Update README.md

README.md

@@ -21,26 +21,17 @@ This model is currently in **preview** and intended for research, evaluation, an
 
 ---
 
-## Key Features
-
-- **Configurable Reasoning Depth**: Supports explicit control over reasoning granularity via system-level prompts.
-- **ChatML Template Compliance**: Fully compatible with the ChatML format for seamless integration into existing inference pipelines.
-- **Structured Output**: Generates detailed reasoning traces (`<think>` blocks) when enabled, enabling auditability and interpretability.
-- **Optimized for Complex Tasks**: Strong performance on mathematical reasoning, code generation, and multi-step logic problems.
-
----
-
 ##  Usage Instructions
 
 To invoke the model correctly, include a **reasoning-level indicator** in the system prompt using the `Reasoning-level:` directive. The available levels are:
 
 | Level     | Behavior |
 |----------|--------|
-| `none`   | No reasoning trace generated; direct response only. |
-| `low`    | Minimal internal reasoning; concise output. |
-| `medium` | Balanced reasoning with intermediate steps. |
-| `high`   | Detailed step-by-step reasoning with full justification. |
-| `ultra`  | Maximal depth reasoning; exhaustive exploration of alternatives and edge cases. |
+| `none`   | No reasoning trace generated, direct response only. |
+| `low`    | Minimal internal reasoning |
+| `medium` | Creates a reasoning trace thats not too long nor too short |
+| `high`   | Second highest reasoning depth |
+| `ultra`  | Maximum depth reasoning |
 
 > **Note**: The absence of a valid reasoning level will result in undefined behavior. Always specify one.