Inside Anthropic: how its own teams use Claude Code
Anthropic's own blog rounds up internal interviews on how employees use Claude Code. New data scientists on the infrastructure team hand over the whole codebase and lean on CLAUDE.md files to trace data pipeline dependencies; security engineers paste stack traces and docs into it during incidents and report roughly 3x faster triage; when Kubernetes stopped scheduling pods, the data infra team walked Google Cloud's console with Claude's guidance from dashboard screenshots until they found pod IP exhaustion, then got the exact commands to add a new IP pool. Marketing uses two sub-agents to filter hundreds of ad rows and generate variants; legal prototyped an internal phone tree. The thesis: agentic coding blurs the line between technical and non-technical work. Every case is vendor-reported, with no code, configs, or failure write-ups, so treat the numbers as marketing rather than evidence.