent EventsMulti-tenant SaaSConnection poolingOpenAPI
Data & Graphs
Knowledge graphs, vector stores, and warehouse pipelines from extraction through to traversal.
AWS NeptuneGremlinSnowflakePostgreSQLKnowledge graphsEntity-relationship modellingVector searchData validation
Cloud & Infra
AWS-first deployments with Azure DevOps CI/CD, Docker containers, and zero-downtime release pipelines.
AWS EC2AWS CognitoAWS BedrockAWS NeptuneS3Azure FunctionsAzure DevOpsDockerCI/CDZero-downtime deploys
Architecture
Supervisor orchestration, microservices, multi-tenant SaaS, and event-driven streaming patterns.
Supervisor orchestrationMicroservicesMulti-tenantEvent-drivenStreaming APIsDomain-driven design
Tooling & Languages
Python-first with strong tooling discipline — observability, testing, and pipeline automation.
PythonJavaScriptTypeScriptGitLangfusepytestPandasNumPyOCRWeb scraping