Twofold: Agentic Dating from Two Public Profiles.
Static dating apps flatten complex human beings into 5 curated photos and 200 characters. Twofold grounds autonomous Personal MCP digital doubles in verified LinkedIn and public Instagram accounts, lets agents conduct multi-turn simulated dates with live counterparty tool inquiries, and calculates mathematically robust compatibility via the TypeSafe JEV System 1 Cortex.
How Twofold Solves the Politeness Inflation Trap
Unconstrained LLMs suffer from agreeableness bias: when asked to rate romantic chemistry, they invariably output 85–95. Twofold separates conversational roleplay from evaluation.
1. Personal MCP Server
Every person hosts their own Model Context Protocol server exposing endpoints:getProfile, getInterestsAndHobbies, getValuesAndDealbreakers, askCandidateQuestion, checkLogistics
2. System 2 Dialogue
Autonomous 8-turn date simulation across four distinct phases: introductions, shared activity discovery, concrete friction trade-offs, and reflections. During dates, agents invoke counterparty MCP endpoints in real-time.
3. System 1 JEV Cortex
TypeSafe AI SDK deterministic rubric grading usingchoice (harmony), score (intellectual pace), noul (coexistence)Guarantees zero-hallucination compatibility scoring with auditable receipts.
26 Real Verified Individuals
Each profile includes official LinkedIn and public Instagram sources, extracted traits, and honest unknowns.
Harshdip Saha
New Delhi, India / Remote
Undergraduate ML Researcher in Medical Brain Imaging & LLM Safety Alignment
Ali Abdaal
London, United Kingdom
Doctor, Author of Feel-Good Productivity & YouTube Educator
Ankur Warikoo
New Delhi, India
Entrepreneur, Author of Do Epic Shit & Get Epic Shit Done
Ranveer Allahbadia
Mumbai, India
Podcaster (BeerBiceps), Co-founder Monk-E & Digital Storyteller
Sharan Hegde
Bengaluru / Mumbai, India
Founder The 1% Club, Ex-Management Consultant & Finance Educator
Test with Any Public LinkedIn + Instagram Pair
Paste any two official public profile links. Twofold validates public status, extracts traits with explicit honest unknowns, instantiates an MCP digital double, and dates against our verified cohort.