by-campaign-manager

Plan and size protein design campaigns using orchestration features that coordinate multiple design engines, allocate resources, and generate JSON-structured campaign artifacts for reliable execution and tracking.

Resume interrupted protein design campaigns through checkpointing and state-machine artifact management, allowing graceful recovery and continuation of runs without losing prior progress.

Real-time run-state monitoring tracks campaign progress by assessing health metrics and checkpointing per-run outputs, ensuring reliable coordination and visibility throughout the end-to-end execution.

Estimate costs for complex protein design experiments using built-in cost estimation features that evaluate resource allocation and sizing across multiple design engines during campaign planning.

Campaign orchestration supports cross-run knowledge integration by capturing post-campaign reporting and state artifacts, enabling teams to consolidate learning and optimize subsequent protein design runs.