I build production-oriented AI systems and autonomous agents — from retrieval and deep research to coding agents, tool use, evaluation, and secure execution.

My focus is turning LLM capabilities into reliable software systems.

• AI Agents — planning, tool use, multi-agent workflows, memory, and orchestration

• LLM Systems — model routing, structured generation, inference, and evaluation

• RAG & Deep Research — heterogeneous ingestion, retrieval, reranking, citations, and long-context workflows

• Coding Agents — repository understanding, SWE-bench workflows, code generation, and execution

• Computer-Use Agents — browser/computer interaction and multimodal agent evaluation

• Agent Infrastructure — sandboxed execution, observability, pipelines, storage, and deployment

Self-hosted AI research system for turning heterogeneous research materials — papers, source-code projects, datasets, and archives — into searchable and citable knowledge.

RAG · Deep Research · Document Intelligence · Python · Dagster · PostgreSQL · MinIO · Qdrant

Multi-model agent routing and evaluation system focused on selecting effective model responses while controlling inference cost.

LLM Routing · Agents · Evaluation · Model Selection

Experiments in autonomous software engineering and repository-level problem solving using SWE-bench.

Coding Agents · SWE-bench · Code Generation · Evaluation

Exploration of multimodal computer-using agents and environments for evaluating tool-driven interaction.

Computer Use · Multimodal Agents · Agent Evaluation · MCP

Secure execution infrastructure for AI agents using WebAssembly-based isolation.

Agent Infrastructure · Sandboxing · WASM · Secure Execution

LLM Agents        ████████████████████

RAG / Retrieval   ████████████████████

AI Engineering    ████████████████████

Agent Evaluation  ██████████████████

LLM Infrastructure██████████████████

MLOps             ████████████████

AI / LLM

LLMs · RAG · Agents · Embeddings · Reranking · MCP · SWE-bench

Backend

Python · FastAPI · Pydantic · AsyncIO

Data & Retrieval

PostgreSQL · Qdrant · MinIO · Redis

AI Infrastructure

Dagster · Langfuse · Ollama · Docker

Building AI systems that can:

understand → retrieve → reason → use tools → execute → evaluate → improve

with an emphasis on reliability, observability, evaluation, and production deployment.