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LinkedOut

Autonomous Social Scheduler “Creates time, doesn’t just find it.”

LockIn is an autonomous agent that reallocates your time across work and social life to maximize real-world interactions.

Unlike traditional scheduling tools that only identify free time, Linked Out actively creates opportunities by intelligently shifting low-priority tasks while respecting deadlines and constraints.

The Problem: Coordinating time with others is broken: schedules rarely align.

The Solution: LockIn is a multi-agent coordination system that: Understands your schedule, evaluates task flexibility, identifies high-value social opportunities

How It Works:

  1. Ingest Google Calendar (events + availability), friends’ schedules, assignments, user preferences

  2. Evaluate The system scores task importance, task flexibility, social opportunity value. Example: Homework block → flexible, but 3 friends free → high-value

  3. Act Moves low-priority work (while preserving constraints), creates a new shared free window

Proposes a plan:

“6PM @ Stamp. I shifted your work — want me to lock it in?”

  1. Close Confirms with users (via SMS or UI)

Finalizes the event

Updates all calendars automatically

Key Features: Google Calendar integration

Multi-user coordination

Dynamic schedule reallocation

SMS-based agent interaction

Task flexibility modeling

Real-time decision making

Tech Stack Frontend: React / Next.js Backend: Node.js / Python APIs: Google Calendar API Canvas API Messaging: Twilio (SMS)