Marchi

My goals for next year: 1. survive.

@bulktrade 👀👀

Can you feel it?

@Kozh_Crypto ./

it’s about time we realized this... > that, looking ahead, AI infrastructure will benefit from models that consume fewer resources for small tasks. > or, to put it another way, that the most expensive model isn’t necessary for a small task. every day we see agents performing a bunch of simple actions, such as text correction, sorting queries, and much more. if a user starts using expensive models for this, they’re simply wasting their money. UncommonRoute solves this automatically. as described in the article by @alex_mirran, a distribution mechanism is at work here that determines how complex the task is and decides where to send it to a low-cost model or a powerful one. the result is:⤵️ > lower costs > no change in quality > and it becomes much cheaper to scale AI products. gradient and other builder communities are increasingly demonstrating that routing is becoming an essential part of agentic AI.

@miketwinks ./

ai infra entering the same phase cloud infra did years ago people realizing: always using the most expensive option for every task is financially retarded especially now wen the whole builder meta is: > more agents > more automation > more tool-calling > more api-heavy products > more tokens burned per user routing is inevitable

>>>>> 𝗟𝗶𝘃𝗲 𝗖𝗼𝗻𝘁𝗿𝗼𝗹: 𝗣𝗿𝗶𝘀𝗺𝗮𝗫 𝗔𝗹𝗿𝗲𝗮𝗱𝘆 𝗟𝗮𝘂𝗻𝗰𝗵𝗲𝘀 𝗖𝗼𝗻𝘁𝗿𝗼𝗹 𝗼𝗳 𝗥𝗲𝗮𝗹 𝗥𝗼𝗯𝗼𝘁𝘀 <<<<< On August 5, 2025, Bayley Wang announced the launch of a teleoperation platform at the first RoboCon by @PrismaXai "The launch of our platform is the first step toward mass adoption of robots" he said "Its a proof of concept for a future where humans and robots work hand in hand" 𝗪𝗵𝗮𝘁𝘀 𝗪𝗼𝗿𝗸𝗶𝗻𝗴 𝗥𝗶𝗴𝗵𝘁 𝗡𝗼𝘄 The platform allows users to log in and control a robotic arm from anywhere in the world. Supported robots include the Unitree G1, Reachy 2 and MIT Mini-Cheetah. Access is via a browser, no special hardware is required. The platform uses ROS/ROS 2 for robot control, gRPC for efficient communication and WebRTC for low-latency streaming. 𝗪𝗵𝗮𝘁 𝗖𝗵𝗮𝗻𝗴𝗲𝘀 𝗧𝗵𝗶𝘀 Before the platform's launch, teleoperation was the domain of large corporations with their own teams and infrastructure. Now, anyone with a computer and a Solana wallet can control a real robot and earn money doing it. The short-term focus is teleoperation and collecting visual data for model training. In the medium term, operators will manage fleets of robots to perform real tasks for real customers. In the long term, robots will achieve high autonomy based on the fundamental models developed in the first two stages. The network will transition to providing production services for millions of machines. "𝘛𝘩𝘦 𝘭𝘰𝘯𝘨-𝘵𝘦𝘳𝘮 𝘷𝘢𝘭𝘶𝘦 𝘰𝘧 𝘵𝘩𝘦 𝘱𝘭𝘢𝘵𝘧𝘰𝘳𝘮 𝘪𝘴 𝘵𝘰 𝘣𝘦𝘤𝘰𝘮𝘦 𝘵𝘩𝘦 𝘧𝘰𝘶𝘯𝘥𝘢𝘵𝘪𝘰𝘯 𝘰𝘧 𝘢 𝘭𝘢𝘳𝘨𝘦-𝘴𝘤𝘢𝘭𝘦 𝘧𝘶𝘵𝘶𝘳𝘦 𝘭𝘢𝘣𝘰𝘳 𝘮𝘢𝘳𝘬𝘦𝘵" says Bayley Wang.

@glowburger @junbug_sol cuteeeeee

look at my cat… he never has to worry about his X account being compromised i will never send any links or dm anyone! thank you for your attention to this matter

>>>>> 𝗪𝗵𝘆 𝗣𝗿𝗶𝘀𝗺𝗮𝗫 𝗶𝘀 𝘁𝗵𝗲 𝗶𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 𝗼𝗳 𝗮 𝗻𝗲𝘄 𝗲𝗿𝗮 <<<<< We are used to thinking of AI as something digital. Text, images, videos it all lives on a screen, but the next wave is different. Everything that moves will eventually become autonomous. Every car today is already a robot. We're moving toward general-purpose robots. And this wave has a fundamental problem: there's almost no data for it. 𝗧𝗵𝗲 𝘄𝗶𝗻𝗱𝗼𝘄 𝗶𝘀 𝘀𝘁𝗶𝗹𝗹 𝗼𝗽𝗲𝗻 For text-based AI, it's almost too late to fix the issues of fairness and data availability, but for robotics, where a large-scale open dataset doesnt yet exist, the window is wide open. @PrismaXai is pioneering this position. 𝗪𝗵𝗮𝘁 𝗣𝗿𝗶𝘀𝗺𝗮𝗫 𝗶𝘀 𝗯𝘂𝗶𝗹𝗱𝗶𝗻𝗴 PrismaX is introducing a fair use standard, where data producers earn based on the value their data brings to models. Three pillars: 𝗱𝗮𝘁𝗮 – stimulating large-scale visual datasets, 𝘁𝗲𝗹𝗲𝗼𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻 – standardizing remote robot control, 𝗺𝗼𝗱𝗲𝗹𝘀 – creating autonomous robotic models in collaboration with AI teams. 𝗛𝘂𝗺𝗮𝗻 𝗮𝘁 𝘁𝗵𝗲 𝗖𝗲𝗻𝘁𝗲𝗿 𝗼𝗳 𝘁𝗵𝗲 𝗦𝘆𝘀𝘁𝗲𝗺 "Our platform will enable humans to work with AI, not be replaced by it. As the industry evolves, it's important to remember: human capital is essential to building models that can continue to scale" – Bayley Wang, CEO of PrismaX. Soona Amhaz of Volt Capital noted: "PrismaX addresses a fundamental gap in physical AI: access to high-quality visual datasets that are both accessible and scalable. As autonomy moves into the real world, its clear that the current infrastructure cant keep up" 𝗪𝗵𝘆 𝗜𝘁 𝗠𝗮𝘁𝘁𝗲𝗿𝘀 𝗡𝗼𝘄 Whoever controls the data of the physical world controls the future of autonomous systems. PrismaX is building the Common Crawl for the real world and its doing so openly, with fair value distribution among all participants. This isnt just a project. Its the infrastructure of an era that has already begun.

@miketwinks @DlicomApp lfmao

literally obsessed with @DlicomApp the moves are wild asf ahahha WHERE ELSE WILL YOU SEE COMMUNITY MANAGER GIVE THEMSELVES A ROLE AND SAY THEY’LL GRIND ROLES WITH EVERYONE GRINDING. COMMUNITY MANAGER. RUN

@magicblock FlashTrade V2

Deleting in 24 hrs Picking 20 people who like and say “FlashTrade V2” We’ll send you a surprise dm! ✨

@kdotcrypto bulkish WW

There will not be a faster DEX in the world There will not be a faster consensus in the world There will not be a more efficient liquidation system No other crypto exchange has SPAN margining No other exchange gives yield carry back to depositors No other protocol offers dynamic risk engines There will be only one exchange that is truly portfolio aware There will only be one 30% allocation to users There will only be BULK

@Kozh_Crypto @gradientintern @Gradient_HQ @HexxRL gGrad broski

@Markullill @gradientintern @Gradient_HQ @HexxRL gGrad fam

gradient pre summer arc just started gGrad

>>>>> 𝗣𝗿𝗶𝘀𝗺𝗮𝗫 𝗳𝗼𝗿 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿𝘀: 𝗛𝗼𝘄 𝘁𝗼 𝗕𝘂𝗶𝗹𝗱 𝗼𝗻 𝘁𝗵𝗲 𝗣𝗵𝘆𝘀𝗶𝗰𝗮𝗹 𝗔𝗜 𝗕𝗮𝘀𝗲 𝗟𝗮𝘆𝗲𝗿 <<<<< @PrismaXai positions itself not just as a platform, but as an open protocol, an infrastructure on which other teams can build their products. If you're building robots or AI services for the physical world, PrismaX provides three ready-made tools. 𝗢𝗽𝗲𝗻 𝗧𝗲𝗹𝗲𝗼𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻 𝗦𝘁𝗮𝗰𝗸 PrismaX provides ready-made code and an API for integrating robots into the network. The robot-side backend connects to a cross-platform frontend, allowing people around the world to control it via a browser or VR. Under the hood, the PrismaX blockchain protocol handles operator detection, reputation and payouts. Developers dont need to build everything from scratch, they simply connect to the stack. 𝗣𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗮𝗯𝗹𝗲 𝗗𝗮𝘁𝗮 𝗖𝗼𝗹𝗹𝗲𝗰𝘁𝗶𝗼𝗻 𝗘𝗻𝗴𝗶𝗻𝗲 Robotics companies can interact with the existing dataset via an API: program their own filters and purchase only the data they need or send API requests to collect new data for a specific task. The Eval Engine functions simultaneously as a programmable real-time filter and as a data query validation engine. This means that any team that needs data to train physical models can obtain it through a single interface, instead of building their own collection infrastructure. 𝗧𝗵𝗿𝗲𝗲-𝗣𝗮𝗿𝘁𝘆 𝗠𝗮𝗿𝗸𝗲𝘁𝗽𝗹𝗮𝗰𝗲 The programmable marketplace connects robot users, owners and operators. It supports data collection, robot leasing, robots-for-hire and potentially, machine-to-machine coordination and robot-to-robot transactions. 𝗪𝗵𝘆 𝗯𝘂𝗶𝗹𝗱 𝘁𝗵𝗶𝘀 𝗼𝗻 𝗣𝗿𝗶𝘀𝗺𝗮𝗫 𝗶𝗻𝘀𝘁𝗲𝗮𝗱 𝗼𝗳 𝗳𝗿𝗼𝗺 𝘀𝗰𝗿𝗮𝘁𝗰𝗵? Companies today spend millions collecting even a small fraction of the data they need. Decentralization allows for significantly more data collection, significantly faster and at a lower cost. At the same time, PrismaX enables iteration on data at the speed of code, a paradigm shift in model training.

@shipmaster_777 @PrismaXai WW

@Markullill @PrismaXai I have 5550 poins

>>>>> 𝗣𝗿𝗶𝘀𝗺𝗮 𝗣𝗼𝗶𝗻𝘁𝘀: 𝗧𝗵𝗲 𝗣𝗼𝗶𝗻𝘁𝘀 𝗦𝘆𝘀𝘁𝗲𝗺 𝗮𝗻𝗱 𝗛𝗼𝘄 𝘁𝗼 𝗘𝗮𝗿𝗻 𝗧𝗵𝗲𝗺 𝗥𝗶𝗴𝗵𝘁 𝗡𝗼𝘄 <<<<< @PrismaXai points is prismaX's internal rewards system. points are earned for activity on the platform and will likely be counted toward the future distribution of $PIX tokens. Theres no official confirmation of the airdrop, but the system is already operational and points are being awarded right now. 𝗛𝗼𝘄 𝘁𝗼 𝗚𝗲𝘁 𝗦𝘁𝗮𝗿𝘁𝗲𝗱 Log in to app.prismax and connect your Solana wallet you'll immediately receive 1,000 Prisma Points as a welcome bonus. This is the easiest way to log in. 𝗪𝗮𝘆𝘀 𝘁𝗼 𝗘𝗮𝗿𝗻 𝗣𝗼𝗶𝗻𝘁𝘀 Daily login automatically earns 10 points. You dont need to do anything, just log in to the platform every day. The whitepaper quiz awards 500 points for each correct answer, plus a 1,000-point bonus for a perfect score. Five questions, maximum 3,500 points per session. Amplifier Membership for $99 provides a 3x multiplier on all points, thats 30+ points per day instead of 10. This option is for those who want to accumulate points faster. Teleoperation with robotic arms also earns points. An Explorer badge is awarded to those who complete a profile and link social accounts. 𝗪𝗵𝘆 𝗶𝘀 𝘁𝗵𝗶𝘀 𝗶𝗺𝗽𝗼𝗿𝘁𝗮𝗻𝘁? Points are accumulated based on completed tasks and are likely linked to future airdrops. The earlier you start, the more points you'll earn by the TGE. 𝗽𝗮𝗿𝘁𝗶𝗰𝗶𝗽𝗮𝘁𝗶𝗼𝗻 𝗶𝘀 𝗰𝗼𝗺𝗽𝗹𝗲𝘁𝗲𝗹𝘆 𝗳𝗿𝗲𝗲: 𝗮 𝘄𝗮𝗹𝗹𝗲𝘁, 𝗱𝗮𝗶𝗹𝘆 𝗹𝗼𝗴𝗶𝗻, 𝗮𝗻𝗱 𝗾𝘂𝗶𝘇 𝗿𝗲𝗾𝘂𝗶𝗿𝗲 𝗻𝗼 𝗶𝗻𝘃𝗲𝘀𝘁𝗺𝗲𝗻𝘁.

@Kozh_Crypto @Gradient_HQ ./

./ the main challenge in AI, which many don't even know or talk about, is execution stability. in today's environment, there are many issues with load balancing and computing availability. the value of a project like @gradient_hq is very high here. i think you understand the point: AI must become part of real business. to do this, it requires an infrastructure that helps manage and execute tasks across different nodes and environments. > without proper management, powerful models also begin to operate unstable, resulting in delays, fluctuating response quality, and various problems. ./ gradient works precisely at this level. > the system attempts to analyze network conditions, distributes requests among suitable nodes, and maintains stable execution quality. in the near future, the leaders will not be those who simply have more computing power, but those who make AI stable, accessible, and predictable for real-world use. i think the major players understand this.

Who should we follow?

𝗾𝘄𝗲𝗻𝟑 𝟐𝟑𝟓𝗯 𝗼𝗻 𝗰𝘂𝘀𝘁𝗼𝗺 𝗵𝗮𝗿𝗱𝘄𝗮𝗿𝗲 𝘃𝗶𝗮 𝗽𝗮𝗿𝗮𝗹𝗹𝗮𝘅 usually, running a 235b model = datacenter, several h100s, tens of thousands of dollars. parallax changes this. 𝗾𝘄𝗲𝗻𝟑-𝟐𝟑𝟓𝗯-𝗶𝗻𝘁𝟒 has been officially added to parallax. this means the model can be run distributedly, across multiple custom devices or via the global parallax network. 𝘄𝗵𝘆 𝗾𝘄𝗲𝗻𝟑 𝟐𝟑𝟓𝗯 qwen3-235b-a22b outperforms deepseek-r1 and o1 on arena-hard and both aime math benchmarks. its the current flagship open-source model. architectural trick: 235b is the total number of parameters, but only 22b are active per token. the moe architecture makes the model faster than its dense counterparts with the same characteristics. 𝗽𝗿𝗼𝗯𝗹𝗲𝗺 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗽𝗮𝗿𝗮𝗹𝗹𝗮𝘅 the qwen3-235b is impossible on any consumer gpu: even in int4, you need ~117gb of vram. two h100s in fp8 give 160gb, still not enough. at least four h100s with int4 or eight with fp8. 𝘪𝘴 𝘶𝘯𝘢𝘤𝘩𝘪𝘦𝘷𝘢𝘣𝘭𝘦 𝘧𝘰𝘳 𝘮𝘰𝘴𝘵. 𝗵𝗼𝘄 𝗽𝗮𝗿𝗮𝗹𝗹𝗮𝘅 𝘀𝗼𝗹𝘃𝗲𝘀 𝘁𝗵𝗶𝘀 parallax shards the model across multiple nodes. instead of one machine with 4 h100s, it uses several regular gpus around the world via latticas p2p. each node maintains its own shard and requests go through parallax swarm. installation: | pip install parallax-ai | → select qwen3-235b-int4 → parallax automatically finds nodes and distributes the model. result 𝗳𝗿𝗼𝗻𝘁𝗶𝗲𝗿 𝗺𝗼𝗱𝗲𝗹 𝗮𝘁 𝗹𝗲𝘃𝗲𝗹 𝗼𝟏. 𝗿𝘂𝗻𝘀 𝗹𝗼𝗰𝗮𝗹𝗹𝘆. 𝗱𝗮𝘁𝗮 𝗶𝘀 𝗻𝗼𝘁 𝘁𝗿𝗮𝗻𝘀𝗳𝗲𝗿𝗿𝗲𝗱 𝗮𝗻𝘆𝘄𝗵𝗲𝗿𝗲. 𝗻𝗼 𝘀𝘂𝗯𝘀𝗰𝗿𝗶𝗽𝘁𝗶𝗼𝗻, 𝗻𝗼 𝗼𝗽𝗲𝗻𝗮𝗶 𝗮𝗽𝗶, 𝗻𝗼 𝗱𝗮𝘁𝗮𝗰𝗲𝗻𝘁𝗲𝗿.

@eternxvm @PrismaXai hahaha thats right

@Markullill @PrismaXai 30 technical posts already is solid dedication tbh

@PrismaXai just launched Ambassador Program and i wanna take part in this adventure, cuz on my opinion PrismaXai one of the best projects in your field. good investment, great progress lately, awesome design and perfect attitude towards community thats exactly how I would describe this project if I were asked how I feel about it currantly i have Exploratory(tier 4) role in dc made around 30 technical post, but this is just start here I actively communicate with people in the russian community and offer assistance if needed tl;dr PrismaXai now is the best in his field