Tech
Tech agents support the systems a business runs on: reviewing code changes, reading production logs, investigating customer errors and drafting bug tickets. Engineers approve fixes; the agent does the digging.
Top use cases
Review pull requests for bugs and security
Code review
An agent reads each PR diff and returns a structured review of bugs, security and quality, then watches repos for new PRs.
Debug production logs with an editor agent
Incident debugging
A DevOps engineer connects Cursor to Kubernetes to pull production logs, suggest fixes and repair broken docker-compose files.
Investigate customer errors and draft bug tickets
Bug triage
Support engineers have an agent pull logs, search past cases and draft both the bug ticket and the customer reply.
Tech FAQ
Can an agent review my code?
It can flag bugs, security issues and missing tests on each pull request. A person still approves merges.
Should agents change production systems?
Have them propose fixes and require confirmation before anything is applied to production.
Which tools are common here?
Cursor, Claude Code, GitHub, Datadog and Linear appear often.