# agent_sessions

session_id: 08185539-410e-4f98-bb8f-5a452d926e1d
user_id: ava
extra_data: null
agent_id: 4a80743b-227c-4112-aca9-45f3d73d3dce
memory:
  {"summaries": {}, "memories": {"ava": {"b3cf2c09-5186-4645-925e-013685ad5dbc": {"memory_id": "b3cf2c09-5186-4645-925e-013685ad5dbc", "memory": "Ava likes to ski.", "topics": ["name", "hobbies"], "last_updated": "2025-07-14T17:24:17.612443", "input": "Added user information: Name is Ava and she likes to ski."}}}, "runs": [{"content": "How can I assist you today, Ava?", "content_type": "str", "metrics": {"input_tokens": [418, 490], "output_tokens": [32, 9], "total_tokens": [450, 499], "audio_tokens": [0, 0], "input_audio_tokens": [0, 0], "output_audio_tokens": [0, 0], "cached_tokens": [0, 0], "cache_write_tokens": [0, 0], "reasoning_tokens": [0, 0], "prompt_tokens": [418, 490], "completion_tokens": [32, 9], "time": [2.516713200002414, 2.1072529000011855], "time_to_first_token": [2.5146506000019144, 2.1023024000023725]}, "model": "qwen3-30b-a3b", "model_provider": "OpenAI", "run_id": "5cf3772a-b041-40b9-a6f1-8cc9e790340f", "agent_id": "4a80743b-227c-4112-aca9-45f3d73d3dce", "session_id": "08185539-410e-4f98-bb8f-5a452d926e1d", "formatted_tool_calls": ["update_user_memory(task=Added user information: Name is Ava and she likes to ski.)"], "created_at": 1752485052, "status": "RUNNING", "messages": [{"content": "<additional_information>\n- Use markdown to format your answers.\n</additional_information>\n\nYou have the capability to retain memories from previous interactions with the user, but have not had any interactions with the user yet.\n\n<updating_user_memories>\n- You have access to the `update_user_memory` tool that you can use to add new memories, update existing memories, delete memories, or clear all memories.\n- If the user's message includes information that should be captured as a memory, use the `update_user_memory` tool to update your memory database.\n- Memories should include details that could personalize ongoing interactions with the user.\n- Use this tool to add new memories or update existing memories that you identify in the conversation.\n- Use this tool if the user asks to update their memory, delete a memory, or clear all memories.\n- If you use the `update_user_memory` tool, remember to pass on the response to the user.\n</updating_user_memories>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752485052}, {"content": "My name is Ava and I like to ski.", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752485052}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_4fdfaf9507b14a5bbf3353", "type": "function", "function": {"name": "update_user_memory", "arguments": "{\"task\": \"Added user information: Name is Ava and she likes to ski.\"}"}}], "metrics": {"input_tokens": 418, "output_tokens": 32, "total_tokens": 450, "prompt_tokens": 418, "completion_tokens": 32, "time": 2.516713200002414, "time_to_first_token": 2.5146506000019144}, "created_at": 1752485052}, {"content": "I have captured the information that Ava likes to ski. Let me know if there's anything else you'd like to add or update!", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_4fdfaf9507b14a5bbf3353", "tool_name": "update_user_memory", "tool_args": {"task": "Added user information: Name is Ava and she likes to ski."}, "tool_call_error": false, "metrics": {"time": 4.608289799998602}, "created_at": 1752485059}, {"content": "How can I assist you today, Ava?", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 490, "output_tokens": 9, "total_tokens": 499, "prompt_tokens": 490, "completion_tokens": 9, "time": 2.1072529000011855, "time_to_first_token": 2.1023024000023725}, "created_at": 1752485059}], "tools": [{"tool_call_id": "call_4fdfaf9507b14a5bbf3353", "tool_name": "update_user_memory", "tool_args": {"task": "Added user information: Name is Ava and she likes to ski."}, "tool_call_error": false, "result": "I have captured the information that Ava likes to ski. Let me know if there's anything else you'd like to add or update!", "metrics": {"time": 4.608289799998602}, "stop_after_tool_call": false, "created_at": 1752483294, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": [], "answered": null, "external_execution_required": null}]}, {"content": "If you're looking for a place within a 4-hour drive from San Francisco, there are several great options depending on what you're looking for. Here are a few suggestions:\n\n1. **Lake Tahoe** - A beautiful area known for skiing in the winter and hiking in the summer. It's about a 2-3 hour drive from San Francisco.\n\n2. **Napa Valley** - Ideal if you enjoy wine tasting, scenic views, and a relaxed lifestyle. It's about a 1.5-2.5 hour drive.\n\n3. **Santa Cruz or Monterey** - Great for beach lovers, with a more coastal vibe. These are about a 1.5-2.5 hour drive.\n\n4. **Big Sur** - Known for its dramatic coastline and natural beauty. It's around a 2.5-3.5 hour drive.\n\n5. **Sacramento** - The capital of California, offering a mix of urban and rural living. It's about a 2-3 hour drive.\n\nWould you like more details about any of these locations?", "content_type": "str", "metrics": {"input_tokens": [569], "output_tokens": [219], "total_tokens": [788], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [569], "completion_tokens": [219], "time": [5.809187800001382], "time_to_first_token": [2.7920405000004394]}, "model": "qwen3-30b-a3b", "model_provider": "OpenAI", "run_id": "ab93c19d-e34c-48a5-bd49-3639277362e5", "agent_id": "4a80743b-227c-4112-aca9-45f3d73d3dce", "session_id": "08185539-410e-4f98-bb8f-5a452d926e1d", "created_at": 1752485066, "status": "RUNNING", "messages": [{"content": "<additional_information>\n- Use markdown to format your answers.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Ava likes to ski.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.\n\n<updating_user_memories>\n- You have access to the `update_user_memory` tool that you can use to add new memories, update existing memories, delete memories, or clear all memories.\n- If the user's message includes information that should be captured as a memory, use the `update_user_memory` tool to update your memory database.\n- Memories should include details that could personalize ongoing interactions with the user.\n- Use this tool to add new memories or update existing memories that you identify in the conversation.\n- Use this tool if the user asks to update their memory, delete a memory, or clear all memories.\n- If you use the `update_user_memory` tool, remember to pass on the response to the user.\n</updating_user_memories>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752485066}, {"content": "My name is Ava and I like to ski.", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1752485052}, {"from_history": true, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_4fdfaf9507b14a5bbf3353", "type": "function", "function": {"name": "update_user_memory", "arguments": "{\"task\": \"Added user information: Name is Ava and she likes to ski.\"}"}}], "metrics": {"input_tokens": 418, "output_tokens": 32, "total_tokens": 450, "prompt_tokens": 418, "completion_tokens": 32, "time": 2.516713200002414, "time_to_first_token": 2.5146506000019144}, "created_at": 1752485052}, {"content": "I have captured the information that Ava likes to ski. Let me know if there's anything else you'd like to add or update!", "from_history": true, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_4fdfaf9507b14a5bbf3353", "tool_name": "update_user_memory", "tool_args": {"task": "Added user information: Name is Ava and she likes to ski."}, "tool_call_error": false, "metrics": {"time": 4.608289799998602}, "created_at": 1752485059}, {"content": "How can I assist you today, Ava?", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 490, "output_tokens": 9, "total_tokens": 499, "prompt_tokens": 490, "completion_tokens": 9, "time": 2.1072529000011855, "time_to_first_token": 2.1023024000023725}, "created_at": 1752485059}, {"content": "I live in san francisco, where should i move within a 4 hour drive?", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752485066}, {"content": "If you're looking for a place within a 4-hour drive from San Francisco, there are several great options depending on what you're looking for. Here are a few suggestions:\n\n1. **Lake Tahoe** - A beautiful area known for skiing in the winter and hiking in the summer. It's about a 2-3 hour drive from San Francisco.\n\n2. **Napa Valley** - Ideal if you enjoy wine tasting, scenic views, and a relaxed lifestyle. It's about a 1.5-2.5 hour drive.\n\n3. **Santa Cruz or Monterey** - Great for beach lovers, with a more coastal vibe. These are about a 1.5-2.5 hour drive.\n\n4. **Big Sur** - Known for its dramatic coastline and natural beauty. It's around a 2.5-3.5 hour drive.\n\n5. **Sacramento** - The capital of California, offering a mix of urban and rural living. It's about a 2-3 hour drive.\n\nWould you like more details about any of these locations?", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 569, "output_tokens": 219, "total_tokens": 788, "prompt_tokens": 569, "completion_tokens": 219, "time": 5.809187800001382, "time_to_first_token": 2.7920405000004394}, "created_at": 1752485066}]}]}

session_data:
  {"session_state": {"current_user_id": "ava", "current_session_id": "08185539-410e-4f98-bb8f-5a452d926e1d"}, "session_metrics": {"input_tokens": 2385, "output_tokens": 301, "total_tokens": 2686, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 2385, "completion_tokens": 301, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 15.057120000008581, "time_to_first_token": 2.5146506000019144, "timer": null}}

agent_data:
  {"agent_id": "4a80743b-227c-4112-aca9-45f3d73d3dce", "model": {"name": "OpenAILike", "id": "qwen3-30b-a3b", "provider": "OpenAI"}}


# user_memories

id: b3cf2c09-5186-4645-925e-013685ad5dbc
user_id: ava
created_at: 2025-07-14 09:24:17
updated_at: 2025-07-14 09:24:17
memory:
  {'memory_id': 'b3cf2c09-5186-4645-925e-013685ad5dbc', 'memory': 'Ava likes to ski.', 'topics': ['name', 'hobbies'], 'last_updated': '2025-07-14T17:24:17.612443', 'input': 'Added user information: Name is Ava and she likes to ski.'}


