The following is the "Privacy Manifesto" written by cryptographer Zachary Williamson, critiquing the attention economy and data exploitation, while calling for the restoration of internet order through zero-knowledge proofs and privacy-preserving blockchains. He advocates for the use of technology to defend human dignity, promote decentralized, user-managed data ecosystems, and initiate a digital renaissance centered on humanistic values. The article emphasizes that everyone must make a choice in the information war and participate in building a freer and more just digital future.
The article details the author's experience in implementing the post-quantum signature algorithm ML-DSA, where they encountered verification failures and ultimately leveraged Claude Code to successfully identify and fix multiple underlying cryptographic errors. The piece demonstrates AI's powerful capability in debugging complex, low-level cryptographic code, emphasizing its practicality as a developer assistance tool. The author calls for building more intelligent debugging toolchains that allow AI to automatically intervene and analyze when test failures occur, thereby saving development time and enhancing efficiency.
This article serves as the most comprehensive 2025 guide to ZKML (Zero-Knowledge Machine Learning), systematically introducing its core principles, privacy advantages, and key application scenarios (including DeFi, healthcare, gaming, AI Agents, and more), along with major projects (such as EZKL, zkPyTorch, Jolt Atlas, etc.). It further predicts breakthroughs in hardware acceleration, proof systems, and operator support for ZKML by 2026, emphasizing its ongoing transition from experimentation to practical implementation as core infrastructure for AI trust and privacy preservation.
Kakarot, a zkEVM written in Cairo, has announced its acquisition by Zama, a leading fully homomorphic encryption (FHE) company. This strategic move unites Kakarot's expertise in zkVM with Zama's pioneering FHE technology, aiming to jointly drive breakthroughs in blockchain scalability and privacy. The merger is set to build high-performance blockchain infrastructure that natively supports client-side zero-knowledge proofs and enhanced privacy protection. This will equip developers and users with more powerful, secure, and composable tools and experiences, heralding a new era for decentralized technology.
In this episode, Anna Rose engages with Alex Pruden and Conor Deegan from Project 11 in a critical discussion on the threat quantum computing poses to blockchain cryptographic systems. They emphasize that as stablecoins and banking systems increasingly integrate with blockchain, quantum security has become particularly urgent. The conversation covers high-risk algorithms, protective measures users should adopt, and Project 11’s strategic responses — including post-quantum signatures, secure vaults, and a global namespace. The dialogue also explores the intersection of post-quantum technologies and zero-knowledge proofs.
This is the personal blog archive of cryptography researcher Alin Tomescu, chronologically listing technical articles he has published since 2012. The content spans a wide range of topics, including cryptographic foundations, zero-knowledge proofs, commitment schemes, encryption algorithms, and blockchain privacy technologies.
Entries tagged with tag=basics focus primarily on fundamental knowledge, covering:
Mathematical Foundations: Linear algebra, number theory, NP relations.
Cryptographic Primitives: Merkle trees, ElGamal encryption, Pedersen commitments.
Zero-Knowledge Proof Components: zkSNARKs, Groth16, FRI, Sigma protocols.
Commitment Schemes & Signature Mechanisms: Such as Schnorr, BLS, and PS signatures.
The page serves as a high-quality resource index for studying modern cryptography and blockchain privacy technologies.
If you're interested in our ZK Insights or have ideas for similar content to share, we highly encourage everyone to head over to our Github repo and submit a Pull Request. Join forces with like-minded ZKPunks to co-create!
✨ Github repo link: https://github.com/ZKPunk-Org/zk-insights
✨ Web collection version: https://insights.zkpunk.pro/
Special thanks to: Kurt
Editor: Purple
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