AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
Why it matters
River validates fixes against current code, updates patches automatically, and confirms remediation at the repo head after merge, cutting Shopify's vulnerability backlog ~70% in 11 days: a concrete blueprint for building autonomous remediation agents rather than pure triage bots.
