01
PR requirements review
Reads each pull request against its Jira ticket and flags missing requirements and exposed secrets before merge — replaces the first manual pass.
AI-Assisted Engineering
Agentic tooling on top of the platform.
Four Claude Code skills built and run in day-to-day platform work, each taking over a manual review pass.
02
Log diagnostics
Collects the relevant logs, groups repeating errors, ties them to a deployment or workload, and proposes what to check next.
03
Kubernetes triage
Reads pod events, deployment status, and resource errors to explain a failed rollout, in place of hand-assembled kubectl context.
04
Terraform plan review
Checks plans for unexpected IAM, networking, and security changes, flags drift, and surfaces violations before apply — replaces reading large plans by eye.
Scoped by repository-level CLAUDE.md conventions carrying the team's Terraform and delivery standards, MCP integrations for infrastructure context, and AWS Bedrock for analysis workloads.