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✅ Progress Update ⚫️ Currently developing an API endpoint that retrieves real-time usage and uptime statistics from GPU nodes. ⚫️ Creating a Docker package to facilitate lender configuration. ⚫️ Establishing a client setup process through a Telegram bot and Dapp for node rental. ⚫️ Implementing payment processing for both...

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Core AI

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24,999 просмотров • 2 лет назад •via X (Twitter)

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M E S S I E R | SuperVerse We’re excited to announce a strategic collaboration with SuperVerse following another successful DAO investment of 8.7 $ETH, bringing our community’s total contribution into $SUPER to 17.4 $ETH. This partnership connects both projects through powerful integrations and new market opportunities. Starting today, $SUPER is integrated across multiple utility services within our ecosystem: Horizon Anonymous and compliant deposits and withdrawals of $SUPER ⚫️ Open Hatch (RWA Platform) A decentralized escrow and task marketplace where users can post jobs, bounties, or freelance projects and pay contributors directly in $SUPER ⚫️ Messier P2P Exchange $SUPER/$USDT is now live on the Messier P2P Exchange, offering unmatched trading flexibility: ▪️ Buy and sell $SUPER peer-to-peer with zero slippage, no token tax, and no MEV risk ▪️ Gradual offloading of allocations through smart contract-enforced vesting ▪️ Multi-swap support allows multiple buyers to fill large orders in portions ▪️ Public and private listings available for both OTC and open market trades ▪️ Real-time alerts in 100+ Telegram communities for new $SUPER listings 🟢
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MESSIER | M87

36,583 просмотров • 1 год назад

⬛️ We are currently accelerating the incubation of GPU Nodes into the infraX Network, with 12 H100’s currently available for operation. Despite the incubation of such immense GPU power, the infraX Platform is optimally designed to run on the least amount of computational power possible, meaning a lot of our available GPU nodes are currently sitting idle. Currently, we're utilising a single gigantic NVIDIA H100 server with 80GB of VRAM and over 220GB of RAM to run our Platform. To put that in perspective, it rivals the computational power of an adult human brain. This setup enables us to handle immense computational load and deliver high-quality AI content to our users, however we have much more in store. Our remaining, immense network of GPU units is currently being prepared for rental operations as we look to transform the corporate GPU lending sphere through our corporate GPU lending protocol. We already have many high tier Web3 Players ready for technical integration, with more approaching us daily. Through our V3 DApp we look to make these integrations publicly viewable with real time usage graphs integrated directly into our Platform, allowing for exceedingly unique viewing opportunities. $INFRA
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infraX | $INFRA

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I found 7 free Polymarket trading bots on GitHub for 7 different trading situations… Each of these bots comes with a detailed step by step setup and usage guide in English: 1. This bot includes 118+ ready to use strategies and tools for trading on prediction markets (Momentum, Binance-Polymarket latency, Penny Clipper, Smart Routing, Expiry Fade, DCA bots and more). Built by a Cambridge computer science student who won a hackathon with this trading bot. GitHub: 2. This bot automatically manages all your Polymarket limit orders to maximize liquidity rewards. GitHub: 3. A weather bot from a Chinese dev, that analyzes multiple sources in real time, like forecasts, airport data and aviation observations (METAR + SPECI) to get the most accurate temperature data and generate a detailed weather report for a specific city and day. GitHub: 4. A bot that automatically searches for arbitrage opportunities between Polymarket and Kalshi. GitHub: 5. This is a bot-toolkit that includes copy trading, arbitrage, market making, whale alerts, spread farming, sports trading and more… GitHub: 6. A smart money trading bot - it looks for the most successful traders in selected markets, filters them by Pnl + win rate, and then creates a list for automated copy trading. GitHub: 7. A large collection of 20+ free trading bots for prediction markets. GitHub: Every bot here has a Dry Run mode, so you can test it on real markets without risking any funds.
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Robora

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Let’s deep dive into $ChatX to understand it more better ⤵️ 📍What is ChatX? ChatX offers a cutting-edge decentralized application (dApp) and Telegram bot, enabling users to capitalize on their Telegram conversations. Access to these chats is facilitated through "access cards," which can be exchanged within the dApp. 💥What makes ChatX stand out? In the crypto community, private chats with various access methods exist, often involving payments like ETH or tokens. Despite some emerging platforms like the question remains: why introduce another platform when Telegram, established since 2013, already provides a range of bots and features for chat moderation, token details, and charting? ◾️ Seamless integration with Telegram. ◾️ Protection against volatility with slippage safeguards. ◾️ Tailor price models to your preferences with full customization. ◾️ Trade and generate income through trading access cards. ◾️ Quick and effortless setup process, completed in just a few clicks! 🌟Features of ChatX; ♦️ Seamless Telegram integration: Visit and follow the steps to incorporate the ChatX portal into your group. Begin earning money today! ♦️ Exchange access cards: Generate income by trading access cards. Purchase them upon release or at a low price and sell them for a profit. ♦️ Slippage Safeguard: Recognizing the significance of slippage protection in trades, as observed in DEXes like Uniswap, they have uniquely incorporated safeguards for both buying and selling, setting them apart from other platforms. ♦️ Telegram Access Card Portal: Register your Telegram channel on their website, add the bot to your group, and you're all set to earn money from everyone joining your chat! ♦️ dApp for Access Card Trading: Experience seamless access card trading through their user-friendly dApp. Create your chat, explore available chats, and easily buy or sell your access cards. ♦️ Profit Sharing: In addition to chat creators receiving a portion of the trading fees, users can also benefit from the platform's adoption by holding the ChatX token. ♦️ Highly Customizable: During the configuration of ChatX for your group, you have the flexibility to select a pricing model that aligns with your preferences 👇 1. Static Pricing: Maintains a consistent price for every access card. 2. Linear Pricing: Features a linear increase in the price of access cards. 3. Quadratic Pricing: Involves a quadratic increase in price, similar to Unlike other platforms, you can also define your own starting price and slope! While this might sound technical, their dApp will effortlessly illustrate how your prices will evolve at the 1st, 10th, 100th, and 1000th invite - making it user-friendly! 🔌The connection between the token and ChatX access cards Ensuring tight linkage between the token and utility is crucial, and at ChatX, team address this by deploying contracts on various chains (Mainnet & Base), establishing a strong connection through discounts and revenue sharing. Tiered Discounts: Introducing three token tiers offering discounts on the protocol fee. As a frequent trader holding ChatX, you can enjoy more cost-effective trades; 🥉Bronze: 5% discount 🥈Silver: 10% discount 🏅Gold: 20% discount Please note, the tiers are not currently active, but the code is integrated into the smart contract and will be released in accordance with roadmap. The discount percentages are subject to change. Profit Sharing: Earn a share of revenue with 1% of each access card transaction (buy or sell) directed towards profit sharing. The higher the number of ChatX tokens you hold, the greater your revenue share! 💰How and where to buy $ChatX? ChatX is deployed on the Ethereum mainnent and can can be tradable on Uniswap: CA: 0x19B53cD4665ed434388a6De9d9eFfC4873C53B78 🌐ChatX Socials; Twitter: Website: Telegram:

Crypto Pirates 🏴‍☠️

14,042 просмотров • 2 лет назад

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OpSec

31,170 просмотров • 2 лет назад

Frameworks such as ai16zdao's Eliza and Virtuals Protocol have been instrumental in early AI agent developments. Agent swarms working in hierarchy represents for many the next logical step in unlocking the vast potential of AI. Learn below how Shadō Network achieves this. AI agents launched through current popular platforms have individual personas, on-chain functions and access to data via various APIs. This being said, they operate in isolated environments, with a ceiling on emergent behaviour such as collaboration or competition. Shadō Network invites massive expansion for capabilities of both new and existing AI agents, with an open-source package easily integrated into popular frameworks that enables the launching of stratified agent swarms. Our website is live: The "Shadō Play" package provides a modular, configurable platform for creating or employing agents of choice in a swarm-like setup, opening a Pandora’s box of near infinite emergent agent behaviours, relationships and functionalities. Users will be able to make use of various prefab client integrations such as Twitter, Telegram, Ollama, and others to specify swarms to their needs or create their own extensions to enhance agent capabilities even further. Agents operate with a memory module and a HTN for autonomously deciding which interactions to act on, walking the line between autonomy and configurability. The Shadō Network project’s development is supported by our ghostly friend Omnipotent (👻,👻), an AI agent developed by the Shadō Network team trained on and fine tuned with a multitude of academic data related to artificial intelligence, blockchain, finance, software engineering, world building and more. Omnipotent serves as both an interactive steward for the project and as an asset - regularly scanning social platforms, websites and newsfeeds he is capable of providing the team project development advice, whilst also communicating with the wider world via his automated X account (launching soon). Shado Network is collaborative and open-sourced. Agentic Swarms require a developer swarm to maximize the technical capabilities and impact the greatest number of users. Our dedicated team of core contributors are active in other web3 AI repos and are here to guide project direction and foster growth. We’re facilitators, not gatekeepers... Alone we can go fast but together we can go far. A lot more to come soon. 👻
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Frameworks such as ai16zdao's Eliza and Virtuals Protocol have been instrumental in early AI agent developments. Agent swarms working in hierarchy represents for many the next logical step in unlocking the vast potential of AI. Learn below how Shadō Network achieves this. AI agents launched through current popular platforms have individual personas, on-chain functions and access to data via various APIs. This being said, they operate in isolated environments, with a ceiling on emergent behaviour such as collaboration or competition. Shadō Network invites massive expansion for capabilities of both new and existing AI agents, with an open-source package easily integrated into popular frameworks that enables the launching of stratified agent swarms. Our website is live: The "Shadō Play" package provides a modular, configurable platform for creating or employing agents of choice in a swarm-like setup, opening a Pandora’s box of near infinite emergent agent behaviours, relationships and functionalities. Users will be able to make use of various prefab client integrations such as Twitter, Telegram, Ollama, and others to specify swarms to their needs or create their own extensions to enhance agent capabilities even further. Agents operate with a memory module and a HTN for autonomously deciding which interactions to act on, walking the line between autonomy and configurability. The Shadō Network project’s development is supported by our ghostly friend Omnipotent (👻,👻), an AI agent developed by the Shadō Network team trained on and fine tuned with a multitude of academic data related to artificial intelligence, blockchain, finance, software engineering, world building and more. Omnipotent serves as both an interactive steward for the project and as an asset - regularly scanning social platforms, websites and newsfeeds he is capable of providing the team project development advice, whilst also communicating with the wider world via his automated X account (launching soon). Shado Network is collaborative and open-sourced. Agentic Swarms require a developer swarm to maximize the technical capabilities and impact the greatest number of users. Our dedicated team of core contributors are active in other web3 AI repos and are here to guide project direction and foster growth. We’re facilitators, not gatekeepers... Alone we can go fast but together we can go far. A lot more to come soon. 👻

Shadō Network | シャドウネットワーク

23,546 просмотров • 1 год назад

ChainSwap Yearly Recap 2024 -Key Metrics and Growth- 2024 has been a transformative year for ChainSwap, defined by remarkable growth and user trust. We onboarded over 1,370 unique users and achieved over $35,000,000 in total volume, with $10,000,000 generated in just the past two weeks during ChainBot’s testing phase. This volume brought in over $170,000 in EVM revenue and an additional $70,000 from Solana ChainBot beta testers, highlighting the utility’s immense potential. Every dollar generated will be reinvested into revenue sharing as well as buybacks and burns, directly benefiting nearly 20,000 ChainSwap token holders. -Utility Development- We’ve developed and continue to enhance over a half-dozen utilities, redefining DeFi usability. These include our cross-chain dApp, the Telegram bot 'ChainBot' for CCIP-supported chains and Solana, privacy swaps, the cold storage alternative 'ChainSafe,' and many more tools that cater to both seasoned and new DeFi users. -Community Engagement- This year, ChainSwap hosted 29 episodes of UnChained, featuring notable guests like AvaLabs, PeaPods Finance, and MetaTrust Labs. Topics ranged from security to marketing, offering diverse perspectives and invaluable education. Over $500,000 in giveaways and interactive discussions solidified UnChained as a cornerstone of our engagement efforts. -Boots on the Ground Networking- ChainSwap’s team actively participated in global blockchain events, including Token2049 in Dubai and Singapore, the Future Blockchain Summit, and numerous other meetups. These efforts built relationships with industry leaders, laying the groundwork for future collaborations and innovation. -Cross-Marketing and Partnerships- Collaboration fueled ChainSwap’s growth, with over a dozen new partnerships, including Chainlink's CCIP recognition. We worked with AvaLabs, Ethereum-based utilities like Hash AI and Spectre AI, and even meme coins, demonstrating our adaptability. Participation in cross-marketing X Spaces with names like Three Protocol and Moon Tropica further amplified our visibility and reputation. -2025 Roadmap- ChainSwap is set for an even bigger 2025. We aim to launch over new utilities outlined on our roadmap, such as ChainSafe, a multi-chain block explorer, and many more while scaling interoperability and user experience. Partnerships remain key, with plans to onboard more collaborations and innovative use cases. Our community is not just a support system but an integral part of our team, sharing in our vision and driving our collective success. Building on the achievements of 2024, ChainSwap is poised to set new standards in blockchain interoperability and DeFi innovation, fueled by a clear roadmap and a dedicated team committed to shaping the future of decentralized finance. We’re excited to have you with us as we shape the future together.
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ChainSwap Yearly Recap 2024 -Key Metrics and Growth- 2024 has been a transformative year for ChainSwap, defined by remarkable growth and user trust. We onboarded over 1,370 unique users and achieved over $35,000,000 in total volume, with $10,000,000 generated in just the past two weeks during ChainBot’s testing phase. This volume brought in over $170,000 in EVM revenue and an additional $70,000 from Solana ChainBot beta testers, highlighting the utility’s immense potential. Every dollar generated will be reinvested into revenue sharing as well as buybacks and burns, directly benefiting nearly 20,000 ChainSwap token holders. -Utility Development- We’ve developed and continue to enhance over a half-dozen utilities, redefining DeFi usability. These include our cross-chain dApp, the Telegram bot 'ChainBot' for CCIP-supported chains and Solana, privacy swaps, the cold storage alternative 'ChainSafe,' and many more tools that cater to both seasoned and new DeFi users. -Community Engagement- This year, ChainSwap hosted 29 episodes of UnChained, featuring notable guests like AvaLabs, PeaPods Finance, and MetaTrust Labs. Topics ranged from security to marketing, offering diverse perspectives and invaluable education. Over $500,000 in giveaways and interactive discussions solidified UnChained as a cornerstone of our engagement efforts. -Boots on the Ground Networking- ChainSwap’s team actively participated in global blockchain events, including Token2049 in Dubai and Singapore, the Future Blockchain Summit, and numerous other meetups. These efforts built relationships with industry leaders, laying the groundwork for future collaborations and innovation. -Cross-Marketing and Partnerships- Collaboration fueled ChainSwap’s growth, with over a dozen new partnerships, including Chainlink's CCIP recognition. We worked with AvaLabs, Ethereum-based utilities like Hash AI and Spectre AI, and even meme coins, demonstrating our adaptability. Participation in cross-marketing X Spaces with names like Three Protocol and Moon Tropica further amplified our visibility and reputation. -2025 Roadmap- ChainSwap is set for an even bigger 2025. We aim to launch over new utilities outlined on our roadmap, such as ChainSafe, a multi-chain block explorer, and many more while scaling interoperability and user experience. Partnerships remain key, with plans to onboard more collaborations and innovative use cases. Our community is not just a support system but an integral part of our team, sharing in our vision and driving our collective success. Building on the achievements of 2024, ChainSwap is poised to set new standards in blockchain interoperability and DeFi innovation, fueled by a clear roadmap and a dedicated team committed to shaping the future of decentralized finance. We’re excited to have you with us as we shape the future together.

ChainHub

23,393 просмотров • 1 год назад

OpenAI's AgentKit will be so insane, build every step of agents on one platform. These visual agent builders make the whole process of iterating and launching agents far more efficient. It sits on top of the Responses API and unifies the tools that were previously scattered across SDKs and custom orchestration. It lets developers create agent workflows visually, connect data sources securely, and measure performance automatically without coding every layer by hand. The core of AgentKit is the Agent Builder, a drag-and-drop canvas where each node represents an action, guardrail, or decision branch. Developers can link these nodes into multi-agent workflows, preview results instantly, and version each setup. It supports inline evaluation so that developers can see how changes affect output before deploying. The Connector Registry is a single admin panel that manages how data and tools connect across the OpenAI ecosystem. It centralizes integrations like Google Drive, SharePoint, Dropbox, and Microsoft Teams. Large organizations can govern access and flow of data between agents securely under one global console. ChatKit provides a ready-to-use chat interface for embedding agents inside apps or websites. It manages streaming, message threads, and model reasoning displays automatically. Developers can skin the interface to match their product without writing custom front-end code. Under the hood, all these blocks use the same execution core that runs agent reasoning through OpenAI’s APIs. Workflows in Agent Builder compile down to structured instructions for the Responses API, which handles model calls, tool use, and context passing. Connector Registry handles authentication and routing for external tools, while Evals and RFT provide feedback loops that improve agents over time. This integration means developers no longer need to handle orchestration logic, model evaluation pipelines, or safety layers separately. Everything runs natively within OpenAI’s control plane with managed security, automatic versioning, and built-in testing. In short, AgentKit standardizes the entire life cycle of an AI agent—from visual design to deployment and performance tuning—inside a single unified system.
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OpenAI's AgentKit will be so insane, build every step of agents on one platform. These visual agent builders make the whole process of iterating and launching agents far more efficient. It sits on top of the Responses API and unifies the tools that were previously scattered across SDKs and custom orchestration. It lets developers create agent workflows visually, connect data sources securely, and measure performance automatically without coding every layer by hand. The core of AgentKit is the Agent Builder, a drag-and-drop canvas where each node represents an action, guardrail, or decision branch. Developers can link these nodes into multi-agent workflows, preview results instantly, and version each setup. It supports inline evaluation so that developers can see how changes affect output before deploying. The Connector Registry is a single admin panel that manages how data and tools connect across the OpenAI ecosystem. It centralizes integrations like Google Drive, SharePoint, Dropbox, and Microsoft Teams. Large organizations can govern access and flow of data between agents securely under one global console. ChatKit provides a ready-to-use chat interface for embedding agents inside apps or websites. It manages streaming, message threads, and model reasoning displays automatically. Developers can skin the interface to match their product without writing custom front-end code. Under the hood, all these blocks use the same execution core that runs agent reasoning through OpenAI’s APIs. Workflows in Agent Builder compile down to structured instructions for the Responses API, which handles model calls, tool use, and context passing. Connector Registry handles authentication and routing for external tools, while Evals and RFT provide feedback loops that improve agents over time. This integration means developers no longer need to handle orchestration logic, model evaluation pipelines, or safety layers separately. Everything runs natively within OpenAI’s control plane with managed security, automatic versioning, and built-in testing. In short, AgentKit standardizes the entire life cycle of an AI agent—from visual design to deployment and performance tuning—inside a single unified system.

Rohan Paul

178,460 просмотров • 9 месяцев назад

Claude and a free weather API will earn you $100k+. Success rate for beginners: 80%. Complete guide and algorithm for building Polymarket weather trading bot. Simple logic, a low entry budget and high ROI -that’s why weather bots are so clean. Onchain proof these bots exist: 1st bot: 2nd bot: I verified their profitability by myself copying every trade - each bot's win rate over time ranges from 80 to 90%. I grew my starting capital by +40% in just one week. You can copy their trades and see for yourself in two clicks through this bot: The alpha is simple: you're not trading weather. You're trading other people's ignorance. Gap between what the crowd prices and what 51 ensemble models say. Polymarket asks: "Will Atlanta hit 95°F tomorrow?" Normies bet on vibes. You bet on math. The core tool: Open-Meteo API. Free. No key needed. 51-model ensemble. Clean JSON. Cooked and ready. Update every 30 min. Hardcode your city coordinates - don't waste time on geocoding at runtime. This single endpoint beats most paid tools for what Polymarket actually needs. The edge in one sentence: Market is heavy on 16°C. Your 51-model ensemble points at 19°C. That's your trade. Find that gap systematically across every city market, every day - and you have a scanner. That's what separates consistent traders from gamblers. How to start: - Week 1: Open-Meteo + tropicaltidbits. Pick one city market. Track model vs market price daily. Don't trade yet — just watch where you'd have been right. - Weeks 2–3: Automate the pull. Log ensemble divergences. Build the scanner. - Week 4: Now you have an edge. Trade it. Most people want to skip to week 4. That's exactly why most people lose. Now you have the algorithm framework plus a complete guide to get started. All that's left is to actually do it. Bookmark this post so you can come back to it when you start building the bot.
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Claude and a free weather API will earn you $100k+. Success rate for beginners: 80%. Complete guide and algorithm for building Polymarket weather trading bot. Simple logic, a low entry budget and high ROI -that’s why weather bots are so clean. Onchain proof these bots exist: 1st bot: 2nd bot: I verified their profitability by myself copying every trade - each bot's win rate over time ranges from 80 to 90%. I grew my starting capital by +40% in just one week. You can copy their trades and see for yourself in two clicks through this bot: The alpha is simple: you're not trading weather. You're trading other people's ignorance. Gap between what the crowd prices and what 51 ensemble models say. Polymarket asks: "Will Atlanta hit 95°F tomorrow?" Normies bet on vibes. You bet on math. The core tool: Open-Meteo API. Free. No key needed. 51-model ensemble. Clean JSON. Cooked and ready. Update every 30 min. Hardcode your city coordinates - don't waste time on geocoding at runtime. This single endpoint beats most paid tools for what Polymarket actually needs. The edge in one sentence: Market is heavy on 16°C. Your 51-model ensemble points at 19°C. That's your trade. Find that gap systematically across every city market, every day - and you have a scanner. That's what separates consistent traders from gamblers. How to start: - Week 1: Open-Meteo + tropicaltidbits. Pick one city market. Track model vs market price daily. Don't trade yet — just watch where you'd have been right. - Weeks 2–3: Automate the pull. Log ensemble divergences. Build the scanner. - Week 4: Now you have an edge. Trade it. Most people want to skip to week 4. That's exactly why most people lose. Now you have the algorithm framework plus a complete guide to get started. All that's left is to actually do it. Bookmark this post so you can come back to it when you start building the bot.

cvxv666

50,509 просмотров • 3 месяцев назад

Monthly WINR Protocol Development Update: To begin with, the WINR Protocol has distributed $900,000 to token holders, generated more than $500,000 in pure profit for liquidity providers on WLP, acquired more than 5,000 users, and has almost 9% of the supply burned. In the upcoming months, the WINR Protocol, which has been in production for years, will introduce a range of new products and deployments. These developments will represent the practical and technical evolution to V2 of the protocol. Here are the latest updates and further details as they progress: Progress on WINR Bonanza, Casino Hold'em, and Blackjack is nearing completion. These games are in the final stages of testing. Additional games, including a new type of crash game, have been finalized and are set to debut with the JustBet v2 launch. Take a look at the gameplay videos for a preview. These games achieve the long-term goal of providing a full-suite WINR Game Engine SDK, which can be used to build games with complex logic on-chain with modular smart contract infrastructure. For example, any grid slot game that dominates the iGaming industry could easily be developed on-chain using the WINR Bonanza SDK. - Permissionless Frontend Operator SDK Dashboard Release: March is poised to be a milestone month with the launch of the Frontend Operator SDK dashboards. These dashboards will enable any WINR Labs game to be seamlessly deployed on frontends, marking a significant advancement in protocol accessibility and integration for future games developed by independent iGaming developers. The frontend operator can deploy any game they choose through a few simple steps while utilizing 10,000 WINR per game via the WINR Game Factory smart contract. Each operator is assigned a unique smart contract address(es) for every game they deploy, allowing their revenue to be tracked independently. The deployment process includes instructions on integrating the game as a package into the operator's frontend. In subsequent phases, the games will transition through WINR Chain, streamlining user onboarding steps like wallet connection and token bridging to Arbitrum. This abstraction will make it easy for any web2/web3 platform on any chain to seamlessly integrate WINR-based games with just a few clicks. The new budget system changes how the revenue is calculated on the protocol and will see daylight with frontend operator, Solana, and Fantom deployments. This model was first tested with a lightweight version on and gave a lot of actionable feedback. Shifting from the existing bribe model, which in practice distributes almost half of the edge of the games in volume to WINR holders, the brand-new budget system checks the profitability of WLP. It distributes a larger part of the profit to game providers, frontend operators, and, most importantly, WINR holders. Any time a game's budget is in profit, a part of every loss is distributed to stakeholders. Here is an example: 1. The WINR Bonanza Game has a 10,000 budget for a frontend operator. 2. Let's assume the bet amount was $50, and Bonanza paid back $10 on that spin. That leaves $40 of pure profit. 3. This is distributed amongst 50% to WLP, 20% to frontend operators, 20% to WINR holders, and 10% to game providers. 4. To achieve this, V2 of WINR Liquidity Engine (WLP) will have a buffer for purchasing and selling, working in epochs to determine the above distribution and math. - Solana Deployment and Expansions: Solana audits are in their final phase, and frontend tests are ongoing. Solana launch will be alongside the V2 launch of @JustBetOfficial, with a chain switch available on the top bar. The VRF system WINR developed already is seeing requests from builders around the Solana ecosystem, and this will over time add an extra layer of income to the protocol. Solana's bankroll, at first, will be a lighter version of WLP but will inherit the above-mentioned budgeting system to generate income immediately upon launch. - Fantom Deployment and Expansions: Fantom's upcoming Sonic upgrade, with its 200ms finality and fast block production is a perfect chain for WINR Protocol to expand. Through the partnership with WINR Protocol will tap into a brand new user base on Fantom. The bankroll on Fantom will consist of FTM and stables. The launch is planned for late March or early April. This expansion aims to open up new markets and collaborations with fresh teams. which operates independently, will integrate a broad spectrum of WINR technologies, including WINR Account Abstraction, WINR VRF, and WINR games, marking a pivotal step in WINR Protocol’s journey of horizontal expansion. - XAI VRF Deployment Progress Update: The WINR Account Abstraction Wallet and WINR Verifiable Random Function (VRF) deployment on the XAI 🎮⛓️ is well underway, with the majority of the work completed. This step forward showcases WINR's expansion beyond gambling and trading, highlighting the protocol's adaptability and commitment to broadening decentralized services. The process to automize and permissionlessly let game developers start using WINR VRF by paying (and burning) fees in WINR will launch alongside WINR VRF deployment on XAI and expand to further chains to help DApp builders with the tooling they need. This process will work very similarly to frontend operators, where DApp builders will be able to easily deploy their VRF contract, pay the WINR fees, and enjoy the fastest random number generation transaction, as showcased on @JustBetOfficial for some time. - JustBet v2 Development Update: Set to launch in March, the last testing phase with long-time community members of JustBet V2 is underway. Boasting a completely refreshed look, JustBet v2 aims to captivate more users with its modern features, a significant upgrade from the classic JustBet designed in 2019. Expect dynamic animations and a user experience that rivals traditional web2 casinos, setting a new standard for online gambling platforms and serving once again as proof of concept for all the new WINR features and infrastructure set to launch over the coming months. As always, WINR Labs simultaneously develops protocol infrastructure and platform to best address the needs of one and only goal: horizontal expansion. Easter eggs: Upcoming Gitbook update with all the technical information of WINR V2. CEX listing. Detailed product pages on WINR web. Pyth competitions. WIP-4 and WIP-5 are ready to deploy. And an 🪂
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Monthly WINR Protocol Development Update: To begin with, the WINR Protocol has distributed $900,000 to token holders, generated more than $500,000 in pure profit for liquidity providers on WLP, acquired more than 5,000 users, and has almost 9% of the supply burned. In the upcoming months, the WINR Protocol, which has been in production for years, will introduce a range of new products and deployments. These developments will represent the practical and technical evolution to V2 of the protocol. Here are the latest updates and further details as they progress: Progress on WINR Bonanza, Casino Hold'em, and Blackjack is nearing completion. These games are in the final stages of testing. Additional games, including a new type of crash game, have been finalized and are set to debut with the JustBet v2 launch. Take a look at the gameplay videos for a preview. These games achieve the long-term goal of providing a full-suite WINR Game Engine SDK, which can be used to build games with complex logic on-chain with modular smart contract infrastructure. For example, any grid slot game that dominates the iGaming industry could easily be developed on-chain using the WINR Bonanza SDK. - Permissionless Frontend Operator SDK Dashboard Release: March is poised to be a milestone month with the launch of the Frontend Operator SDK dashboards. These dashboards will enable any WINR Labs game to be seamlessly deployed on frontends, marking a significant advancement in protocol accessibility and integration for future games developed by independent iGaming developers. The frontend operator can deploy any game they choose through a few simple steps while utilizing 10,000 WINR per game via the WINR Game Factory smart contract. Each operator is assigned a unique smart contract address(es) for every game they deploy, allowing their revenue to be tracked independently. The deployment process includes instructions on integrating the game as a package into the operator's frontend. In subsequent phases, the games will transition through WINR Chain, streamlining user onboarding steps like wallet connection and token bridging to Arbitrum. This abstraction will make it easy for any web2/web3 platform on any chain to seamlessly integrate WINR-based games with just a few clicks. The new budget system changes how the revenue is calculated on the protocol and will see daylight with frontend operator, Solana, and Fantom deployments. This model was first tested with a lightweight version on and gave a lot of actionable feedback. Shifting from the existing bribe model, which in practice distributes almost half of the edge of the games in volume to WINR holders, the brand-new budget system checks the profitability of WLP. It distributes a larger part of the profit to game providers, frontend operators, and, most importantly, WINR holders. Any time a game's budget is in profit, a part of every loss is distributed to stakeholders. Here is an example: 1. The WINR Bonanza Game has a 10,000 budget for a frontend operator. 2. Let's assume the bet amount was $50, and Bonanza paid back $10 on that spin. That leaves $40 of pure profit. 3. This is distributed amongst 50% to WLP, 20% to frontend operators, 20% to WINR holders, and 10% to game providers. 4. To achieve this, V2 of WINR Liquidity Engine (WLP) will have a buffer for purchasing and selling, working in epochs to determine the above distribution and math. - Solana Deployment and Expansions: Solana audits are in their final phase, and frontend tests are ongoing. Solana launch will be alongside the V2 launch of @JustBetOfficial, with a chain switch available on the top bar. The VRF system WINR developed already is seeing requests from builders around the Solana ecosystem, and this will over time add an extra layer of income to the protocol. Solana's bankroll, at first, will be a lighter version of WLP but will inherit the above-mentioned budgeting system to generate income immediately upon launch. - Fantom Deployment and Expansions: Fantom's upcoming Sonic upgrade, with its 200ms finality and fast block production is a perfect chain for WINR Protocol to expand. Through the partnership with WINR Protocol will tap into a brand new user base on Fantom. The bankroll on Fantom will consist of FTM and stables. The launch is planned for late March or early April. This expansion aims to open up new markets and collaborations with fresh teams. which operates independently, will integrate a broad spectrum of WINR technologies, including WINR Account Abstraction, WINR VRF, and WINR games, marking a pivotal step in WINR Protocol’s journey of horizontal expansion. - XAI VRF Deployment Progress Update: The WINR Account Abstraction Wallet and WINR Verifiable Random Function (VRF) deployment on the XAI 🎮⛓️ is well underway, with the majority of the work completed. This step forward showcases WINR's expansion beyond gambling and trading, highlighting the protocol's adaptability and commitment to broadening decentralized services. The process to automize and permissionlessly let game developers start using WINR VRF by paying (and burning) fees in WINR will launch alongside WINR VRF deployment on XAI and expand to further chains to help DApp builders with the tooling they need. This process will work very similarly to frontend operators, where DApp builders will be able to easily deploy their VRF contract, pay the WINR fees, and enjoy the fastest random number generation transaction, as showcased on @JustBetOfficial for some time. - JustBet v2 Development Update: Set to launch in March, the last testing phase with long-time community members of JustBet V2 is underway. Boasting a completely refreshed look, JustBet v2 aims to captivate more users with its modern features, a significant upgrade from the classic JustBet designed in 2019. Expect dynamic animations and a user experience that rivals traditional web2 casinos, setting a new standard for online gambling platforms and serving once again as proof of concept for all the new WINR features and infrastructure set to launch over the coming months. As always, WINR Labs simultaneously develops protocol infrastructure and platform to best address the needs of one and only goal: horizontal expansion. Easter eggs: Upcoming Gitbook update with all the technical information of WINR V2. CEX listing. Detailed product pages on WINR web. Pyth competitions. WIP-4 and WIP-5 are ready to deploy. And an 🪂

WINR

37,891 просмотров • 2 лет назад

🚨 ANNOUNCING THE ESTATEX PROPERTY OTC DESK — COMING Q2 🚨 Hello EstateX Family, Over the past week, we’ve hinted at an exciting new business pillar for EstateX that integrates properties and enhances utility inflow into $ESX, driving positive results for your investment. Today, we’re proud to officially introduce the EstateX OTC Desk. What is the EstateX OTC Desk? Our Over-the-Counter (OTC) Desk is a private trading service designed for investors to buy or sell significant real estate assets directly with us—privately, securely, and efficiently. This opens a premium opportunity for large (crypto) investors to seamlessly convert business or crypto gains into fiat and real estate without market slippage or unnecessary friction. It strengthens our core business model, making it significantly easier for large inflows of USDT to enter the ESX ecosystem. The OTC Desk focuses on offramping crypto and fiat into wholesale and quarter fractionalized buying (from 25% ownership and up). Two Major Products Benefiting from Our OTC Capability: 1️⃣ Wholesale & Fractionalized Property Investments. Backed by industry leaders like Steve Craggs (CEO, REMAX England & Wales) and Scott Keller (Deputy CEO, REMAX Dubai & Board Member, REMAX UAE), we’re enabling wholesale and fractionalized property investments in the UAE. Through fiat transactions, UAE properties can legally be co-owned by up to four individuals. However, our OTC Desk will allow investors to purchase property using USDT, as we will internally manage the asset swap into fiat to complete the deal. 💻 Smaller fractionalized investments remain available via LaunchX. 2️⃣ Streamlined Crypto Real Estate Transactions with AI Meet our upcoming AI Agent – Homie 🤖. Homie will simplify large-scale buying and selling wholesale properties with USDT. Our OTC desk will facilitate the swap process of USDT to FIAT to complete the transaction. ✨ More details to come! Why It Matters for $ESX Utility 🔥 Transaction fees from the OTC Desk will flow directly back into ESX, reinforcing utility and creating a new revenue stream for our payment/utility token. ✅ Increased accessibility ✅ More inflows into $ESX ✅ Expanded use case ✅ New income stream Within our network, several crypto whales are already eager to offramp directly into exclusive real estate investments. From day one, this unlocks potential for millions in property volume—immediately validating $ESX utility, accelerating inflows, and directly supporting your investment. Through the EstateX OTC Desk, we aim to become the go-to property investment platform for high-net-worth crypto investors—allowing them to offramp directly into exclusive real estate deals unavailable to the general public. Financial benefits remain intact: ✅ Discounts ✅ Upfront paid rent ✅ High yields And thanks to our partnerships with key figures like Scott Keller and Steve Craggs, we offer exclusive, high-yield opportunities with VIP-only discounts. 🚀 What’s Next? 👉 This does not change our original model. We’re still full speed ahead with our U.S. and EU retail launches. 👉 The EstateX OTC Desk is expected to go live in Q2—another significant milestone for $ESX and our investors. 👉 A waiting list will be shared soon for those interested in accessing the OTC Desk. Join our telegram: Exciting times ahead!
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🚨 ANNOUNCING THE ESTATEX PROPERTY OTC DESK — COMING Q2 🚨 Hello EstateX Family, Over the past week, we’ve hinted at an exciting new business pillar for EstateX that integrates properties and enhances utility inflow into $ESX, driving positive results for your investment. Today, we’re proud to officially introduce the EstateX OTC Desk. What is the EstateX OTC Desk? Our Over-the-Counter (OTC) Desk is a private trading service designed for investors to buy or sell significant real estate assets directly with us—privately, securely, and efficiently. This opens a premium opportunity for large (crypto) investors to seamlessly convert business or crypto gains into fiat and real estate without market slippage or unnecessary friction. It strengthens our core business model, making it significantly easier for large inflows of USDT to enter the ESX ecosystem. The OTC Desk focuses on offramping crypto and fiat into wholesale and quarter fractionalized buying (from 25% ownership and up). Two Major Products Benefiting from Our OTC Capability: 1️⃣ Wholesale & Fractionalized Property Investments. Backed by industry leaders like Steve Craggs (CEO, REMAX England & Wales) and Scott Keller (Deputy CEO, REMAX Dubai & Board Member, REMAX UAE), we’re enabling wholesale and fractionalized property investments in the UAE. Through fiat transactions, UAE properties can legally be co-owned by up to four individuals. However, our OTC Desk will allow investors to purchase property using USDT, as we will internally manage the asset swap into fiat to complete the deal. 💻 Smaller fractionalized investments remain available via LaunchX. 2️⃣ Streamlined Crypto Real Estate Transactions with AI Meet our upcoming AI Agent – Homie 🤖. Homie will simplify large-scale buying and selling wholesale properties with USDT. Our OTC desk will facilitate the swap process of USDT to FIAT to complete the transaction. ✨ More details to come! Why It Matters for $ESX Utility 🔥 Transaction fees from the OTC Desk will flow directly back into ESX, reinforcing utility and creating a new revenue stream for our payment/utility token. ✅ Increased accessibility ✅ More inflows into $ESX ✅ Expanded use case ✅ New income stream Within our network, several crypto whales are already eager to offramp directly into exclusive real estate investments. From day one, this unlocks potential for millions in property volume—immediately validating $ESX utility, accelerating inflows, and directly supporting your investment. Through the EstateX OTC Desk, we aim to become the go-to property investment platform for high-net-worth crypto investors—allowing them to offramp directly into exclusive real estate deals unavailable to the general public. Financial benefits remain intact: ✅ Discounts ✅ Upfront paid rent ✅ High yields And thanks to our partnerships with key figures like Scott Keller and Steve Craggs, we offer exclusive, high-yield opportunities with VIP-only discounts. 🚀 What’s Next? 👉 This does not change our original model. We’re still full speed ahead with our U.S. and EU retail launches. 👉 The EstateX OTC Desk is expected to go live in Q2—another significant milestone for $ESX and our investors. 👉 A waiting list will be shared soon for those interested in accessing the OTC Desk. Join our telegram: Exciting times ahead!

EstateX

102,030 просмотров • 1 год назад

The era of the specialist is over. Full-stack GTM athletes are taking over. For too long, GTM has been divided into specialists, creating a soul-crushing web of dependencies: - Sales needs a custom business case to close a deal, but Marketing is slammed. - Marketing has a winning campaign idea, but design and engineering can’t prioritize it. - CRO has 5 ideas for increasing sales productivity, but no GTM engineers to execute. In GTM, speed is everything and dependencies are the enemy. That's why we're giving GTM teams the full-stack capabilities they need to close revenue. Welcome to the era of the GTM Athlete. These are people who don't ask permission or wait in queues. They can do whatever is needed to take deals from cold to closed—research accounts, launch ads, create a business case, generate tailored follow-ups, and close deals. Sales rep brainstorms with their champion how to convince the CISO. 30 mins later sends them a polished business case with security architecture and ROI. By lunch time, she launches ads to the entire buying committee. The next day, the rep presents a custom deck to key decision makers and gets verbal commitment. No more begging. No more waiting. No more losing. Our vision is to build the AI Swiss Army knife that turns specialists into GTM athletes. Today we are launching a critical capability that enables this vision: an AI agent that can create anything customer facing. You can now create executive business cases, deal follow-ups, landing pages, ABM campaigns and more, all by yourself. Unlike other AI tools, our agent plugs into your brand and data to create materials that actually look and sound like you. Sign up on our website. We're letting people off the waitlist every day, with 30 days of unlimited AI usage. I’d love to hear your feedback.
0:11

The era of the specialist is over. Full-stack GTM athletes are taking over. For too long, GTM has been divided into specialists, creating a soul-crushing web of dependencies: - Sales needs a custom business case to close a deal, but Marketing is slammed. - Marketing has a winning campaign idea, but design and engineering can’t prioritize it. - CRO has 5 ideas for increasing sales productivity, but no GTM engineers to execute. In GTM, speed is everything and dependencies are the enemy. That's why we're giving GTM teams the full-stack capabilities they need to close revenue. Welcome to the era of the GTM Athlete. These are people who don't ask permission or wait in queues. They can do whatever is needed to take deals from cold to closed—research accounts, launch ads, create a business case, generate tailored follow-ups, and close deals. Sales rep brainstorms with their champion how to convince the CISO. 30 mins later sends them a polished business case with security architecture and ROI. By lunch time, she launches ads to the entire buying committee. The next day, the rep presents a custom deck to key decision makers and gets verbal commitment. No more begging. No more waiting. No more losing. Our vision is to build the AI Swiss Army knife that turns specialists into GTM athletes. Today we are launching a critical capability that enables this vision: an AI agent that can create anything customer facing. You can now create executive business cases, deal follow-ups, landing pages, ABM campaigns and more, all by yourself. Unlike other AI tools, our agent plugs into your brand and data to create materials that actually look and sound like you. Sign up on our website. We're letting people off the waitlist every day, with 30 days of unlimited AI usage. I’d love to hear your feedback.

Jaleh Rezaei

219,310 просмотров • 5 месяцев назад

This Chinese developer launched Llama 70B locally on a MacBook on a plane and for a full 11 hours without internet ran client projects. He was sitting by the window on a transatlantic flight with a MacBook Pro M4 with 64 GB of memory. WiFi on board cost $25 for the flight. He declined. No cloud API, no connection to Anthropic or OpenAI servers, no internet at all. Just a local Llama 3.3 70B on bf16 and his own orchestrator script. The model runs through llama.cpp. Generation speed, 71 tokens per second. Context around 60,000 tokens. Memory usage, 48.6 GiB out of 64. Battery at takeoff, 3 hours 21 minutes. And he gave the orchestrator this system prompt before takeoff: "You are an offline orchestrator running on a single MacBook. There is no network. The only resources you have are local files in /Users/dev/work, the Llama 70B inference server at localhost:8080, and a battery budget of 3 hours 21 minutes. Process the queue at /Users/dev/work/queue.jsonl (one client task per line). For each task: draft → run local evals → save artefact to /Users/dev/work/done/. Save context checkpoints every 12 tasks so you can resume after a battery swap. Stop only on empty queue or when battery drops below 5%." So the system knows exactly what resources it is running on. It knows it has no connection to the outside world for the next 11 hours. It knows it has finite memory and a finite battery. It knows the human will not intervene until the plane lands. The system runs in 1 loop. Takes a task from the queue, runs it through inference, saves the artifact, writes a checkpoint. Task after task, just like that. And only when the battery drops below 5% does the orchestrator automatically pause, waits for the laptop to switch to the backup power bank, and continues from the last checkpoint. Here is what the system actually writes in his log during the flight: "saved context checkpoint 8 of 12 (pos_min = 488, pos_max = 50118, size = 62.813 MiB)" "restored context checkpoint (pos_min = 488, pos_max = 50118)" "prompt processing progress: n_tokens = 50 / 60 818" "task 37016 done | tps = 71 s tokens text → /Users/dev/work/done/proposal_westside.md" Outside the window, clouds, blue sky, and no WiFi. On the tray, 1 MacBook, an open terminal on 2 screens, and an inference server on localhost. From what I have observed, this is the cleanest offline AI workflow I have seen in the past year: 11 hours of flight, $0 for WiFi, and the entire client queue closed before landing.
0:10

This Chinese developer launched Llama 70B locally on a MacBook on a plane and for a full 11 hours without internet ran client projects. He was sitting by the window on a transatlantic flight with a MacBook Pro M4 with 64 GB of memory. WiFi on board cost $25 for the flight. He declined. No cloud API, no connection to Anthropic or OpenAI servers, no internet at all. Just a local Llama 3.3 70B on bf16 and his own orchestrator script. The model runs through llama.cpp. Generation speed, 71 tokens per second. Context around 60,000 tokens. Memory usage, 48.6 GiB out of 64. Battery at takeoff, 3 hours 21 minutes. And he gave the orchestrator this system prompt before takeoff: "You are an offline orchestrator running on a single MacBook. There is no network. The only resources you have are local files in /Users/dev/work, the Llama 70B inference server at localhost:8080, and a battery budget of 3 hours 21 minutes. Process the queue at /Users/dev/work/queue.jsonl (one client task per line). For each task: draft → run local evals → save artefact to /Users/dev/work/done/. Save context checkpoints every 12 tasks so you can resume after a battery swap. Stop only on empty queue or when battery drops below 5%." So the system knows exactly what resources it is running on. It knows it has no connection to the outside world for the next 11 hours. It knows it has finite memory and a finite battery. It knows the human will not intervene until the plane lands. The system runs in 1 loop. Takes a task from the queue, runs it through inference, saves the artifact, writes a checkpoint. Task after task, just like that. And only when the battery drops below 5% does the orchestrator automatically pause, waits for the laptop to switch to the backup power bank, and continues from the last checkpoint. Here is what the system actually writes in his log during the flight: "saved context checkpoint 8 of 12 (pos_min = 488, pos_max = 50118, size = 62.813 MiB)" "restored context checkpoint (pos_min = 488, pos_max = 50118)" "prompt processing progress: n_tokens = 50 / 60 818" "task 37016 done | tps = 71 s tokens text → /Users/dev/work/done/proposal_westside.md" Outside the window, clouds, blue sky, and no WiFi. On the tray, 1 MacBook, an open terminal on 2 screens, and an inference server on localhost. From what I have observed, this is the cleanest offline AI workflow I have seen in the past year: 11 hours of flight, $0 for WiFi, and the entire client queue closed before landing.

Blaze

1,839,572 просмотров • 3 месяцев назад

🚨 BREAKING: The sports 5m & 15m Polymarket Clawdbot configuration with the strongest results just went public. This is NOT engagement farming. And it’s NOT fiction.If you’re trading on Polymarket, read this carefully. He reportedly started with around $100–200 and scaled it to roughly $2M.No insider access. No political backchannels. Just a developer who built his own script. Profile - Copytrade - Right now, it’s being called the fastest Polymarket copy-trading bot available. I went through the framework. No massive data pipelines. No absurd infrastructure. Nothing resembling rocket science. I spent 4–6 hours dissecting the full logic. The core strategy breaks down like this: “Free money” via NO positions The bot targets near-zero probability outcomes and accumulates a large number of small, high-probability wins. Not random betting — systematic risk harvesting. Logic arbitrage When outcome A logically guarantees outcome B but pricing hasn’t adjusted, it executes instantly. By the time a human reacts to the headline, the edge is gone. Humans can’t compete with that execution speed. The real edge — sports and politics These markets are dominated by retail flow and delayed emotional reactions. The bot clips small gains from repeated micro-mispricings. Scale is the edge. 2,958 trades on their own mean nothing. Combined, they compounded into roughly ~$2M in profit. Largest single gain: $1,464,152. Equity curve: nearly vertical. Bottom line: A silent bot arms race may already be unfolding on Polymarket. Crypto markets are saturated, slower, and fee-heavy. Sports and political prediction markets remain fragmented and inefficient — fertile ground for automation.
0:16

🚨 BREAKING: The sports 5m & 15m Polymarket Clawdbot configuration with the strongest results just went public. This is NOT engagement farming. And it’s NOT fiction.If you’re trading on Polymarket, read this carefully. He reportedly started with around $100–200 and scaled it to roughly $2M.No insider access. No political backchannels. Just a developer who built his own script. Profile - Copytrade - Right now, it’s being called the fastest Polymarket copy-trading bot available. I went through the framework. No massive data pipelines. No absurd infrastructure. Nothing resembling rocket science. I spent 4–6 hours dissecting the full logic. The core strategy breaks down like this: “Free money” via NO positions The bot targets near-zero probability outcomes and accumulates a large number of small, high-probability wins. Not random betting — systematic risk harvesting. Logic arbitrage When outcome A logically guarantees outcome B but pricing hasn’t adjusted, it executes instantly. By the time a human reacts to the headline, the edge is gone. Humans can’t compete with that execution speed. The real edge — sports and politics These markets are dominated by retail flow and delayed emotional reactions. The bot clips small gains from repeated micro-mispricings. Scale is the edge. 2,958 trades on their own mean nothing. Combined, they compounded into roughly ~$2M in profit. Largest single gain: $1,464,152. Equity curve: nearly vertical. Bottom line: A silent bot arms race may already be unfolding on Polymarket. Crypto markets are saturated, slower, and fee-heavy. Sports and political prediction markets remain fragmented and inefficient — fertile ground for automation.

Discover

160,436 просмотров • 5 месяцев назад

Introducing Pods Hyperspace Pods lets a small group of people - a family, a startup, a few friends, to pool their laptops and desktops into one AI cluster. Everyone installs the CLI, someone creates a pod, shares an invite link, and the machines form a mesh. Models like Qwen 3.5 32B or GLM-5 Turbo that need more memory than any single laptop has get automatically sharded across the group's devices - layers split proportionally, inference pipelined through the ring. From the outside it looks like one OpenAI-compatible API endpoint with a pk_* key that drops straight into your AI tools and products. No configuration beyond pasting the key and changing the base URL. A team of five paying for cloud AI burns $500–2,000 a month on API calls. The same team's existing machines can serve Qwen 3.5 (competitive on SWE-bench) and GLM-5 Turbo (#1 on BrowseComp for tool-calling and web research) for free - the hardware is already on their desks. When a query genuinely needs a frontier model nobody has locally, the pod falls back to cloud at wholesale rates from a shared treasury. But for the daily work - code reviews, refactors, research, drafting - local models handle it and nobody gets billed. And when it is idle, you can rent out your pod on the compute marketplace, with fine-grained permissions for access management. There's no central server involved in inference. Prompts go from your machine to your pod members' machines and back: all of this enabled by the fully peer-to-peer Hyperspace network. Pod state - who's a member, which API keys are valid, how much treasury is left - is replicated across members with consensus, so the whole thing works on a local network. Members behind home routers don't need port forwarding either. The practical setup for most pods is three models covering different jobs: Qwen 3.5 32B for code and reasoning, GLM-5 Turbo for browsing and research, Gemma 4 for fast lightweight tasks. All running on hardware you already own. Pods ship today in Hyperspace v5.19. Model sharding, API keys, treasury, and Raft coordinator are all live. What Makes This Different - No middleman. Your prompts travel from your IDE to your pod members' hardware and back. There is no server in between reading your data. - No vendor lock-in. Pod membership, API keys, and treasury are replicated across your own machines using Raft consensus. If the internet goes down, your local network keeps working. There is no database in someone else's cloud that your pod depends on. - Automatic sharding. You don't configure layer ranges or calculate VRAM budgets. Tell the pod which model you want. It figures out how to split it across whatever hardware is online. - Real NAT traversal. Your friend behind a home router with a dynamic IP? Works. No VPN, no Tailscale, no port forwarding. The nodes handle it. - Free when local. This is the part that matters most. Cloud AI bills scale with usage. Pod inference on local hardware scales with nothing. The marginal cost of your 10,000th prompt is the electricity your laptop was already using. Coming soon: - Pod federation: pods form alliances with other pods. - Marketplace: pods with spare capacity can sell inference to other pods.
0:19

Introducing Pods Hyperspace Pods lets a small group of people - a family, a startup, a few friends, to pool their laptops and desktops into one AI cluster. Everyone installs the CLI, someone creates a pod, shares an invite link, and the machines form a mesh. Models like Qwen 3.5 32B or GLM-5 Turbo that need more memory than any single laptop has get automatically sharded across the group's devices - layers split proportionally, inference pipelined through the ring. From the outside it looks like one OpenAI-compatible API endpoint with a pk_* key that drops straight into your AI tools and products. No configuration beyond pasting the key and changing the base URL. A team of five paying for cloud AI burns $500–2,000 a month on API calls. The same team's existing machines can serve Qwen 3.5 (competitive on SWE-bench) and GLM-5 Turbo (#1 on BrowseComp for tool-calling and web research) for free - the hardware is already on their desks. When a query genuinely needs a frontier model nobody has locally, the pod falls back to cloud at wholesale rates from a shared treasury. But for the daily work - code reviews, refactors, research, drafting - local models handle it and nobody gets billed. And when it is idle, you can rent out your pod on the compute marketplace, with fine-grained permissions for access management. There's no central server involved in inference. Prompts go from your machine to your pod members' machines and back: all of this enabled by the fully peer-to-peer Hyperspace network. Pod state - who's a member, which API keys are valid, how much treasury is left - is replicated across members with consensus, so the whole thing works on a local network. Members behind home routers don't need port forwarding either. The practical setup for most pods is three models covering different jobs: Qwen 3.5 32B for code and reasoning, GLM-5 Turbo for browsing and research, Gemma 4 for fast lightweight tasks. All running on hardware you already own. Pods ship today in Hyperspace v5.19. Model sharding, API keys, treasury, and Raft coordinator are all live. What Makes This Different - No middleman. Your prompts travel from your IDE to your pod members' hardware and back. There is no server in between reading your data. - No vendor lock-in. Pod membership, API keys, and treasury are replicated across your own machines using Raft consensus. If the internet goes down, your local network keeps working. There is no database in someone else's cloud that your pod depends on. - Automatic sharding. You don't configure layer ranges or calculate VRAM budgets. Tell the pod which model you want. It figures out how to split it across whatever hardware is online. - Real NAT traversal. Your friend behind a home router with a dynamic IP? Works. No VPN, no Tailscale, no port forwarding. The nodes handle it. - Free when local. This is the part that matters most. Cloud AI bills scale with usage. Pod inference on local hardware scales with nothing. The marginal cost of your 10,000th prompt is the electricity your laptop was already using. Coming soon: - Pod federation: pods form alliances with other pods. - Marketplace: pods with spare capacity can sell inference to other pods.

Varun

308,630 просмотров • 3 месяцев назад

A16Z SPEEDRUN 2026 UPDATE: I think most people secretly know if they’re founders or not. Some of you can never be happy working inside a giant company, writing docs, in endless meetings. Deep down, you know you’re supposed to build. we're opening up a16z speedrun today! We are accepting applications for our 006 class, where we'll invest up to $1M. It's based in SF, kicking off Jan 2026 but you need to apply now in september. here's how to apply: And yes, we are investing up to $100M in the next 30 days -- it's all happening in september. Quit whatever it is that you're doing, and in 2026 come to SF and work with us out of Andreessen Horowitz's office in SOMA, alongside over a hundred other founders, building the startup you've always wanted to build. We will help you -- both myself and the a16z speedrun team. the details: - up to $1M of investment - hosted at a16z HQ in San Francisco - 12 week program, with an IRL kickoff, luminary speakers, community events - live events with the founders of Carta, Zynga, DoorDash, Behance, Airtable, Twilio, Figma, and more - private dinners/Q&A with Marc and Ben of a16z - apply now, and the deadline will be Sep 28 2025 for SR6 At a16z speedrun, you get access to programs from our operating team and work with experts in marketing, BD, talent, people and capital—more below MARKETING Our team of expert marketers is here to help you win. Whether refining your brand, launching, or building a thriving community, our marketing operators have powered dozens of startups with: - Brand Development -End-To-End Marketing Strategy -PR & Media Coverage -Go-To-Market Execution -Creators & Content TALENT Find and attract the talent you need to build and scale your company. Our curated network connects you with world-class technical talent, executives, advisors, and specialists who can help accelerate your success. Here’s how the program works: - You tell us what you’re looking for. - We use a16z speedrun's brand and referral networks to magnetize talent. - We take hundreds of calls each week to curate a list that we only send to speedrun founders. - You request introductions and we put you in touch. PEOPLE We help you quickly stand up the tools and practices needed to hire, manage, and lead highly performant teams. Our goal is to help you anticipate challenges and navigate some of the most foundational decisions you'll make as you build a world-class company. While a16z speedrun takes place in the US, we welcome founders and companies from around the world. Our Global Founders Program provides specialized guidance for navigating visas and relocation, plus dedicated access to our expert immigration attorney network, so you can focus your energy on building your company. BUSINESS DEVELOPMENT We unlock unparalleled access to networks, expertise, and tools that help startups scale faster. - $5M+ in free credits in our speedrun Marketplace from AWS, GCP, OpenAI, Anthropic, Microsoft, NVIDIA, Stripe, Deel, and many more. - Dedicated advisors & experts to guide you through every partnership, sales, and GTM motion, including crafting your business model and pricing. - Level up your sales with real live demo experience across various events to executives and operators in your target market. - Access to a16z’s network of executives & decision-makers at 2,000+ companies. CAPITAL One of the most important things a founder can do is raise money. Our fundraising program sets the stage for your raise through an in-person Demo Day and an online platform reaching 1,000+ top early-stage investors. We help you prepare with practice sessions, stress tests, and materials review. When you’re in high-stakes negotiations, we coach you, share insider knowledge, and leverage alumni intel on the investor across the table. More details: The a16z speedrun program is a fast‐paced, 12-week startup program that guides founders through every critical stage of their growth. It kicks off with an orientation to introduce the cohort, then dives into rapid product development—helping founders think through MVP while addressing key topics like customer acquisition and design partnerships. Throughout the program, startups benefit from expert-led sessions and interactive office hours that cover: - Brand Building & Go-to-Market Strategy: Crafting your story, marketing, and driving product-led growth. - Customer Acquisition & Launch: Securing early users and executing effective launch plans. - Fundraising & Strategic Partnerships: Pitching, navigating investment, and building lasting relationships. - Team Building & Operational Scaling: Developing high-performing teams and refining internal processes for sustained growth. - Community & Enterprise Sales: Building communities, forming strategic partnerships, and landing your first enterprise customers. - Product-Market Fit & Demo Day Prep: Assessing market traction which culminates in a Demo Day to showcase progress. The a16z speedrun program is IRL and runs for 12 intensive weeks in which our team of expert investors and operators guide your startup from idea to market launch. The program moves through sequential modules—each dedicated to key aspects such as rapid product development, go-to-market strategy, fundraising, team building, and operational scaling. Expect regular check-ins, one-on-one office hours, and interactive sessions, culminating in a Demo Day where you present your progress to potential investors.
0:15

A16Z SPEEDRUN 2026 UPDATE: I think most people secretly know if they’re founders or not. Some of you can never be happy working inside a giant company, writing docs, in endless meetings. Deep down, you know you’re supposed to build. we're opening up a16z speedrun today! We are accepting applications for our 006 class, where we'll invest up to $1M. It's based in SF, kicking off Jan 2026 but you need to apply now in september. here's how to apply: And yes, we are investing up to $100M in the next 30 days -- it's all happening in september. Quit whatever it is that you're doing, and in 2026 come to SF and work with us out of Andreessen Horowitz's office in SOMA, alongside over a hundred other founders, building the startup you've always wanted to build. We will help you -- both myself and the a16z speedrun team. the details: - up to $1M of investment - hosted at a16z HQ in San Francisco - 12 week program, with an IRL kickoff, luminary speakers, community events - live events with the founders of Carta, Zynga, DoorDash, Behance, Airtable, Twilio, Figma, and more - private dinners/Q&A with Marc and Ben of a16z - apply now, and the deadline will be Sep 28 2025 for SR6 At a16z speedrun, you get access to programs from our operating team and work with experts in marketing, BD, talent, people and capital—more below MARKETING Our team of expert marketers is here to help you win. Whether refining your brand, launching, or building a thriving community, our marketing operators have powered dozens of startups with: - Brand Development -End-To-End Marketing Strategy -PR & Media Coverage -Go-To-Market Execution -Creators & Content TALENT Find and attract the talent you need to build and scale your company. Our curated network connects you with world-class technical talent, executives, advisors, and specialists who can help accelerate your success. Here’s how the program works: - You tell us what you’re looking for. - We use a16z speedrun's brand and referral networks to magnetize talent. - We take hundreds of calls each week to curate a list that we only send to speedrun founders. - You request introductions and we put you in touch. PEOPLE We help you quickly stand up the tools and practices needed to hire, manage, and lead highly performant teams. Our goal is to help you anticipate challenges and navigate some of the most foundational decisions you'll make as you build a world-class company. While a16z speedrun takes place in the US, we welcome founders and companies from around the world. Our Global Founders Program provides specialized guidance for navigating visas and relocation, plus dedicated access to our expert immigration attorney network, so you can focus your energy on building your company. BUSINESS DEVELOPMENT We unlock unparalleled access to networks, expertise, and tools that help startups scale faster. - $5M+ in free credits in our speedrun Marketplace from AWS, GCP, OpenAI, Anthropic, Microsoft, NVIDIA, Stripe, Deel, and many more. - Dedicated advisors & experts to guide you through every partnership, sales, and GTM motion, including crafting your business model and pricing. - Level up your sales with real live demo experience across various events to executives and operators in your target market. - Access to a16z’s network of executives & decision-makers at 2,000+ companies. CAPITAL One of the most important things a founder can do is raise money. Our fundraising program sets the stage for your raise through an in-person Demo Day and an online platform reaching 1,000+ top early-stage investors. We help you prepare with practice sessions, stress tests, and materials review. When you’re in high-stakes negotiations, we coach you, share insider knowledge, and leverage alumni intel on the investor across the table. More details: The a16z speedrun program is a fast‐paced, 12-week startup program that guides founders through every critical stage of their growth. It kicks off with an orientation to introduce the cohort, then dives into rapid product development—helping founders think through MVP while addressing key topics like customer acquisition and design partnerships. Throughout the program, startups benefit from expert-led sessions and interactive office hours that cover: - Brand Building & Go-to-Market Strategy: Crafting your story, marketing, and driving product-led growth. - Customer Acquisition & Launch: Securing early users and executing effective launch plans. - Fundraising & Strategic Partnerships: Pitching, navigating investment, and building lasting relationships. - Team Building & Operational Scaling: Developing high-performing teams and refining internal processes for sustained growth. - Community & Enterprise Sales: Building communities, forming strategic partnerships, and landing your first enterprise customers. - Product-Market Fit & Demo Day Prep: Assessing market traction which culminates in a Demo Day to showcase progress. The a16z speedrun program is IRL and runs for 12 intensive weeks in which our team of expert investors and operators guide your startup from idea to market launch. The program moves through sequential modules—each dedicated to key aspects such as rapid product development, go-to-market strategy, fundraising, team building, and operational scaling. Expect regular check-ins, one-on-one office hours, and interactive sessions, culminating in a Demo Day where you present your progress to potential investors.

andrew chen

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