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ipassynk/README.md

Senior Full-Stack Developer with deep experience building scalable enterprise systems, now focused on GenAI innovation. Proven track record in full-stack development (React, Node, Java, Python), monorepo architecture, and rapid prototyping.

Currently expanding expertise in AI/LLM application development through hands-on projects and formal training in AI Newline AI Accelerator Program covered Python, statistics, prompt engineering, RAG systems, transformer architectures, multimodal apps, fine tuning, model evaluation and agentic AI.

Check some of my AI projects:

  • Basic RAG with Eval RAG pipeline using Python, Ollama, and Vector DB Pinecone for ingestion, embedding, and retrieval and metric calculation.
  • Dating Compatibility Embedding - fine tune domain-specific model using contrastive loss on synthetic data with scikit-learn, SentenceTransformers, PyTorch.
  • LLM-as-Judge for evaluationing Data QA for DIY/Repair. AI chat with Vercel AI Toolkit, ShadCN UI, FastAPI, OpenAI, Pydantic.
  • Tennis Email Multi-agent CrewAI for automating tennis league match organization using custom and LangChain Gmail tools, and GCP.
  • Digital Clone Agent Multi-agent LangGraph agent that learns your communication style, retrieves info from documents, evaluates responses for style and grounding, and books meetings if confidence is low.
  • Job Trucking Job trucking tool using RAG with Ollama, LangChain, ChromaDB, FastAPI, and Streamlit. Airflow for RAG automation.
  • Recipe Keeper A smart recipe management and search application powered by RAG. It uses a hybrid search approach combining structured graph data with Neo4j and vector embeddings with Weaviate to allow users to find recipes by ingredients, nutritional info, or even by image similarity.
  • Building an AI-driven Contract Agent for a fireproofing and spray foam company using LangGraph and LlamaParse (LlamaIndex) to detect and parse new project contracts, enable chatting with Streamlit, and automate pre-production task management with Python and FastAPI on AWS.
  • Medical receipts processing with Zapier AI agents, integrating Gmail, WhatsApp, Google Sheets, image/PDF parsing.
  • Coach system handling a large number of concurrent curls via Nginx, and built with Python, Shell, and Telegram bot.

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  1. repair-diy-ai repair-diy-ai Public

    Synthetic Data on Home DIY / Repair QA for AI. Engineer Bootcamp. Use The AI Toolkit for TypeScript, FastAPI, OpenAI, LLM as Judge.

    TypeScript 2

  2. rag-full-cycle rag-full-cycle Public

    Evaluating RAG. pdfplumber, OLLAMA Pinecone, Poetry, Pydantic

    Python 2

  3. dating-match-fine-tuning dating-match-fine-tuning Public

    Fine Tuning Contrastive Embedding Model with Synthetic Data & Quantized LoRA

    Python 3

  4. digital-clone-agent digital-clone-agent Public

    Multi-agent RAG system with automated response evaluation and conditional scheduling using LangGraph, OpenAI , Firecrawl, Qdrant, LangFuse

    Python 2

  5. job-trucker-ai job-trucker-ai Public

    Job trucking tool using RAG (Retrieval-Augmented Generation) with Ollama, LangChain, ChromaDB, FastAPI, and Streamlit to extract, store, and semantically search job postings via a browser extension…

    Python 2

  6. recipe_keeper recipe_keeper Public

    Recipe Keeper: A RAG-powered recipe search engine leveraging Neo4j and Weaviate for hybrid text and image retrieval.

    Python 1