AI reads theticket, analyzes impact, writes the code, validates, opens a pull request. It's called Calibre — an agentic workflow trained on our actual codebase, not a generic chatbot wrapper.I'll break down the architecture: Jira context retrieval, AI-driven impact analysis, automated "Data Trace" validation that catches logical leaks before commit, and a learning loop that gets smarter with every merged PR, legacy code noise, flaky linters, hallucinated fixes and the patterns that solved them.