ai-response-according-to-user-preference

Author: sharifajahanshaik

app/agents/voice/automatic/prompts/system/base.py

@@ -53,6 +53,12 @@ def get_base_system_prompt():
     CURRENT DATE & TIME REQUIREMENTS
         Today's date is {datetime.datetime.now().strftime("%B %d, %Y")}. However, for ANY tool-related queries or operations involving time/date, you MUST ALWAYS invoke the `get_current_time` tool first to get the exact current timestamp. Never rely on static date information for tool operations.
 
+    MEMORY USAGE INSTRUCTIONS
+    - BEFORE filling with default values or before asking for missing information, check if it can be inferred from user memory context that may appear in messages
+    - Use past preferences and patterns to fill gaps in requests when appropriate
+    - Only ask for clarification when the memory context doesn't provide sufficient information
+    - If user preferences conflict with their current request, acknowledge the context and ask for confirmation
+
     IDENTITY
     If asked about identity, say:
     "I'm your AI sidekick. Think of me as your extra brain for your D2C business. Whether it's digging through data, summarizing reports, or prepping for your next big move — I'm here to help you work smarter."

app/agents/voice/automatic/services/mem0/memory.py

@@ -2,7 +2,7 @@
 import datetime
 import hashlib
 import time
-from typing import Any, Dict, List
+from typing import Any, Dict, List, Optional
 
 from pipecat.frames.frames import Frame, LLMMessagesFrame
 from pipecat.processors.aggregators.openai_llm_context import (
@@ -25,6 +25,68 @@
     raise Exception(f"Missing module: {e}")
 
 
+def get_user_memories(user_id: str, limit: int = 5):
+    """
+    Shared function to retrieve user memories from Mem0.
+    Uses ImprovedMem0MemoryService for reliable memory retrieval.
+
+    Args:
+        user_id: User identifier for memory retrieval
+        limit: Maximum number of memories to retrieve
+
+    Returns:
+        List of memories or None if failed
+    """
+    if not config.MEM0_API_KEY:
+        logger.debug("MEM0_API_KEY not configured")
+        return None
+
+    try:
+        memory_params = ImprovedMem0MemoryService.InputParams()
+        memory_service = ImprovedMem0MemoryService(
+            api_key=config.MEM0_API_KEY,
+            user_id=user_id,
+            params=memory_params,
+        )
+
+        memories = memory_service.memory_client.get_all(user_id=user_id, limit=limit)
+        return memories
+    except Exception as e:
+        logger.error(f"Error retrieving memories: {e}")
+        return None
+
+
+def format_memories_as_context(memories) -> Optional[str]:
+    if not memories:
+        return None
+
+    context_lines = []
+
+    for memory in memories:
+        memory_text = ""
+
+        # Handle the actual mem0 API response format
+        if isinstance(memory, dict):
+            # Primary field is 'memory' based on your API response
+            memory_text = memory.get("memory", "")
+
+            # Fallback to other possible fields
+            if not memory_text:
+                memory_text = memory.get("text", "") or memory.get("content", "")
+
+        # Additional validation and cleanup
+        if memory_text and isinstance(memory_text, str):
+            cleaned_text = memory_text.strip()
+            if cleaned_text and len(cleaned_text) > 5:  # Reduced threshold
+                context_lines.append(f"- {cleaned_text}")
+
+    if not context_lines:
+        return None
+
+    context = f"[USER MEMORY CONTEXT] {chr(10).join(context_lines)}"
+    return context
+
+
 class ImprovedMem0MemoryService(Mem0MemoryService):
     """
     An improved version of Mem0MemoryService with enhanced reliability and performance.
@@ -439,6 +501,41 @@ async def process_frame(self, frame: Frame, direction: FrameDirection):
 
                 if latest_user_message:
                     process_start = time.time()
+
+                    user_id = getattr(self, "user_id", None)
+                    if user_id:
+                        try:
+                            # Get user memories directly
+                            memories = get_user_memories(user_id, limit=5)
+
+                            if memories:
+                                # Format memories as context
+                                memory_context = format_memories_as_context(memories)
+
+                                if memory_context:
+                                    # Enhance user message with memory context
+                                    enhanced_user_message = f"{memory_context}\nCurrent user message: {latest_user_message}"
+
+                                    context_messages = context.get_messages()
+                                    for i, msg in enumerate(context_messages):
+                                        if (
+                                            msg.get("role") == "user"
+                                            and msg.get("content")
+                                            == latest_user_message
+                                        ):
+                                            # Update the last user message with memory context
+                                            context_messages[i][
+                                                "content"
+                                            ] = enhanced_user_message
+                                            logger.debug(
+                                                f"Enhanced user message with historical memory context (memories: {len(memories)})"
+                                            )
+                                            break
+
+                        except Exception as e:
+                            logger.error(f"Dynamic memory enhancement failed: {e}")
+                            # Continue with original message
+
                     # Enhance context with memories before passing it downstream (with fault tolerance)
                     logger.debug(
                         f"Enhancing context with memories based on user message: '{latest_user_message[:50]}...'"