# agent_sessions

session_id: 7fe37f6d-0125-47d7-8780-ca148419d998
user_id: ava
extra_data: null
agent_id: ca14d737-af8b-46a8-8187-cff120857677
memory:
  {"summaries": {}, "memories": {"ava": {"c97cfac1-5166-49c3-b002-dac0530182ab": {"memory_id": "c97cfac1-5166-49c3-b002-dac0530182ab", "memory": "Ava likes to ski.", "topics": ["name", "hobbies"], "last_updated": "2025-07-14T17:48:03.101965", "input": "My name is Ava and I like to ski."}}}, "runs": [{"content": "Hi Ava! That's great that you enjoy skiing. It's a fantastic way to stay active and enjoy the winter scenery. Do you have a favorite ski destination or any exciting stories from your skiing adventures?", "content_type": "str", "metrics": {"input_tokens": [418, 470], "output_tokens": [31, 41], "total_tokens": [449, 511], "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, 470], "completion_tokens": [31, 41], "time": [2.7711922000016784, 2.737117799999396], "time_to_first_token": [2.7692196000025433, 2.621390500000416]}, "model": "qwen3-30b-a3b", "model_provider": "OpenAI", "run_id": "94bacc09-66bd-4b53-89b6-43f317f057d6", "agent_id": "ca14d737-af8b-46a8-8187-cff120857677", "session_id": "7fe37f6d-0125-47d7-8780-ca148419d998", "formatted_tool_calls": ["update_user_memory(task=Added user memory: Name is Ava and likes to ski.)"], "created_at": 1752486473, "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": 1752486473}, {"content": "My name is Ava and I like to ski.", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752486473}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_46dd7bb5fdf34505a1518d", "type": "function", "function": {"name": "update_user_memory", "arguments": "{\"task\": \"Added user memory: Name is Ava and likes to ski.\"}"}}], "metrics": {"input_tokens": 418, "output_tokens": 31, "total_tokens": 449, "prompt_tokens": 418, "completion_tokens": 31, "time": 2.7711922000016784, "time_to_first_token": 2.7692196000025433}, "created_at": 1752486473}, {"content": "Added memory: Ava likes to ski.", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_46dd7bb5fdf34505a1518d", "tool_name": "update_user_memory", "tool_args": {"task": "Added user memory: Name is Ava and likes to ski."}, "tool_call_error": false, "metrics": {"time": 2.0323802000020805}, "created_at": 1752486477}, {"content": "Hi Ava! That's great that you enjoy skiing. It's a fantastic way to stay active and enjoy the winter scenery. Do you have a favorite ski destination or any exciting stories from your skiing adventures?", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 470, "output_tokens": 41, "total_tokens": 511, "prompt_tokens": 470, "completion_tokens": 41, "time": 2.737117799999396, "time_to_first_token": 2.621390500000416}, "created_at": 1752486477}], "tools": [{"tool_call_id": "call_46dd7bb5fdf34505a1518d", "tool_name": "update_user_memory", "tool_args": {"task": "Added user memory: Name is Ava and likes to ski."}, "tool_call_error": false, "result": "Added memory: Ava likes to ski.", "metrics": {"time": 2.0323802000020805}, "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 that's great for skiing, here are some popular options:\n\n1. **Lake Tahoe** - This is one of the most famous ski destinations in California. It's about a 2-3 hour drive from San Francisco and offers numerous ski resorts like Squaw Valley, Heavenly, and Northstar.\n\n2. **Big Bear Lake** - Located in the San Bernardino Mountains, it's roughly a 3-4 hour drive from San Francisco. Big Bear Lake has several ski resorts, including Snow Summit and Bear Mountain.\n\n3. **Yosemite National Park** - While not primarily known for skiing, Yosemite offers winter activities like snowshoeing and cross-country skiing. It's about a 4-hour drive from San Francisco.\n\n4. **Mount Shasta** - If you're up for a slightly longer drive (around 5 hours), Mount Shasta is a fantastic spot for skiing and snowboarding.\n\nWould you prefer a specific type of skiing experience or a particular location? I can help narrow it down!", "content_type": "str", "metrics": {"input_tokens": [581], "output_tokens": [219], "total_tokens": [800], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [581], "completion_tokens": [219], "time": [5.538824999999633], "time_to_first_token": [2.4175521999968623]}, "model": "qwen3-30b-a3b", "model_provider": "OpenAI", "run_id": "7eb36620-bf32-48d1-8903-defcb4d62b03", "agent_id": "ca14d737-af8b-46a8-8187-cff120857677", "session_id": "7fe37f6d-0125-47d7-8780-ca148419d998", "created_at": 1752486487, "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": 1752486487}, {"content": "My name is Ava and I like to ski.", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1752486473}, {"from_history": true, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_46dd7bb5fdf34505a1518d", "type": "function", "function": {"name": "update_user_memory", "arguments": "{\"task\": \"Added user memory: Name is Ava and likes to ski.\"}"}}], "metrics": {"input_tokens": 418, "output_tokens": 31, "total_tokens": 449, "prompt_tokens": 418, "completion_tokens": 31, "time": 2.7711922000016784, "time_to_first_token": 2.7692196000025433}, "created_at": 1752486473}, {"content": "Added memory: Ava likes to ski.", "from_history": true, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_46dd7bb5fdf34505a1518d", "tool_name": "update_user_memory", "tool_args": {"task": "Added user memory: Name is Ava and likes to ski."}, "tool_call_error": false, "metrics": {"time": 2.0323802000020805}, "created_at": 1752486477}, {"content": "Hi Ava! That's great that you enjoy skiing. It's a fantastic way to stay active and enjoy the winter scenery. Do you have a favorite ski destination or any exciting stories from your skiing adventures?", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 470, "output_tokens": 41, "total_tokens": 511, "prompt_tokens": 470, "completion_tokens": 41, "time": 2.737117799999396, "time_to_first_token": 2.621390500000416}, "created_at": 1752486477}, {"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": 1752486487}, {"content": "If you're looking for a place within a 4-hour drive from San Francisco that's great for skiing, here are some popular options:\n\n1. **Lake Tahoe** - This is one of the most famous ski destinations in California. It's about a 2-3 hour drive from San Francisco and offers numerous ski resorts like Squaw Valley, Heavenly, and Northstar.\n\n2. **Big Bear Lake** - Located in the San Bernardino Mountains, it's roughly a 3-4 hour drive from San Francisco. Big Bear Lake has several ski resorts, including Snow Summit and Bear Mountain.\n\n3. **Yosemite National Park** - While not primarily known for skiing, Yosemite offers winter activities like snowshoeing and cross-country skiing. It's about a 4-hour drive from San Francisco.\n\n4. **Mount Shasta** - If you're up for a slightly longer drive (around 5 hours), Mount Shasta is a fantastic spot for skiing and snowboarding.\n\nWould you prefer a specific type of skiing experience or a particular location? I can help narrow it down!", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 581, "output_tokens": 219, "total_tokens": 800, "prompt_tokens": 581, "completion_tokens": 219, "time": 5.538824999999633, "time_to_first_token": 2.4175521999968623}, "created_at": 1752486487}]}]}

session_data:
  {"session_state": {"current_user_id": "ava", "current_session_id": "7fe37f6d-0125-47d7-8780-ca148419d998"}, "session_metrics": {"input_tokens": 2357, "output_tokens": 363, "total_tokens": 2720, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 2357, "completion_tokens": 363, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 16.555445000001782, "time_to_first_token": 2.7692196000025433, "timer": null}}

agent_data:
  {"agent_id": "ca14d737-af8b-46a8-8187-cff120857677", "model": {"name": "OpenAILike", "id": "qwen3-30b-a3b", "provider": "OpenAI"}}


session_id: 96275aef-70c0-4f05-bb3f-76a47da97874
user_id: ava
extra_data: null
agent_id: 8268d6d9-09ee-48c8-a3a1-9f8b3bc15ebc
memory:
  {"summaries": {}, "memories": {"ava": {"38a3eb8b-af67-4c66-a4f4-bcec28495a5d": {"memory_id": "38a3eb8b-af67-4c66-a4f4-bcec28495a5d", "memory": "Ava likes to ski.", "topics": ["name", "hobbies"], "last_updated": "2025-07-15T11:13:52.342722", "input": "My name is Ava and I like to ski."}}}, "runs": [{"content": "Hi Ava! It's great to know you like to ski. Do you have a favorite skiing destination or any exciting stories from your skiing adventures?", "content_type": "str", "metrics": {"input_tokens": [418, 470], "output_tokens": [31, 29], "total_tokens": [449, 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, 470], "completion_tokens": [31, 29], "time": [2.4259272999997847, 2.5491542999998273], "time_to_first_token": [2.423684499999581, 2.541101300000264]}, "model": "qwen3-30b-a3b", "model_provider": "OpenAI", "run_id": "8be4dcda-7119-4c7f-81c9-68b7d4f00f43", "agent_id": "8268d6d9-09ee-48c8-a3a1-9f8b3bc15ebc", "session_id": "96275aef-70c0-4f05-bb3f-76a47da97874", "formatted_tool_calls": ["update_user_memory(task=Added user memory: Name is Ava and likes to ski.)"], "created_at": 1752549222, "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": 1752549222}, {"content": "My name is Ava and I like to ski.", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752549222}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_7fcc370e79c645ae8ae09d", "type": "function", "function": {"name": "update_user_memory", "arguments": "{\"task\": \"Added user memory: Name is Ava and likes to ski.\"}"}}], "metrics": {"input_tokens": 418, "output_tokens": 31, "total_tokens": 449, "prompt_tokens": 418, "completion_tokens": 31, "time": 2.4259272999997847, "time_to_first_token": 2.423684499999581}, "created_at": 1752549222}, {"content": "Added memory: Ava likes to ski.", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_7fcc370e79c645ae8ae09d", "tool_name": "update_user_memory", "tool_args": {"task": "Added user memory: Name is Ava and likes to ski."}, "tool_call_error": false, "metrics": {"time": 2.1551625000001877}, "created_at": 1752549227}, {"content": "Hi Ava! It's great to know you like to ski. Do you have a favorite skiing destination or any exciting stories from your skiing adventures?", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 470, "output_tokens": 29, "total_tokens": 499, "prompt_tokens": 470, "completion_tokens": 29, "time": 2.5491542999998273, "time_to_first_token": 2.541101300000264}, "created_at": 1752549227}], "tools": [{"tool_call_id": "call_7fcc370e79c645ae8ae09d", "tool_name": "update_user_memory", "tool_args": {"task": "Added user memory: Name is Ava and likes to ski."}, "tool_call_error": false, "result": "Added memory: Ava likes to ski.", "metrics": {"time": 2.1551625000001877}, "stop_after_tool_call": false, "created_at": 1752548361, "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 that's great for skiing, here are a few popular options:\n\n1. **Lake Tahoe** - Located about 2-3 hours away, Lake Tahoe is one of the most famous ski destinations in California. It offers world-class ski resorts like Squaw Valley and Heavenly.\n\n2. **Yosemite National Park** - While not specifically known for skiing, Yosemite has some winter activities and scenic beauty. It's around 4 hours away.\n\n3. **Big Bear Lake** - About 3-4 hours from San Francisco, Big Bear Lake is another great spot for skiing and snowboarding.\n\nWould you like more details about any of these locations?", "content_type": "str", "metrics": {"input_tokens": [569], "output_tokens": [146], "total_tokens": [715], "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": [146], "time": [3.9897054000002754], "time_to_first_token": [2.5250279000001683]}, "model": "qwen3-30b-a3b", "model_provider": "OpenAI", "run_id": "bb346350-1be9-44ec-8818-f0adffbb3d45", "agent_id": "8268d6d9-09ee-48c8-a3a1-9f8b3bc15ebc", "session_id": "96275aef-70c0-4f05-bb3f-76a47da97874", "created_at": 1752549237, "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": 1752549237}, {"content": "My name is Ava and I like to ski.", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1752549222}, {"from_history": true, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_7fcc370e79c645ae8ae09d", "type": "function", "function": {"name": "update_user_memory", "arguments": "{\"task\": \"Added user memory: Name is Ava and likes to ski.\"}"}}], "metrics": {"input_tokens": 418, "output_tokens": 31, "total_tokens": 449, "prompt_tokens": 418, "completion_tokens": 31, "time": 2.4259272999997847, "time_to_first_token": 2.423684499999581}, "created_at": 1752549222}, {"content": "Added memory: Ava likes to ski.", "from_history": true, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_7fcc370e79c645ae8ae09d", "tool_name": "update_user_memory", "tool_args": {"task": "Added user memory: Name is Ava and likes to ski."}, "tool_call_error": false, "metrics": {"time": 2.1551625000001877}, "created_at": 1752549227}, {"content": "Hi Ava! It's great to know you like to ski. Do you have a favorite skiing destination or any exciting stories from your skiing adventures?", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 470, "output_tokens": 29, "total_tokens": 499, "prompt_tokens": 470, "completion_tokens": 29, "time": 2.5491542999998273, "time_to_first_token": 2.541101300000264}, "created_at": 1752549227}, {"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": 1752549237}, {"content": "If you're looking for a place within a 4-hour drive from San Francisco that's great for skiing, here are a few popular options:\n\n1. **Lake Tahoe** - Located about 2-3 hours away, Lake Tahoe is one of the most famous ski destinations in California. It offers world-class ski resorts like Squaw Valley and Heavenly.\n\n2. **Yosemite National Park** - While not specifically known for skiing, Yosemite has some winter activities and scenic beauty. It's around 4 hours away.\n\n3. **Big Bear Lake** - About 3-4 hours from San Francisco, Big Bear Lake is another great spot for skiing and snowboarding.\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": 146, "total_tokens": 715, "prompt_tokens": 569, "completion_tokens": 146, "time": 3.9897054000002754, "time_to_first_token": 2.5250279000001683}, "created_at": 1752549237}]}]}

session_data:
  {"session_state": {"current_user_id": "ava", "current_session_id": "96275aef-70c0-4f05-bb3f-76a47da97874"}, "session_metrics": {"input_tokens": 2345, "output_tokens": 266, "total_tokens": 2611, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 2345, "completion_tokens": 266, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 13.9398685999995, "time_to_first_token": 2.423684499999581, "timer": null}}

agent_data:
  {"agent_id": "8268d6d9-09ee-48c8-a3a1-9f8b3bc15ebc", "model": {"id": "qwen3-30b-a3b", "provider": "OpenAI", "name": "OpenAILike"}}


# user_memories

id: 38a3eb8b-af67-4c66-a4f4-bcec28495a5d
user_id: ava
created_at: 2025-07-15 03:13:52
updated_at: 2025-07-15 03:13:52
memory:
  {'memory_id': '38a3eb8b-af67-4c66-a4f4-bcec28495a5d', 'memory': 'Ava likes to ski.', 'topics': ['name', 'hobbies'], 'last_updated': '2025-07-15T11:13:52.342722', 'input': 'My name is Ava and I like to ski.'}


