doc(README): clarify usage to better reflect intended use of the model as a prototyping tool

README.md

@@ -40,7 +40,7 @@ $ You are a precise parser of recurring schedule expressions. Your only job is t
 
 ### Downstream Use
 
-Integrate it in DSL-based schedulers, assistants, or natural language interfaces requiring precise recurrence interpretation.
+Useful for prototyping DSL-based schedulers, assistants, or natural language interfaces requiring structured recurrence interpretation.
 
 The DSL produced by this model is defined and executed by the [Mini Recurrence Converter DSL module](https://github.com/gh9869827/fifo-dev-dsl/tree/main/fifo_dev_dsl/domain_specific/mini_recurrence_converter_dsl).
 
@@ -69,7 +69,7 @@ This model is specialized for recurrence conversion DSL. It is not intended for
 
 Trained on [a6188466/mini-recurrence-converter-dsl-dataset](https://huggingface.co/datasets/a6188466/mini-recurrence-converter-dsl-dataset) using the `dsl` adapter from [`fifo-tool-datasets`](https://github.com/gh9869827/fifo-tool-datasets) and [`fine_tune.py`](https://github.com/gh9869827/fifo-tool-airlock-model-env/blob/main/fifo_tool_airlock_model_env/fine_tuning/phi_4/fine_tune.py) in a fully local, air-gapped Docker container.
 
-- **Dataset:** 226 examples mapping natural language to DSL commands, including hand-curated and [synthetic](https://github.com/gh9869827/fifo-dev-dsl/blob/main/fifo_dev_dsl/domain_specific/mini_recurrence_converter_dsl/generate_synthetic_data.py) samples.
+- **Dataset:** 226 examples mapping natural language to DSL commands, including hand-curated and [synthetic](https://github.com/gh9869827/fifo-dev-dsl/blob/main/fifo_dev_dsl/domain_specific/mini_recurrence_converter_dsl/generate_synthetic_data.py) samples
 - **Epochs:** 15  
 - **Batch size:** 1  
 - **Precision:** bf16  
@@ -111,6 +111,8 @@ Trained on [a6188466/mini-recurrence-converter-dsl-dataset](https://huggingface.
   - **97.79%** on held-out [test set](https://huggingface.co/datasets/a6188466/mini-recurrence-converter-dsl-dataset) (**221/226** passed)  
     The test set includes 26 hand-curated and 200 [synthetic](https://github.com/gh9869827/fifo-dev-dsl/blob/main/fifo_dev_dsl/domain_specific/mini_recurrence_converter_dsl/generate_synthetic_data.py) examples.
 
+These results demonstrate strong accuracy on tested queries, though the model may still produce incorrect outputs on novel or ambiguous phrasing.
+
 Evaluation script: [`evaluate_mini_recurrence_converter_dsl_model.py`](https://github.com/gh9869827/fifo-dev-dsl/blob/main/fifo_dev_dsl/domain_specific/mini_recurrence_converter_dsl/evaluate_mini_recurrence_converter_dsl_model.py)
 
 ## 🪪 License