Shunfan (Shelven) Zhou (@zhou49) 's Twitter Profile
Shunfan (Shelven) Zhou

@zhou49

Lead Researcher of @PhalaNetwork
#TEE #AI

ID: 4789291435

linkhttps://dblp.org/pid/167/0431.html calendar_today20-01-2016 15:20:47

148 Tweet

772 Followers

212 Following

Shunfan (Shelven) Zhou (@zhou49) 's Twitter Profile Photo

To use TEE correctly is not an easy job. 1. Code audit/review is still necessary; 2. Reproducible build is needed to ensure code-artifact consistency; 3. Always verify the attestation report.

To use TEE correctly is not an easy job.

1. Code audit/review is still necessary;
2. Reproducible build is needed to ensure code-artifact consistency;
3. Always verify the attestation report.
Openledger (@openledgerhq) 's Twitter Profile Photo

For our next panel, we have: DeSci – Unlocking the Future of Research, Innovation, and Collaboration When: 19th Feb, 3PM - 6PM HKT (UTC + 8) Where: HashKey Capital Headquarters Featuring: Jaeyawat 📟💈 (APAC Ecosystem Developer, @bioprotocol ), Lin_SE (Foundation

For our next panel, we have:

DeSci – Unlocking the Future of Research, Innovation, and Collaboration

When: 19th Feb, 3PM - 6PM HKT (UTC + 8) 
Where: <a href="/HashKey_Capital/">HashKey Capital</a> Headquarters

Featuring: <a href="/jaeyawat/">Jaeyawat 📟💈</a> (APAC Ecosystem Developer, @bioprotocol ), <a href="/Tianlin_Shao/">Lin_SE</a>  (Foundation
Tako🐙 | Social by Circles (@takoprotocol) 's Twitter Profile Photo

Curious how AI is redefining the way we connect and build communities? Don’t miss Consumer DefAI Day Panel 2: Smart Social — The Future of AI-Driven Communities Hear from visionary builders: el | elxlee.base.eth, CEO of $JAM 🐿️ Eligos Cheung | Sahara AI 🔆, Head of Asia BD Sahara AI 🔆 J. SUN,

Curious how AI is redefining the way we connect and build communities? 

Don’t miss Consumer DefAI Day Panel 2: 
Smart Social — The Future of AI-Driven Communities

Hear from visionary builders:
<a href="/elxlee/">el | elxlee.base.eth</a>, CEO of <a href="/Jamfrens/">$JAM 🐿️</a> 
<a href="/c_eligos/">Eligos Cheung | Sahara AI 🔆</a>, Head of Asia BD <a href="/SaharaLabsAI/">Sahara AI 🔆</a> 
<a href="/0x7SUN/">J. SUN</a>,
sri | srimisra.eth (@srikmisra) 's Twitter Profile Photo

aarnâ’s kick off in HK We're in Hong Kong for Consensus 2025. Had a great session with Mind Network at AI Mind Express @ HK, diving into how AI & tokenization are shaping the future of onchain digital asset management. And private & secure transactions in DeFi. From AI quant on

aarnâ’s kick off in HK 
We're in Hong Kong for Consensus 2025. Had a great session with Mind Network at AI Mind Express @ HK, diving into how AI &amp; tokenization are shaping the future of onchain digital asset management. And private &amp; secure transactions in DeFi.

From AI quant on
Shunfan (Shelven) Zhou (@zhou49) 's Twitter Profile Photo

Enjoy building this: - AI Agents as blockchain nodes, generating human-readable transactions & validations - Natural language replaces structured data, enabling ANY business logic on-chain - A revolutionary way to orchestrate agent swarms This is the future of AI x Web3.

Shunfan (Shelven) Zhou (@zhou49) 's Twitter Profile Photo

This attack highlights why code audits and on-chain governance are critical, since the code update appeared "legit" to hosting platforms. TEE is essential for governance over any program. Hardware wallets act as dumb signers, and TEE brings the semantic meaning of transactions.

Shunfan (Shelven) Zhou (@zhou49) 's Twitter Profile Photo

Deepseek makes their system design principles public: github.com/deepseek-ai/op… In short, Large-scale Cross-node Expert Parallelism.

Xiang Xie (@xxiang_xie) 's Twitter Profile Photo

With Xiao Wang Primus Labs , we’ve released a benchmark framework and report for open-source zkTLS libraries. The results explains why QuickSilver is the choice for zkTLS solutions. In addition, we also identify security issues in some implementations. 👇👇

With <a href="/wangxiao1254/">Xiao Wang</a> <a href="/primus_labs/">Primus Labs</a> , we’ve released a benchmark framework and report for open-source zkTLS libraries. The results explains why QuickSilver is the choice for zkTLS solutions. In addition, we also identify security issues in some implementations. 👇👇
Hang | h4x3rotab.eth ₱ 🍵💊 (@bgmshana) 's Twitter Profile Photo

TEE security is no joke. Picking up a random cloud solution doesn't magically turn an app into a secure app. Here's the chain of trust of Dstack. One week later, and we are not making much progress on simplifying it 🤷

TEE security is no joke. Picking up a random cloud solution doesn't magically turn an app into a secure app. 

Here's the chain of trust of Dstack. One week later, and we are not making much progress on simplifying it 🤷
Phala Network (@phalanetwork) 's Twitter Profile Photo

Eliza V2 Beta is LIVE today! And Phala Cloud is the first TEE-powered platform to support agent swarm deployment. ⚡ Code or no-code? Your call: → CLI: Devs, spin up swarms. → No-code: Deploy in a few clicks. Reduce cost by running multiple agents in one instance! 👇

nader dabit (@dabit3) 's Twitter Profile Photo

zkTLS is the first crypto-native technology that's actually onboarding the masses, and I think it's still wildly underrated. zkTLS is already being used by top apps in the App Store as well as by some of the most successful web2 founders (and the number is growing rapidly).

zkTLS is the first crypto-native technology that's actually onboarding the masses, and I think it's still wildly underrated.

zkTLS is already being used by top apps in the App Store as well as by some of the most successful web2 founders (and the number is growing rapidly).
Marvin Tong (t/acc) (@marvin_tong) 's Twitter Profile Photo

Why do Multi-Agent LLM Systems Fail? An interesting study from UC Berkeley identifies crucial failure modes in Multi-Agent Systems (MAS) powered by LLMs. Here's my take👇 arxiv.org/pdf/2503.13657

Why do Multi-Agent LLM Systems Fail?

An interesting study from UC Berkeley identifies crucial failure modes in Multi-Agent Systems (MAS) powered by LLMs.
Here's my take👇

arxiv.org/pdf/2503.13657
Shunfan (Shelven) Zhou (@zhou49) 's Twitter Profile Photo

A recent research cloning-tee-blockchains.github.io outlines a enclave cloning vulnerability affecting TEE-blockchain systems. This affects Phala's legacy Phat Contract. We recommend always verifying the TEE sync height when querying the contract. Phala Cloud is not affected.

Hang | h4x3rotab.eth ₱ 🍵💊 (@bgmshana) 's Twitter Profile Photo

How can we eliminate trust in compute? dstack takles the problem with 3 key designs: 1️⃣ Portable Confidential Containers 2️⃣ Decentralized Code Governance 3️⃣ Verifiable Domain Management All secured by TEE, but radically reimagined for decentralization and resilience.

How can we eliminate trust in compute? dstack takles the problem with 3 key designs:

1️⃣ Portable Confidential Containers
2️⃣ Decentralized Code Governance
3️⃣ Verifiable Domain Management

All secured by TEE, but radically reimagined for decentralization and resilience.
Shunfan (Shelven) Zhou (@zhou49) 's Twitter Profile Photo

We released an article about our vision of decentralized TEE cloud explaining why it's a perfect fit for any crypto x AI solution that wants to actually be secure. Feel free to read it below!

Shunfan (Shelven) Zhou (@zhou49) 's Twitter Profile Photo

TEE's ability to enforce cryptographic algorithms' trust models is revolutionary. By dramatically reducing trust costs, it delivers massive performance improvements that enable combined solutions to tackle complex AI scenarios effectively.