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Rupesh Kumar
My Learnings, experiments, research findings, product insights, and lessons.
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🚀 Building AI-Native Systems
I document experiments, findings, and lessons from building intelligent products.
Research Areas
| Topic | Focus |
|---|---|
| 🤖 AI Agents | Autonomous reasoning systems |
| 📚 RAG | Retrieval and knowledge systems |
| 🔗 MCP | Tool and model interoperability |
| 📊 Evaluation | AI system quality |
| 🧠Model Architecture | Tradeoffs and optimization |
Latest Articles
Why Vector Databases Exist
Understanding semantic search and embeddings.
AI Agents Explained
Patterns and architectures.
Getting Started with MCP
Understanding model context protocols.
About Me
Principal Product Manager building AI-native experiences.
Learn • Build • Share