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How Your Digital Twin Lives

Phase 1

Twin Creation (Launch):

A. Upload past posts/messages to train your twin’s personality matrix.

AI analyzes:

  • Linguistic fingerprints (sentence structure, vocabulary density)

  • Emotional signatures (sentiment heatmaps from past interactions)

  • Behavioral rhythms (peak posting times, engagement patterns)

B. Cross-Platform Personality Sync:

One unified twin adapts to platform nuances:

  • X: Concise, opinion-driven

  • Instagram: Visual storytelling

  • Facebook: Long-form narrative

C. Calibration Models:

Uses few-shot learning and reinforcement tuning to improve accuracy based on real-time engagement feedback.

Phase 2

A. API Integration:

  • Securely connect X/FB/IG accounts via OAuth 2.0.

  • Zero Key Storage: Encryption via MPC (Multi-Party Computation).

B. Real-Time Mimicry

  • Generate posts that pass the "Turing Test for Authenticity": "Is this the user or their twin?" – Indistinguishable by followers.

C. Streamed Behavior Replay:

  • Enables on-demand post previews showing how the twin would react in different scenarios before deployment.

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