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1. scalable-agentic-rag-pipeline scalable-agentic-rag-pipeline Public

   🤖 A production-grade agentic RAG pipeline with hybrid retrieval (vector + graph), and vLLM-backed LLM inference deployed at scale on AWS EKS using Ray, Kubernetes, and Terraform with observability …

   Python

2. cold-mail-generator cold-mail-generator Public

   🎯 A RAG-powered cold email generator for Master's and PhD applicants — scrapes professor profiles, matches research interests, and crafts personalized outreach emails using vector search and LLM.

   Python 1

3. betterdb-rag-observability betterdb-rag-observability Public

   📊 A FastAPI RAG pipeline exploring Redis/Valkey observability with BetterDB — semantic caching, rate limiting, and latency attribution with MCP-powered debugging.

   Python

4. k8s-observability-prometheus-grafana k8s-observability-prometheus-grafana Public

   📊 A local observability pipeline deploying a FastAPI app on Minikube, scraping metrics with Prometheus, and visualizing them in Grafana for cloud-native monitoring.

   Python 5

5. agentic-architectures-design agentic-architectures-design Public

   🧠 SOTA agentic design patterns implemented end-to-end in LangChain and LangGraph — from single-agent reflection to self-improving systems, with LangSmith tracing throughout.

   Jupyter Notebook

6. ml-inference-engineering ml-inference-engineering Public

   🛠️ Experiments in post-training optimization: model export, serving and inference acceleration

   Jupyter Notebook