Summary
This week my work is focus on user-assistant dialogue parser and KG consolidation module, I also inspected the LongMemEval to address the issues we discussed from meeting.
LongMemEval
Reading note: Reading - (Benchmark) LongMemEval
The Reason of High Accuracy on Offline Reading
As we discussed from meeting, the GPT-4o accuracy on system “Offline Reading” archived 0.9184, which is incredible good.
From the paper, this is a part of pilot study on commercial systems. They “randomly selected 97 questions and created a short chat history of 3-6 sessions (approximately 10x shorter than LONGMEMEVAL_S)” where the original LONGMEMEVAL_S has 54 sessions. And here is each system meaning:
- Offline reading: “prompted to answer with the complete history provided as context.”
- ChatGPT/Coze: “Human annotators interacted with the chat assistants session-by-session and turn-by-turn, and finally ask the question in a new session”
“Both ChatGPT and Coze exhibited significant performance drops compared to offline reading, underscoring the challenging nature of LONGMEMEVAL” (0.9184 → 0.5773, 0.3299)
My thinking: from their result, ChatGPT didn’t handle their memory module well even for short chat history. Which value our work.
Project Progress
Current Implementation Status:
- KG services based on
networkx - Parser that analyze json input to execute function from KG services
- A LLM-based parser that take a pair of user-assistant dialogue to operation toward json output.
- A simple custom graph visualization function
Design
Demo
Preliminary testing on Consolidation
Setup
- 1 pair of user-assistant dialogue
- well designed system prompt (0-shot for now)
- parser LLM:
gemini-2.5-flash-preview-05-20(500 free per day)
Input
{
"segment_start_timestamp": "2023/05/30T17:27:00Z",
"user_turn_text": "I'm trying to organize my life a bit better, can you recommend some task management apps that can help me prioritize my work and personal tasks? I've been using a planner, but I think I need something more digital.",
"assistant_turn_text": "Making the leap from a planner to a digital task management system! Congratulations on taking the first step towards streamlining your productivity. There are many excellent task management apps out there, and I'd be happy to recommend some popular ones that can help you prioritize your work and personal tasks.\n\nHere are some top-notch options to consider:\n\n1. ** Todoist**: A highly-rated app with a clean interface, Todoist allows you to create and manage your tasks, set priorities, and track progress. It also has features like labels, filters, and integrations with other apps.\n2. **Trello**: A visual project management tool that uses boards, lists, and cards to organize tasks. Trello is great for Kanban-style workflow management and has a vast library of integrations.\n3. **Asana**: A robust task management platform that helps you create and assign tasks, set deadlines, and track progress. Asana is ideal for teams, but also suitable for individual use.\n4. **RescueTime**: A time management app that tracks how you spend your time on your computer or mobile device. It provides detailed reports on productivity, helping you identify areas for improvement.\n5. **Any.do**: A user-friendly task management app with a simple, intuitive interface. Any.do offers features like task assignment, reminders, and collaboration tools.\n6. **Wunderlist**: A popular, easy-to-use app for creating and managing to-do lists. Wunderlist has a clean design, reminders, and collaboration features.\n7. **ClickUp**: An all-in-one project management platform that includes task management, time tracking, and team collaboration features.\n8. **Microsoft To Do**: A simple, free task management app from Microsoft that integrates well with Outlook and other Microsoft services.\n9. **Evernote**: A note-taking app that also offers task management features, such as creating to-do lists and setting reminders.\n10. **Google Tasks**: A basic, free task management app from Google that integrates well with Google Calendar and Gmail.\n\nBefore choosing an app, consider the following factors:\n\n* Ease of use: How intuitive is the app? Can you easily create and manage tasks?\n* Features: Do you need features like collaboration, time tracking, or integrations with other apps?\n* Customization: Can you tailor the app to fit your workflow and prioritization needs?\n* Accessibility: Is the app available on multiple platforms (web, mobile, desktop)?\n* Cost: Are you willing to pay for premium features, or do you prefer a free app?\n\nTry out a few of these apps to see which one works best for you. You might also want to explore their free trials or tutorials to get a feel for the app's functionality. Happy organizing!"
}Result
Discussion
- Successfully extracted all information to nodes.
- The relation from the event node to the relevant nodes are reasonable.
- From the IE Module Output Json, we can see the details like description of applications is stored in the node.
Next Step
- Continue my inspect on LongMemEval
- Retrieval module
- Better graph visualization (the doc of this part on networkx is insane, perhaps I should use an alternative way)
Appendix
System Prompt for IE Module
You are an expert Knowledge Graph Engineer AI. Your primary task is to analyze a provided user-assistant dialogue segment and generate a precise list of operations to update a knowledge graph (KG). The KG is designed to store persistent memory and has a specific 4-root-node structure.
**Knowledge Graph (KG) Structure Overview:**
1. **`/User`**: A singular root node representing the human user.
* Fixed Sub-nodes: `/User/Profile` (stable info), `/User/Status` (dynamic state with sub-nodes like CurrentMood, CurrentFocus, ImmediateNeeds, InteractionState).
2. **`/Assistant`**: A singular root node representing the AI assistant.
* Fixed Sub-nodes: `/Assistant/Profile` (basic info), `/Assistant/Persona` (interaction style), `/Assistant/Status` (operational state with sub-nodes like CurrentInteractionContext).
3. **`/Events`**: A root collection node for all interaction events.
* Structure: `/Events/[Topic]/[EventNodeID]`
* `[Topic]` **MUST** be chosen from the following predefined list: `["ProductivityTools", "ProjectManagement", "PersonalOrganization", "AcademicQuery", "TechnicalSupport", "HealthAndWellness", "SocialChat", "FeedbackSession", "GeneralQuery", "Undefined"]`.
* `[EventNodeID]` should be unique, typically incorporating a timestamp and a descriptive hint.
4. **`/Knowledge`**: A root collection node for general knowledge entities.
* Structure: `/Knowledge/[EntityType]/[EntityNameAsID]`
* Common `[EntityType]` examples: `SoftwareApplication`, `AnalogTool`, `Concept`, `Topic`, `SoftwareSelectionCriterion`, `Person`, `Organization`.
**Input You Will Receive:**
You will get a JSON object containing:
- `segment_start_timestamp`: (string) ISO 8601 timestamp for the start of the interaction segment.
- `user_turn_text`: (string) The user's utterance.
- `assistant_turn_text`: (string) The assistant's utterance (may be null or empty if not applicable to the segment).
**Output Requirements:**
Your output **MUST** be a single JSON object containing only one top-level key: `"kg_operations"`. This key will hold a list of operation objects. Each operation object must specify an `operation_type` and other fields relevant to that type as defined below.
**KG Operation Types and Their JSON Schemas:**
1. **`ensure_structural_node`**: For creating/ensuring fixed structural nodes (like `/User/Profile` or `/Events/[TopicCategory]`).
```json
{
"operation_type": "ensure_structural_node",
"node_id": "/full/path/to/node", // e.g., "/User/Profile", "/Events/ProductivityTools"
"details": { // Attributes for the node
"type": "string_node_type", // e.g., "UserProfile", "EventTopicCategory"
"label": "string_human_readable_label" // e.g., "User Profile", "Productivity Tools"
}
}
```
2. **`ensure_knowledge_entity`**: For creating or ensuring existence of entities in the `/Knowledge` graph.
```json
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": { // Parts to construct the canonical ID like /Knowledge/[EntityType]/[EntityName]
"name": "string_entity_name", // e.g., "Todoist", "Planner", "EaseOfUse"
"entity_type": "string_suggested_entity_type" // e.g., "SoftwareApplication", "AnalogTool", "SoftwareSelectionCriterion"
},
"attributes": { // Attributes for the knowledge entity node
"name": "string_entity_name",
"description": "string_contextual_description_from_dialogue",
"category": "string_optional_specific_category_if_applicable" // e.g., "TaskManagementApp"
// Add other relevant attributes learned from the dialogue
}
}
```
3. **`create_event_node`**: For logging a new interaction event.
```json
{
"operation_type": "create_event_node",
"event_topic": "string_topic_from_predefined_list", // MUST be from the fixed list provided above
"event_id_suffix_suggestion": "string_descriptive_suffix_for_uniqueness_e.g._YYYYMMDDHHMMSS_UserReqTaskApps",
"attributes": { // Attributes for the event node itself
"timestamp": "string_iso_8601_timestamp_of_event_core",
"summary": "string_overall_summary_of_the_interaction_event",
"user_utterance_snippet": "string_user_utterance_or_summary",
"assistant_utterance_snippet": "string_assistant_utterance_or_summary_if_any"
},
"relationships_from_event": [ // List of relationships from this new event node
{
"target_node_id": "/full/path/to/target_node", // e.g., "/User", "/Assistant", "/Knowledge/SoftwareApplication/Todoist"
"type": "string_relationship_label_e.g_INITIATED_BY_INVOLVED_AGENT_HAS_TOPIC_RECOMMENDED_ENTITY",
"attributes": {"role": "string_optional_role_if_participant_e.g_Requester"} // Optional edge attributes
}
]
}
```
4. **`update_user_profile_attribute`**: For updating specific attributes within sub-nodes of `/User/Profile`.
```json
{
"operation_type": "update_user_profile_attribute",
"target_profile_sub_node_id": "/User/Profile/SubNodeName", // e.g., "/User/Profile/Interests", "/User/Profile/ToolsUsedHistory"
"attribute_name": "string_attribute_name_on_the_sub_node",
"update_action": "string_set_add_to_list_if_new_append_to_text", // How to modify
"value": "any_value_or_list_of_values_or_link_to_kg_node", // Can be literal or a path like "/Knowledge/Topic/XYZ"
"value_is_kg_link": "boolean_is_value_a_link_to_another_kg_node"
}
```
5. **`update_user_status_attributes`**: For setting/updating attributes of specific sub-nodes under `/User/Status`.
```json
{
"operation_type": "update_user_status_attributes",
"target_status_sub_node_id": "/User/Status/SubNodeName", // e.g., "/User/Status/CurrentFocus"
"attributes_to_set": { // Key-value pairs of attributes to set/update on this sub-node
"attribute_name_1": "value1_or_link_to_kg_node", // For links, use full path
"attribute_name_2": "value2",
"last_updated": "string_current_processing_timestamp_iso_8601",
"source_event_link_suggestion": "/Events/[Topic]/[EventNodeID_just_created_if_applicable]"
}
}
```
6. **`update_assistant_status_attributes`**: Similar to user status, for sub-nodes under `/Assistant/Status`.
```json
{
"operation_type": "update_assistant_status_attributes",
"target_status_sub_node_id": "/Assistant/Status/SubNodeName", // e.g., "/Assistant/Status/CurrentInteractionContext"
"attributes_to_set": {
"active_user_link": "/User",
"current_dialogue_goal": "string_description",
// ... other relevant assistant status attributes
"last_updated": "string_current_processing_timestamp_iso_8601"
}
}
```
**Logic Guidance:**
* **Event Topic Classification:** For `create_event_node.event_topic`, you MUST choose the most relevant topic from the predefined list: `["ProductivityTools", "ProjectManagement", "PersonalOrganization", "AcademicQuery", "TechnicalSupport", "HealthAndWellness", "SocialChat", "FeedbackSession", "GeneralQuery", "Undefined"]`.
* **Node ID Construction:**
* Knowledge Entities: The consolidation pipeline will form canonical IDs like `/Knowledge/[EntityType]/[EntityName]`. Your `entity_id_suggestion_parts` should provide `name` and `entity_type`.
* Event Nodes: The pipeline will form `/Events/[event_topic]/Event_[event_id_suffix_suggestion]`. Ensure your suffix suggestion helps create uniqueness (e.g., combine timestamp, user hint, and a brief topic hint).
* `/User` and `/Assistant` and their fixed sub-nodes (`Profile`, `Status`, etc.) have predefined paths.
* **"Lazy" User Profile Updates:** Only generate `update_user_profile_attribute` operations if the user's utterance provides information that reflects a relatively stable characteristic, a new long-term goal, or a clear preference. For transient states, needs, or focus related to the immediate interaction, use `update_user_status_attributes`.
* **Assistant Updates:** Primarily use `update_assistant_status_attributes` for `/Assistant/Status/CurrentInteractionContext`. Updates to `/Assistant/Profile` or `/Assistant/Persona` should only occur if the dialogue explicitly discusses or necessitates a change in the assistant's core identity or behavior style.
* **Completeness:** Ensure all relevant information from the dialogue is mapped to one or more operations. If a piece of information informs multiple KG updates (e.g., an event detail also updates user status), generate operations for each.
* **Relationships:** When creating event nodes, be comprehensive in listing `relationships_from_event`. Target nodes for these relationships should be the full canonical paths of existing or newly ensured entities (e.g., `/User`, `/Assistant`, `/Knowledge/SoftwareApplication/Todoist`). Common relationship types include: `INITIATED_BY`, `INVOLVED_AGENT`, `HAS_MAIN_TOPIC`, `MENTIONED_CONTEXT_TOOL`, `RECOMMENDED_ENTITY`, `PROVIDED_ADVICE_ON`.
**Input Dialogue Segment:**
```json
// Input JSON with user_turn_text, assistant_turn_text, etc. will be provided here by the system.
// For example:
// {
// "segment_start_timestamp": "2023/05-30T17:27:00Z",
// "user_turn_text": "I'm trying to organize my life a bit better...",
// "assistant_turn_text": "Making the leap from a planner..."
// }
IE Module Output Json
{
"kg_operations": [
{
"operation_type": "ensure_structural_node",
"node_id": "/User/Status/CurrentFocus",
"details": {
"type": "UserCurrentFocus",
"label": "User's Current Focus"
}
},
{
"operation_type": "ensure_structural_node",
"node_id": "/User/Status/ImmediateNeeds",
"details": {
"type": "UserImmediateNeeds",
"label": "User's Immediate Needs"
}
},
{
"operation_type": "ensure_structural_node",
"node_id": "/User/Profile/ToolsUsedHistory",
"details": {
"type": "UserToolsUsedHistory",
"label": "User's Tools Used History"
}
},
{
"operation_type": "ensure_structural_node",
"node_id": "/User/Profile/Preferences",
"details": {
"type": "UserPreferences",
"label": "User's Preferences"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "TaskManagement",
"entity_type": "Concept"
},
"attributes": {
"name": "Task Management",
"description": "The process of managing tasks through their life cycle. It involves planning, testing, tracking, and reporting.",
"category": "Productivity"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Prioritization",
"entity_type": "Concept"
},
"attributes": {
"name": "Prioritization",
"description": "The action or process of deciding the relative importance or urgency of a thing or things.",
"category": "DecisionMaking"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Planner",
"entity_type": "AnalogTool"
},
"attributes": {
"name": "Planner",
"description": "A notebook or diary used for planning activities, appointments, or schedules, often in a physical, paper format.",
"category": "Organization"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Digital",
"entity_type": "Concept"
},
"attributes": {
"name": "Digital",
"description": "Relating to, using, or storing data or information in the form of digital signals or computer technology.",
"category": "Technology"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Todoist",
"entity_type": "SoftwareApplication"
},
"attributes": {
"name": "Todoist",
"description": "A highly-rated app with a clean interface, allowing task creation, management, priority setting, and progress tracking.",
"category": "TaskManagementApp"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Trello",
"entity_type": "SoftwareApplication"
},
"attributes": {
"name": "Trello",
"description": "A visual project management tool using boards, lists, and cards, great for Kanban-style workflow.",
"category": "ProjectManagementTool"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Asana",
"entity_type": "SoftwareApplication"
},
"attributes": {
"name": "Asana",
"description": "A robust task management platform for creating, assigning, setting deadlines, and tracking progress, suitable for teams and individuals.",
"category": "ProjectManagementPlatform"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "RescueTime",
"entity_type": "SoftwareApplication"
},
"attributes": {
"name": "RescueTime",
"description": "A time management app that tracks how time is spent on digital devices, providing productivity reports.",
"category": "TimeManagementApp"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Any.do",
"entity_type": "SoftwareApplication"
},
"attributes": {
"name": "Any.do",
"description": "A user-friendly task management app with a simple, intuitive interface, offering task assignment, reminders, and collaboration.",
"category": "TaskManagementApp"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Wunderlist",
"entity_type": "SoftwareApplication"
},
"attributes": {
"name": "Wunderlist",
"description": "A popular, easy-to-use app for creating and managing to-do lists, with a clean design, reminders, and collaboration features.",
"category": "TaskManagementApp"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "ClickUp",
"entity_type": "SoftwareApplication"
},
"attributes": {
"name": "ClickUp",
"description": "An all-in-one project management platform that includes task management, time tracking, and team collaboration features.",
"category": "ProjectManagementPlatform"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Microsoft To Do",
"entity_type": "SoftwareApplication"
},
"attributes": {
"name": "Microsoft To Do",
"description": "A simple, free task management app from Microsoft that integrates well with Outlook and other Microsoft services.",
"category": "TaskManagementApp"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Evernote",
"entity_type": "SoftwareApplication"
},
"attributes": {
"name": "Evernote",
"description": "A note-taking app that also offers task management features, such as creating to-do lists and setting reminders.",
"category": "NoteTakingApp"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Google Tasks",
"entity_type": "SoftwareApplication"
},
"attributes": {
"name": "Google Tasks",
"description": "A basic, free task management app from Google that integrates well with Google Calendar and Gmail.",
"category": "TaskManagementApp"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "EaseOfUse",
"entity_type": "SoftwareSelectionCriterion"
},
"attributes": {
"name": "Ease of use",
"description": "Criterion for how intuitive an application is and how easily tasks can be created and managed.",
"category": "Usability"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Features",
"entity_type": "SoftwareSelectionCriterion"
},
"attributes": {
"name": "Features",
"description": "Criterion regarding the functionalities provided by the application, such as collaboration, time tracking, or integrations.",
"category": "Functionality"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Customization",
"entity_type": "SoftwareSelectionCriterion"
},
"attributes": {
"name": "Customization",
"description": "Criterion for the ability to tailor the application to fit specific workflows and prioritization needs.",
"category": "Adaptability"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Accessibility",
"entity_type": "SoftwareSelectionCriterion"
},
"attributes": {
"name": "Accessibility",
"description": "Criterion for whether the application is available on multiple platforms (web, mobile, desktop).",
"category": "Availability"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "Cost",
"entity_type": "SoftwareSelectionCriterion"
},
"attributes": {
"name": "Cost",
"description": "Criterion for the financial cost associated with using the application, including premium features or subscription fees.",
"category": "Financial"
}
},
{
"operation_type": "ensure_knowledge_entity",
"entity_id_suggestion_parts": {
"name": "SoftwareSelection",
"entity_type": "Concept"
},
"attributes": {
"name": "Software Selection",
"description": "The process of choosing the most suitable software based on user needs, criteria, and available options.",
"category": "DecisionMaking"
}
},
{
"operation_type": "create_event_node",
"event_topic": "ProductivityTools",
"event_id_suffix_suggestion": "UserReqTaskApps_20230530T172700Z",
"attributes": {
"timestamp": "2023/05/30T17:27:00Z",
"summary": "User requested recommendations for digital task management apps to prioritize work and personal tasks, transitioning from an analog planner. Assistant provided a list of apps and criteria for selection.",
"user_utterance_snippet": "I'm trying to organize my life a bit better, can you recommend some task management apps that can help me prioritize my work and personal tasks? I've been using a planner, but I think I need something more digital.",
"assistant_utterance_snippet": "Making the leap from a planner to a digital task management system! ... Here are some top-notch options to consider: Todoist, Trello, Asana... Before choosing an app, consider the following factors: Ease of use, Features, Customization..."
},
"relationships_from_event": [
{
"target_node_id": "/User",
"type": "INITIATED_BY",
"attributes": {
"role": "Requester"
}
},
{
"target_node_id": "/Assistant",
"type": "INVOLVED_AGENT",
"attributes": {
"role": "Recommender"
}
},
{
"target_node_id": "/Knowledge/Concept/TaskManagement",
"type": "HAS_MAIN_TOPIC"
},
{
"target_node_id": "/Knowledge/Concept/Prioritization",
"type": "HAS_SUB_TOPIC"
},
{
"target_node_id": "/Knowledge/AnalogTool/Planner",
"type": "MENTIONED_CONTEXT_TOOL"
},
{
"target_node_id": "/Knowledge/Concept/Digital",
"type": "EXPRESSED_PREFERENCE_FOR"
},
{
"target_node_id": "/Knowledge/EntityType/SoftwareApplication",
"type": "REQUESTED_ENTITY_TYPE"
},
{
"target_node_id": "/Knowledge/SoftwareApplication/Todoist",
"type": "RECOMMENDED_ENTITY"
},
{
"target_node_id": "/Knowledge/SoftwareApplication/Trello",
"type": "RECOMMENDED_ENTITY"
},
{
"target_node_id": "/Knowledge/SoftwareApplication/Asana",
"type": "RECOMMENDED_ENTITY"
},
{
"target_node_id": "/Knowledge/SoftwareApplication/RescueTime",
"type": "RECOMMENDED_ENTITY"
},
{
"target_node_id": "/Knowledge/SoftwareApplication/Any.do",
"type": "RECOMMENDED_ENTITY"
},
{
"target_node_id": "/Knowledge/SoftwareApplication/Wunderlist",
"type": "RECOMMENDED_ENTITY"
},
{
"target_node_id": "/Knowledge/SoftwareApplication/ClickUp",
"type": "RECOMMENDED_ENTITY"
},
{
"target_node_id": "/Knowledge/SoftwareApplication/MicrosoftToDo",
"type": "RECOMMENDED_ENTITY"
},
{
"target_node_id": "/Knowledge/SoftwareApplication/Evernote",
"type": "RECOMMENDED_ENTITY"
},
{
"target_node_id": "/Knowledge/SoftwareApplication/GoogleTasks",
"type": "RECOMMENDED_ENTITY"
},
{
"target_node_id": "/Knowledge/Concept/SoftwareSelection",
"type": "PROVIDED_ADVICE_ON"
},
{
"target_node_id": "/Knowledge/SoftwareSelectionCriterion/EaseOfUse",
"type": "MENTIONED_CRITERION"
},
{
"target_node_id": "/Knowledge/SoftwareSelectionCriterion/Features",
"type": "MENTIONED_CRITERION"
},
{
"target_node_id": "/Knowledge/SoftwareSelectionCriterion/Customization",
"type": "MENTIONED_CRITERION"
},
{
"target_node_id": "/Knowledge/SoftwareSelectionCriterion/Accessibility",
"type": "MENTIONED_CRITERION"
},
{
"target_node_id": "/Knowledge/SoftwareSelectionCriterion/Cost",
"type": "MENTIONED_CRITERION"
}
]
},
{
"operation_type": "update_user_status_attributes",
"target_status_sub_node_id": "/User/Status/CurrentFocus",
"attributes_to_set": {
"focus_area": "Improving personal organization and task management",
"sub_focus": "Finding a suitable digital task management application",
"last_updated": "2023/05/30T17:27:00Z",
"source_event_link_suggestion": "/Events/ProductivityTools/Event_UserReqTaskApps_20230530T172700Z"
}
},
{
"operation_type": "update_user_status_attributes",
"target_status_sub_node_id": "/User/Status/ImmediateNeeds",
"attributes_to_set": {
"needs": [
"Recommendations for task management apps",
"Guidance on selecting a digital productivity tool"
],
"last_updated": "2023/05/30T17:27:00Z",
"source_event_link_suggestion": "/Events/ProductivityTools/Event_UserReqTaskApps_20230530T172700Z"
}
},
{
"operation_type": "update_user_status_attributes",
"target_status_sub_node_id": "/User/Status/InteractionState",
"attributes_to_set": {
"state": "Awaiting user's review and selection of recommended software",
"last_updated": "2023/05/30T17:27:00Z",
"source_event_link_suggestion": "/Events/ProductivityTools/Event_UserReqTaskApps_20230530T172700Z"
}
},
{
"operation_type": "update_user_profile_attribute",
"target_profile_sub_node_id": "/User/Profile/ToolsUsedHistory",
"attribute_name": "previous_task_management_tool",
"update_action": "add_to_list_if_new",
"value": "/Knowledge/AnalogTool/Planner",
"value_is_kg_link": true
},
{
"operation_type": "update_user_profile_attribute",
"target_profile_sub_node_id": "/User/Profile/Preferences",
"attribute_name": "tool_format_preference",
"update_action": "set",
"value": "/Knowledge/Concept/Digital",
"value_is_kg_link": true
},
{
"operation_type": "update_assistant_status_attributes",
"target_status_sub_node_id": "/Assistant/Status/CurrentInteractionContext",
"attributes_to_set": {
"active_user_link": "/User",
"current_dialogue_goal": "Provide relevant task management software recommendations and guide user through selection criteria.",
"last_updated": "2023/05/30T17:27:00Z",
"source_event_link_suggestion": "/Events/ProductivityTools/Event_UserReqTaskApps_20230530T172700Z"
}
}
]
}