> Markdown version of [/events/world-congress-2026-europe/sessions/985-building-trust](https://www.wearedevelopers.com/events/world-congress-2026-europe/sessions/985-building-trust). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Building Trust Through Private and Verifiable AI - **Date:** Thursday, Jul 9, 2026 - **Time:** 10:10–10:40 (30 min) - **Room:** Stage 10 - powered by TikTok - **Event:** World Congress 2026 Europe ## Recording [Watch recording](https://www.wearedevelopers.com/videos/100013-building-trust-through-private-and-verifiable-ai) ## Description AI has transformed how people learn, work and live - automating complex tasks and extracting insight from massive datasets. But most powerful AI today (especially large language models) runs on server-class hardware, which typically means user prompts and context must be visible to the service provider to be processed. While acceptable for some cases, it is still challenging with highly sensitive data where users expect similar protections as end-to-end encryption. Private Verifiable Compute (Project PVC) is an open source project that can enable users to initiate a request to a private and verifiable environment for context-aware AI processing with sensitive data, where no one, including service providers, can access them. With PVC in the cloud environment, it unleashes full potentials of AI hardware in the data center for complex AI tasks, such as large language models (LLMs), generative AI and beyond, while guaranteeing user privacy and verifiable transparency. ## Speaker ### [Mingshen Sun](https://www.wearedevelopers.com/@mingshen-sun) Research and Engineering Lead at TikTok ## Related talks at this congress - [The Private AI Platform: Why Agentic Apps Need a Private Application Platform](https://www.wearedevelopers.com/events/world-congress-2026-europe/sessions/1170-the-private-ai) — Oren Penso - [Unlocking the AI Black Box: Building Trust in the Era of Agentic Production](https://www.wearedevelopers.com/events/world-congress-2026-europe/sessions/1445-unlocking-the-ai) — Jemiah Sius, Harry Kimpel - [Building Accountability in Agentic AI](https://www.wearedevelopers.com/events/world-congress-2026-europe/sessions/1468-building) — Frederik Gregaard, Mariana de la Roche W. - [The LLM Evolution: From Sequence Imitation to Verifiable Reasoning](https://www.wearedevelopers.com/events/world-congress-2026-europe/sessions/1377-the-llm-evolution) — Kamen Petroff