optimizetests

To speed up OpenClaw tests without losing coverage, use an automated optimization runbook that profiles bottlenecks, deduplicates tests, and reorganizes execution to reduce CI pipeline wall time while maintaining all assertions.

Optimizing test automation runtime without skipping assertions requires evidence-based profiling and test deduplication to eliminate redundant executions. This approach reduces wall time while strictly preserving all test coverage gates and avoids unsafe runner flags.

Test deduplication and reorganization improve CI workflows by identifying overlapping test cases and restructuring execution batches. This eliminates redundant processing, significantly lowering overall test wall time without weakening coverage gates or requiring shards.

You should not use test sharding to improve OpenClaw test performance. The optimization process explicitly avoids shards, skipped assertions, weakened gates, and risky runner flags to ensure full coverage is preserved during runtime speedups.

The main limitation of optimizing local development test speed is avoiding unsafe shortcuts. You must follow precise runbook commands for evidence collection and cannot use shards, skipped assertions, weakened gates, or risky runner flags during the process.