LLMs can now generate responses directly on our encrypted data — LLM companies don't see your data at all. Still need to build it. A recent paper on #HomomorphicEncryption (HFE / FHE) drastically reduces inference costs: eprint.iacr.org/2025/1319 — about 100× cheaper than non-encrypted baselines by minimizing the most expensive part: rotations (see the BOLT paper techniques). Pair that with Cerebras (~3k TPS) or ASIC speeds (like chatjimmy.ai/ hitting 16k TPS), and we can run inference on encrypted data at over 30 TPS — totally usable! #HomomorphicEncryption #FHE #EncryptedAI #AIPrivacy #CryptoAI #LLM #AISafety

Portfolio news from Mindflair plc We’re pleased to share that our portfolio company @Mirror_Security has launched its encrypted AI inference platform into full production, powered by @nvidia NVIDIA accelerated computing. This breakthrough allows AI models to run directly on encrypted data — unlocking safe adoption of AI across highly regulated sectors such as healthcare, finance, government and defence, without compromising privacy or compliance. A major #milestone for secure AI deployment at scale. 🔗 Read the full announcement here: mindflair.tech/wp-content/up… #AI #CyberSecurity #PrivacyEnhancingTechnology #EncryptedAI #DeepTech #Mindflair #PortfolioCompany #NVIDIA

Continuity strengthens how thought moves through digital space 🧠✨ Protected pathways keep each idea steady and undisturbed 🔐🌐 Clarity emerges when mental flow is supported with quiet stability ⚡💡 #XSAW #NeuroTech #MindSecurity #EncryptedAI #BCI #FutureSystems

5/ 🔐 Zero1 Labs = privacy-first DeAI infra Cypher = EVM-compatible Layer 3 Powered by FHE AI runs on encrypted data No leaks ❌ | No trust assumptions 🤝 #FHE #PrivacyTech #EncryptedAI #DataSovereignty

After going deep into Zama, one thing is clear: this isn’t a trend — it’s infrastructure for the next AI era. Most people talk about AI growth. Very few talk about AI’s biggest unsolved problem. And that problem is privacy. AI today is powerful, yes — but it works by absorbing massive amounts of sensitive data. Health records. Financial behavior. Personal conversations. Business intelligence. We normalized this trade-off without questioning it. Zama is one of the very few teams that actually stopped and asked: “What if AI never had access to raw data in the first place?” That single question changes everything. Through Fully Homomorphic Encryption (FHE), Zama enables computation directly on encrypted data. Not masked data. Not anonymized data. Encrypted data. Which means: Data is never revealed Data is never decrypted Data is never exposed — even during computation From a technical standpoint, this is extremely hard. From a strategic standpoint, it’s unavoidable. Because as AI adoption accelerates, regulations will tighten. Governments will demand privacy guarantees. Enterprises will require compliance. Users will demand trust. And when that happens, AI systems that rely on “collect now, protect later” will struggle. Zama is building for that future now. This is why Zama feels less like a crypto project and more like a core layer — the same way HTTPS became non-negotiable for the internet. You don’t argue whether encryption matters anymore. You assume it. That’s the trajectory Zama is on with encrypted AI. What also stands out is the approach: No exaggerated promises. No viral gimmicks. Just consistent research, tooling, and long-term vision. Projects like this don’t explode overnight — they compound quietly until the world needs them. And when the need becomes obvious, being early suddenly makes sense. Zama isn’t chasing attention. They’re solving a problem that only becomes more important with time. That’s not speculation. That’s inevitability. And those are usually the projects that define entire decades. 🚀 #ZamaCreatorProgram #FHE #EncryptedAI #AI #Privacy #Blockchain #DeepTech #FutureInfrastructure @wallchain

Zama is redefining the future of privacy-preserving AI! With breakthrough Fully Homomorphic Encryption (FHE), developers can now compute directly on encrypted data no exposure, no compromise. Smarter. Safer. Privacy-first. FHE SDKs, TFHE-rs, Concrete → building the encrypted AI era. Follow for more updates @zama #Zama #FHE #EncryptedAI #PrivacyTech #AIRevolution

Some technologies make things easier... but @Zama makes things safer. And that’s a much bigger deal. Lately I’ve been diving deeper into what Zama is building, and honestly, it’s starting to feel like one of those rare projects that changes the direction of an entire industry. For the longest time, AI has come with a silent trade-off: "Use our tech, but give us your data." We all accepted it... because we didn’t have an alternative. But Zama is rewriting that rule. With Fully Homomorphic Encryption (FHE), AI can finally do something revolutionary: ➡️ understand your data without ever seeing your data. That one capability flips the entire AI world upside down. Imagine this kind of future: • Hospitals using AI diagnostics without exposing patients’ medical history • Banks detecting fraud without digging into your private transactions • Apps becoming smarter without spying on user behavior • People interacting with AI without feeling watched or tracked This is bigger than a feature. This is a philosophy shift-privacy becomes the default, not a luxury. What I really appreciate about Zama is the honesty in their approach. They aren’t chasing hype cycles or shouting for attention. They’re building patiently quietly but with serious purpose. And the community feels different too More thoughtful. More informed. More aligned with the idea that the future of AI must be ethical, encrypted, and user-first. Sometimes you come across technology that feels ahead of its time. Zama is exactly that. Not loud. Not flashy. Just deeply impactful. If AI is going to run our world someday, then I’m glad projects like ZAMA are setting the rules early. 🚀✨ #Zama #FHE #EncryptedAI #AI #Privacy #CryptoInnovation #FutureTech

GM CT Something most people don't really think about - when you chat with an AI, where does that data actually go? Most of the time it gets stored, analyzed, maybe even used for training later. your business ideas, private stuff, internal docs basically sitting on someone else's server. @zama is doing something different here they are building Encrypted Inference using FHE (Fully Homomorphic Encryption). in simple terms: → you send your prompt already encrypted → the AI processes it while its still encrypted → you get back an encrypted response only you can unlock → the model literally never sees your actual data for businesses this means real IP protection. for personal use its actual privacy not just promises. ai that works without ever peeking at your info. kinda wild when you think about it. worth keeping an eye on imo #ZamaCreatorProgram #FHE #EncryptedAI

Honestly. Zama feels different. And I don’t say that lightly. I spend a lot of time exploring new AI crypto projects, and most of them sound the same after a while. But every now and then, something pops up that actually makes me stop and think “Wait... this could change everything.” That’s the feeling I get with Zama. For the longest time, using AI meant giving up something important: our privacy. We all accepted it, right? If we want smart features, recommendations, automation... we have to hand over our data. But Zama is basically saying: “Why should privacy be the price we pay for progress?” And that hits different. With Fully Homomorphic Encryption (FHE), Zama lets AI work on your data without ever revealing the data itself. Imagine how crazy that is: A hospital can use AI without exposing patient info A bank can detect fraud without touching your actual transactions Apps can get smarter without stealing or selling your data You can use AI without feeling like someone is watching you It’s the kind of tech that makes you think, “Why wasn’t the world built this way from the start?” What I really love is that Zama isn’t shouting for attention. They’re quietly building something powerful, something real something that could redefine how AI interacts with our lives. And the community feels genuine too. People aren’t just hyping a token... They’re supporting a vision: AI that respects us. AI that protects us. AI that doesn’t need to invade our privacy to be useful. If you’re even slightly curious about where the future is headed, keep your eyes on Zama. This isn’t just another project. This feels like a turning point. The future is encrypted and honestly, I’m excited to be here this early. 🚀✨ #Zama #FHE #AI #Privacy #Innovation #EncryptedAI

I'm not just a builder; I'm an encrypted operating system. 🤖 @randhindi This isn't sci-fi. This is the Zero-Trust reality ZAMA is building with FHE. AI runs on your data, without ever seeing your data. That's the upgrade. 🔐 The future of privacy-preserving AI is now. Are you plugged in? Its Live: zama.org/programs/creator-pr… @zama #FHE #EncryptedAI #ZamaCreatorProgram #FutureOfTech inspired by @Paul___Shark @Zun2025 @ig28eth @0xbunny_ @0xProfessor7 @cutemoon66 @0xMamareza @barudkhanweb3 @bugreth need your support & appreciation guys to climb the leaderboard.

AI without confidentiality doesn’t scale. It fractures. @ConfidentialLyr builds sealed execution where: • models stay opaque • inputs remain private • states cannot leak • strategies stay unobservable • correctness remains provable AI that leaks dies. AI that proves correctness without exposure becomes the backbone of agent economies. This isn’t privacy. This is zero-leak compute. Signature: Confidential Layer is the sealed core of autonomous AI. #ZeroLeakCompute #EncryptedAI

🤯 The AI Revolution You Haven't Seen Yet This post is for my follower @JADU240 who commented the idea. ZAMA is pioneering the ultimate paradox: AI that works without ever seeing your data. That’s what Fully Homomorphic Encryption (FHE) means. You get the intelligence and computation of AI, with 100% privacy and zero-trust by default. This isn't just theory. This is the next level of computing. Join the future of encrypted AI 👇 zama.org/programs/creator-pr… @zama #FHE #EncryptedAI #ZamaCreatorProgram @randhindi

"Privacy Is The New Superpower." 🚀 ​Imagine data secure in a glowing neon tunnel, powered by #FHE (Fully Homomorphic Encryption), splitting into encrypted shards before resolving into the bright @zama logo. ​The future of privacy is here. Ultra-secure. Ultra-fast. ​#Zama #FHE #Cybersecurity #EncryptedAI #Web3 #ZamaCreatorProgram

AI without confidentiality is not infrastructure. It’s a liability. @ConfidentialLyr enforces encrypted execution where inputs, models, states, and logic remain sealed— yet correctness stays verifiable. This unlocks • confidential credit rails • sealed trading AI • risk-safe agent logic • institutional automation • zero-exposure intelligence pipelines The line is clear: AI that leaks dies. AI that proves correctness without exposure becomes economic foundation. #EncryptedAI #ZeroLeakCompute

"Privacy Is The New Superpower." 🚀 ​Imagine data secure in a glowing neon tunnel, powered by #FHE (Fully Homomorphic Encryption), splitting into encrypted shards before resolving into the bright @Zama logo. ​The future of privacy is here. Ultra-secure. Ultra-fast. ​#Zama #FHE #Cybersecurity #EncryptedAI #Web3

Happy Thursday, innovators 🟨 AI and blockchain are finally intersecting, and we’re witnessing a true turning point. Quietly, @zama is shaping the future of trust and privacy. Fully homomorphic encryption (FHE) isnt just about privacy-its a complete rethink of how data should be handled: compute anything, reveal nothing. With @randhindi and $ZAMA, trust is back-stronger, smarter, and more resilient than ever. The era of encrypted AI isn’t coming. Its already here 🟨 #ZamaCreatorProgram #AI #ArtificialIntelligence #MachineLearning #Blockchain #BlockchainTech #BlockchainTechnology #Crypto #Cryptocurrency #DeFi #Web3 #EncryptedAI #PrivacyTech #DataPrivacy #FHE #SecureComputing #CryptoInnovation #TechRevolution #FutureOfAI #AIPrivacy #DigitalTrust

Good morning Zama CT fam☀️✨ FHE x AI Assistants is about to spark a whole new era. 🔥 Picture this: your voice commands, searches, preferences — all processed fully encrypted. Your AI gets smarter, apps upgrade instantly, but your raw data? Still 100% yours. 🔒🤯 This is on-device encrypted intelligence, and it changes EVERYTHING. Privacy without limits. Personalization without sacrifice. The perfect combo. 🚀 If Zama pushes this into the mainstream, we’ll look back and say: “Yeah… that was the moment the internet evolved.” How wild is that? 👀🔥 #Zama #ZamaCreatorProgram #FHE #PrivacyTech #CryptoPrivacy #EncryptedAI #Web3 #AIRevolution #OnDeviceAI #ZAMAOG #HomomorphicEncryption

so i spent the weekend playing with Concrete ML and the FHE SDK from @zama_fhe fed a model encrypted inputs and watched it return predictions without me ever touching raw data, which is weirder and better than i expected, latency was okay, docs were readable, and that sketch about unsecured data = stress actually landed for me they just closed a $57M series b and are running a sealed-bid dutch auction for 10% of the supply via $ZAMA on eth (jan 12 15, claim jan 20), and the pieces start to add up: protocol-level confidentiality, developer tools, a creator program to onboard people #ZamaCreatorProgram #FHE #encryptedAI who else has pushed a real toy model through encrypted inference and lived to tell the tale?

6/ I’ve started exploring FHE and Zama more deeply. The more I learn, the more it feels like a core technology for the future of AI security. tag : @zama Hashtags: #ZamaCreatorProgram #FHE #AI #Privacy #EncryptedAI

Good afternoon, fams—hope you’re having a great day! 😊 It's great to learn about @nesaorg , an advanced decentralized AI platform focused on privacy-preserving computation and verifiable AI inference I just tried Nesa’s Equivariant Encryption, and it blew my mind: full data privacy with under 1% latency overhead—yes, encrypted inference at near‑native speed. I literally tested a LLaMA‑7B prompt on my 2 GB RAM laptop—results came back in under a second! Using advanced cryptography like HSS‑EE, the model stays confidential end‑to‑end while I get blazing fast answers. It felt like magic in my morning routine! #PrivacyFirst #EncryptedAI #HomeLabMagic