infra: debugging k8s, auto doc updates, sql pipelines from plain text

eng: feature scaffolding, test gen, PR fix loops, monorepo nav

security: terraform diff scans, stacktrace triage, tdd driven by claude

ml: code mapping, porting, concept explainers, kubectl syntax recall

data viz: full react dashboards, persistent apps, no more one-off notebooks

growth: ad copy gen, figma automation, meta analytics all via claude agents

all backed by a shared claude.md to inject team specific context

they run tight feedback loops, classify tasks by how risky they are, and let claude own the lowrisk ones autonomously.