fix prompt

Author: codelion

optillm/plugins/spl/prompts.py

@@ -54,20 +54,16 @@
 
 # Strategy application prompt for system prompt augmentation
 STRATEGY_APPLICATION_PROMPT = """
-## Problem-Solving Strategies
+Problem-Solving Strategies
 
-The following strategies have been developed for different problem types and may help you solve the user's query effectively.
+The following strategies can help solve the user's query effectively. Use them as guidance when formulating your response:
 
-These strategies represent approaches that have worked well for similar problems in the past. Consider using them as guidance when formulating your response:
-
-- Review the strategies below to find approaches relevant to the current problem
-- Apply the steps and techniques from these strategies in your solution process
-- Use the reasoning patterns in the example processes as inspiration
-
-These strategies can enhance your problem-solving capabilities for specific types of problems.
+- Find the strategies most relevant to the current problem
+- Apply the techniques from these strategies in your solution
+- Use the reasoning examples as a guide for your approach
 
 {strategies_section}
 
-Feel free to use <think>...</think> tags to work through your reasoning process before providing the final answer. This helps with complex problem-solving.
+You can use <think>...</think> tags to work through your reasoning process before providing the final answer.
 """
 

optillm/plugins/spl/utils.py

@@ -43,7 +43,7 @@ def extract_thinking(response: str) -> Tuple[str, Optional[str]]:
 def augment_system_prompt(system_prompt: str, strategies: List[Any]) -> str:
     """
     Augment the system prompt with selected strategies and reasoning examples.
-    Uses a directive prompt to explicitly instruct the LLM to apply the strategies.
+    Instructs the LLM to apply the strategies in its solution.
     
     Args:
         system_prompt: The original system prompt
@@ -59,14 +59,14 @@ def augment_system_prompt(system_prompt: str, strategies: List[Any]) -> str:
     strategies_section = ""
 
     for i, strategy in enumerate(strategies, 1):
-        strategies_section += f"### Strategy {i} for {strategy.problem_type} problems\n{strategy.strategy_text}\n\n"
+        strategies_section += f"Strategy {i} for {strategy.problem_type} problems:\n{strategy.strategy_text}\n\n"
 
         # Add a sample reasoning example if available
         if strategy.reasoning_examples:
             # Use the most recent reasoning example (last one)
             reasoning = strategy.reasoning_examples[-1]
             if reasoning:
-                strategies_section += f"#### Example reasoning process:\n<think>\n{reasoning}\n</think>\n\n"
+                strategies_section += f"Example reasoning process:\n<think>\n{reasoning}\n</think>\n\n"
 
     # Format the application prompt with the strategies section
     strategy_prompt = STRATEGY_APPLICATION_PROMPT.format(strategies_section=strategies_section)