Other tools

Beyond the Batch Picker, the package ships a handful of CLI scripts that handle other stages of the AKMS node lifecycle.

Script	Stage	Page
nlm_batch.py	Serially generate one batch from its NotebookLM notebook	nlm-batch
generate_nodes_pipeline.py	Batch-extract nodes from inventory JSONs	generate-nodes-pipeline
validate_nodes.py	Cross-check generated nodes against their source notebook	validate-nodes
akms_node_promote.py	Move verified nodes from staging into the global vault	akms-node-promote
extract_framework_nodes.py	Convert deepwiki-eval results into framework nodes	extract-framework-nodes

The picker writes the plan JSON and NotebookLM notebook metadata consumed by nlm_batch.py. The older tools pre-date the picker and remain available for the inventory-driven and promotion/validation stages. See Pipeline integration for how the pieces connect.