# message_store

session_id: 1194532650
message:
  {"type": "human", "data": {"content": "hi", "additional_kwargs": {}, "response_metadata": {}, "type": "human", "name": null, "id": null, "example": false}}


session_id: 1194532650
message:
  {"type": "human", "data": {"content": "n\u1eef Orient", "additional_kwargs": {}, "response_metadata": {}, "type": "human", "name": null, "id": null, "example": false}}


session_id: 1194532650
message:
  {"type": "ai", "data": {"content": "Hello! How can I assist you today?", "additional_kwargs": {"reasoning_content": "The user is repeatedly saying \"hi\". Possibly they want to start a conversation. The last message is \"n\u1eef Orient\". That seems like Vietnamese phrase? \"n\u1eef Orient\" maybe means \"female Orient\"? Could be a request for something? Might be a typo. They might be greeting and then wrote \"n\u1eef Orient\". Could be they want to know about \"Orient\" something? Could be they are testing. We should respond politely, ask how can help.\n\nWe should not use tools. Just respond.\n\n"}, "response_metadata": {"token_usage": {"completion_tokens": 122, "prompt_tokens": 1800, "total_tokens": 1922, "completion_time": 0.249875046, "prompt_time": 0.214395413, "queue_time": 0.380419785, "total_time": 0.464270459}, "model_name": "openai/gpt-oss-120b", "system_fingerprint": "fp_213abb2467", "service_tier": "on_demand", "finish_reason": "stop", "logprobs": null}, "type": "ai", "name": "supervisor", "id": "run--8ef55686-c206-4cae-8665-3507ca607263-0", "example": false, "tool_calls": [], "invalid_tool_calls": [], "usage_metadata": {"input_tokens": 1800, "output_tokens": 122, "total_tokens": 1922}}}


session_id: 1194532650
message:
  {"type": "human", "data": {"content": "origin", "additional_kwargs": {}, "response_metadata": {}, "type": "human", "name": null, "id": null, "example": false}}


session_id: 1194532650
message:
  {"type": "ai", "data": {"content": "Sure! Could you let me know which term or phrase you\u2019d like to learn the origin of? For example, are you interested in the etymology of \u201cOrient,\u201d \u201cn\u1eef\u202fOrient,\u201d or something else?", "additional_kwargs": {"reasoning_content": "The user says \"origin\". Possibly they want the origin of something? The previous messages: \"n\u1eef Orient\" then \"origin\". Maybe they are asking about the origin of \"n\u1eef Orient\"? Could be a phrase in Vietnamese? \"n\u1eef\" means female, \"Orient\" maybe \"Oriental\". Could be they ask origin of the phrase? Hard to interpret.\n\nWe need to ask clarifying question. Probably they want the origin of \"Orient\". Let's respond asking clarification: \"Are you asking about the origin of the word 'Orient'?\""}, "response_metadata": {"token_usage": {"completion_tokens": 166, "prompt_tokens": 1820, "total_tokens": 1986, "completion_time": 0.346999295, "prompt_time": 0.21964035, "queue_time": 0.194770897, "total_time": 0.566639645}, "model_name": "openai/gpt-oss-120b", "system_fingerprint": "fp_ed9190d8b7", "service_tier": "on_demand", "finish_reason": "stop", "logprobs": null}, "type": "ai", "name": "supervisor", "id": "run--2f941a3b-fe9e-4cf2-82e6-edb9b557ebf3-0", "example": false, "tool_calls": [], "invalid_tool_calls": [], "usage_metadata": {"input_tokens": 1820, "output_tokens": 166, "total_tokens": 1986}}}


session_id: 1194532650
message:
  {"type": "human", "data": {"content": "Hello How are you doing", "additional_kwargs": {}, "response_metadata": {}, "type": "human", "name": null, "id": null, "example": false}}


session_id: 1194532650
message:
  {"type": "ai", "data": {"content": "I\u2019m doing great, thank you! How can I help you today?", "additional_kwargs": {"reasoning_content": "User says hello, asks how am I doing. Should respond politely."}, "response_metadata": {"token_usage": {"completion_tokens": 39, "prompt_tokens": 1870, "total_tokens": 1909, "completion_time": 0.078772335, "prompt_time": 0.068679224, "queue_time": 0.086750355, "total_time": 0.147451559}, "model_name": "openai/gpt-oss-120b", "system_fingerprint": "fp_82669fd91d", "service_tier": "on_demand", "finish_reason": "stop", "logprobs": null}, "type": "ai", "name": "supervisor", "id": "run--849e86ea-ea97-4feb-8ccc-4948d5fc7ee8-0", "example": false, "tool_calls": [], "invalid_tool_calls": [], "usage_metadata": {"input_tokens": 1870, "output_tokens": 39, "total_tokens": 1909}}}


session_id: 1194532650
message:
  {"type": "human", "data": {"content": "what time is it now Arnold schwarzen weather", "additional_kwargs": {}, "response_metadata": {}, "type": "human", "name": null, "id": null, "example": false}}


session_id: 1194532650
message:
  {"type": "ai", "data": {"content": "Sure thing! I can give you the current time and the weather, but I need to know which location you\u2019d like the weather for. Could you let me know the city or region you\u2019re interested in (e.g., Los\u202fAngeles, Berlin, etc.)?", "additional_kwargs": {"reasoning_content": "User: \"what time is it now Arnold schwarzen weather\". Possibly they want current time and weather for Arnold Schwarzen? Might be typo: \"Arnold Schwarzenegger\"? They ask \"what time is it now Arnold schwarzen weather\". Could be they want time now and weather for location \"Arnold Schwarzen\"? unclear. Maybe they want current time and weather for location \"Arnold Schwarzenegger\"? That's a person, not location. Could be they want time and weather for \"Arnold, Schwarzen\"? Not clear.\n\nWe can ask clarification. But we could provide current time (global) and weather for a generic location like Los Angeles? Better ask clarification: which location's weather they want.\n\nLet's ask politely."}, "response_metadata": {"token_usage": {"completion_tokens": 205, "prompt_tokens": 1893, "total_tokens": 2098, "completion_time": 0.410496393, "prompt_time": 0.122061113, "queue_time": 0.099754976, "total_time": 0.532557506}, "model_name": "openai/gpt-oss-120b", "system_fingerprint": "fp_213abb2467", "service_tier": "on_demand", "finish_reason": "stop", "logprobs": null}, "type": "ai", "name": "supervisor", "id": "run--c78acbf1-0ab1-4f45-b40c-49522a76dbc6-0", "example": false, "tool_calls": [], "invalid_tool_calls": [], "usage_metadata": {"input_tokens": 1893, "output_tokens": 205, "total_tokens": 2098}}}


session_id: 1194532650
message:
  {"type": "human", "data": {"content": "Frontier the location", "additional_kwargs": {}, "response_metadata": {}, "type": "human", "name": null, "id": null, "example": false}}


session_id: 1194532650
message:
  {"type": "ai", "data": {"content": "Sure! Just to confirm, would you like the current time and weather for **Linz, Austria** (your known location), or is there another specific place named \u201cFrontier\u201d that you\u2019d like information for? Let me know and I\u2019ll pull the details for you.", "additional_kwargs": {"reasoning_content": "User says \"Frontier the location\". Probably they want the location \"Frontier\"? Might be a place. Could be \"Frontier\" is ambiguous. Maybe they refer to \"Arnold Schwarzenegger\"? The phrase \"Arnold schwarzen weather\" maybe they want weather for \"Arnold Schwarzenegger\"? No. Maybe they want weather for \"Frontier\"? Could be \"Frontier, ???\". Could ask clarification. But maybe they meant \"Frontier the location\" meaning they want weather for \"Frontier\". Could be a location near their coordinates? Their known location is Linz. Could be they want weather for Linz. Let's ask for clarification."}, "response_metadata": {"token_usage": {"completion_tokens": 197, "prompt_tokens": 1956, "total_tokens": 2153, "completion_time": 0.416935733, "prompt_time": 0.104876378, "queue_time": 0.089343078, "total_time": 0.521812111}, "model_name": "openai/gpt-oss-120b", "system_fingerprint": "fp_82669fd91d", "service_tier": "on_demand", "finish_reason": "stop", "logprobs": null}, "type": "ai", "name": "supervisor", "id": "run--b000dd2d-401c-4c1f-8cdc-84667d93343d-0", "example": false, "tool_calls": [], "invalid_tool_calls": [], "usage_metadata": {"input_tokens": 1956, "output_tokens": 197, "total_tokens": 2153}}}


session_id: 1194532650
message:
  {"type": "human", "data": {"content": "yup", "additional_kwargs": {}, "response_metadata": {}, "type": "human", "name": null, "id": null, "example": false}}


session_id: 1194532650
message:
  {"type": "ai", "data": {"content": "**Current time in Linz:**\u202f2025\u201109\u201107\u202f15:41\u202f(CET)  \n**Current weather in Linz:**\u202fOvercast clouds,\u202f20\u202f\u00b0C (feels like\u202f\u2248\u202f19.9\u202f\u00b0C), humidity\u202f63\u202f%, wind\u202f\u2248\u202f3\u202fm/s from the southeast.", "additional_kwargs": {}, "response_metadata": {"token_usage": {"completion_tokens": 73, "prompt_tokens": 2176, "total_tokens": 2249, "completion_time": 0.154320243, "prompt_time": 0.171349763, "queue_time": 0.092025897, "total_time": 0.325670006}, "model_name": "openai/gpt-oss-120b", "system_fingerprint": "fp_3a688838c3", "service_tier": "on_demand", "finish_reason": "stop", "logprobs": null}, "type": "ai", "name": "supervisor", "id": "run--f4fbbc8f-f380-493d-9135-2ce7005900eb-0", "example": false, "tool_calls": [], "invalid_tool_calls": [], "usage_metadata": {"input_tokens": 2176, "output_tokens": 73, "total_tokens": 2249}}}


session_id: 1194532650
message:
  {"type": "human", "data": {"content": "could you please kill me a simple link chain agent that would have access to the web and can you save it to my GitHub", "additional_kwargs": {}, "response_metadata": {}, "type": "human", "name": null, "id": null, "example": false}}


session_id: 1194532650
message:
  {"type": "ai", "data": {"content": "I can certainly put together a small \u201clink\u2011chain\u201d agent for you and give you everything you need to push it to your GitHub repository. To keep things secure, I\u2019ll only generate the code here; you\u2019ll then provide the repository information (owner\u202f/\u202frepo name) and a personal\u2011access\u2011token (PAT) with\u202f`repo`\u202fscope so I can create the file for you.\n\n---\n\n### 1. What the agent will do\nThe agent will be a single Python script that:\n\n1. **Accepts a URL** (via the command line or a simple function call).  \n2. **Fetches the page** using `requests`.  \n3. **Extracts all hyperlinks** (`<a href=\"\u2026\">`) from the page.  \n4. **Returns a JSON list** of the absolute URLs found (the \u201clink chain\u201d).  \n\nIt\u2019s deliberately lightweight \u2013 no heavy browser automation, just plain HTTP requests and `BeautifulSoup` for parsing.\n\n---\n\n### 2. Code (ready\u2011to\u2011run)\n\n```python\n#!/usr/bin/env python3\n\"\"\"\nSimple Link\u2011Chain Agent\n-----------------------\n\nGiven a starting URL, fetches the page and returns a JSON list of all\nabsolute hyperlinks found on that page.\n\nUsage:\n    python link_chain_agent.py <url>\n\nExample:\n    $ python link_chain_agent.py https://example.com\n    [\"https://example.com/about\", \"https://example.com/contact\"]\n\"\"\"\n\nimport sys\nimport json\nimport urllib.parse\n\nimport requests\nfrom bs4 import BeautifulSoup\n\n\ndef fetch_links(start_url: str) -> list[str]:\n    \"\"\"Download *start_url* and return a list of absolute hyperlinks.\"\"\"\n    try:\n        resp = requests.get(start_url, timeout=10)\n        resp.raise_for_status()\n    except requests.RequestException as exc:\n        raise RuntimeError(f\"Failed to fetch {start_url!r}: {exc}\")\n\n    soup = BeautifulSoup(resp.text, \"html.parser\")\n    links = set()\n\n    for a in soup.find_all(\"a\", href=True):\n        href = a[\"href\"]\n        # Convert relative URLs to absolute ones\n        absolute = urllib.parse.urljoin(start_url, href)\n        # Filter out fragments and mailto/telephone links\n        if absolute.startswith((\"http://\", \"https://\")):\n            links.add(absolute.split(\"#\")[0])\n\n    return sorted(links)\n\n\ndef main() -> None:\n    if len(sys.argv) != 2:\n        print(\"Usage: python link_chain_agent.py <url>\")\n        sys.exit(1)\n\n    url = sys.argv[1]\n    try:\n        links = fetch_links(url)\n        print(json.dumps(links, indent=2))\n    except RuntimeError as err:\n        print(f\"Error: {err}\", file=sys.stderr)\n        sys.exit(1)\n\n\nif __name__ == \"__main__\":\n    main()\n```\n\n**Dependencies**\n\n```bash\npip install requests beautifulsoup4\n```\n\n---\n\n### 3. How to push the script to GitHub\n\n1. **Give me the repository details**  \n   - **Owner** (your GitHub username)  \n   - **Repository name** (e.g., `link-chain-agent`)  \n   - **Branch** you\u2019d like the file added to (default\u202f`main`)  \n   - **Personal Access Token** with `repo` scope (you can generate one in *Settings \u2192 Developer settings \u2192 Personal access tokens*).  \n\n   *I\u2019ll use those values to create the file via the GitHub API.*\n\n2. **If you prefer to do it yourself**, just copy the script into a file called `link_chain_agent.py`, commit, and push:\n\n   ```bash\n   git clone https://github.com/<owner>/<repo>.git\n   cd <repo>\n   echo \"<script\u2011content>\" > link_chain_agent.py   # or paste the file\n   git add link_chain_agent.py\n   git commit -m \"Add simple link\u2011chain agent\"\n   git push origin main\n   ```\n\n---\n\n### 4. Next steps\n\n- **Provide the repo info & PAT** (you can send them in a private message if you\u2019re concerned about visibility).", "additional_kwargs": {"reasoning_content": "User wants a \"simple link chain agent that would have access to the web\" and save it to their GitHub. They want code creation. We need to create a simple agent that can access web (maybe using requests) and can be saved to GitHub. We need to ask for their GitHub repo details (username, repo, token?) But we can assume they have a repo. We could ask for details. Probably need to ask for repository name and personal access token to push. Or we can generate a script and instruct them how to push.\n\nWe can use coder_agent to help generate code. Let's ask for repo details."}, "response_metadata": {"token_usage": {"completion_tokens": 1000, "prompt_tokens": 2049, "total_tokens": 3049, "completion_time": 1.99128399, "prompt_time": 0.079376256, "queue_time": 0.087263663, "total_time": 2.070660246}, "model_name": "openai/gpt-oss-120b", "system_fingerprint": "fp_213abb2467", "service_tier": "on_demand", "finish_reason": "length", "logprobs": null}, "type": "ai", "name": "supervisor", "id": "run--2f253651-27b5-4ce3-ad6a-acc60e23b67b-0", "example": false, "tool_calls": [], "invalid_tool_calls": [], "usage_metadata": {"input_tokens": 2049, "output_tokens": 1000, "total_tokens": 3049}}}


