Constructing reliable systems utilizing verified patterns in retrieval, backend, and agent architectures.
Crafting highly performant, type-safe, and responsive interfaces with Next.js, TypeScript, and Tailwind CSS. Optimizing bundle size and loading states.
Building scalable web platforms from database architectures to UI state management, utilizing robust design patterns and serverless deployment.
Developing intelligent features, semantic vector spaces, fine-tuning scripts (LoRA/PEFT), and parameter-efficient model configurations.
Architecting high-concurrency async dispatch APIs and job workers using Python, FastAPI, Docker, and PostgreSQL.
Constructing hybrid search spaces, fusion mechanisms (RRF), cross-encoder rerankers, semantic recall indexes, and LLM-as-Judge evaluation rigs.
Orchestrating stateful multi-agent supervisor systems using LangGraph cyclic flows, memory checkpointers, and LangSmith observability.
Specifying constraints, scaling profiles, and success indices. Running early sanity baseline tests on sample data.
Diagramming pipeline loops, choosing checkpoint stores, designing database indexes and retrieval models.
Writing clean, type-safe modules, writing unit/integration test cases, and verifying runtime latency.
Running prompt/context ablation passes, evaluating recall curves, and running validation scripts.
Dockerizing configurations, setting up CI actions, configuring logging alerts, and dispatching to staging.