blue chain · code
who drives the process
orange agent
one step in the pipeline
LLM's role
drives the whole lifecycle
pydantic · openapi
contract between steps
natural language + JSON
PR → review → deploy
cost of reordering
a paragraph in PROMPT.md
crashes · wakes on-call
when something goes wrong
improvises · pings Telegram