align-all-parallel

To run ULT and UST alignment in parallel, you spawn concurrent alignment subagents for a specific chapter. This coordinates both processes simultaneously, reducing wait times and ensuring consistent merged outputs.

Parallel alignment automatically splits chapters with many verses into manageable batches. It validates cross-batch consistency and merges the final aligned ULT and UST outputs together seamlessly.

Yes, you need access to USFM source chapters to perform parallel ULT and UST alignment. The process also requires MCP workspace tools for reading the source files and merging the final aligned outputs.

The best way to ensure cross-batch consistency is to use a coordinated parallel alignment pipeline. This approach validates consistency across all verse batches and merges the final aligned outputs automatically.

Yes, you can use MCP workspace tools to read and merge final aligned ULT and UST outputs. The parallel alignment process requires these tools to coordinate subagents and consolidate the batched results.

Spawning separate ULT and UST alignment subagents concurrently saves time by running both processes in parallel. This coordination reduces wait times and ensures consistent results when both outputs are required for a chapter.