Product Roadmap

LangChain-based (python) AI agent orchestration platform with Workflow system support

Node-based workflow architecture for complex AI processing pipelines

Dual memory architecture with vector store and conversation history

Extensible tool system with OAuth2 authentication and API integrations

Native macOS application with embedded Python kernel and dual-mode operation

Native iOS application with cloud-connected messaging and E2E encryption

Text-based protocol for kernel-client communication with lifecycle management

Command-line interface for direct interaction with AI core

FastAPI-based message routing hub for client-studio synchronization

Message persistence, delivery confirmation, and polling architecture

Bot-based interface with webhook support and message routing

Optimize ChatOllama integration for reduced model loading latency, efficient memory allocation across RAM/VRAM pools, persistent context management, and enhanced data retrieval performance

End-to-end encryption implementation for studio-client communication with secure message routing and zero-knowledge architecture

Unified memory graph with intelligent context window management to prevent model hallucinations at capacity limits, featuring context compression and prioritization algorithms for 128k+ token sessions

OAuth2 authentication, real-time sync, thread tracking

Multi-provider support with intelligent scheduling

Apple Reminders and Notes synchronization with Notion/Obsidian connectivity

Reddit API integration and RSS/News aggregation with intelligent content curation

Apple HealthKit with privacy-compliant insights

Local file indexing with semantic search

Multi-source data consolidation from connected tools with real-time synchronization and intelligent conflict resolution

AI-driven synthesis of actionable insights with personalized content ranking and natural language summarization

Time-based trigger system for automated briefing delivery with adaptive scheduling and cross-platform notifications

SwiftUI conversational interface with real-time token streaming for progressive response rendering and integrated voice assistant for hands-free interaction

Personalized morning briefing with widgets

Granular data source and privacy controls

Natural language voice processing with contextual understanding and seamless in-app voice assistant communication

Daily document summary with change detection, action items extraction, and deadline notifications from contracts, notes, and uploads

Health document ingestion with lab trend tracking, diet recommendations, and chronic condition workout adjustments

Third-party tracker integration (Whoop, HealthKit) with recovery scoring, overtraining detection, and optimal workout timing

Windows and Linux studio applications with cross-platform feature parity and native desktop integrations

Native Android client with full feature parity, Google services integration, and cross-platform synchronization

Smart glasses integration for continuous life snapshot recording with privacy-first local processing

Integration with fitness tracker data, health data overlay, and environmental context for comprehensive life insights

Retrospective habit analysis, predictive modeling for daily decisions, and proactive next-day recommendations

Smart glasses to mobile app data streaming with battery-optimized sync protocols and offline storage

On-device AI processing for glasses data with intelligent filtering and privacy-preserving local analysis

Legal practice management integration, healthcare compliance features, and financial services toolkit

Zero-trust architecture, advanced threat detection, and compliance frameworks (SOC2, ISO27001)

Self-service enterprise trials, usage analytics and reporting, and custom contract management

Core AI platform deployment on company premises, private cloud infrastructure setup, and enterprise security integration

Enterprise admin dashboard with user management, GDPR compliance tools, and audit logging

Enterprise API connectors, custom data source adapters, and white-label capabilities

Image analysis and generation, document OCR and analysis, voice synthesis and analysis

Complex multi-step workflows, conditional logic and branching, integration with business tools

Specialized AI agents for different tasks, agent-to-agent communication, custom agent creation tools

Comprehensive business metrics, customer success tracking, predictive analytics for growth

Multi-language support, regional compliance (EU, APAC), localized go-to-market

Market positioning analysis, competitive feature comparison, patent portfolio development

Predictive insights and recommendations with automated task scheduling and smart notification timing

Personal preference learning, communication style adaptation, and custom workflow creation

Personal productivity metrics, health and wellness insights, and time analysis

Sandboxed plugin execution environment with API and SDK development

Plugin discovery, installation, rating system, and revenue sharing

Developer onboarding, documentation, API reference, and active community forum