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devconnect arg / tlshare verifiable inputs for private computation dimitris mouris zktls day devconnect 2025

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TLShare: Verifiable Inputs for Private Computation - Dimitris Mouris - zkTLS Day @ Devconnect 2025

Duration: 00:12:19

Speaker:

Type: Talk

Expertise:

Event: Devcon

Date: Jul 2026

TLShare: Verifiable Inputs for Private Computation (Dimitris Mouris, Nilion) TLShare extends zkTLS to enable verifiable, provenance-attested data to be securely imported into multiparty computation (MPC) and fully homomorphic encryption (FHE) workflows. It allows multiple clients to use authentic TLS-sourced data (e.g., from banks, exchanges, etc.) in privacy-preserving analytics, as well as AI model inference and training. Developed jointly by Nillion and Primus Labs, TLShare bridges the gap between verifiable web data and downstream private computation. The talk will also introduce tickr.app, a production deployment showcasing privacy-preserving computation on zkTLS-extracted data using trusted execution environments (TEEs). Recorded live at **zkTLS Day**, part of **Devconnect 2025** in Buenos Aires, Argentina. Event overview: https://tlsnotary.org/zktls-day