Building RAG Pipelines with AWS Bedrock
> June 10, 2025
A deep dive into architecting retrieval-augmented generation pipelines using AWS Bedrock, Qdrant vector store, and llama.cpp for production AI applications.
// read_more →> June 10, 2025
A deep dive into architecting retrieval-augmented generation pipelines using AWS Bedrock, Qdrant vector store, and llama.cpp for production AI applications.
// read_more →> May 20, 2025
How to run and evaluate large language models entirely on-premise using llama.cpp and HuggingFace Transformers — benchmarking local inference against cloud-hosted counterparts on latency, accuracy, and retrieval relevance.
// read_more →> April 15, 2025
A walkthrough of architecting an end-to-end RAG pipeline that scrapes live news, indexes it into Qdrant, and autonomously joins Microsoft Teams meetings to deliver contextually relevant briefings — built entirely on AWS.
// read_more →> September 5, 2024
How we built TextQL, an open-source tool that converts natural language questions into structured SQL using Google Gemini and FastAPI — with prompt engineering patterns that make LLM output reliably parseable.
// read_more →> May 20, 2024
How I engineered enterprise-scale semantic vector search over 2M+ SharePoint documents using Azure OpenAI embeddings and Azure AI Search.
// read_more →> November 5, 2023
What I learned from contributing to grafana/grafana — navigating a large codebase, writing good PRs, and the culture of open-source collaboration.
// read_more →> September 15, 2023
Reflections on running a free React Bootcamp for developers in 2023 — what worked, what didn't, and how 40+ developers leveled up their skills.
// read_more →> March 10, 2022
How I re-architected 0chain's blockchain explorer from scratch — redesigning the JavaScript SDK layer for better developer experience, API consistency, and long-term maintainability.
// read_more →> November 5, 2021
A deep dive into maintaining and extending two Go-based CLI tools — zwalletCLI and zboxCLI — that interface directly with the 0chain decentralized blockchain for wallet and storage operations.
// read_more →> September 20, 2021
Lessons from migrating a legacy Go storage module to a TypeScript + WebAssembly architecture — improving browser-side performance, portability, and developer ergonomics for a decentralized storage protocol.
// read_more →