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README.md

@@ -116,7 +116,7 @@ Finetune on your own tools via the web UI or CLI:
 needle ui
 
 # CLI (auto-downloads weights if not local)
-python -m src.training.finetune data.jsonl
+needle finetune data.jsonl
 ```
 
 ## Links
@@ -125,17 +125,6 @@ python -m src.training.finetune data.jsonl
 - [Cactus](https://github.com/cactus-compute/cactus) - on-device runtime (6000 tok/s prefill, 1200 tok/s decode)
 - [Simple Attention Networks](https://github.com/cactus-compute/needle/blob/main/docs/simple_attention_networks.md) - architecture details
 
-## File Format
-
-The checkpoint is a Python pickle containing:
-
-```python
-{
-    "params": { ... },   # nested dict of numpy float16 arrays
-    "config": { ... },   # TransformerConfig fields as dict
-}
-```
-
 ## License
 
 MIT