Agentic systems in production
Agentic AI case studies: from the orchestration layer down to the tools
Three systems I designed and shipped. Two are confidential client work, so their names are stand-ins; each page shows the architecture, a sample run and the stack.
Case studies
Crewline
A platform that provisions digital employees. Businesses wanted AI that finishes tasks inside their own tools, not another chat window.
Pathfinder
A multi-agent assistant for the whole job search. Job seekers repeat the same research, tailoring and follow-up for every single application.
Study Mode
Gemini-powered study sessions built from your own notes. Students collect notes but rarely turn them into active practice.
Labs
Working ideas I build to test new agent patterns, each with its own page and a simulated run.
Voice receptionist
An AI phone agent that answers, books and hands off to a human.
Knowledge assistant
Answers from company documents, with every claim cited.
CRM tool server
A Model Context Protocol server that gives Claude safe tools for a CRM.
Evals and tracing
Every agent run traced, scored and compared before it ships.
Research crew
A team of agents that researches a market and writes the brief.
Document intelligence
Turns invoices and contracts into clean, validated data.
Before the agentic era
Six full-stack products for clients and for myself: e-commerce, food delivery, finance, collaboration, live coding and banking. See the earlier projects.