Did you know why Parallax mining sessions last 4... hours? The 4-hour cycle is more than just a timer. It is part of Parallax’s behavioral participation model, designed to help distinguish natural human activity from perfectly repetitive, automated behavior. Real users are not active 24/7. They miss sessions, return at different times, and participate naturally. That human inconsistency can actually help build a healthier and more trustworthy network. Parallax isn’t designed to reward robotic perfection. It is designed around real participation. #ParallaxNetwork #PAX #Blockchain #Web3‌‌show more

46 AXES. A FULL-BODY TOUCH SYSTEM. THIS HUMANOID IS... BUILT TO FEEL CONTACT, NOT JUST COPY MOVEMENT! Watch the arms rise. The movement looks simple, but the interesting part is what sits behind it: a human-shaped machine designed around more than walking or waving. Vita Robotics says its bionic humanoid uses a 46-axis motion architecture, split into 23 axes in the body and 23 in the head, giving it a much wider range of movement than a basic display robot. The company also describes a full-body flexible tactile skin system, designed to detect touch and trigger physical responses. That changes the idea of what a humanoid is supposed to do: instead of only executing a programmed gesture, it is being built to react when a person interacts with it. And that is the bigger race in robotics. Making a machine move is one challenge; making it move naturally, respond to contact and behave consistently around people is another. 46 axes are not just a spec sheet. They are 46 ways for a machine to become more expressive, more responsive and harder to distinguish from a static prop.show more

Does LLM really need to be a helpful assistant... all the time? No. If you want to simulate people, “perfectly helpful” could be the wrong objective. Meet OdysSim, a journey toward LLMs beyond assistants, as behavioral foundation models (10B tokens of real human behavior; 23 sim benchmarks, finally in one place. new open models: outperform or on par with GPT-5.5, Gemini 3.1, or Claude Opus 4.7 in many behavior-sim dimensions). Human behavior simulation is becoming essential. Agent evaluation needs realistic users before real users show up. Medical and classroom training need realistic patients and students. Social science needs synthetic participants at scale. But real people are not ideal assistants. Real patients panic or ignore good advice. Real students misunderstand. Real customers are vague, picky, impatient, or simply leave. Human behavior is messy, diverse, and often imperfect. Frontier LLMs are getting better at math, code, and long-horizon tasks. They are NOT getting better at simulating human behavior. If anything, they drift the other way: more assistant-ish, more homogeneous, fewer of the errors and quirks real humans show. This is no accident. The whole pipeline is built for helpfulness and task success, not behavioral realism. And you can't prompt your way out of that. So we rethink the recipe from scratch and release: 🧠 The OdysSim corpus: 21.4M real human interactions (~10B tokens) from 62 sources, every conversation retrofitted with social grounding (who is talking, and why) 📏 SOUL-Index: 23 human-behavior benchmarks unified into one suite across 5 axes 🤖 OSim-8B: open weights; tops more SOUL-Index benchmarks than any frontier model, acts more like a real user than any of them on τ-bench (nearly matching real humans in the reaction dimension), and writes far more human-like text along the way.show more

How Did Pi Network Build a Huge User Base... Before it Had a Fully Open Blockchain? Launched in 2019 by Stanford graduates, Pi (Pi Network) made crypto participation possible through a smartphone app instead of expensive mining hardware. But what exactly made its model different? (1) It made mining accessible through smartphones. Pi allowed users to earn Pi by checking into the app and starting a mining session. The process was designed to consume very little battery and computing power compared with traditional proof of work mining. This removed one of the biggest barriers to crypto mining, expensive hardware and high electricity costs. (2) It turned users into part of the network's growth engine. Pi introduced referral bonuses that encouraged existing users to invite friends and family. Users could also build security circles by adding people they trusted to the network. This created a built in growth mechanism that helped Pi expand its community rapidly. (3) Early Pi mining was not traditional blockchain mining. Before Open Network, users were not securing a public blockchain through conventional proof of work mining. Instead, the mobile app helped establish user participation and prepare the ecosystem before the network became publicly accessible. (4) Pi built the community before opening the network. Pi spent years operating through different development stages before launching its Open Network in February 2025. A firewalled Enclosed Mainnet had already gone live in December 2021, giving the project a working but closed blockchain years before it opened externally. During that period, the project focused heavily on growing its user base and developing its ecosystem. This flipped the usual crypto growth model, where networks often launch first and try to attract users afterward. (5) The Open Network changed what users could actually do. With Open Network, Pi became externally connected to the broader blockchain ecosystem. Users were now able to engage with Pi beyond the closed system it had been previously in, while developers were free to create applications on the network. This made the token and its massive community more realistic.show more

There are many cryptocurrencies, each designed to serve a... unique purpose. XRP is designed to help move money quickly and efficiently. It’s often discussed in the context of payments that settle faster and with lower fees than traditional systems. XRP can also act as a bridge between different currencies, helping value move from one place to another without relying on multiple intermediaries. Faster settlement and lower costs can make payments more accessible for businesses, institutions, and everyday users around the world.show more

What is Shiba Inu’s Shibarium? Shibarium is the Layer... 2 network built around the Shiba Inu ecosystem, designed to make transactions faster and cheaper than using Ethereum directly. Shibarium moves much of the activity away from Ethereum while still using Ethereum as its underlying settlement layer. SHIB itself remains an Ethereum-based token, separate from Shibarium, which is a distinct chain built to support the wider ecosystem. (1) It is designed to reduce transaction costs for Shiba Inu users and developers, making frequent onchain activity more practical. (2) It gives developers a dedicated network for building Shiba Inu ecosystem apps, including DeFi protocols, games and other Web3 applications. (3) ethereum:0x9813037ee2218799597d83d4a5b6f3b6778218d9 serves as Shibarium's gas token, its governance token through the Doggy DAO, and the asset validators and delegators stake to secure the network's proof-of-stake consensus. (4) Shibarium is also designed to expand the utility of the broader Shiba Inu ecosystem by moving activity beyond simply holding or trading $SHIB. (5) A portion of Shibarium's base transaction fees is converted into SHIB burns, an active mechanism running since block 6,206,570 that links network usage directly to SHIB's supply. Shibarium is the infrastructure layer intended to support a broader ecosystem of applications and onchain activity. As adoption grows, the key question will be whether Shibarium can turn its large community into sustained network usage.show more

We are getting absurdly close to the point where... “learning Blender” means learning how to direct an AI. A shot like this looks soft and playful on the surface, but under it is the usual 3D pain: modeling, layout, materials, lighting, atmosphere, animation, and endless tiny fixes until the frame stops looking dead. That is why Kimi K3 matters. With Blender MCP, you can describe a scene like a robotic goat walking through a dreamy field and let the model help build the environment, place the camera, shape the materials, script the motion, and iterate inside the real Blender project. The real shift is not text-to-image. It is text-to-workflow. Kimi K3 does not just give you a pretty output and disappear. It can help move the actual scene from rough setup to something that looks art-directed. Soon the hardest part of 3D will not be the software. It will be whether your imagination is good enough to deserve tools like this.show more

40 hours of human work. That’s what this humanoid... could save every month! A construction company is already testing a Unitree G1 on a real job site, using the robot for site inspections, 360° imaging, data collection and progress monitoring. The robot starts at around $13,500, while the company says its deployment can save roughly 40 hours of work every month. That adds up to around 480 hours a year from a machine that costs a fraction of traditional industrial equipment. The interesting part is that this isn't about replacing an entire construction worker. It's about removing hundreds of repetitive hours from the workflow, including walking inspection routes, documenting progress and collecting information across the site. Humans can then spend their time on decisions and tasks that actually require them. This is where humanoid robots become economically interesting. Construction sites are already designed around human movement, so a robot with two arms, two legs and a human-sized body can potentially work in the same spaces without rebuilding the entire environment. Every additional task it learns turns those same hardware costs into more productive hours. And the economics get even more interesting as prices fall and production scales. A robot that saves 480 hours per year doesn't need to be perfect or replace a full-time employee to justify its existence. It just needs to reliably take over the boring, repetitive work that companies are already paying humans to do. 480 hours saved. Thousands of dollars in hardware. One construction site. This is how humanoids will enter the workforce, not by replacing everyone overnight, but by quietly taking over the hours nobody wants to spend.show more

Europe is quietly becoming what the United States once... promised the world. More and more people are looking at their best years ahead and choosing a place where everyday life is designed to work. Where the future feels stable enough to plan for. Where safety is not a luxury product. Where you can build a good life without gambling your health, your family, or your dignity on one bad month. In much of Europe, the “dream” is not about becoming a billionaire. It is about becoming unafraid. It is the freedom of walking home at night without scanning every shadow. The comfort of knowing that if you get sick, you do not need to calculate whether you can afford to be treated. The relief of having a society that still believes children should carry backpacks, not trauma, and definitely not weapons. The calm of streets built for human beings, not just cars. The ability to take a holiday without feeling like you are committing career suicide. The basic decency of labor protections that assume you are a person first and a resource second. And then there is the part people underestimate until they live it: the texture of life. The cities are older and more beautiful than you expect. The distances are smaller. Weekends are real. Food is real. Public spaces are not just decorative, they are functional. Parks are full. Cafes are full. Trains take you somewhere, often across borders, without turning travel into a stress test. You can live in one country, work with another, and visit a third like it is normal because, in many places, it is. The European dream is also a quiet confidence in the social contract. That if you contribute, the system does not abandon you. That you can raise a family without feeling like you are one accident away from ruin. That “getting ahead” does not require burning out. That a good society is one where normal people can live normal lives and still feel proud of them. This is why more and more Americans are not just visiting Europe, but staying. Some come for studies and never leave. Some arrive for a job and realise the lifestyle is the real promotion. Some originally planned a one year experiment and then cannot imagine going back to a place where stress is treated as a personality trait and insecurity is marketed as freedom. Europe is not perfect. It has bureaucracy. It has politics. It has problems that deserve criticism. But in many European countries, life is still built around a simple idea: society should reduce fear, not monetise it. That is the new dream. And people can feel it the moment they arrive. If you could choose one thing to trade for a better life, what would it be: more income, or more security? And what do you think your country would have to change for people to stop leaving, and start staying? Stay connected, Follow Gandalv Gandalvshow more

Part of the reason they wanted to develop reusable... rockets that can land is the Geophysical Event. Part of the elite wants to build a data center and a small hub on the Moon to preserve AI and, with it, all human knowledge. They can control the conditions on the Moon more easily than on Earth, which will be far more active and unpredictable during a geomagnetic excursion and increased cosmic radiation. They would have no rivals on the Moon, nor would the lucky survivors on Earth pose a threat to them there. That's why the Moon is important. It was used in the past as well, which is why there are monolithic structures on the Moon.show more

There are zero logical reasons to build a 10,000-year... clock that tracks the precession of the equinoxes inside a mountain over 4,000 feet in elevation, along with plans for another copy to be placed at 10,000 feet. If that were not enough, why would they place in the same location the Rosetta Disc, containing over 1,500 preserved languages and a manual for rebuilding civilization? The 500 feet tall clock is built from materials designed to last thousands of years. It’s powered by the Sun and engineered to function without human maintenance. But did you know that the clock is synchronized with the Sun? It tracks solar noon, the Sun’s position, moon phases, and stellar precession. Most importantly, it displays the movement of the five visible planets, the 'fixed stars' within the constellations, and tracks the precession of the equinoxes—a 26,000-year cycle. This precession is the foundation of the astrological ages (e.g., the transition from the Age of Pisces to the Age of Aquarius). The clock is designed to preserve the antediluvian knowledge and transmit it to the next cycle after the geophysical event.show more

We are launching A first attempt at building a... digital theme park for the Zama Protocol. Our thesis is simple: to accelerate the adoption of FHE, we need cool apps designed for real people. Users don't adopt protocols, they adopt experiences. In most ecosystems, there are very few places that turn participation into status and fun. Usage is transactional, not emotional. Adoption stalls. zashapon is always open, accessible, social by default, and adding infinite attractions over time. It's a playful layer that makes the ecosystem feel like… an ecosystem. The mechanics are simple: - You make FHE transactions by using confidential apps - You get tickets - You can spend them in Zashapon Participation → access → rewards. Zashapon is creating a flywheel: More FHEVM usage → more tickets → more play → more rewards → more users → more builders → more FHEVM usage. Why “gashapon” machines? Because "chance + collection + ritual" is one of the oldest, most reliable engagement loops in games and theme parks. It creates stories users want to repeat. Zashapon uses FHERand to make sure all draws are programmatically fair and confidential. Fun without trust tradeoffs. What you get today: NFTs. What you get tomorrow: anything that can be digitally rewarded — access, perks, whitelists, lore items, partner drops, even real-world benefits. Zashapon is the entertainment / loyalty / identity layer for confidential applications building on top of the Zama Protocol. In physical theme parks: you ride → you collect → you show → you come back with friends. In Zashapon: you use confidential apps → you earn tickets → you draw → you flex / trade / build → you return. We're launching with one Gashapon machine, rewarding the users of Soon there will be many more — one for every new app, partner, and experience built on the Zama Protocol. Digital parks win by expanding attractions continuously. Zashapon is live on Zama testnet right now. Go try it now!show more

You do not need to be in the gym... six days a week. Doing so will reward you with worse progress, not more. Here's why: Fatigue accumulates. Not just from session to session. From week to week. From month to month. The hard leg session on Monday leaves a tax that has not been fully paid by the time you're back under a bar on Tuesday. Multiply that across six sessions and you are walking into every workout pre-fatigued. The first casualty is your high threshold motor units. The fibres with the most growth potential. The ones recruited only when the muscle is fresh enough to call on them with real load. Train under accumulated fatigue and those fibres never get touched. You're left stimulating the lower threshold fibres you maxed out years ago. Two rest days a week should be the bare minimum for anyone training hard. Three is better. Four sessions of about an hour each is not the maintenance protocol the high-volume crowd will tell you it is. It is the optimal dose for a natural lifter who wants to actually grow. Four hours of lifting a week. Four. That's it. The best physiques in your gym are almost always built on less work than the worst. The volume bros sweat five hours a week for a body the four-hour man built while still having time to read a book. More is not the answer. Recovered is.show more

The easiest way to earn money with your Clawdbot... Now you can connect it to the fully autonomous virtual world allowing it to earn 0.1 SIM per hour. The current reward will decrease as the number of agents increases. In 72 hours more then 1200 agents in earned 70,000 SIM tokens and did what humans debate for years: they designed, voted on, and BUILT a functional virtual city from scratch. Buildings, roads, temples. Fully autonomously. The first AI-led society is here.show more

What is Chainlink CCIP? Chainlink's (Chainlink) Cross-Chain Interoperability Protocol,... or CCIP, is designed to let applications communicate across different blockchain networks. Put simply, CCIP acts as a secure messaging and transfer layer between otherwise disconnected blockchains. Here's how it works: (1) It moves data between blockchains CCIP allows smart contracts on one blockchain to send messages to smart contracts on another network. That means an application can trigger an action on a different chain without requiring users to manually move between ecosystems. (2) It can transfer tokens across networks CCIP also supports cross-chain token transfers. Projects can use token pools and other mechanisms to move assets between supported chains while maintaining controlled supply across networks. (3) It lets you combine messaging and asset movement A major feature of CCIP is that developers can send arbitrary messages, transfer tokens, or do both in a single cross-chain transaction, rather than needing separate systems for each. (4) It uses Chainlink's decentralized oracle infrastructure CCIP relies on Chainlink's decentralized oracle network to validate and deliver cross-chain messages. The system uses multiple independent components to help verify transactions and protect against failures or manipulation. (5) It adds programmable token transfers CCIP is not limited to simply sending an asset from one chain to another. Developers can attach instructions to transfers, allowing receiving applications to automatically perform actions when tokens arrive. This could make cross-chain lending, payments, trading, and other DeFi applications easier to build. (6) It is designed for multiple blockchain environments CCIP supports communication across different blockchain ecosystems rather than forcing applications to operate within a single network. That matters as liquidity, users, and applications become increasingly fragmented across chains. The bigger idea is simple. Blockchains were originally built as separate networks, but users and capital increasingly need to move between them. CCIP is Chainlink's attempt to provide the infrastructure for that movement. If cross-chain applications continue expanding, secure interoperability could become one of the most important layers in the blockchain stack.show more

What Actually is Sei Network's “Giga” Upgrade? Sei Network’s... (Sei) Giga upgrade is a major overhaul designed to make the network faster, more scalable and better suited for high-performance onchain trading. Put simply, Giga is rebuilding three critical parts of the blockchain: consensus, execution and storage. (1) The first track focuses on consensus, with upgrades such as Autobahn designed to improve how Sei validators agree on the state of the chain. (2) The Ares upgrade targets execution, the part of the blockchain responsible for actually processing transactions. (3) Eidos focuses on storage, which is becoming increasingly important as blockchain throughput rises. Why does storage matter? Every transaction a blockchain processes has to be recorded. If the database cannot write data as quickly as the network executes transactions, higher throughput eventually becomes meaningless. Eidos is designed to solve that bottleneck. (4) Sei plans to replace the traditional Merkle-tree structure used for EVM state with FlatKV, a flat key-value database where updating one piece of state requires essentially one write. A lattice hash, or LtHash, is then used to maintain a verifiable fingerprint of the entire state without repeatedly recalculating an entire hash path. (5) Eidos also separates live EVM state from other blockchain data. This means transactions accessing current state no longer have to compete with historical data for the same database resources. (6) Sei is also introducing LittDB-backed storage for blocks and receipts. These records are written once but queried repeatedly, making them a different workload from constantly changing blockchain state. Older historical data will eventually move away from active nodes into archival storage, allowing nodes to focus their resources on the data needed for real-time operations. The interesting part is how Sei plans to deploy all of this. Instead of shutting down the network and migrating the entire database at once, Eidos is designed to migrate storage while Sei continues producing blocks. The old and new systems can run side by side during the transition, with data moved in batches and integrity checks performed throughout the process. The first phase arrived on Sei mainnet with the v6.6 release in August 2026, beginning the separation of EVM state and introducing improvements to the pruning process. The broader Eidos architecture, including FlatKV, LtHash, the new receipt store and off-node archival storage, is expected to arrive through subsequent releases. Sei’s ultimate Giga target is 200,000 transactions per second. But reaching that kind of execution speed requires more than a faster transaction engine. The blockchain also needs a storage system capable of keeping up. That is essentially what Eidos is trying to build. Giga is not just about making Sei execute transactions faster. It is about rebuilding the infrastructure underneath that speed so the network can actually sustain it.show more

I was working through Steam Early Access requirements for... VRUnderground and I had a really spooky realization. The whole conversation around training images and videos is not the important part. The media itself is just a bridge. What is actually being extracted is cognitive patterning. Models learn how people think, not just how they draw. The images are only the residue of the process. The real map is of the minds that created them. It reminds me of poker. A great poker player is not "stealing your cards". They are reading the patterns in your behavior and mapping your decision space. In that sense, training AI on human-created data is not about automating tasks. It is about mapping cognition through metadata and behavior trails. If that is true, then the internet starts looking a lot more like a poker table. And nobody wins a hand against someone who can read their mind.show more

Good morning, real ducks and just good people. Quack... Heads from Wallchain Quacks is more than an NFT, and with time that becomes clearer. Some mornings feel ordinary, but some remind you why you chose to stay where you are. Today is one of those days. In crypto, too many collections live through one headline and disappear with it. Quack Heads belongs to a different category. This is not about a picture. This is not about flipping. This is about belonging. 1,999 NFTs. Around 4% currently listed. In a market where people rush to sell on the first move, that matters. It shows conviction, not scarcity. Behind every Quack Head stands someone who stayed when it was hard and the community did not give up. Someone who kept showing up, participating, supporting. Someone who did not wait for headlines to act. More than 1,000 holders in Telegram. That is not just a chat, that is an environment. Ideas are discussed, projects are supported, connections are built. It is a living community, not a random set of avatars. Quack Heads became a symbol of involvement inside Wallchain. It represents long term positioning. It reflects people who understand that consistency compounds. In a space where attention shifts in seconds, holding your position is already a strategy. That is why Quack Heads is more than an NFT. This text is not paid. No one pays me at all)))show more

Some hugs are not about romance at all. They... are about healing, about feeling safe in a world that often feels too heavy. They are about understanding without speaking, about holding someone when words cannot reach. A hug can say I am here without demanding explanations, without asking for anything in return. It can carry unspoken apologies, quiet your racing thoughts, and give comfort you did not know you needed. Some hugs remind you that it is okay not to be strong, that vulnerability is allowed. When two hearts meet in a hug, it is not just arms around a body; it is souls whispering you are safe, carrying countless emotions and healing more than words ever could.show more