Tobias Krenz

Tracking agent commit sequences reveals execution patterns that individual diffs obscure.

Webhooks enable agents to react to repository events in real time without continuous polling.

AI agents stress storage systems differently than humans do, requiring new infrastructure design.

Agents amplify flaky tests and signal noise into pipeline-stopping failures.

AI agents write code faster than humans can review it, so the infrastructure has to change.

Analyzing agent transcripts reveals four repeated waste patterns that drive quadratic token costs.

Agents outpaced CI/CD infrastructure built for human-speed development.