Session notes, architecture decisions, and technical deep-dives from building MiniRAG.
How we built and shipped an embed snippet modal with tabbed integration methods for our MiniRAG dashboard, complete with auto-generated code snippets and clipboard functionality.
A deep dive into adding comprehensive cost analytics and embed functionality to a production RAG system dashboard, including the technical challenges and architectural decisions along the way.
How we added date range filtering to our usage analytics dashboard and learned about cross-database compatibility the hard way.
How a simple date range filter feature led to discovering a subtle cross-database compatibility bug in SQLAlchemy, and the elegant solution that saved the day.
How I implemented scheduled content re-ingestion for my RAG system, including URL fetching, HTML parsing, and Redis-based job scheduling—plus the circular import trap that almost derailed everything.
A deep dive into implementing robust data isolation for multi-tenant RAG systems and building comprehensive health monitoring dashboards. Plus lessons learned from cross-database compatibility challenges.
A hands-on journey through setting up production-ready infrastructure for a RAG application using Docker Compose, Caddy reverse proxy, and automated CI/CD deployment.
A complete journey of deploying a Retrieval-Augmented Generation (RAG) application to production, including the mistakes, workarounds, and hard-won lessons that actually make deployments work.
From localhost to production: the real-world challenges of deploying a RAG application with Docker, automated HTTPS, and CI/CD pipelines.
How we transformed a flat source management system into a hierarchical one with parent-child relationships, enabling grouped multi-URL and multi-file sources with expand/collapse functionality.
A deep dive into implementing parent-child source hierarchies with batch operations, cascade deletion, and intuitive UI controls in a RAG (Retrieval-Augmented Generation) system.
A deep dive into implementing parent-child source hierarchies with batch creation, and the unexpected Alpine.js templating challenges that taught me valuable lessons about framework constraints.
Starting the journey to build a modular, provider-agnostic RAG platform. In this first part, we tackle the foundation: project structure, database models, and security infrastructure.
Deep dive into building a provider-agnostic RAG platform with multi-tenancy support. Two major milestones down, lessons learned from async SQLAlchemy gotchas, and what's coming next.
Deep dive into building a modular RAG platform from scratch, including the authentication challenges, API design decisions, and lessons learned along the way.
Journey through building a production-ready, multi-tenant RAG platform. From Docker orchestration to vector embeddings, here's what I learned building the foundation of MiniRAG.
A deep dive into building a production-ready RAG (Retrieval-Augmented Generation) backend from scratch, complete with multi-tenant auth, vector search, and chat capabilities.
How I built a comprehensive 28-request Postman collection for testing a multi-tenant RAG API, complete with automated assertions and the lessons learned along the way.
A deep dive into building a production-ready multi-tenant RAG system, complete with the API compatibility challenges and testing victories that made it real.
How I built a complete admin dashboard and embeddable chat widget for MiniRAG in a single development session, adding 19 files and 2,661 lines of code while keeping all tests green.
How I transformed a corporate Tailwind dashboard into a stunning glassmorphism interface with floating orbs, frosted glass panels, and animated backgrounds—plus the technical challenges I faced along the way.
A deep dive into redesigning a MiniRAG admin dashboard with glassmorphism aesthetics, including the unexpected challenges of CSS frameworks and the solutions that actually worked.
A deep dive into implementing a full-stack file upload feature with drag-and-drop UI, multi-format text extraction, and comprehensive testing—all in a single development session.
A deep dive into implementing copy-to-clipboard, thumbs up/down feedback, and markdown rendering for chat interfaces - including the database migration gotcha that almost derailed everything.
A deep dive into adding user feedback, markdown support, and polished UI interactions to a chat application - including the database gotchas that almost derailed everything.
A deep dive into adding essential chat features like message feedback, markdown rendering, and robust testing - plus the database migration gotchas we encountered along the way.