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The Cloudflare Blog

The day my ping took countermeasures Announcing Claude Compliance API support with Cloudflare CASB Announcing Claude Managed Agents on Cloudflare Project Glasswing: what Mythos showed us Our billing pipeline was suddenly slow. The culprit was a hidden bottleneck in ClickHouse Browser Run: now running on Cloudflare Containers, it’s faster and more scalable When "idle" isn't idle: how a Linux kernel optimization became a QUIC bug Building For The Future How Cloudflare responded to the “Copy Fail” Linux vulnerability When DNSSEC goes wrong: how we responded to the .de TLD outage Code Orange: Fail Small is complete. The result is a stronger Cloudflare network Introducing Dynamic Workflows: durable execution that follows the tenant Post-quantum encryption for Cloudflare IPsec is generally available Agents can now create Cloudflare accounts, buy domains, and deploy Shutdowns, power outages, and conflict: a review of Q1 2026 Internet disruptions Making Rust Workers reliable: panic and abort recovery in wasm‑bindgen Moving past bots vs. humans Building the agentic cloud: everything we launched during Agents Week 2026 The AI engineering stack we built internally — on the platform we ship Orchestrating AI Code Review at scale Introducing the Agent Readiness score. Check to see if your site is agent-ready Shared Dictionaries: compression that keeps up with the agentic web Redirects for AI Training enforces canonical content Unweight: how we compressed an LLM 22% without sacrificing quality Agents that remember: introducing Agent Memory Agents Week: network performance update Introducing Flagship: feature flags built for the age of AI Cloudflare’s AI Platform: an inference layer designed for agents Building the foundation for running extra-large language models AI Search: the search primitive for your agents Deploy Postgres and MySQL databases with PlanetScale + Workers Artifacts: versioned storage that speaks Git Email for agents - Cloudflare Email Service now in public beta Project Think: building the next generation of AI agents on Cloudflare Introducing Agent Lee - a new interface to the Cloudflare stack Register domains wherever you build: Cloudflare Registrar API now in beta Browser Run: give your agents a browser Rearchitecting the Workflows control plane for the agentic era Add voice to your agent Managed OAuth for Access: make internal apps agent-ready in one click Securing non-human identities: automated revocation, OAuth, and scoped permissions Scaling MCP adoption: Our reference architecture for simpler, safer and cheaper enterprise deployments of MCP Secure private networking for everyone: users, nodes, agents, Workers — introducing Cloudflare Mesh Building a CLI for all of Cloudflare Durable Objects in Dynamic Workers: Give each AI-generated app its own database Agents have their own computers with Sandboxes GA Dynamic, identity-aware, and secure Sandbox auth Welcome to Agents Week 500 Tbps of capacity: 16 years of scaling our global network From bytecode to bytes- automated magic packet generation Cloudflare targets 2029 for full post-quantum security How we built Organizations to help enterprises manage Cloudflare at scale Why we're rethinking cache for the AI era Our ongoing commitment to privacy for the 1.1.1.1 public DNS resolver Introducing EmDash — the spiritual successor to WordPress that solves plugin security Introducing Programmable Flow Protection: custom DDoS mitigation logic for Magic Transit customers Cloudflare Client-Side Security: smarter detection, now open to everyone How we use Abstract Syntax Trees (ASTs) to turn Workflows code into visual diagrams A one-line Kubernetes fix that saved 600 hours a year Sandboxing AI agents, 100x faster Inside Gen 13- how we built our most powerful server yet Launching Cloudflare’s Gen 13 servers- trading cache for cores for 2x edge compute performance Powering the agents: Workers AI now runs large models, starting with Kimi K2.5 Introducing Custom Regions for precision data control Standing up for the open Internet- why we appealed Italy’s Piracy Shield fine From legacy architecture to Cloudflare One Announcing Cloudflare Account Abuse Protection: prevent fraudulent attacks from bots and humans Slashing agent token costs by 98% with RFC 9457-compliant error responses AI Security for Apps is now generally available Building a security overview dashboard for actionable insights Investigating multi-vector attacks in Log Explorer Translating risk insights into actionable protection: leveling up security posture with Cloudflare and Mastercard Fixing request smuggling vulnerabilities in Pingora OSS deployments Active defense: introducing a stateful vulnerability scanner for APIs Complexity is a choice. SASE migrations shouldn’t take years. From the endpoint to the prompt: a unified data security vision in Cloudflare One Ending the "silent drop": how Dynamic Path MTU Discovery makes the Cloudflare One Client more resilient A QUICker SASE client: re-building Proxy Mode How Automatic Return Routing solves IP overlap Always-on detections: eliminating the WAF “log versus block” trade-off Mind the gap: new tools for continuous enforcement from boot to login Stop reacting to breaches and start preventing them with User Risk Scoring Defeating the deepfake: stopping laptop farms and insider threats Moving from license plates to badges: the Gateway Authorization Proxy Evolving Cloudflare’s Threat Intelligence Platform: actionable, scalable, and ETL-less Introducing the 2026 Cloudflare Threat Report See risk, fix risk: introducing Remediation in Cloudflare CASB How Cloudy translates complex security into human action From reactive to proactive: closing the phishing gap with LLMs Modernizing with agile SASE: a Cloudflare One blog takeover Beyond the blank slate: how Cloudflare accelerates your Zero Trust journey The truly programmable SASE platform Toxic combinations: when small signals add up to a security incident We deserve a better streams API for JavaScript The most-seen UI on the Internet? Redesigning Turnstile and Challenge Pages ASPA: making Internet routing more secure Bringing more transparency to post-quantum usage, encrypted messaging, and routing security How we rebuilt Next.js with AI in one week Cloudflare One is the first SASE offering modern post-quantum encryption across the full platform Cloudflare outage on February 20, 2026
Disruptive Cryptography: Post-Quantum & Machine Learning With Encrypted Data
Cloudflare Team · 2017-09-15 · via The Cloudflare Blog

Shay Gueron, Associate Professor of Mathematics, University of Haifa, Israel, and Raluca Ada Popa, Assistant Professor of Computer Science, UC Berkeley

Moderator: John Graham-Cumming, CTO, Cloudflare

Photo by Cloudflare Staff

Raluca is also a Co-Director of the RISELab at UC Berkeley as well as Co-Founder and CTO of a cybersecurity startup called PreVeil. She developed practical systems that protect data confidentiality by computing over encrypted data as well as designed new encryption schemes that underlie these systems.

Shay was previously a Senior Principal Engineer, serving as Intel’s Senior Cryptographer and is now senior principal at AWS, and an expert in post-quantum, security, and algorithms.

JGC: Tell us about what you actually do.

RP: Computing on encrypted data is not just theoretical; it’s also exciting because you can keep data encrypted in the cloud. It covers hacking attacks while still enabling the functionality of the system. This is exciting because we can cover so many hacking attacks in one shot.

SG: I’m working on making new algorithms; also on making solutions for quantum computers that are increasingly strong.

SG: I’ve been working on cryptography: making it faster, recently I’ve been thinking about solutions for what will happen when we have a quantum computer strong enough to threaten the known methods for cryptography.

JGC: Why are we worrying ahead of time?

SG: Protocols and implementations have been improved; performance on processors allows for most things to be encrypted. We are entering a stable situation. But right now, there is a new threat where there may be quantum computers that can solve difficult problems. This means that we need to start thinking about a replacement to the current cryptography.

RP: If someone is saving encrypted communications now, they could decrypt past conversations that could still be relevant in the future.

JGC: We don’t have the quantum computer yet but we already have the programs that will run on it.

SG: Cryptography is based on a belief in “reduction of a difficult problem.” All cryptography is based on a belief that something is difficult to do; based on this there are theoretical works that run “if… then”; but there is no robust proof that factorization is difficult, or that solving a particular problem is hard. We are just not smart enough yet.

JGC: Talk about this concept that there are classes of problems that are hard.

RP: There are classes of problems. There are many studies that people used to boost their confidence about specific algorithms.

JGC: Why can't we just make keys bigger to deal with quantum threat?

SG: We have to be practical in some sense. The amount of traffic that occurs prior to encrypting data is significant. This causes computational burdens.

RP: Shor’s algorithm is particularly effective; it can break certain properties of RSA. This is not the same for symmetrical cryptography, where increasing the key is more hopeful.

JGC: So what are we going to fix today?

SG: When you establish communications, first we agree on crypto-ciphers. The symmetric key will be used for encryption based on algorithm and signatures. Signatures are more urgent. For the symmetric key encryption, we can start today, because the quantum algorithms can’t reverse the key.

JGC: Give us an idea of what kinds of things you can do without decrypting something?

RP: In theory, you can compute any function without decrypting. We can do specialized computations effectively and machine learning on encrypted data.

For instance: How can you do summation of encrypted data? You get encryption of the sum. It’s not difficult to do an encryption summation. There are practical examples: startups, doc sharing in email; there are many solutions for classes of computation that apply to products we are using today.

So there are services for all sorts of classes of computation out there.

SG: But some of those encryption systems also depend on difficulty of factorization.

JGC: How fast will it be before companies become “post-quantum certified’?

RP: For certain classes of computation it is happening quickly, but there are still many factors making that difficult. For specialized classes of computations, it should happen in the near future … hopefully within the next 5 years. Why? Because encrypted computation brings new functionality. I.e. sharing encrypted data across hospitals to measure effectiveness of cancer treatments and enable new studies.

Encrypted computation brings you new functionality. A lot of businesses can’t share data: for instance, medical companies - which means they cannot help their patients as effectively, so we’ll be able to do many more studies when we can enable this encrypted computation.

SG: There is a call for proposals by NIST for quantum-resistant algorithms. They estimate that this will be a 5-year process. Industry will have to start integrating; the safe way would be to do both: If you want to do a key exchange, you do the classical and the quantum resistant one.

JGC: How long before we create a quantum computer?

SG: The question is how long it will take before they are strong enough… this will take some time. But there is a lot of motivation.

Quantum computing is not designed to break cryptography, but to go some good. Many industries and governments are trying to do this right now. It’s a race against the human mind.

JGC: One of the arguments against new cryptography is that it is slow. Are there costs?

RP: Certainly; what’s sped up encryption are hardware implementations. There are already startups trying to build specialized hardware for advanced encryption.

RP: For the masses to enjoy acceleration, you would need quantum computers for the masses. To speed up usage, you need quantum computers for the masses.

JGC: If there are quantum computers for the masses, what will I get?

SG: You can get better AI, faster searches.

JGC: Tell us about quantum encryption vs. quantum computing: for instance, the Chinese sending data between two satellites

RP: You’d need a lot of quantum computers, but to break it you’d just need a few.A widespread adoption of quantum encryption is going to be much slower.

Q&A: What is lattice-based cryptography?

Why do the two of your domains intersect?

RP: Lattices are much more expressive in terms of the computations they can do. Lattices are more resilient to quantum attackers and classical algorithms.

SG: We have no idea how to solve lattice problems, even if we had quantum computers. New cryptography is trying to solve these issues.

This is why the new cryptography is trying to build on these problems in the hopes we can come up with an algorithm.

A quantum computer is not going to allow you to do a million computations.

JGC: What would you like the audience to take away from this session?

RP: Mainly, encrypted computation is practical. There are actually practical solutions; it can enable new functionalities. Secondly, you can enable interesting studies (medical, financial) with encrypted computation.

SG: People shouldn’t worry about quantum-resistant encryption. We’re working on it.

So it can enable new functionalities for you.

Q&A:

Q: What advice for people who want to make cheap, future-proof “internet of things” devices?

SG: There is a set of algorithms that are known to be secure against quantum attacks. These are hash-based signatures. These are slow, but practical solutions. But in general, I’d like to say: Don’t lose any sleep over the threat of quantum computers; it will happen gradually. There is still time to prepare.

RP: I agree; but do start thinking about it. First get Internet of Things right; then worry about the quantum part.

Q: What are some primitives that are missing in programming language that allow you to build easily? How to balance security with programming?

RP: We have some libraries; there are some.

Q: What do you think of the quantum resistant crypto put into the Chrome browser’s TLS stack? Will secrets stand up to a quantum computer?

SG: This experiment was already performed by Google, They wanted to test what would happen to the overhead. This particular algorithm was just an exercise to see what would happen in reality, if you do both classical and quantum-safe key exchange. Conclusion: yes, we can handle it.

All our sessions will be streamed live! If you can't make it to Summit, here's the link: cloudflare.com/summit17