Kaifovo

$quil and chill. that's all you need.

[Kaifovo @kantoloop]

@CryptoSGiants May be we should chill with 8-9 years of development ? white paper is dated 2022.

[Kaifovo @kantoloop]

@JoshTradeOption Options

[Quilibrium @QuilibriumInc]

MetaVM has been released.

Prove execution of RISC-V, EVM, and Solana sBPF in ZK.
Supports Quilibrium's BLS48-581 and Ethereum's BLS12-381 natively, without needing a GPU.

MetaVM's RISC-V compatibility is the first full ZK RV64IMAC instruction set – you can run Linux in MetaVM, and prove everything that happened within the VM session, prove a block on Ethereum, or a slot on Solana, and emit proofs compatible with either Q or Ethereum.

https://t.co/peYcgUlGTN

[mYckZo🔺 @Mickaelzfr]

🧵Klearu: A Strategic Building Block for the Era of Autonomous AI Agents

1️⃣ The Next Wave: Autonomous AI Agents

The next revolution won’t just be chatbots.

It will be autonomous agents capable of:
• trading
• arbitraging
• managing logistics flows
• executing contracts
• coordinating machines
• interacting economically with each other

These agents will require:
👉 crypto payments
👉 programmable identity
👉 distributed compute
👉 native privacy

An agent dependent on a centralized API can be:
• rate-limited
• shut down
• monitored
• blocked

An agent running on permissionless infrastructure becomes:
• resilient
• autonomous
• economically sovereign

This is the context in which Klearu becomes strategic.

2️⃣ What Klearu Actually Is

Klearu is not a new LLM.

It is an infrastructure layer enabling:
👉 private AI inference
👉 on remote nodes
👉 without the server seeing the data

The server computes… but does not “read.”

This relies on:
• sparse architectures (only part of the model activates)
• hash-based routing (SLIDE) to efficiently select relevant neurons
• 2PC protocols to preserve confidentiality

3️⃣ Why This Is Strategic for Quilibrium

Quilibrium is not building a chatbot.
It is building infrastructure:

• massive sharding
• peer-to-peer networking
• native privacy
• MPC and programmable permissions

Klearu becomes the AI engine capable of running within that architecture.

This aligns perfectly with Quil’s philosophy:
no AWS dependency,
no single control point,
no data leakage.

4️⃣ Toward the Democratization of AI Compute

Today:
Advanced AI = rare GPUs + hyperscalers.

Klearu explores another path:
making inference viable on optimized, distributed CPUs.

If this works at scale:
• lower barriers to entry
• more participants
• less concentrated compute
• less oligopolistic AI

We move from a closed model to a network model.

5️⃣ A Piece of a Larger Puzzle

Klearu is not the end goal.
It is a deep infrastructure layer.

Its value depends on:
• the rise of autonomous agents
• the growing need for private AI
• adoption of permissionless infrastructure

Short term: technical.
Mid term: strategic.
Long term: potentially foundational.

If machine-to-machine economies truly emerge,
infrastructure capable of supporting sovereign AI execution will become critical.

And that is precisely where Quilibrium aims to position itself.

[Quilibrium @QuilibriumInc]

Today, we are publishing one of the side tracks of research ongoing with Q, our E2EE ML training and inference library, klearu: https://t.co/RKcPy7elhc

SLIDE proved that hash tables can beat GPUs at training deep networks. Further works compounded on this, and Klearu is the first native Rust implementation built on top of this research, extending it to LLM inference, sparsity prediction, and private two-party computation.

In the current days we're seeing deeper trust being placed on AI, while the largest of providers are collecting this data for the purpose of not only training, but also advertising, or even selling this data to others. The risks grow worse with every passing day.

The majority of AI research for private AI exists in the form of using TEEs – but we've seen time and time again that using TEEs for privacy is disastrous, guaranteed to leak, and even by it's name, is a massive requirement of trust.

Outside of this, other private AI looks towards FHE. We know, at least for the near future, that FHE cannot perform at a speed high enough to be generally useful. So instead, we adopted 2PC, with flexible security configurations, where users can be assured that their requests remain private. The majority of these research projects have strictly an output of papers, with no or limited real world instances of their use.

Klearu's implementation is available now, with simple instructions for developers to try it out.

[Quilibrium Community @QuilibriumOne]

@QuilibriumInc just dropped Klearu - an open-source runtime for private LLM inference. 🤖 +🔒

GitHub: https://t.co/qpugSP03NP

Most "private AI" today relies on TEEs - basically hardware enclaves where you have to trust the manufacturer isn't peeking. The real alternative (fully homomorphic encryption) is still too slow to be practical for AI workloads.

🤖 You can ask Quily chatbot questions about Klearu: https://t.co/k5hfQEjicw

Klearu takes a third path: two-party computation (2PC). When you send a query to a remote node, the computation happens in a way where neither side ever has the full picture - the node runs the inference but mathematically cannot see your inputs or outputs. No trust required, just cryptography.

A few things worth knowing:
• CPU-native, no GPUs needed
• Supports LLaMA-compatible models (up to 7B+ params)
• Built-in sparsity optimizations that skip unnecessary computation per token
• Speed is comparable to llama.cpp in lower security mode

This is the kind of infrastructure that makes "private AI on a decentralized network" mean something concrete rather than a marketing claim.

Tech docs and benchmarks by @LookDragi : https://t.co/r1eFtHbJD5

$QUIL

[Mr.Franc Q @LookDragi]

/klearu is out https://t.co/KCVSGdQNiC

[Kaifovo @kantoloop]

@jussy_world Dyor quilibrium - non of that, no VCs.

[Kaifovo @kantoloop]

@MilkRoad @kapsho_eth $quil is the answer

[Cassie Heart @cass_on_mars]

https://t.co/EWFgs5cGMt

[Quilibrium @QuilibriumInc]

After seeing that Discord plans to make KYC mandatory, we want to be clear on where we stand. KYC for messaging is a complete non starter for us.

Quorum Messenger does not ask for your personal details and it never will. No identity checks, no sign ups tied to who you are, and nothing happening behind the scenes.

Quorum is decentralized by design, and both DMs and group chats are fully end to end encrypted. That means only the people in the conversation can read the messages, not us, not a third party, not anyone else.

Your conversations are yours. You own them, you control them, and that is how it is designed to stay. Privacy is not an add on or a talking point for Quilibrium, it is the whole point.

So if you are looking for a safe haven messenger that will not turn its back on you, come try Quorum Messenger 👇

https://t.co/6wBiVQ1QzF

[Kaifovo @kantoloop]

@moo9000 quorum messenger by is non kyc, non email, non phone# truly private messenger built on quilibrium - complete cryptographic privacy at the network level, beyond traditional encryption.

[mYckZo🔺 @Mickaelzfr]

🧵 @QuilibriumInc $QUIL Why the Bear Market Is an Opportunity

1️⃣ A bear market is not a pause => it’s a filter

In a bear market, speculation fades.
Noise disappears.
Attention returns to fundamentals.

For an infrastructure project, this environment is ideal:
👉 less pressure, more focus, better decisions.

2️⃣ Quilibrium is infrastructure, not a narrative

Quilibrium is not built around marketing or storytelling.

It is a full technology stack:
🔹️base network & hypergraph
🔹️native privacy
🔹️storage
🔹️key management
🔹️messaging & event systems

This kind of system cannot be rushed.
It must be built deliberately, away from noise.

3️⃣ What internal discussions reveal: engineering over spectacle

Quilibrium discussions focus on:
✔️consensus
✔️synchronization
✔️network invariants
✔️hard technical tradeoffs

Releases are delayed when necessary.
Decisions prioritize correctness over optics.

👉 This is the behavior of teams building for durability.

4️⃣ The upcoming production launch is for builders

The production launch happening in the coming days
is not about mass adoption yet.

It marks:
➡️real availability of core primitives
➡️SDKs, APIs, and tooling going live
➡️developers beginning to build on a stable base

This is the moment infrastructure becomes truly usable.

5️⃣ Quilibrium follows the only sequence that works

The order is always the same:
▫️1. infrastructure
▫️2. developers
▫️3. applications
▫️4. users

Quilibrium is now at the critical transition from 1 → 2.

This step is invisible to most => but decisive.

🧠Conclusion => The Beginning of the Quilibrium Revolution

The imminent production launch is not an end point.
It is a starting point.

👉 The beginning of a new infrastructure layer
👉 The beginning of a truly privacy-first ecosystem
👉 The beginning of the Quilibrium revolution

Now the foundation is ready.
Builders are next.
Everything else follows.

Be early, Be free.

[Quilibrium @QuilibriumInc]

Quilibrium: Dev Update 2026/02/01 https://t.co/y7Eb5J0XmR

[Bryan Johnson @bryan_johnson]

AG1 is one of the lowest value health products in the world despite being the most heavily promoted.

They flood podcasts by paying influencers up to $60 per new subscription and a $30/mo recurring kickback. Plus AG1 gives them equity in the company.

Retail price            $79
Ingredients            ($5)
Packaging             ($3)
Manufacturing       ($4)
Shipping                ($7)
Total costs             ($19)
Gross margin         $60
Gross margin%      75.9%       

Why does this matter?
McDonald’s openly taunts you “I’m lovin it." They prey upon your compulsive instincts and don’t try to hide it.

AG1 lures you into a false state of confidence by leveraging people you trust and hiding behind a “propriety blend”.

The bulk of the 12g scoop is cheap greens and emulsifiers. They include on the label high-value ingredients but only include trace amounts to lower their costs. That way you think you’re getting the good stuff but you’re actually not.

AG1 is bad for the world.
Overpriced.
Underdelivers.
Science shows it has no clinical effect.
They’ve induced good people into violating their own standards of trust.
They pretend to be something they’re not.
They create confusion for consumers who are genuinely trying to make good life decisions.
They erode trust.

[Nancy Pelosi Stock Tracker ♟ @pelositracker]

Well this sucks...

Senator Katie Britt just disclosed a purchase of JP Morgan $JPM while sitting on the Senate Banking committee

$JPM is up now up 27% since her purchase

But the worst part is you couldn't have even followed this.

Because she violated the STOCK Act by disclosing this trade hundreds days late

Her fine? $200

Less than the price of a speeding ticket in most states.

[Quilibrium @QuilibriumInc]

@mert We already built one - https://t.co/S1ktwdvXnf. DM if you want access to the mobile beta (iOS or Android)

The built-in wallet supports Solana btw.

[CSG @CryptoSGiants]

@zachxbt @cb_doge @elonmusk Good thing the end game privacy solution is finally live on @QuilibriumInc network...

[Quilibrium @QuilibriumInc]

Let’s be honest, the free internet you talk about is already long gone.

If we want a secure and truly open internet again, it needs to be rebuilt from the ground up.

That is exactly what we have built at Quilibrium: a decentralized, permissionless foundation designed for a freer, more resilient internet, with privacy at its core.

You can already see this in Quorum Messenger, our privacy-first app that collects zero user data, supports end-to-end encrypted messaging beyond just 1:1 DMs, and runs fully decentralized on the Quilibrium protocol.

[mYckZo🔺 @Mickaelzfr]

🧵 Why Quilibrium’s privacy & security make mass adoption inevitable

@QuilibriumInc $QUIL makes privacy invisible, automatic, and native => without changing how you interact with the Internet.
👇

1️⃣ The starting point: the Internet was never built for privacy

The Internet was designed to:
▪️move packets
▪️connect machines
▪️trust intermediaries

❌ It was never designed to protect:
🔸️your identity
🔸️your behavior
🔸️your browsing habits
🔸️your social graph

2️⃣ The myth of “private browsing”

When you use the Internet today:
🔸️your ISP sees where you go
🔸️DNS providers see what you look up
🔸️clouds (AWS, GCP, Cloudflare…) see what you consume
🔸️RPC providers see what your wallet does
🔸️states can correlate metadata

Even if content is encrypted,
👉 metadata alone is enough to profile you.

3️⃣ Security starts at the lowest layer

On today’s Internet:
✔️IP = network identity
✔️DNS = centralized directory
✔️TLS = trust in certificate authorities

On Quilibrium:
❌ no public IPs
❌ no classical DNS
❌ no certificates or central authorities

👉 Identity is cryptographic, not administrative.

Result:
✅️no CA-based MITM attacks
✅️no country-level blocking
✅️no trivial network censorship

4️⃣ Quark: a native private transport layer

Quilibrium introduces a network layer where:
◽️communications are end-to-end encrypted
◽️routing hides both source and destination
◽️developers never manage:
▫️sockets
▫️IPs
▫️ports
▫️firewalls

👉 The network becomes the transport itself.

Functionally similar to TCP + TLS => but without the Internet’s structural leaks.

5️⃣ QNS: eliminating the Web’s biggest data leak (DNS)

Today, DNS is:
❗️centralized
❗️observable
❗️censorable
❗️monetized

Even with DNS over HTTPS: 👉 the DNS server still knows what you’re looking up.

With QNS:
✅️resolution is in-network
✅️no third party sees requests
✅️no exploitable logs

But Quilibrium goes further.

6️⃣ ORAM: privacy most people underestimate

ORAM (Oblivious RAM) answers a crucial question:

“What if even the server didn’t know what you were asking for?”

With ORAM:
🔰real requests are mixed with fake ones
🔰access patterns are indistinguishable
🔰traffic observation reveals nothing useful

👉 It’s not just content that’s protected
👉 your behavior itself is hidden.

7️⃣ The local proxy: the key to mass adoption

This is where Quilibrium becomes unstoppable.

With a local component (Quorum or equivalent):
🔥your browser stays unchanged
🔥Chrome, Safari, Brave, Firefox all work normally

=> no exotic extensions
=> no habits to change

The proxy:
◽️1. intercepts requests
◽️2. routes them through QNS + ORAM + Quark
◽️3. prevents all network-level leaks

👉 The user doesn’t have to learn anything.

8️⃣ Why this is different from Tor or VPNs

Tor / VPNs:
❗️add a layer on top
❗️slow things down
❗️are easy to block
❗️require user effort

Quilibrium:
💥replaces the network layer
💥is invisible to the user
💥works with existing apps
💥introduces no friction

👉 Privacy stops being a political choice.
👉 It becomes a default standard.

9️⃣ Security becomes a natural side effect

When:
▪️there are no IPs
▪️no observable DNS
▪️no exploitable metadata
▪️no trusted intermediaries

Then:
🔰phishing becomes much harder
🔰mass surveillance collapses
🔰systemic attacks become too expensive

👉 Security is no longer a product.
It’s a consequence of architecture.

🔟 Why adoption is mechanically inevitable

Because:
🛡Data is monetized at our expense

🛡Surveillance is now structural.

🛡The boundary between public and private is disappearing.

⚠️More privacy and individual security are undermined, the stronger the demand for protection becomes.

👉 But, Users lack time and technical skills.

👉 And Developers want less complexity, not more.

And Quilibrium offers:
✅️better UX
✅️better security
✅️better privacy
✅️without trade-offs

🧠 When a solution is both simpler and more protective, it always wins.