pipeline

Multi-agent code review workflows are coordinated by chaining specialized agents sequentially. Findings and recommendations pass as structured context between stages, ensuring no context is lost during architecture analysis, critique, or implementation tasks.

Parallel agent execution routes independent tasks to run concurrently, merging their outputs upon completion. This branching approach optimizes complex engineering pipelines by processing isolated tasks simultaneously rather than sequentially.

Maintaining context across debugging and refactoring requires stateful verification that persists pipeline progress. This mechanism preserves structured context across stages, handling retries and fallbacks while verifying diagnostics before task completion.

Security auditing pipelines use preset workflows with built-in stages for exploration and analysis. State persistence handles automated retries and fallbacks, verifying outputs and diagnostics before the pipeline marks the security audit complete.

Agent orchestration chains specialized agents into coordinated workflows for feature implementation. Structured context passing ensures tasks like exploration, architecture analysis, and testing maintain direction and verification across every execution stage.

Sequential pipelines should be avoided when independent tasks can execute concurrently. If engineering tasks lack dependencies between stages, branching and parallel execution routes are more efficient than forcing sequential task delegation.