🤖 LLM & AI Agent Integration Engineer | RAG · Vanna.ai · OpenAI · Python
I help businesses embed large-language-model intelligence into their products—building RAG pipelines, AI-powered reporting tools, custom agents, and end-to-end LLM integrations that turn raw data into actionable insights.
- 🧠 LLM & AI Agent Integration – Design and ship production-ready RAG systems, AI agents, and LLM-powered APIs using OpenAI, LangChain, and open-source models.
- 📊 AI-Enhanced Reporting & BI – Integrate Vanna.ai and NLP-to-SQL pipelines to turn natural-language questions into live dashboards and charts.
- 🔌 Data Ingestion & Pipeline Engineering – Build robust ingestion, chunking, and embedding pipelines for vector databases (pgvector, Pinecone, Weaviate).
- 📈 Visualization & UX for AI – Craft intuitive chat and dashboard UIs that surface LLM insights without overwhelming users.
- 💸 Token Optimization – Compress context, implement smart caching, and budget prompts to keep LLM costs predictable at scale.
- 👥 Team Leadership – Agile/Scrum expertise with hands-on mentoring for AI-focused engineering teams.
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Knowledge Base Assistant
Full-stack RAG application (FastAPI + PostgreSQL + Vue 3) that indexes a knowledge base with FTS/trigram search and lets users ask natural-language questions answered by OpenAI with grounded, context-scoped responses. Demonstrates indexing performance gains (~30% faster queries), token-budgeted prompts, and a chat-bubble UI. -
Premiere Digital – AI Reporting Tool (private enterprise)
Enhanced a media-supply-chain reporting platform with Vanna.ai: added NLP-to-SQL query generation, improved data ingestion pipelines, implemented interactive visualizations, and reduced token consumption through context compression and prompt engineering. -
Crypto Trading Intelligence
Real-time pump-pattern detection combining Python signal processing with LLM-assisted anomaly summarization. -
Northwind .NET 10 Migration
Clean-architecture migration showcase—useful context for integrating AI features into modernized .NET backends.
- 💼 Upwork Profile
- 🎥 YouTube
- 🖥️ GitHub
- 📊 Kaggle
- 💬 HackerRank | CodeSignal
- 🔒 TryHackMe
💡 Ready to add LLM intelligence to your product—RAG pipelines, AI agents, or NLP-powered reporting? Let’s connect on Upwork.