Kirill Sukhorukikh

 I've been writing .NET for ten years, the last six at SoftLight. Built an e-commerce platform that sells in 20+ countries and doesn't go down on Black Friday.

Then I asked myself: can you build an AI agent that knows more about the project than any team member? Turns out you can.

50,000 commits, thousands of Jira tasks, hundreds of Confluence pages — all in one proactive agent with hybrid search, a custom MCP server, HNSW graphs, and a feedback loop. I'll show how it works and demo a digital twin of an engineer.