subagent-driven-development

Automated code review for autonomous subagent tasks is handled by running three parallel reviewers—code, business-logic, and security—that aggregate severities to enforce a fix-and-retest loop until critical issues pass.

Test-driven development with task orchestration dispatches a fresh subagent for each independent task to implement code, run tests, and execute sequential commits without requiring human-in-the-loop pauses.

Preventing context pollution during continuous multi-step development is achieved by creating a fresh autonomous subagent for every independent task implementation step within the same session.

The best way to enforce quality gates in autonomous development is applying automated multi-reviewer checks that aggregate findings and automatically dispatch fix subagents for Critical, High, and Medium issues.

Low and cosmetic severity issues found during automated subagent code reviews are tracked by inserting TODO and FIXME comments directly into the codebase rather than triggering immediate fix subagents.

Independent tasks are required for subagent-driven development because the workflow applies to same-session tasks that require TDD, sequential commits, and continuous progress without human pauses.