{
  "session_id": "20260524_181453_cf70d8",
  "model": "gpt-5.5",
  "base_url": "https://chatgpt.com/backend-api/codex",
  "platform": "telegram",
  "session_start": "2026-05-24T18:14:53.208868",
  "last_updated": "2026-05-24T18:17:50.801101",
  "system_prompt": "You are Hermes Agent, an intelligent AI assistant created by Nous Research. You are helpful, knowledgeable, and direct. You assist users with a wide range of tasks including answering questions, writing and editing code, analyzing information, creative work, and executing actions via your tools. You communicate clearly, admit uncertainty when appropriate, and prioritize being genuinely useful over being verbose unless otherwise directed below. Be targeted and efficient in your exploration and investigations.\n\nIf the user asks about configuring, setting up, or using Hermes Agent itself, load the `hermes-agent` skill with skill_view(name='hermes-agent') before answering. Docs: https://hermes-agent.nousresearch.com/docs\n\n# Tool-use enforcement\nYou MUST use your tools to take action — do not describe what you would do or plan to do without actually doing it. When you say you will perform an action (e.g. 'I will run the tests', 'Let me check the file', 'I will create the project'), you MUST immediately make the corresponding tool call in the same response. Never end your turn with a promise of future action — execute it now.\nKeep working until the task is actually complete. Do not stop with a summary of what you plan to do next time. If you have tools available that can accomplish the task, use them instead of telling the user what you would do.\nEvery response should either (a) contain tool calls that make progress, or (b) deliver a final result to the user. Responses that only describe intentions without acting are not acceptable.\n\n# Execution discipline\n<tool_persistence>\n- Use tools whenever they improve correctness, completeness, or grounding.\n- Do not stop early when another tool call would materially improve the result.\n- If a tool returns empty or partial results, retry with a different query or strategy before giving up.\n- Keep calling tools until: (1) the task is complete, AND (2) you have verified the result.\n</tool_persistence>\n\n<mandatory_tool_use>\nNEVER answer these from memory or mental computation — ALWAYS use a tool:\n- Arithmetic, math, calculations → use terminal or execute_code\n- Hashes, encodings, checksums → use terminal (e.g. sha256sum, base64)\n- Current time, date, timezone → use terminal (e.g. date)\n- System state: OS, CPU, memory, disk, ports, processes → use terminal\n- File contents, sizes, line counts → use read_file, search_files, or terminal\n- Git history, branches, diffs → use terminal\n- Current facts (weather, news, versions) → use web_search\nYour memory and user profile describe the USER, not the system you are running on. The execution environment may differ from what the user profile says about their personal setup.\n</mandatory_tool_use>\n\n<act_dont_ask>\nWhen a question has an obvious default interpretation, act on it immediately instead of asking for clarification. Examples:\n- 'Is port 443 open?' → check THIS machine (don't ask 'open where?')\n- 'What OS am I running?' → check the live system (don't use user profile)\n- 'What time is it?' → run `date` (don't guess)\nOnly ask for clarification when the ambiguity genuinely changes what tool you would call.\n</act_dont_ask>\n\n<prerequisite_checks>\n- Before taking an action, check whether prerequisite discovery, lookup, or context-gathering steps are needed.\n- Do not skip prerequisite steps just because the final action seems obvious.\n- If a task depends on output from a prior step, resolve that dependency first.\n</prerequisite_checks>\n\n<verification>\nBefore finalizing your response:\n- Correctness: does the output satisfy every stated requirement?\n- Grounding: are factual claims backed by tool outputs or provided context?\n- Formatting: does the output match the requested format or schema?\n- Safety: if the next step has side effects (file writes, commands, API calls), confirm scope before executing.\n</verification>\n\n<missing_context>\n- If required context is missing, do NOT guess or hallucinate an answer.\n- Use the appropriate lookup tool when missing information is retrievable (search_files, web_search, read_file, etc.).\n- Ask a clarifying question only when the information cannot be retrieved by tools.\n- If you must proceed with incomplete information, label assumptions explicitly.\n</missing_context>\n\nHost: Linux (6.17.0-29-generic)\nUser home directory: /home/agent\nCurrent working directory: /home/agent/.hermes/hermes-agent\n\nYou are on a text messaging communication platform, Telegram. Standard markdown is automatically converted to Telegram format. Supported: **bold**, *italic*, ~~strikethrough~~, ||spoiler||, `inline code`, ```code blocks```, [links](url), and ## headers. Telegram has NO table syntax — prefer bullet lists or labeled key: value pairs over pipe tables (any tables you do emit are auto-rewritten into row-group bullets, which you can produce directly for cleaner output). You can send media files natively: to deliver a file to the user, include MEDIA:/absolute/path/to/file in your response. Images (.png, .jpg, .webp) appear as photos, audio (.ogg) sends as voice bubbles, and videos (.mp4) play inline. You can also include image URLs in markdown format ![alt](url) and they will be sent as native photos.\n\nConversation started: Sunday, May 24, 2026 06:14 PM\nModel: gpt-5.5\nProvider: openai-codex",
  "tools": [
    {
      "type": "function",
      "function": {
        "name": "browser_back",
        "description": "Navigate back to the previous page in browser history. Requires browser_navigate to be called first.",
        "parameters": {
          "type": "object",
          "properties": {}
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "browser_click",
        "description": "Click on an element identified by its ref ID from the snapshot (e.g., '@e5'). The ref IDs are shown in square brackets in the snapshot output. Requires browser_navigate and browser_snapshot to be called first.",
        "parameters": {
          "type": "object",
          "properties": {
            "ref": {
              "type": "string",
              "description": "The element reference from the snapshot (e.g., '@e5', '@e12')"
            }
          },
          "required": [
            "ref"
          ]
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "browser_console",
        "description": "Get browser console output and JavaScript errors from the current page. Returns console.log/warn/error/info messages and uncaught JS exceptions. Use this to detect silent JavaScript errors, failed API calls, and application warnings. Requires browser_navigate to be called first. When 'expression' is provided, evaluates JavaScript in the page context and returns the result — use this for DOM inspection, reading page state, or extracting data programmatically.",
        "parameters": {
          "type": "object",
          "properties": {
            "clear": {
              "type": "boolean",
              "default": false,
              "description": "If true, clear the message buffers after reading"
            },
            "expression": {
              "type": "string",
              "description": "JavaScript expression to evaluate in the page context. Runs in the browser like DevTools console — full access to DOM, window, document. Return values are serialized to JSON. Example: 'document.title' or 'document.querySelectorAll(\"a\").length'"
            }
          }
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "browser_get_images",
        "description": "Get a list of all images on the current page with their URLs and alt text. Useful for finding images to analyze with the vision tool. Requires browser_navigate to be called first.",
        "parameters": {
          "type": "object",
          "properties": {}
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "browser_navigate",
        "description": "Navigate to a URL in the browser. Initializes the session and loads the page. Must be called before other browser tools. For plain-text endpoints — URLs ending in .md, .txt, .json, .yaml, .yml, .csv, .xml, raw.githubusercontent.com, or any documented API endpoint — prefer curl via the terminal tool or web_extract; the browser stack is overkill and much slower for these. Use browser tools when you need to interact with a page (click, fill forms, dynamic content). Returns a compact page snapshot with interactive elements and ref IDs — no need to call browser_snapshot separately after navigating.",
        "parameters": {
          "type": "object",
          "properties": {
            "url": {
              "type": "string",
              "description": "The URL to navigate to (e.g., 'https://example.com')"
            }
          },
          "required": [
            "url"
          ]
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "browser_press",
        "description": "Press a keyboard key. Useful for submitting forms (Enter), navigating (Tab), or keyboard shortcuts. Requires browser_navigate to be called first.",
        "parameters": {
          "type": "object",
          "properties": {
            "key": {
              "type": "string",
              "description": "Key to press (e.g., 'Enter', 'Tab', 'Escape', 'ArrowDown')"
            }
          },
          "required": [
            "key"
          ]
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "browser_scroll",
        "description": "Scroll the page in a direction. Use this to reveal more content that may be below or above the current viewport. Requires browser_navigate to be called first.",
        "parameters": {
          "type": "object",
          "properties": {
            "direction": {
              "type": "string",
              "enum": [
                "up",
                "down"
              ],
              "description": "Direction to scroll"
            }
          },
          "required": [
            "direction"
          ]
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "browser_snapshot",
        "description": "Get a text-based snapshot of the current page's accessibility tree. Returns interactive elements with ref IDs (like @e1, @e2) for browser_click and browser_type. full=false (default): compact view with interactive elements. full=true: complete page content. Snapshots over 8000 chars are truncated or LLM-summarized. Requires browser_navigate first. Note: browser_navigate already returns a compact snapshot — use this to refresh after interactions that change the page, or with full=true for complete content.",
        "parameters": {
          "type": "object",
          "properties": {
            "full": {
              "type": "boolean",
              "description": "If true, returns complete page content. If false (default), returns compact view with interactive elements only.",
              "default": false
            }
          }
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "browser_type",
        "description": "Type text into an input field identified by its ref ID. Clears the field first, then types the new text. Requires browser_navigate and browser_snapshot to be called first.",
        "parameters": {
          "type": "object",
          "properties": {
            "ref": {
              "type": "string",
              "description": "The element reference from the snapshot (e.g., '@e3')"
            },
            "text": {
              "type": "string",
              "description": "The text to type into the field"
            }
          },
          "required": [
            "ref",
            "text"
          ]
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "browser_vision",
        "description": "Take a screenshot of the current page and analyze it with vision AI. Use this when you need to visually understand what's on the page - especially useful for CAPTCHAs, visual verification challenges, complex layouts, or when the text snapshot doesn't capture important visual information. Returns both the AI analysis and a screenshot_path that you can share with the user by including MEDIA:<screenshot_path> in your response. Requires browser_navigate to be called first.",
        "parameters": {
          "type": "object",
          "properties": {
            "question": {
              "type": "string",
              "description": "What you want to know about the page visually. Be specific about what you're looking for."
            },
            "annotate": {
              "type": "boolean",
              "default": false,
              "description": "If true, overlay numbered [N] labels on interactive elements. Each [N] maps to ref @eN for subsequent browser commands. Useful for QA and spatial reasoning about page layout."
            }
          },
          "required": [
            "question"
          ]
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "process",
        "description": "Manage background processes started with terminal(background=true). Actions: 'list' (show all), 'poll' (check status + new output), 'log' (full output with pagination), 'wait' (block until done or timeout), 'kill' (terminate), 'write' (send raw stdin data without newline), 'submit' (send data + Enter, for answering prompts), 'close' (close stdin/send EOF).",
        "parameters": {
          "type": "object",
          "properties": {
            "action": {
              "type": "string",
              "enum": [
                "list",
                "poll",
                "log",
                "wait",
                "kill",
                "write",
                "submit",
                "close"
              ],
              "description": "Action to perform on background processes"
            },
            "session_id": {
              "type": "string",
              "description": "Process session ID (from terminal background output). Required for all actions except 'list'."
            },
            "data": {
              "type": "string",
              "description": "Text to send to process stdin (for 'write' and 'submit' actions)"
            },
            "timeout": {
              "type": "integer",
              "description": "Max seconds to block for 'wait' action. Returns partial output on timeout.",
              "minimum": 1
            },
            "offset": {
              "type": "integer",
              "description": "Line offset for 'log' action (default: last 200 lines)"
            },
            "limit": {
              "type": "integer",
              "description": "Max lines to return for 'log' action",
              "minimum": 1
            }
          },
          "required": [
            "action"
          ]
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "terminal",
        "description": "Execute shell commands on a Linux environment. Filesystem usually persists between calls.\n\nDo NOT use cat/head/tail to read files — use read_file instead.\nDo NOT use grep/rg/find to search — use search_files instead.\nDo NOT use ls to list directories — use search_files(target='files') instead.\nDo NOT use sed/awk to edit files — use patch instead.\nDo NOT use echo/cat heredoc to create files — use write_file instead.\nReserve terminal for: builds, installs, git, processes, scripts, network, package managers, and anything that needs a shell.\n\nForeground (default): Commands return INSTANTLY when done, even if the timeout is high. Set timeout=300 for long builds/scripts — you'll still get the result in seconds if it's fast. Prefer foreground for short commands.\nBackground: Set background=true to get a session_id. Two patterns:\n  (1) Long-lived processes that never exit (servers, watchers).\n  (2) Long-running tasks with notify_on_complete=true — you can keep working on other things and the system auto-notifies you when the task finishes. Great for test suites, builds, deployments, or anything that takes more than a minute.\nFor servers/watchers, do NOT use shell-level background wrappers (nohup/disown/setsid/trailing '&') in foreground mode. Use background=true so Hermes can track lifecycle and output.\nAfter starting a server, verify readiness with a health check or log signal, then run tests in a separate terminal() call. Avoid blind sleep loops.\nUse process(action=\"poll\") for progress checks, process(action=\"wait\") to block until done.\nWorking directory: Use 'workdir' for per-command cwd.\nPTY mode: Set pty=true for interactive CLI tools (Codex, Claude Code, Python REPL).\n\nDo NOT use vim/nano/interactive tools without pty=true — they hang without a pseudo-terminal. Pipe git output to cat if it might page.\n",
        "parameters": {
          "type": "object",
          "properties": {
            "command": {
              "type": "string",
              "description": "The command to execute on the VM"
            },
            "background": {
              "type": "boolean",
              "description": "Run the command in the background. Two patterns: (1) Long-lived processes that never exit (servers, watchers). (2) Long-running tasks paired with notify_on_complete=true — you can keep working and get notified when the task finishes. For short commands, prefer foreground with a generous timeout instead.",
              "default": false
            },
            "timeout": {
              "type": "integer",
              "description": "Max seconds to wait (default: 180, foreground max: 600). Returns INSTANTLY when command finishes — set high for long tasks, you won't wait unnecessarily. Foreground timeout above 600s is rejected; use background=true for longer commands.",
              "minimum": 1
            },
            "workdir": {
              "type": "string",
              "description": "Working directory for this command (absolute path). Defaults to the session working directory."
            },
            "pty": {
              "type": "boolean",
              "description": "Run in pseudo-terminal (PTY) mode for interactive CLI tools like Codex, Claude Code, or Python REPL. Only works with local and SSH backends. Default: false.",
              "default": false
            },
            "notify_on_complete": {
              "type": "boolean",
              "description": "When true (and background=true), you'll be automatically notified exactly once when the process finishes. **This is the right choice for almost every long-running task** — tests, builds, deployments, multi-item batch jobs, anything that takes over a minute and has a defined end. Use this and keep working on other things; the system notifies you on exit. MUTUALLY EXCLUSIVE with watch_patterns — when both are set, watch_patterns is dropped.",
              "default": false
            },
            "watch_patterns": {
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "Strings to watch for in background process output. HARD RATE LIMIT: at most 1 notification per 15 seconds per process — matches arriving inside the cooldown are dropped. After 3 consecutive 15-second windows with dropped matches, watch_patterns is automatically disabled for that process and promoted to notify_on_complete behavior (one notification on exit, no more mid-process spam). USE ONLY for truly rare, one-shot mid-process signals on LONG-LIVED processes that will never exit on their own — e.g. ['Application startup complete'] on a server so you know when to hit its endpoint, or ['migration done'] on a daemon. DO NOT use for: (1) end-of-run markers like 'DONE'/'PASS' — use notify_on_complete instead; (2) error patterns like 'ERROR'/'Traceback' in loops or multi-item batch jobs — they fire on every iteration and you'll hit the strike limit fast; (3) anything you'd ever combine with notify_on_complete. When in doubt, choose notify_on_complete. MUTUALLY EXCLUSIVE with notify_on_complete — set one, not both."
            }
          },
          "required": [
            "command"
          ]
        }
      }
    }
  ],
  "message_count": 25,
  "messages": [
    {
      "role": "user",
      "content": "Research psychological principles behind short-form content success: novelty, curiosity gaps, identity, emotional arousal, variable rewards, pattern interrupts, parasocial trust, repeatable formats vs variety, and what makes viewers follow. Return concise cited findings with URLs and practical implications."
    },
    {
      "role": "assistant",
      "content": "",
      "reasoning": "**Gathering research sources**\n\nI need to gather research and source reputable URLs. Since I don't have a web search tool, I might consider using a browser or terminal for gathering data. Navigating the browser to search could be useful, but I could also use known URLs or DOIs for concise findings. For an efficient citation process, maybe using terminal commands like Python requests to query CrossRef is a good idea. I'll make sure to cite reputable sources!",
      "finish_reason": "tool_calls",
      "reasoning_content": "**Gathering research sources**\n\nI need to gather research and source reputable URLs. Since I don't have a web search tool, I might consider using a browser or terminal for gathering data. Navigating the browser to search could be useful, but I could also use known URLs or DOIs for concise findings. For an efficient citation process, maybe using terminal commands like Python requests to query CrossRef is a good idea. I'll make sure to cite reputable sources!",
      "codex_reasoning_items": [
        {
          "type": "reasoning",
          "encrypted_content": "gAAAAABqEyQC0a9dQ9pDI5S7SZ2dqPeGmbzsPNTGKrAWKbUJR1fTV1fF_uQiEtjstYE83lLClDZK0GgisQDynlmCZ0fWj3i2gdHex2S0hIJT8-A_zD4OFAf4-sdkXtD9RcprlkaEJPdu6mDSZL2ZJdExouu3PkndcNxD_ZbDUhRoHvRXc8H5SKPV-4rHaMqxzCiTosdDya0wVGbVre4xMbwmEHgMvDu0XqUSi0rlYOVHmgV-kSDJOk0YRTtkUszVKDrSDeLM1JEoVrYs__LyJDGrOYyA7CUikBKyiMdqueqGk4B1DkErxr5LDc_ygH4bPjFlBi3rgcDg557Tnnulxi0nqkDLS2H64MbJEWU-EYovXu14UoEwp9qv3uYfOe9-zUalalRT7h98AGPzQ-Uu-AhM_wRjHQS9VbZFIR48MFZWiyVJVnSwvDECHiWeUdWt10MpJMtAIBh9CVuQmTMbKwBCaQcbLFNe2PA4VeUEu-w2DlbVuYdZEU4x4FuP3GskG4FYkpAc5P8Hz3ZoqHYtovmRGyUwA9_R2fw--got7d_Q8hh0JzzxfM-z4yM_AEjni_LARwnzrQlJH4t2nqLI5-bfSx6eHwSjbMM-tcXvHipOvZBa3dGlo6wCwa9Yy-PSWSgy55fNr6vzX7AJUO96wYEZg73xvqWkdLertbnYMK9h_OkHL5T0lLzQot5taIZo-dVjzuIcZ7lPmWPWVnGXHXz8fORX4cDrFrgs2n0eXtLnXO3_gNuPx9Xr4kTdcvzuOKe11w9t4wFiVCt5PfPEugRIfScHJwihM3nGaGcmQ2YYnZJAmgVpKPsm-XsQ5tZaQKiAMr6pTXmQtT4bsAqKaiZ6iXfpmWYyDWEEWqOLhh2lRY3w1qTT19Cf88VRog_clN5faww80VYNszUmT7FyVyzy7qsIU5l8uuXQXeYiERhOMbzvKbh5XA3FTemvYgwbB3L07Q6Yz6IWg35Akl4G3QlrY1QteNJMTtc8D_L22tWuKV1LgAeZXYGix0HA455WG7JvPcBJ9pk1lTlj06FPOKNzwvaGE4F8b7abCrkajn-P7BJtlOSQayz1uayB2WQ0SMUwXpOVzqE24c7yyHO0XQMykgXdib2oD65Dzvaf5uqMzj5g42M_gThFpjQaSGNZr_HP-VhUt3Wx_X8wq4ZR4pJKnuMx8TtL2LA5clz6Hp45Eg52itBvlGnR8XC2MG3sPVp5XnMYxvsFdxM67kZxNJcJlNXsmcCEZCfN8YA3BCd9RmtzKHFOKDS7sUe715IQPNoQJi05VDMdA70T8kkpmyzAlylK-tjbX38inYkOIkwuIO04lkx5p2CQ0pF-6u7l7XYfBWzXB9OXs3UEneFYvb0-aOlLaC5e416sc8KfMZcdRfV5M9JUtANEpbGLm5h1IEZKIt6JMfv4sf15UMP7IshU_v29FEl5BGR1YO6c91H-4XK9dC0z_u4=",
          "id": "rs_08b0b0c9d99a7364016a1323fe4b188191a8adb34e5bc932c0",
          "summary": [
            {
              "type": "summary_text",
              "text": "**Gathering research sources**\n\nI need to gather research and source reputable URLs. Since I don't have a web search tool, I might consider using a browser or terminal for gathering data. Navigating the browser to search could be useful, but I could also use known URLs or DOIs for concise findings. For an efficient citation process, maybe using terminal commands like Python requests to query CrossRef is a good idea. I'll make sure to cite reputable sources!"
            }
          ]
        }
      ],
      "tool_calls": [
        {
          "id": "call_W884y7ajk9YHfaW8IJsIq48w",
          "call_id": "call_W884y7ajk9YHfaW8IJsIq48w",
          "response_item_id": "fc_08b0b0c9d99a7364016a132402b79c81919c10836c47d9329d",
          "type": "function",
          "function": {
            "name": "browser_navigate",
            "arguments": "{\"url\":\"https://scholar.google.com/scholar?q=novelty+attention+dopamine+curiosity+information+gap+psychology\"}"
          }
        },
        {
          "id": "call_E95CSZiV4hw9eQiNrFqC0zxW",
          "call_id": "call_E95CSZiV4hw9eQiNrFqC0zxW",
          "response_item_id": "fc_08b0b0c9d99a7364016a132402b7b081919572d02d0ef2bed8",
          "type": "function",
          "function": {
            "name": "browser_navigate",
            "arguments": "{\"url\":\"https://www.apa.org/pubs/journals/releases/psp-a0035844.pdf\"}"
          }
        }
      ]
    },
    {
      "role": "tool",
      "name": "browser_navigate",
      "content": "{\"success\": true, \"url\": \"https://scholar.google.com/scholar?q=novelty+attention+dopamine+curiosity+information+gap+psychology\", \"title\": \"https://scholar.google.com/scholar?q=novelty+attention+dopamine+curiosity+information+gap+psychology\", \"stealth_warning\": \"Running WITHOUT residential proxies. Bot detection may be more aggressive. Consider upgrading Browserbase plan for proxy support.\", \"stealth_features\": [\"local\"], \"snapshot\": \"- link \\\"Warum?\\\" [ref=e1]\\n- generic\\n  - StaticText \\\"IP-Adresse: 31.10.138.149\\\"\\n  - StaticText \\\"Uhrzeit: 2026-05-24T16:15:00Z\\\"\\n  - StaticText \\\"URL: https://scholar.google.com/scholar?q=novelty+attention+dopamine+curiosity+information+gap+psychology\\\"\", \"element_count\": 1}",
      "tool_call_id": "call_W884y7ajk9YHfaW8IJsIq48w"
    },
    {
      "role": "tool",
      "name": "browser_navigate",
      "content": "{\"success\": true, \"url\": \"https://www.apa.org/pubs/journals/releases/psp-a0035844.pdf\", \"title\": \"\", \"snapshot\": \"- Iframe [ref=e1]\\n  - generic\\n    - heading \\\"www.apa.org -\\\" [level=1, ref=e6]\\n  - generic\\n    - Iframe \\\"Widget mit Kontrollkästchen für die hCaptcha-Sicherheitsabfrage\\\" [ref=e4]\\n  - heading \\\"Why am I seeing this page?\\\" [level=2, ref=e2]\\n  - heading \\\"What should I do?\\\" [level=2, ref=e3]\\n  - generic\\n    - strong\\n      - StaticText \\\"Note: \\\"\\n  - generic\\n    - link \\\"Imperva\\\" [ref=e5]\", \"element_count\": 6}",
      "tool_call_id": "call_E95CSZiV4hw9eQiNrFqC0zxW"
    },
    {
      "role": "assistant",
      "content": "",
      "reasoning": null,
      "finish_reason": "tool_calls",
      "codex_reasoning_items": [
        {
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      "content": "{\"output\": \"200 https://html.duckduckgo.com/html/?q=short+form+video+follow+intention+psychology+parasocial+trust+study <!DOCTYPE html PUBLIC \\\"-//W3C//DTD XHTML 1.0 Transitional//EN\\\" \\\"http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd\\\">\\n\\n<!--[if IE 6]><html class=\\\"ie6\\\" xmlns=\\\"http://www.w3.org/1999/xhtml\\\"><![endif\\nHow live streaming influences trust in social commerce: A parasocial ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.sciencedirect.com%2Fscience%2Farticle%2Fpii%2FS073658532500036X&rut=ba2ea670bbb24dc27c0c44942fb481497d3d9767ecafad69d6f00d7ae60f85f9\\nThe Power of Parasocial Interaction: Relatability, Trust, and Ethical ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.semanticscholar.org%2Fpaper%2FThe%2DPower%2Dof%2DParasocial%2DInteraction%253A%2DRelatability%252C%2DLestari%2DIslami%2F37b8c78c36ffa80ed90562112d902070a4c22392&rut=cfc68ac071ad356d375111fc6f964c1851b4ddb30903c8cb73e92a21b8f391fe\\nParasocial interaction and problematic use of short-form video ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.frontiersin.org%2Fjournals%2Fpsychology%2Farticles%2F10.3389%2Ffpsyg.2025.1584685%2Ffull&rut=38d70a4cbe191a2db67aa6e6cac367c01ac4b670ec7c6995e6219dad5b2dc52f\\nMe, myself, and the influencer: Examining how parasocial interaction ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fjournals.sagepub.com%2Fdoi%2F10.1177%2F14614448251373020&rut=a9835ba3e0e6697df477dee32615abf3ad59f94e770d3c57c3b248dfe107f142\\nThe recovery function of parasocial relationships for ... - Springer //duckduckgo.com/l/?uddg=https%3A%2F%2Flink.springer.com%2Farticle%2F10.1186%2Fs12889%2D025%2D24830%2D6&rut=df4e2bf18fa87140bdb152472fe871088900504b5e5d8699bff41a02eea56a17\\nParasocial interaction and problematic use of short-form video ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fpmc.ncbi.nlm.nih.gov%2Farticles%2FPMC12301365%2F&rut=fd5454055a88b367202f4e81182e765af89320ad35473cffaf634bd9876744f0\\nInfluence of short video content on consumers purchase ... - Nature //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598%2D025%2D94994%2Dz&rut=a6448847625175098e2fbad2b1c110b02e6dc6a91505f5dea0fe5b44f7e17b4b\\n(PDF) The influence of perceived credibility and parasocial ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.researchgate.net%2Fpublication%2F398795240_The_influence_of_perceived_credibility_and_parasocial_relationships_on_consumer_trust_in_influencer%2Dendorsed_brand_messages&rut=84f7bc2e309c04440d8e2675760531655239abc40110e0b69220ddc2d58f4476\\nPDF The impact of social media influencer's content value on repurchase ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fajbr.co.nz%2Fajbr%2Fajbr260214.pdf&rut=39f031bcc77812e1ac74607a1c7b5795150e5c07845f82e8a4b7e841767cbd34\\nPDF Parasocial Relationships & its Influence on Followers - DiVA //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.diva%2Dportal.org%2Fsmash%2Fget%2Fdiva2%3A1934697%2FFULLTEXT01.pdf&rut=7ea3acfb61c6563718cf47b336d0f36c5689c64eba3e1efecd3beeac2c885c69\", \"exit_code\": 0, \"error\": null}",
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      "content": "{\"output\": \"QUERY TikTok follow intention short video perceived value social presence study\\n- How short video marketing influences purchase intention in social ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41599%2D024%2D02808%2Dw&rut=5e80ceff824b41504cc727c973f2d51b5d5eec3cc325e1be5d113470d86403bd\\n- The impact of TikTok on consumers' purchase intentions //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.researchgate.net%2Fpublication%2F394193133_The_impact_of_TikTok_on_consumers%27_purchase_intentions&rut=b8eb4e3525b22b2343c3fce8d2b505794c81771595e0c5a92db291828b8ee12e\\n- Influencer marketing on TikTok: The effectiveness of humor and ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.sciencedirect.com%2Fscience%2Farticle%2Fpii%2FS0969698922002429&rut=f9f1c045d8d7f1f6cc170dbeb0b03dfd98bb70056cfd2e26b2c56da058ac1cfb\\n- The impact of value co-creation on consumer citizenship behavior: Based ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fpmc.ncbi.nlm.nih.gov%2Farticles%2FPMC9909530%2F&rut=de3a4434d17d4c6f28f08d028cd5319902074d62d566640ac549f69cc73ba485\\n- Can Short Videos Work? The Effects of Use and Gratification and Social ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.mdpi.com%2F0718%2D1876%2F20%2F1%2F5&rut=9d3f3e9b17fd4c9314639beabbd70a6c06a9629919af6f5edd12d4a9c0030b95\\n\\nQUERY short-form video continuance intention perceived enjoyment information value social identity\\n- Disentangling composite influences of social connectivity and system ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.sciencedirect.com%2Fscience%2Farticle%2Fpii%2FS0969698924002194&rut=fecc27216e246e88f8e520f0a2f1d341e48870e524d1aea9c84e451623e9bdc7\\n- Ephemeral Emotional Resonance: User-Perceived Functional Value ... - MDPI //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.mdpi.com%2F2076%2D328X%2F15%2F3%2F341&rut=168a9fcac2578f629a9499bc6e94d50d0c236c0bcca132072a0fcef170b97e12\\n- Enabling and Inhibiting Factors of the Continuous Use of Mobile Short ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.tandfonline.com%2Fdoi%2Ffull%2F10.2147%2FPRBM.S411337&rut=63c6284fff78cf37dd21f46c009f146ce43b420251909d14edded0e48ec77574\\n- Factors Influencing the Continuous Usage Behavior of Short Video App ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.researchgate.net%2Fpublication%2F391179538_Factors_Influencing_the_Continuous_Usage_Behavior_of_Short_Video_App_Douyin_Based_on_the_Information_System_Continuance_Model&rut=3ddb15a8802511d9348d72bfb381e0c0cf3947f4452bed1953fdc8aac13fb5b6\\n- Research on the flow experience and social influences of users of short ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598%2D023%2D30525%2Dy&rut=28d94404f23f1ec94389a50c839eda5e068a7f8e677b615c07bb35957832e8dd\\n\\nQUERY influencer following intention parasocial relationship trust attractiveness expertise study\\n- How Influencer Attractiveness and Expertise Shape Consumer ... - MDPI //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.mdpi.com%2F2073%2D431X%2F15%2F4%2F250&rut=c70fe44285b2803427673a25c95bd2eeaa253bc3d514692ede29833423418a84\\n- Parasocial relationship as a social-cognitive pathway in influencer ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.frontiersin.org%2Fjournals%2Fcommunication%2Farticles%2F10.3389%2Ffcomm.2026.1723759%2Ffull&rut=09fa972bde5f7d20967df39e10669966fee662f611f47d4a839f83388e74b2b8\\n- Me, myself, and the influencer: Examining how parasocial interaction ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fjournals.sagepub.com%2Fdoi%2F10.1177%2F14614448251373020&rut=a9835ba3e0e6697df477dee32615abf3ad59f94e770d3c57c3b248dfe107f142\\n- Impact of Influencer Attractiveness, Credibility on Parasocial ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.researchgate.net%2Fpublication%2F384634295_Impact_of_Influencer_Attractiveness_Credibility_on_Parasocial_Interaction_Purchase_Intentions_Moderating_Congruence&rut=20b63103e8d87a1ee57ba4656a2a8341d3ba6c3d874cc974c6d220c3465ab6a2\\n- Unrequited love? A mixed-methods study of parasocial engagement with ... //duckduckgo.com/l/?uddg=https%3A%2F%2Fwww.sciencedirect.com%2Fscience%2Farticle%2Fpii%2FS0268401224000938&rut=50facbadcc1c22945ae34f47ff5eb7955d7ee316f026e1b681645a0e3a0ac7b6\\n\\nQUERY online content viral arousal Berger Milkman 2012 URL\\n\\nQUERY information gap theory curiosity Loewenstein 1994 pdf\\n\\nQUERY Bayesian surprise attracts human attention Itti Baldi 2009\\n\\nQUERY reward uncertainty dopamine Fiorillo Tobler Schultz 2003\\n\\nQUERY mere exposure effect Zajonc 1968 pdf\\n\\nQUERY variety seeking satiation repeated consumption psychology Redden\", \"exit_code\": 0, \"error\": null}",
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      "content": "{\"output\": \"identity sharing\\nAdolescents’ Norms of Self-Presentation on Snapchat: Bitmojis as an Expression of Identity Development 10.1177/20563051251342793 https://doi.org/10.1177/20563051251342793 {'date-parts': [[2025, 4]]}\\nWhere Consumers Diverge from Others: Identity Signaling and Product Domains 10.1086/519142 https://doi.org/10.1086/519142 {'date-parts': [[2007, 8, 1]]}\\n“How European am I?”: Prejudice Expression and the Presentation of Social Identity 10.1080/15298860309025 https://doi.org/10.1080/15298860309025 {'date-parts': [[2003, 7]]}\\nThe TikTok Self: Music, Signaling, and Identity on Social Media 10.31235/osf.io/2rx46_v1 https://doi.org/10.31235/osf.io/2rx46_v1 None\\nThe TikTok Self: Music, Signaling, and Identity on Social Media 10.31235/osf.io/2rx46 https://doi.org/10.31235/osf.io/2rx46 None\\n\\n social currency share\\nFacebook Therapy? Why Do People Share Self-Relevant Content Online? 10.2139/ssrn.2013148 https://doi.org/10.2139/ssrn.2013148 None\\nWhy Do People Share Ideologically Extreme, False, and Misleading Content on Social Media? A Self-Report and Trace Data–Based Analysis of Countermedia Content Dissemination on Facebook and Twitter 10.1093/hcr/hqz022 https://doi.org/10.1093/hcr/hqz022 {'date-parts': [[2020, 10, 1]]}\\nDon’t mention it: Why people don’t share job information, when they do, and why it matters 10.1016/j.socnet.2011.11.002 https://doi.org/10.1016/j.socnet.2011.11.002 {'date-parts': [[2012, 5]]}\\nWhy Do People Share Political Information and Misinformation Online? Developing a Bottom-Up Descriptive Framework 10.1177/20563051231192032 https://doi.org/10.1177/20563051231192032 {'date-parts': [[2023, 7]]}\\nWhy do people share memories online? An examination of the motives and characteristics of social media users 10.4324/9781003357360-8 https://doi.org/10.4324/9781003357360-8 {'date-parts': [[2022, 12, 30]]}\\n\\n social identity\\nThe Social Identity Theory of Intergroup Behavior 10.4324/9780203505984-16 https://doi.org/10.4324/9780203505984-16 {'date-parts': [[2004, 1, 9]]}\\nAn Integrative Theory of Intergroup Conflict 10.1093/oso/9780199269464.003.0005 https://doi.org/10.1093/oso/9780199269464.003.0005 {'date-parts': [[2000, 3, 18]]}\\nEine Kritik der Social Identity Theory von Tajfel &amp; Turner 10.1515/9783112469262-001 https://doi.org/10.1515/9783112469262-001 {'date-parts': [[1988, 12, 31]]}\\nSocial identity and intergroup behaviour 10.1177/053901847401300204 https://doi.org/10.1177/053901847401300204 {'date-parts': [[1974, 4]]}\\nExperimental Studies of Intergroup Behaviour 10.1007/978-94-009-7612-2_8 https://doi.org/10.1007/978-94-009-7612-2_8 {'date-parts': [[1982]]}\\n\\n pattern interrupt surprise attention\\nA novel singleton color captures attention on a surprise trial 10.1167/16.12.1008 https://doi.org/10.1167/16.12.1008 {'date-parts': [[2016, 9, 1]]}\\nPerceptual salience captures the eyes on a surprise trial 10.3758/s13414-016-1102-y https://doi.org/10.3758/s13414-016-1102-y {'date-parts': [[2016, 10]]}\\nSurprise-induced Deafness: Unexpected Auditory Stimuli Capture Attention to the Detriment of Subsequent Detection 10.31234/osf.io/evfxa https://doi.org/10.31234/osf.io/evfxa None\\nThe surprise–attention link: a review 10.1111/nyas.12679 https://doi.org/10.1111/nyas.12679 {'date-parts': [[2015, 3]]}\\nNovelty biases attention and gaze in a surprise trial 10.3758/s13414-015-0995-1 https://doi.org/10.3758/s13414-015-0995-1 {'date-parts': [[2016, 1]]}\\n\\n follow influencer intention\\nRole of Parasocial Interaction and Credibility in Beauty Influencer to Improve Purchase Intention 10.21834/e-bpj.v9isi19.5768 https://doi.org/10.21834/e-bpj.v9isi19.5768 {'date-parts': [[2024, 3, 10]]}\\nThe interplay of parasocial interaction, source credibility and homophily for influencer marketing success in the Middle East 10.69554/ldsu7040 https://doi.org/10.69554/ldsu7040 {'date-parts': [[2024, 12, 1]]}\\nThe Role of Vlogger’s Self-disclosure Towards Purchase Intention Mediated by Parasocial Interaction and Source of Credibility 10.56472/25835238/irjems-v2i4p138 https://doi.org/10.56472/25835238/irjems-v2i4p138 {'date-parts': [[2023]]}\\nIncreasing Social Media Stickiness Through Parasocial Interaction and Influencer Source Credibility 10.1177/14413582241306130 https://doi.org/10.1177/14413582241306130 {'date-parts': [[2025, 11]]}\\nAnalysis of Social Influence, Influencer Credibility, and Parasocial Relationships on Brand Credibility and Purchase Intention of Fashion Products on The Instagram Platform 10.59188/eduvest.v5i3.50936 https://doi.org/10.59188/eduvest.v5i3.50936 {'date-parts': [[2025, 3, 20]]}\\n\\n user generated follow intention\\nSocial Media Influencers: Examining the Mediating Effect of Parasocial Interaction and the Moderating Effect of Online Comments on Purchase Intention 10.53461/jujbr.v25i01.95 https://doi.org/10.53461/jujbr.v25i01.95 {'date-parts': [[2025, 6, 29]]}\\nThe impact of social media influencers' expertise on perceived trust, destination image, and travel intention 10.31274/td-20250502-198 https://doi.org/10.31274/td-20250502-198 None\\nMe, myself, and the influencer: Examining how parasocial interaction and self-congruence with social media influencers affects news media trust 10.1177/14614448251373020 https://doi.org/10.1177/14614448251373020 {'date-parts': [[2025, 10, 6]]}\\nWhen Social Media Influencers Go Rogue: Violations of the Trans-Parasocial Relationship with Followers 10.5204/thesis.eprints.262990 https://doi.org/10.5204/thesis.eprints.262990 None\\nThe Influence of Social Media Influencers and E-WOM on Purchase Intention: The Mediating Role of Brand Trust 10.66452/702785 https://doi.org/10.66452/702785 {'date-parts': [[2026]]}\", \"exit_code\": 0, \"error\": null}",
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      "reasoning": "**Considering influencer credibility**\n\nI’m exploring whether I should use Crossref to gauge influencer credibility. It seems like a solid idea, but I'm wondering if I should rely solely on that approach. Instead, I might look into \"source credibility\" in the context of influencer marketing effectiveness. It could be beneficial to gather multiple perspectives to ensure a well-rounded understanding. There’s a lot to consider here when determining how to evaluate influencers properly!",
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      "content": "{\"output\": \"Q source credibility influencer marketing trust expertise attractiveness parasocial relationship\\nHow Influencer Attractiveness and Expertise Shape Consumer Responses Through Parasocial Interaction and Trust 10.3390/computers15040250 https://doi.org/10.3390/computers15040250\\nThe interplay of parasocial interaction, source credibility and homophily for influencer marketing success in the Middle East 10.69554/ldsu7040 https://doi.org/10.69554/ldsu7040\\nInfluencer attractiveness, parasocial relationship formation and follower purchase intention: a serial mediating effect 10.1504/ijemr.2023.10059526 https://doi.org/10.1504/ijemr.2023.10059526\\nSelf-Influencer Congruence, Parasocial Relationships, Credibility, and Purchase Intentions: A Sequential Mediation Model 10.1080/15332667.2023.2216373 https://doi.org/10.1080/15332667.2023.2216373\\nIncreasing Social Media Stickiness Through Parasocial Interaction and Influencer Source Credibility 10.1177/14413582241306130 https://doi.org/10.1177/14413582241306130\\n\\nQ Instagram influencer trust parasocial relationship authenticity expertise study\\nParasocial Relationships and Consumer Trust: The Role of Influencer Endorsements on Instagram 10.2139/ssrn.5536960 https://doi.org/10.2139/ssrn.5536960\\nHow Influencer Attractiveness and Expertise Shape Consumer Responses Through Parasocial Interaction and Trust 10.3390/computers15040250 https://doi.org/10.3390/computers15040250\\nEffect of Instagram Influencer Parasocial Relationship on Follower Behaviors 10.4018/ijcrmm.329246 https://doi.org/10.4018/ijcrmm.329246\\nA Study on the Effects of Influencer Authenticity on Parasocial Interaction, Parasocial Relationship, and Purchase Intention in SNS 10.47116/apjcri.2023.09.14 https://doi.org/10.47116/apjcri.2023.09.14\\nInteraksi Parasosial Dan Strategi Komunikasi Food Influencer: Studi Kasus Akun Instagram @Abang.Lapar Dalam Membangun Kepercayaan Dan Keterhubungan Gen Z 10.33084/anterior.v25i1.11612 https://doi.org/10.33084/anterior.v25i1.11612\\n\\nQ social media influencer credibility parasocial interaction follower engagement\\nNew Media Influencer-Follower Parasocial Relationships: Antecedents, determinants, and outcomes 10.2139/ssrn.4890435 https://doi.org/10.2139/ssrn.4890435\\nIncreasing Social Media Stickiness Through Parasocial Interaction and Influencer Source Credibility 10.1177/14413582241306130 https://doi.org/10.1177/14413582241306130\\nParasocial relationships of Generation Z consumers with social media influencers 10.4324/9780429322501-10 https://doi.org/10.4324/9780429322501-10\\nWillingness to share, comment, like: mediating role of influencer credibility and parasocial relationship in gratifying Generation Z follower needs 10.1108/yc-01-2025-2385 https://doi.org/10.1108/yc-01-2025-2385\\nThe Power of the Social:  Charismatic Leadership, Parasocial Relationships, and the Social Media Influencer 10.5040/9798216421160.ch-002 https://doi.org/10.5040/9798216421160.ch-002\", \"exit_code\": 0, \"error\": null}",
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      "content": "{\"output\": \"KEY Purpose idx 2369\\nPurpose:\\nThe short video APP has entered the stage of competition for stock, making it crucial to keep users engaged in their APP to promote continuous usage. Previous studies on the continuous use intention of mobile short video APP were relatively limited, with most studies focusing only on promoting factors. Therefore, based on the dual-factor theory of “enabling-inhibiting”, and drawing on the Information System Continuance Model (ECM-ISC) and Cognitive Load Theory, this study extracted two variables, satisfaction and fatigue, to construct an integrated model to explore their enabling and inhibiting effects on continuous use intention.\\nMethods:\\nThis study selected TikTok APP users as the respondents, obtained 681 valid questionnaires and analyzed with structural equation modeling (SEM)\\n\\nKEY Results idx 22063\\nresults showed that the Cronbach’s Alpha coefficients of the 8 latent variables were all above 0.8, and the Cronbach’s Alpha coefficient of the overall reliability analysis was 0.915, indicating high reliability of the questionnaire. The KMO value of the scale was 0.877, and the significance of Bartlett’s spherical test was less than 0.001, meeting the validity test criteria. The factor analysis showed that the factor loadings of all items were above 0.5, and the eight factors extracted from the 37 items were consistent with the initial classification of this study, indicating good construct validity of the questionnaire. In summary, the pre-survey data showed that the scale had good reliability and validity, and did not need to be revised.\\nTable 2\\nprovides the final measurement items and \\n\\nKEY Conclusion idx 3747\\nConclusion:\\nBased on the dual-factor theory of “enabling-inhibiting”, the study established an integration model to more comprehensively reveal the impact mechanism of short video APP users’ continuous use intention. The study found that the fatigue caused by information and communication overload can inhibit users’ continuous use intention of short video APP. Therefore, to improve users’ continuous use intention, short video APP should not only increase users’ satisfaction but also reduce the fatigue caused by overload.\\nKeywords:\\nshort video APP, continuous use intention, satisfaction and fatigue, enablers, inhibitors, ECM-ISC model\\nIntroduction\\nIn recent years, the short video industry in China, represented by TikTok and Kwai, has experienced rapid growth. The short video is a form of in\\n\\nKEY satisfaction idx 1396\\nSatisfaction and Fatigue as Mediating Variables Respectively\\nFulltext\\nMetrics\\nGet Permission\\nCite this article\\nAuthors\\nHuang L\\n,\\nDong X\\n,\\nYuan H\\n,\\nWang L\\nReceived\\n22 March 2023\\nAccepted for publication\\n30 July 2023\\nPublished\\n5 August 2023\\n                            Volume 2023:16                                    Pages 3001—3017\\nDOI\\nhttps://doi.org/10.2147/PRBM.S411337\\nChecked for plagiarism\\nYes\\nReview by\\nSingle anonymous peer review\\nPeer reviewer comments\\n3\\nEditor who approved publication:\\nDr Igor Elman\\nDownload Article\\n[PDF]\\nVideo abstract of \\\"ECM-ISC of mobile short video APP\\\" [ID 411337].\\nViews: 78\\nLu Huang,\\n*\\nXiuli Dong, Hang Yuan, Lihua Wang\\n*\\nBusiness School of Sichuan University, Chengdu, Sichuan, People’s Republic of China\\n*These authors contributed equally to this work\\nCorrespo\\n\\nKEY fatigue idx 1413\\nFatigue as Mediating Variables Respectively\\nFulltext\\nMetrics\\nGet Permission\\nCite this article\\nAuthors\\nHuang L\\n,\\nDong X\\n,\\nYuan H\\n,\\nWang L\\nReceived\\n22 March 2023\\nAccepted for publication\\n30 July 2023\\nPublished\\n5 August 2023\\n                            Volume 2023:16                                    Pages 3001—3017\\nDOI\\nhttps://doi.org/10.2147/PRBM.S411337\\nChecked for plagiarism\\nYes\\nReview by\\nSingle anonymous peer review\\nPeer reviewer comments\\n3\\nEditor who approved publication:\\nDr Igor Elman\\nDownload Article\\n[PDF]\\nVideo abstract of \\\"ECM-ISC of mobile short video APP\\\" [ID 411337].\\nViews: 78\\nLu Huang,\\n*\\nXiuli Dong, Hang Yuan, Lihua Wang\\n*\\nBusiness School of Sichuan University, Chengdu, Sichuan, People’s Republic of China\\n*These authors contributed equally to this work\\nCorrespondence: Lihua Wan\", \"exit_code\": 0, \"error\": null}",
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      "content": "## What I did\nResearched psychology and empirical findings relevant to short-form content success, especially novelty, curiosity, identity, arousal, variable rewards, pattern interrupts, parasocial trust, format consistency vs variety, and viewer→follower conversion.\n\n## Concise cited findings + practical implications\n\n### 1. Novelty wins attention, but only when legible\n- **Finding:** Novel/surprising stimuli attract attention because they violate prediction and increase “Bayesian surprise.”  \n  Source: Itti & Baldi, *Bayesian surprise attracts human attention* — https://doi.org/10.1016/j.visres.2008.09.007\n- **Implication:** Open with something visually, verbally, or conceptually unexpected in the first 1–2 seconds.\n- **Quality gate:** “Does the first frame or first sentence create a prediction error?”\n\nExamples:\n- “Everyone says X. The data says the opposite.”\n- Sudden visual contrast, prop, scene change, or unusual claim.\n- Start mid-action, not with context.\n\n---\n\n### 2. Curiosity gaps drive retention when the gap is specific\n- **Finding:** Curiosity arises when people perceive a gap between what they know and what they want to know.  \n  Source: Loewenstein, *The Psychology of Curiosity* — https://doi.org/10.1037/0033-2909.116.1.75\n- **Implication:** Hooks should create a clear unanswered question, not vague hype.\n- **Quality gate:** “Can the viewer name the question they now want answered?”\n\nBetter:\n- “This one editing mistake is why your videos feel slow.”\nWorse:\n- “You won’t believe what happened next.”\n\n---\n\n### 3. Emotional arousal increases sharing\n- **Finding:** High-arousal emotions — awe, anger, anxiety, amusement — predict virality more than low-arousal emotions. Positive content spreads, but high-arousal content spreads especially well.  \n  Source: Berger & Milkman, *What Makes Online Content Viral?* — https://doi.org/10.1509/jmr.10.0353\n- **Implication:** Short-form videos should not merely inform; they should create a felt state.\n- **Quality gate:** “What emotion should the viewer feel by second 5?”\n\nUseful emotional targets:\n- Awe: “I didn’t know that was possible.”\n- Relief: “Finally, someone explained it.”\n- Anger: “That’s unfair / wrong.”\n- Identity pride: “People like me get this.”\n- Amusement: “That’s painfully true.”\n\n---\n\n### 4. Identity makes people watch, share, and follow\n- **Finding:** People use content to signal who they are, what group they belong to, and what they value. Social identity theory explains why group-relevant cues are motivating.  \n  Sources:  \n  - Tajfel & Turner, *The Social Identity Theory of Intergroup Behavior* — https://doi.org/10.4324/9780203505984-16  \n  - Berger & Heath, *Where Consumers Diverge from Others: Identity Signaling and Product Domains* — https://doi.org/10.1086/519142\n- **Implication:** Content should make the target viewer think: “This is for people like me.”\n- **Quality gate:** “Would the target audience feel seen, named, or differentiated from an outgroup?”\n\nExamples:\n- “If you’re the kind of founder who hates fake productivity advice…”\n- “Designers know this pain.”\n- “Most gym advice is for beginners. This is for people stuck at intermediate.”\n\n---\n\n### 5. Variable rewards keep people sampling\n- **Finding:** Dopamine neurons respond strongly to reward uncertainty; unpredictable rewards can maintain engagement.  \n  Source: Fiorillo, Tobler & Schultz, *Discrete Coding of Reward Probability and Uncertainty by Dopamine Neurons* — https://doi.org/10.1126/science.1077349\n- **Implication:** Not every video should deliver value in the exact same way. Vary the payoff: insight, joke, reveal, tool, contrarian take, story, checklist.\n- **Quality gate:** “Is there a payoff, and is it satisfying enough to justify the wait?”\n\nUse ethically:\n- Good: unpredictable but real value.\n- Bad: manipulative cliffhangers with weak payoff.\n\n---\n\n### 6. Pattern interrupts reset attention\n- **Finding:** Surprise has a strong link to attention; unexpected events interrupt ongoing processing and reorient focus.  \n  Source: Horstmann, *The surprise–attention link: a review* — https://doi.org/10.1111/nyas.12679\n- **Implication:** Use micro-interrupts every few seconds: angle change, caption shift, prop, sound change, visual zoom, unexpected phrase, format break.\n- **Quality gate:** “Does something change before the viewer’s attention decays?”\n\nPractical rhythm:\n- 0–2s: hook interruption.\n- 3–6s: context compression.\n- 6–12s: proof/example.\n- 12–20s: payoff.\n- 20s+: twist, CTA, or second payoff.\n\n---\n\n### 7. Parasocial trust converts attention into loyalty\n- **Finding:** Parasocial interaction — the feeling of a one-sided relationship with a media figure — supports consumer-brand relationships and trust in social media environments.  \n  Source: Labrecque, *Fostering Consumer–Brand Relationships in Social Media Environments* — https://doi.org/10.1016/j.intmar.2013.12.003\n- **Implication:** Viewers follow creators they can mentally “place”: consistent personality, worldview, voice, standards, and recurring promises.\n- **Quality gate:** “After 5 videos, would a viewer know what this creator stands for?”\n\nTrust signals:\n- Specific experience.\n- Admitting tradeoffs.\n- Showing process.\n- Consistent point of view.\n- Saying what you do *not* believe.\n- Repeated face/voice/style cues.\n\n---\n\n### 8. Repeatable formats create fluency; variety prevents fatigue\n- **Finding:** Repeated exposure increases liking through familiarity and processing fluency.  \n  Source: Zajonc, *Attitudinal Effects of Mere Exposure* — https://doi.org/10.1037/h0025848\n- **Finding:** Repetition can also cause satiation; categorization and variety affect how quickly people get bored.  \n  Source: Redden, *Reducing Satiation: The Role of Categorization Level* — https://doi.org/10.1086/521898\n- **Implication:** Use stable containers with variable contents.\n- **Quality gate:** “Is the series recognizable without feeling copy-pasted?”\n\nBest structure:\n- Repeat:\n  - topic promise\n  - visual identity\n  - pacing\n  - recurring segment\n  - creator POV\n- Vary:\n  - examples\n  - emotional tone\n  - hook type\n  - payoff type\n  - setting/visuals\n  - story vs tutorial vs critique\n\nFormula:\n- **70% repeatable formats**\n- **20% variations on proven formats**\n- **10% experiments**\n\n---\n\n### 9. Flow and social influence matter in short-video behavior\n- **Finding:** In a Douyin study, flow experience significantly affected participative and sharing behavior; social influence also mattered.  \n  Source: Zheng, *Research on the flow experience and social influences of users of short online videos* — https://www.nature.com/articles/s41598-023-30525-y\n- **Implication:** Short videos should feel easy to continue watching: clear progression, low friction, tight edits, immediate feedback, and social proof.\n- **Quality gate:** “Does the viewer always know why they should keep watching the next 3 seconds?”\n\n---\n\n### 10. Satisfaction increases continued use; overload/fatigue reduces it\n- **Finding:** A mobile short-video app study found satisfaction enables continuous use, while information/communication overload creates fatigue and inhibits continued use.  \n  Source: Huang et al., *Enabling and Inhibiting Factors of the Continuous Use of Mobile Short Video APP* — https://doi.org/10.2147/PRBM.S411337\n- **Implication:** More stimulation is not always better. Dense, chaotic, over-captioned videos can hurt long-term retention.\n- **Quality gate:** “Is the video stimulating but still cognitively easy?”\n\n---\n\n## Viewer → follower conversion principles\n\nPeople usually follow when they believe:\n\n1. **Future value is predictable**\n   - “If I follow, I know what I’ll keep getting.”\n   - Use clear niche, repeatable formats, and consistent POV.\n\n2. **The creator has a distinct identity**\n   - “This person sees the world in a way I like.”\n   - Strong opinions convert better than generic tips.\n\n3. **The content reflects the viewer’s identity**\n   - “This account is for people like me.”\n   - Name the audience, their problems, enemies, aspirations.\n\n4. **Trust is forming**\n   - “This person knows what they’re talking about.”\n   - Use proof, specificity, lived experience, transparent reasoning.\n\n5. **There is an unresolved future loop**\n   - “I want the next one.”\n   - Tease a series, recurring challenge, ongoing experiment, or tomorrow’s result.\n\n6. **The viewer gets repeated emotional payoff**\n   - Relief, status, belonging, awe, amusement, clarity.\n\n---\n\n## Practical content-machine quality gates\n\nBefore publishing, score each video 0/1:\n\n- **Hook:** Is there novelty, contradiction, or tension in first 2 seconds?\n- **Curiosity:** Is there a specific open question?\n- **Identity:** Does it clearly signal who it is for?\n- **Emotion:** Does it create a high-arousal or satisfying emotion?\n- **Payoff:** Is the ending worth the attention spent?\n- **Fluency:** Is the video easy to process quickly?\n- **Pattern interrupts:** Does something change every few seconds?\n- **Trust:** Does it increase credibility or familiarity?\n- **Follow reason:** Does the viewer know why future videos will be valuable?\n- **Format balance:** Is it recognizable but not stale?\n\nMinimum publish threshold: **7/10**  \nStrong candidate: **8–10/10**\n\n## Files created or modified\nNone.\n\n## Issues encountered\nSome publisher pages were protected by access controls, so I relied on DOI records, accessible abstracts/pages, and reputable indexed sources where available.",
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              "text": "## What I did\nResearched psychology and empirical findings relevant to short-form content success, especially novelty, curiosity, identity, arousal, variable rewards, pattern interrupts, parasocial trust, format consistency vs variety, and viewer→follower conversion.\n\n## Concise cited findings + practical implications\n\n### 1. Novelty wins attention, but only when legible\n- **Finding:** Novel/surprising stimuli attract attention because they violate prediction and increase “Bayesian surprise.”  \n  Source: Itti & Baldi, *Bayesian surprise attracts human attention* — https://doi.org/10.1016/j.visres.2008.09.007\n- **Implication:** Open with something visually, verbally, or conceptually unexpected in the first 1–2 seconds.\n- **Quality gate:** “Does the first frame or first sentence create a prediction error?”\n\nExamples:\n- “Everyone says X. The data says the opposite.”\n- Sudden visual contrast, prop, scene change, or unusual claim.\n- Start mid-action, not with context.\n\n---\n\n### 2. Curiosity gaps drive retention when the gap is specific\n- **Finding:** Curiosity arises when people perceive a gap between what they know and what they want to know.  \n  Source: Loewenstein, *The Psychology of Curiosity* — https://doi.org/10.1037/0033-2909.116.1.75\n- **Implication:** Hooks should create a clear unanswered question, not vague hype.\n- **Quality gate:** “Can the viewer name the question they now want answered?”\n\nBetter:\n- “This one editing mistake is why your videos feel slow.”\nWorse:\n- “You won’t believe what happened next.”\n\n---\n\n### 3. Emotional arousal increases sharing\n- **Finding:** High-arousal emotions — awe, anger, anxiety, amusement — predict virality more than low-arousal emotions. Positive content spreads, but high-arousal content spreads especially well.  \n  Source: Berger & Milkman, *What Makes Online Content Viral?* — https://doi.org/10.1509/jmr.10.0353\n- **Implication:** Short-form videos should not merely inform; they should create a felt state.\n- **Quality gate:** “What emotion should the viewer feel by second 5?”\n\nUseful emotional targets:\n- Awe: “I didn’t know that was possible.”\n- Relief: “Finally, someone explained it.”\n- Anger: “That’s unfair / wrong.”\n- Identity pride: “People like me get this.”\n- Amusement: “That’s painfully true.”\n\n---\n\n### 4. Identity makes people watch, share, and follow\n- **Finding:** People use content to signal who they are, what group they belong to, and what they value. Social identity theory explains why group-relevant cues are motivating.  \n  Sources:  \n  - Tajfel & Turner, *The Social Identity Theory of Intergroup Behavior* — https://doi.org/10.4324/9780203505984-16  \n  - Berger & Heath, *Where Consumers Diverge from Others: Identity Signaling and Product Domains* — https://doi.org/10.1086/519142\n- **Implication:** Content should make the target viewer think: “This is for people like me.”\n- **Quality gate:** “Would the target audience feel seen, named, or differentiated from an outgroup?”\n\nExamples:\n- “If you’re the kind of founder who hates fake productivity advice…”\n- “Designers know this pain.”\n- “Most gym advice is for beginners. This is for people stuck at intermediate.”\n\n---\n\n### 5. Variable rewards keep people sampling\n- **Finding:** Dopamine neurons respond strongly to reward uncertainty; unpredictable rewards can maintain engagement.  \n  Source: Fiorillo, Tobler & Schultz, *Discrete Coding of Reward Probability and Uncertainty by Dopamine Neurons* — https://doi.org/10.1126/science.1077349\n- **Implication:** Not every video should deliver value in the exact same way. Vary the payoff: insight, joke, reveal, tool, contrarian take, story, checklist.\n- **Quality gate:** “Is there a payoff, and is it satisfying enough to justify the wait?”\n\nUse ethically:\n- Good: unpredictable but real value.\n- Bad: manipulative cliffhangers with weak payoff.\n\n---\n\n### 6. Pattern interrupts reset attention\n- **Finding:** Surprise has a strong link to attention; unexpected events interrupt ongoing processing and reorient focus.  \n  Source: Horstmann, *The surprise–attention link: a review* — https://doi.org/10.1111/nyas.12679\n- **Implication:** Use micro-interrupts every few seconds: angle change, caption shift, prop, sound change, visual zoom, unexpected phrase, format break.\n- **Quality gate:** “Does something change before the viewer’s attention decays?”\n\nPractical rhythm:\n- 0–2s: hook interruption.\n- 3–6s: context compression.\n- 6–12s: proof/example.\n- 12–20s: payoff.\n- 20s+: twist, CTA, or second payoff.\n\n---\n\n### 7. Parasocial trust converts attention into loyalty\n- **Finding:** Parasocial interaction — the feeling of a one-sided relationship with a media figure — supports consumer-brand relationships and trust in social media environments.  \n  Source: Labrecque, *Fostering Consumer–Brand Relationships in Social Media Environments* — https://doi.org/10.1016/j.intmar.2013.12.003\n- **Implication:** Viewers follow creators they can mentally “place”: consistent personality, worldview, voice, standards, and recurring promises.\n- **Quality gate:** “After 5 videos, would a viewer know what this creator stands for?”\n\nTrust signals:\n- Specific experience.\n- Admitting tradeoffs.\n- Showing process.\n- Consistent point of view.\n- Saying what you do *not* believe.\n- Repeated face/voice/style cues.\n\n---\n\n### 8. Repeatable formats create fluency; variety prevents fatigue\n- **Finding:** Repeated exposure increases liking through familiarity and processing fluency.  \n  Source: Zajonc, *Attitudinal Effects of Mere Exposure* — https://doi.org/10.1037/h0025848\n- **Finding:** Repetition can also cause satiation; categorization and variety affect how quickly people get bored.  \n  Source: Redden, *Reducing Satiation: The Role of Categorization Level* — https://doi.org/10.1086/521898\n- **Implication:** Use stable containers with variable contents.\n- **Quality gate:** “Is the series recognizable without feeling copy-pasted?”\n\nBest structure:\n- Repeat:\n  - topic promise\n  - visual identity\n  - pacing\n  - recurring segment\n  - creator POV\n- Vary:\n  - examples\n  - emotional tone\n  - hook type\n  - payoff type\n  - setting/visuals\n  - story vs tutorial vs critique\n\nFormula:\n- **70% repeatable formats**\n- **20% variations on proven formats**\n- **10% experiments**\n\n---\n\n### 9. Flow and social influence matter in short-video behavior\n- **Finding:** In a Douyin study, flow experience significantly affected participative and sharing behavior; social influence also mattered.  \n  Source: Zheng, *Research on the flow experience and social influences of users of short online videos* — https://www.nature.com/articles/s41598-023-30525-y\n- **Implication:** Short videos should feel easy to continue watching: clear progression, low friction, tight edits, immediate feedback, and social proof.\n- **Quality gate:** “Does the viewer always know why they should keep watching the next 3 seconds?”\n\n---\n\n### 10. Satisfaction increases continued use; overload/fatigue reduces it\n- **Finding:** A mobile short-video app study found satisfaction enables continuous use, while information/communication overload creates fatigue and inhibits continued use.  \n  Source: Huang et al., *Enabling and Inhibiting Factors of the Continuous Use of Mobile Short Video APP* — https://doi.org/10.2147/PRBM.S411337\n- **Implication:** More stimulation is not always better. Dense, chaotic, over-captioned videos can hurt long-term retention.\n- **Quality gate:** “Is the video stimulating but still cognitively easy?”\n\n---\n\n## Viewer → follower conversion principles\n\nPeople usually follow when they believe:\n\n1. **Future value is predictable**\n   - “If I follow, I know what I’ll keep getting.”\n   - Use clear niche, repeatable formats, and consistent POV.\n\n2. **The creator has a distinct identity**\n   - “This person sees the world in a way I like.”\n   - Strong opinions convert better than generic tips.\n\n3. **The content reflects the viewer’s identity**\n   - “This account is for people like me.”\n   - Name the audience, their problems, enemies, aspirations.\n\n4. **Trust is forming**\n   - “This person knows what they’re talking about.”\n   - Use proof, specificity, lived experience, transparent reasoning.\n\n5. **There is an unresolved future loop**\n   - “I want the next one.”\n   - Tease a series, recurring challenge, ongoing experiment, or tomorrow’s result.\n\n6. **The viewer gets repeated emotional payoff**\n   - Relief, status, belonging, awe, amusement, clarity.\n\n---\n\n## Practical content-machine quality gates\n\nBefore publishing, score each video 0/1:\n\n- **Hook:** Is there novelty, contradiction, or tension in first 2 seconds?\n- **Curiosity:** Is there a specific open question?\n- **Identity:** Does it clearly signal who it is for?\n- **Emotion:** Does it create a high-arousal or satisfying emotion?\n- **Payoff:** Is the ending worth the attention spent?\n- **Fluency:** Is the video easy to process quickly?\n- **Pattern interrupts:** Does something change every few seconds?\n- **Trust:** Does it increase credibility or familiarity?\n- **Follow reason:** Does the viewer know why future videos will be valuable?\n- **Format balance:** Is it recognizable but not stale?\n\nMinimum publish threshold: **7/10**  \nStrong candidate: **8–10/10**\n\n## Files created or modified\nNone.\n\n## Issues encountered\nSome publisher pages were protected by access controls, so I relied on DOI records, accessible abstracts/pages, and reputable indexed sources where available."
            }
          ],
          "id": "msg_0d4529c16062af0a016a1324894b1c81918ebe003ddcfe935c",
          "phase": "final_answer"
        }
      ]
    }
  ]
}