README: tokenizer resolution now portable

README.md

@@ -46,12 +46,11 @@ lerobot-train \
   --dataset.repo_id=<your SO-101 LeRobot dataset> ...
 ```
 
-Note: `config.json`'s `text_processor_name_or_path` points at the checkpoint
-directory; when loading from the Hub on a fresh machine, download the full snapshot
-(`snapshot_download`) and pass the local path, or override
-`--policy.text_processor_name_or_path=<local snapshot dir>` (the Qwen tokenizer files
-`tokenizer.json` / `tokenizer_config.json` / `special_tokens_map.json` /
-`chat_template.jinja` ship in this repo).
+Tokenizer resolution is fully portable: `text_processor_name_or_path` and the
+serialized processor's `processor_name` point at this repo id (with
+`local_files_only=false`), and `preprocessor_config.json` ships so
+`Qwen3VLProcessor` loads without the AutoTokenizer fallback. No overrides needed
+on a fresh machine.
 
 ## Fine-tuned descendants