Thoughts on AI, system design, and lessons learned in production.
How I used MCP integrations, realtime updates, and full-stack architecture to reduce manual entry by 80% and accelerate query workflows.
Engineering notes from building a context-aware assistant over 100,000+ documents with RAG and MCP-connected workflows.
Design decisions behind a privacy-first Chrome extension with local dictionary caching and API fallback.