/ Work
Selected projects
Case studies of production ML systems I've designed, shipped, and operated. Architecture diagrams, tradeoff notes, and measurable outcomes.
COELHO Nexus
FlagshipKubernetes-native multi-agent AI platform hosting three production features — documentation distillation, YouTube GraphRAG search, and autonomous research digests — on one shared LLM rotator, six data stores, and full GitOps observability, architected and operated solo.
COELHO RealTime
FlagshipProduction-grade Real-Time MLOps platform on Kubernetes combining incremental ML and batch ML across fraud detection, ETA prediction, and customer segmentation.
YouTube Content Search
Multi-mode GraphRAG platform that extracts entities and relationships from YouTube transcripts into a Neo4j knowledge graph for multi-hop reasoning — the research that became COELHO Nexus.
COELHO Agents
Multi-agent platform combining a memory-aware assistant, an autonomous Software Developer agent with self-fixing code loops, and a GraphRAG-based YouTube Content Search — all orchestrated with LangChain + LangGraph.
COELHO GenAI
Privacy-first Generative AI platform connecting users to open-source LLMs (Llama 3.1, Gemma 2) via Ollama or Groq — with five purpose-built tools spanning chat, retrieval, autonomous data science, document analysis, and agentic plan-and-solve.
Pentesting Automation
Web vulnerability scanner pipeline covering 23 classes of vulnerability — orchestrates 39 open-source bug-bounty tools (Nmap, Nikto, Nuclei, the ProjectDiscovery suite, and more) through a hand-built dependency graph on Kali Linux to compress hours of manual setup into a single automated pass.
COELHO VISION
Computer Vision platform combining OpenCV, Ultralytics, and MediaPipe behind four production pipelines — object detection, image segmentation, pose estimation, and real-time camera integration — exposed via a Streamlit interface.
Formula 1 Analytics
F1 analytics platform combining historical narrative, statistical insights, full season reviews, and an AI Space applying ML to race data — running live on Streamlit with end-to-end data pipelines.
COELHO Finance
Financial market analytics platform combining Data Science, ML, and AI applied to investment analysis, portfolio tracking, and opportunity identification — running live on Streamlit with free public access.