Built a full RAG pipeline from embeddings to deployed Knowledge Assistant, learning why grounding AI in your own data changes everything.
Week 6 Hero component
Latest entry · March 2026
Parse, edit, reassemble
Built a multi-agent system that turns stakeholder requests into structured SAFe feature specs, and learned hard lessons about string surgery on structured outputs.
Read entry →Journal
A deep week building multi-agent systems, resilience libraries, and cost optimization tools, shifting from individual AI components to production-grade AI product architecture.
Week 4Built a progression from calculator tool to autonomous research agent, and learned that resilience code, context management, and bounded workflows aren't optional — they're load-bearing.
Week 3Shipped
Multi-agent pipeline that classifies, interviews, generates, and evaluates SAFe feature specifications.
AI-powered tool that generates structured SAFe feature specifications from natural language descriptions.
Knowledge Assistant live
RAG-powered Q&A tool grounded in team knowledge base documents.