llongterm-com

LL🌑NGTERMLLNGTERMLong Term Memory for AI Apps & Agents✨ Try the SandboxJavascriptPython1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 // Create your users mind const mind = llongterm.create() // Grab your thread const thread = [ { author: "assistant", message: "How do you feel about apples?" }, { author: "user", message: "I finally enjoy them 🍏" } ] // And ... remember! const { memory } = await mind.remember(thread) 1 2 3 4 5 6 7 8 9 10 import llongterm # Coming soon Llongterm sits in the middle and remembers everythingCompatible with all AI chatbots and agentsView DocsAll llongterm memory is fully human readableAI Teaching AssistantAI Customer SupportAI Therapy NotesAI Product ManagerStudent ProfileAlex Chen, Master's CS student with 3.8 GPA, BS in Mathematics background. Visual learner preferring morning study in quiet spaces, excelling in mathematics and problem-solving but requiring writing skills development. Learning methods include visual diagrams, practice problems, and interactive demos.▶Student Profile:{} 6 keysname:"Alex Chen"learning_style:"Visual learner"▶strengths:[] 2 items0:"Mathematics"1:"Problem-solving"▶areas_for_improvement:[] 1 item0:"Writing skills"▶learning_preferences:{} 3 keyspreferred_time:"Morning"study_environment:"Quiet space"▶learning_methods:[] 3 items0:"Visual diagrams"1:"Practice problems"2:"Interactive demos"▶academic_background:{} 4 keysdegree:"Master's in Computer Science"current_semester:"2nd"gpa:3.8previous_education:"BS in Mathematics"Course Progress75% completion in Advanced Algebra module with 92% average assessment score (95% Factoring, 88% Graphing, 92% Systems of Equations). Started Feb 2024, on track for April 15 completion. Next topics: Complex Numbers and Matrices.▶Course Progress:{} 6 keyscurrent_module:"Advanced Algebra"completion_rate:75▶key_concepts_mastered:[] 3 items0:"Factoring"1:"Graphing"2:"Systems of Equations"▶next_topics:[] 2 items0:"Complex Numbers"1:"Matrices"▶module_timeline:{} 3 keysstart_date:"2024-02-01"target_completion:"2024-04-15"current_pace:"On track"▶assessment_scores:[] 3 items▶0:{} 2 keystopic:"Factoring"score:95▶1:{} 2 keystopic:"Graphing"score:88▶2:{} 2 keystopic:"Systems of Equations"score:92Learning HistoryRecent 90-minute session on Quadratic Equations (high comprehension) and 60-minute Linear Algebra session (medium comprehension). Most engaged with Calculus and Linear Algebra, while Statistics and Probability need review.▶Learning History:{} 2 keys▶past_sessions:[] 2 items▶0:{} 5 keysdate:"2024-03-15"topic:"Quadratic Equations"comprehension:"High"duration:"90 minutes"▶key_takeaways:[] 2 items0:"Factoring methods"1:"Root finding"▶1:{} 5 keysdate:"2024-03-10"topic:"Linear Algebra"comprehension:"Medium"duration:"60 minutes"▶key_takeaways:[] 2 items0:"Matrix operations"1:"Vector spaces"▶topic_engagement:{} 2 keys▶most_engaged:[] 2 items0:"Calculus"1:"Linear Algebra"▶needs_review:[] 2 items0:"Statistics"1:"Probability"Learning GoalsShort-term: Advanced Algebra completion (75% done, due April 15) focusing on complex numbers and proof-writing. Long-term: Honors graduation, Machine Learning specialization, and research skill development.▶Learning Goals:{} 3 keys▶short_term:[] 3 items0:"Master complex number operations"1:"Complete Advanced Algebra module"2:"Improve proof-writing skills"▶long_term:[] 3 items0:"Graduate with honors"1:"Specialize in Machine Learning"2:"Develop research skills"▶milestones:[] 1 item▶0:{} 4 keysgoal:"Complete Advanced Algebra"deadline:"2024-04-15"progress:"75%"▶dependencies:[] 2 items0:"Master prerequisites"1:"Complete assignments"Support NeedsRequires one-on-one assistance for technical writing, complex theoretical concepts, and time management. Utilizes writing center, math tutoring, and study groups. Prefers visual examples with detailed explanatory feedback.▶Support Needs:{} 3 keys▶current_challenges:[] 3 items0:"Technical writing skills"1:"Complex theoretical concepts"2:"Time management"▶required_resources:{} 3 keys▶materials:[] 3 items0:"Writing guides"1:"Practice problems"2:"Video tutorials"▶support_services:[] 3 items0:"Writing center"1:"Math tutoring"2:"Study groups"accommodations:[] 0 items▶preferred_assistance:{} 3 keyslearning_format:"One-on-one"communication_style:"Visual with examples"feedback_type:"Detailed with explanations"Performance AnalyticsTop 15% ranking with 90% assessment average, 95% attendance, 100% assignment completion. Advanced in mathematical reasoning and problem-solving, developing in technical writing. Showing improvement from basic to developing level in writing skills.▶Performance Analytics:{} 4 keys▶overall_metrics:{} 3 keysattendance_rate:"95%"assignment_completion:"100%"average_assessment_score:90▶skill_proficiency:{} 4 keysmathematical_reasoning:"Advanced"problem_solving:"Advanced"technical_writing:"Developing"theoretical_understanding:"Proficient"▶improvement_trends:[] 1 item▶0:{} 4 keysskill:"Technical Writing"starting_level:"Basic"current_level:"Developing"target_level:"Proficient"▶comparative_analysis:{} 2 keysclass_ranking:"Top 15%"peer_comparison:"Above average in quantitative skills"✨ Open in SandboxAccount DetailsPremium subscriber (ID: C789123) since January 2023, monthly billing cycle with last payment March 2024. Active status with 95/100 health score and consistent good standing payment history.▶Account Details:{} 8 keyscustomer_id:"C789123"registration_date:"2023-01-15"account_status:"Active"subscription_tier:"Premium"payment_status:"Good Standing"billing_cycle:"Monthly"last_payment_date:"2024-03-01"account_health_score:95Interaction History12 total interactions averaging 8.5/10 satisfaction. Recent issues: March 2024 login problem (9/10), February billing inquiry (8/10), January feature request (7/10). Predominantly uses chat support with consistent high satisfaction.▶Interaction History:{} 5 keystotal_interactions:12preferred_channel:"Chat"last_contact_date:"2024-03-01"▶interactions:[] 3 items▶0:{} 5 keysdate:"2024-03-01"channel:"Chat"issue:"Login problem"status:"Resolved"satisfaction_score:9▶1:{} 5 keysdate:"2024-02-15"channel:"Chat"issue:"Billing inquiry"status:"Resolved"satisfaction_score:8▶2:{} 5 keysdate:"2024-01-20"channel:"Email"issue:"Feature request"status:"Resolved"satisfaction_score:7average_satisfaction:8.5Product UsageActive premium features: API access (15,000 monthly calls), long-term storage (250GB used), advanced analytics. 5 active users with 15% monthly growth rate. Last active: March 15, 2024.▶Product Usage:{} 3 keys▶active_features:[] 3 items0:"API Access"1:"Long-term Storage"2:"Advanced Analytics"▶usage_metrics:{} 4 keysapi_calls_monthly:15000storage_used_gb:250active_users:5last_active_date:"2024-03-15"▶usage_trends:{} 2 keystrend:"Increasing"growth_rate:"15% monthly"Support PreferencesPrefers chat support during business hours (9-5 EST, Mon-Fri). Advanced technical expertise with 70% self-service usage. English-speaking user primarily accessing API documentation and integration guides.▶Support Preferences:{} 6 keyspreferred_contact_method:"Chat"▶preferred_contact_times:[] 2 items0:"9:00-17:00 EST"1:"Monday-Friday"language_preference:"English"technical_expertise:"Advanced"self_service_ratio:0.7▶documentation_sections_viewed:[] 2 items0:"API Docs"1:"Integration Guides"Issue PatternsDistribution: 60% technical (2h resolution), 25% billing (1h resolution), 15% feature requests (48h resolution). 5% escalation rate with 95% resolution success. No recurring issues flagged.▶Issue Patterns:{} 4 keys▶common_issues:[] 3 items▶0:{} 3 keyscategory:"Technical"frequency:"60%"avg_resolution_time:"2h"▶1:{} 3 keyscategory:"Billing"frequency:"25%"avg_resolution_time:"1h"▶2:{} 3 keyscategory:"Feature Requests"frequency:"15%"avg_resolution_time:"48h"escalation_rate:"5%"resolution_success_rate:"95%"recurring_issue_flag:falseCustomer SatisfactionOverall satisfaction 9.2/10 with NPS score of 9. Highest rating in support quality (9.5), followed by product reliability (8.8) and value (8.9). Recent positive feedback on technical support responsiveness. Low churn risk.▶Customer Satisfaction:{} 5 keysoverall_satisfaction_score:9.2nps_score:9▶satisfaction_trends:{} 3 keyssupport_quality:9.5product_reliability:8.8value_for_money:8.9▶testimonials:[] 1 item▶0:{} 3 keysdate:"2024-02-15"rating:9comment:"Excellent technical support team, very responsive"churn_risk:"Low"✨ Open in SandboxRelationship Dynamics5-year marriage with cohabitation. Strong in feedback reception and compromise willingness. Challenges: emotional expression and defensive responses. Partner A prefers direct communication while Partner B needs processing time. Common triggers: work stress, finances, family. Uses time-outs and scheduled discussions for resolution.▶Relationship Dynamics:{} 4 keysrelationship_status:"Married - 5 years"living_situation:"Cohabiting"▶communication_patterns:{} 3 keys▶strengths:[] 2 items0:"Open to feedback"1:"Willing to compromise"▶challenges:[] 2 items0:"Difficulty expressing emotions"1:"Defensive during conflicts"▶preferred_styles:{} 2 keyspartner_a:"Direct communication"partner_b:"Needs processing time"▶conflict_patterns:{} 3 keys▶common_triggers:[] 3 items0:"Work stress"1:"Financial decisions"2:"Family obligations"▶resolution_methods:[] 3 items0:"Time-outs"1:"Scheduled discussions"2:"Written communications"▶escalation_signs:[] 3 items0:"Raised voices"1:"Withdrawal"2:"Criticism"Emotional LandscapePrimary anxiety triggers: public speaking and deadlines. Uses deep breathing and regular exercise as coping mechanisms. Strong self-awareness but needs growth in stress management. Relationship stress manifests as communication breakdown and emotional withdrawal. Support includes therapy, friends, and family.▶Emotional Landscape:{} 2 keys▶individual_patterns:{} 3 keys▶anxiety_triggers:[] 2 items0:"Public speaking"1:"Deadlines"▶coping_mechanisms:[] 2 items0:"Deep breathing"1:"Regular exercise"▶emotional_regulation:{} 2 keys▶strengths:[] 2 items0:"Self-awareness"1:"Willingness to practice"▶areas_for_growth:[] 2 items0:"Stress management"1:"Emotional expression"▶relationship_impact:{} 3 keys▶stress_effects:[] 2 items0:"Communication breakdown"1:"Emotional withdrawal"▶support_systems:[] 3 items0:"Couples therapy"1:"Friend network"2:"Family support"▶shared_activities:[] 3 items0:"Weekly date nights"1:"Morning walks"2:"Cooking together"Treatment ProgressCurrent focus on relationship strengthening using CBT, mindfulness, and communication exercises. Showing decreasing anxiety levels, improved sleep quality, and gradual relationship satisfaction improvement. Key milestone: established healthy conflict resolution pattern (March 2024).▶Treatment Progress:{} 4 keyscurrent_focus:"Relationship strengthening"▶active_techniques:[] 3 items0:"CBT"1:"Mindfulness"2:"Communication exercises"▶progress_metrics:{} 4 keysanxiety_level:"Decreasing"sleep_quality:"Improving"relationship_satisfaction:"Gradually improving"communication_effectiveness:"Moderate improvement"▶milestones_achieved:[] 1 item▶0:{} 3 keysdate:"2024-03-01"achievement:"Established healthy conflict resolution pattern"impact:"Reduced argument frequency"Session TrackingWeekly evening sessions with high attendance. Recent couple session (March 14): anxious mood, focused on communication barriers and trust building, completed homework. Previous individual session (March 7): calm mood, addressed personal boundaries and self-care.▶Session Tracking:{} 2 keys▶session_history:[] 2 items▶0:{} 6 keysdate:"2024-03-14"type:"Couple"mood:"Anxious"progress:"Positive"▶key_topics:[] 2 items0:"Communication barriers"1:"Trust building"homework_completion:"Complete"▶1:{} 6 keysdate:"2024-03-07"type:"Individual"mood:"Calm"progress:"Stable"▶key_topics:[] 2 items0:"Personal boundaries"1:"Self-care strategies"homework_completion:"Partial"▶attendance_patterns:{} 3 keysfrequency:"Weekly"consistency:"High"preferred_time:"Evening sessions"Therapeutic GoalsIndividual goals: stress management, work-life balance, emotional regulation. Relationship goals: communication patterns (75% complete), emotional intimacy, shared vision. Long-term conflict resolution skills at 40% completion.▶Therapeutic Goals:{} 3 keys▶individual_goals:[] 3 items0:"Stress management"1:"Work-life balance"2:"Emotional regulation"▶relationship_goals:[] 3 items0:"Improve communication patterns"1:"Strengthen emotional intimacy"2:"Develop shared future vision"▶goal_progress:{} 2 keys▶short_term:[] 1 item▶0:{} 3 keysgoal:"Weekly communication practice"status:"On track"completion:"75%"▶long_term:[] 1 item▶0:{} 3 keysgoal:"Build lasting conflict resolution skills"status:"In progress"completion:"40%"✨ Open in SandboxProduct RoadmapQ2 2024 priorities: Mobile App Redesign (45% complete, due June 30) and API v2 Launch (15% complete, due July 31). Stakeholder priorities: engineering focuses on performance, sales on enterprise features, marketing on analytics.▶Product Roadmap:{} 4 keyscurrent_quarter:"Q2 2024"▶key_initiatives:[] 2 items0:"Mobile App Redesign"1:"API v2 Launch"▶milestone_tracking:{} 2 keys▶Mobile App Redesign:{} 3 keysstatus:"On Track"completion:"45%"target_date:"2024-06-30"▶API v2 Launch:{} 3 keysstatus:"Planning"completion:"15%"target_date:"2024-07-31"▶stakeholder_priorities:{} 3 keysengineering:"Performance optimization"sales:"Enterprise features"marketing:"User analytics"Feature TrackingEnhanced Authentication (F-123) in development: 100% design complete, 60% development, 20% testing. Approved by UX, feasible per Engineering, pending Security review. Analytics Dashboard (F-124) planned for Q3, medium priority.▶Feature Tracking:{} 2 keys▶active_features:[] 1 item▶0:{} 6 keysid:"F-123"name:"Enhanced Authentication"status:"In Development"priority:"High"▶stakeholder_feedback:[] 3 items0:"UX team: Approved"1:"Engineering: Feasible"2:"Security: Pending review"▶progress:{} 3 keysdesign:"100%"development:"60%"testing:"20%"▶feature_backlog:[] 1 item▶0:{} 4 keysid:"F-124"name:"Analytics Dashboard"priority:"Medium"estimated_start:"2024-Q3"Market ResearchMain competitor holds 25% market share, recently launched similar feature and new pricing. Industry trending toward AI and mobile-first. User satisfaction 4.2/5 overall, with top requests for mobile support, UI improvements, and integrations.▶Market Research:{} 2 keys▶competitor_analysis:{} 3 keys▶direct_competitors:[] 1 item▶0:{} 3 keysname:"Company A"▶recent_updates:[] 2 items0:"Launched similar feature"1:"New pricing model"market_share:"25%"▶market_trends:[] 2 items0:"Increased focus on AI"1:"Shift to mobile-first"▶industry_benchmarks:{} 2 keysavg_response_time:"2.5s"user_satisfaction:"85%"▶user_feedback:{} 2 keys▶top_requests:[] 3 items0:"Better mobile support"1:"Improved UI"2:"More integrations"▶satisfaction_metrics:{} 3 keysoverall:4.2usability:4performance:4.5Resource AllocationTeam composition: 12 engineers (5 mobile, 3 backend, 4 frontend), 2 designers, 3 QA. 85% current utilization with bottlenecks in mobile development and UX research. Urgent Q2 2024 hiring need for Senior Mobile Developer.▶Resource Allocation:{} 2 keys▶team_allocation:{} 3 keys▶engineering:{} 3 keysmobile:5backend:3frontend:4design:2qa:3▶capacity_planning:{} 3 keyscurrent_utilization:"85%"▶bottlenecks:[] 2 items0:"Mobile developers"1:"UX researchers"▶hiring_needs:[] 1 item▶0:{} 3 keysrole:"Senior Mobile Developer"priority:"High"timeline:"Q2 2024"Stakeholder CommunicationWeekly exec and dev team updates, monthly board/stakeholder reviews, daily core team standups. Recent decision (March 10): postponed feature X for mobile app priority due to resource constraints. March 15 sprint planning prioritized mobile redesign.▶Stakeholder Communication:{} 3 keys▶recent_meetings:[] 1 item▶0:{} 4 keysdate:"2024-03-15"type:"Sprint Planning"▶key_decisions:[] 2 items0:"Prioritize mobile app redesign"1:"Delay API v2 documentation"▶attendees:[] 3 items0:"Product"1:"Engineering"2:"Design"▶communication_channels:{} 3 keys▶weekly_updates:[] 2 items0:"Executive Team"1:"Development Team"▶monthly_reviews:[] 2 items0:"Board"1:"Stakeholders"▶daily_standups:[] 1 item0:"Core Team"▶decision_log:[] 1 item▶0:{} 4 keysdate:"2024-03-10"decision:"Postpone feature X to prioritize mobile app"rationale:"Resource constraints and market demand"▶stakeholders:[] 3 items0:"CEO"1:"CTO"2:"Product Lead"Metrics And KPIs15K daily active users with 25-minute average sessions, 78% retention. Technical: 99.9% uptime, 1.2s response time, 0.5% error rate. Business: 15% MoM revenue growth, $50 CAC, $2,500 LTV. Q2 goal: 30% mobile usage increase (currently at 15%).▶Metrics and KPIs:{} 3 keys▶product_metrics:{} 2 keys▶user_engagement:{} 3 keysdaily_active_users:15000average_session_time:"25 minutes"retention_rate:"78%"▶performance_metrics:{} 3 keysuptime:"99.9%"response_time:"1.2s"error_rate:"0.5%"▶business_impact:{} 3 keysrevenue_growth:"15% MoM"customer_acquisition_cost:"$50"lifetime_value:"$2500"▶goal_tracking:{} 1 key▶q2_objectives:[] 1 item▶0:{} 4 keysmetric:"Mobile Usage"target:"30% increase"current:"15% increase"status:"On Track"✨ Open in SandboxLlongterm FeaturesMind as a ServiceSpin up an AI Mind for every user conversationKnowledge MapMinds use a knowledge map to remember details over yearsSelf StructuringMinds structure themselves to build a dynamic taxonomy of their worldTimelineMinds use a virtual timeline to place events in time and spaceScalableMinds are automatically pruned and optimized as they growSharableMinds can be shared between applications and servicesObservableMinds are designed to be human readable, no magicView Docs