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pyramidheadshark/README.md

Header

Bridging the gap between Research and Production

Running stateless agents, training VLMs, and managing infrastructure.

🛠 Tech Stack

Core & Deep Learning


LLM Orchestration & Agents


MLOps & Infrastructure


Tools & DB


📊 GitHub Stats


🚀 Experience & Key Projects

ML Developer @ Sber (May 2025 – Present)

Focus: Internal AI products, NLP pipelines, and VLM systems.

  • 🛡️ Secure AI Tech Support Ecosystem

    • Designed a system with advanced PII anonymization for incoming/outgoing data.
    • Implemented a GraphRAG knowledge base for deep context retrieval.
    • Integrated seamlessly with Service Desk APIs for automated ticket handling.
  • 🏙️ Citizen Support Agent (Stateless Architecture)

    • Built a high-load AI agent for housing & utility services (ZhKH) using LangFlow & LangGraph.
    • Engineered a strictly stateless architecture for horizontal scalability.
    • Developed smart address parsing using custom NER models and Dadata integration.
  • 👁️ Automated VLM Labeling Pipeline

    • Created a zero-shot labeling system for complex defect detection.
    • Orchestrated a pipeline using DINOv2, SAM, and CLIP to auto-annotate datasets.
    • Used the output to train lightweight YOLO models, eliminating manual labeling costs.
  • 📊 Strategic Analytics & Education

    • Developed local AI solutions for analyzing global strategic trends.
    • Conducted corporate workshops and lectures on LLMs, preparing theoretical materials and practical cases for employees.

🏆 Hackathons

Active participant and winner in various tech-hackathons:

  • RLT Hack
  • GPN Fast Track
  • Rostelecom Events
  • Gorodskie Legendy

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