JacKjUN

When we built our trading app on TikTok at the beginning of 2025, TikTok told us we couldn't launch trading features on their front end. Our team was devastated because that killed our retention, user count, and business model altogether. We fought to rebuild the crypto front end that we all deserve. For the last 6 months, we’ve prototyped Donut, with 100,000+ visionaries on the waitlist to co-create the interface for the financial internet. Today, we're excited to announce that we raised $22M to build the world's first agentic crypto browser for trading. Money doesn’t sleep. Keep it growing. A huge thanks to @BITKRAFTVC, HSG, @Sky9Capital, MPCi, @makersfundvc, @hack_vc, @altosvc, @Axia8Ventures, @orthogonal, @10kventure, and more for believing in our vision. And a special shout out to professor Xi Chen (NYU - ML and DeFi) and Haoqi Fan (Ex Meta AI Research) for advising us on AI. The time for agentic browsers is now. We’ve seen OpenAI launch Atlas, Perplexity launch Comet in the last few months to change how we interact with the internet. But none of them take care of on-chain execution, none of them is built for the allocation economy, to keep money flowing. We need an agentic browser for crypto. An agentic crypto browser isn’t a chatbot. It isn’t just an agent. It's a weapon against everything that's been killing retail traders: latency, opacity, market makers front-running your flow, and human fallibility. Money doesn’t sleep, but you do. Donut trades with you. Donut trades for you. 24/7. For years, retail has been cannon fodder. You're asleep → whales dump on you. You're at work → funding rates flip against you. You're copying CT → you're exit liquidity for someone's bags. You're trading manually → bots are already 10 steps ahead. The house always wins because the house has better market intelligence. Two things converged: DeFi is eating the world. $20B in daily onchain spot volume. Onchain perps tripled since Q1. The infrastructure is finally here. AI can finally trade. Models can trade on their own, read charts, parse signals, write strategies, and execute—all without you lifting a finger. The agentic trading era isn't coming. It's here. You have all the intelligence in the world. Donut's core loop: continuous learning from your behavior, routed execution based on market context, real-time criticism and adaptation. Not static algos. Not copy-paste strategies. A system that learns what works for YOU and gets better every trade. While you sleep, Donut is: Monitoring 1000+ signals across socials and onchain data Analyzing chart patterns the second they form Executing your strategies with better fills than you'd get manually Setting stop losses you're too emotional to set yourself Imagine: 5 AM, October 11th. Your phone buzzes. "Sold your $PUMP position at $0.42. Detected coordinated whale wallets moving to CEX + funding rate spike. You're up 40%." You weren't awake. You didn't panic sell. You didn't FOMO hold. Your agent protected you while you slept. This isn't hypothetical. This is Donut. Our team has been building AI systems for years before falling in love with crypto: @chrizhuu - I built agents and crypto ecosystems since 2021 @JackJun_CookAI - Core AI researcher ex-Tencent / Foresight @darcyasks - Enjoy building flywheels; from TradFi to crypto @Ru7Longcrypto - onchain trader in the trenches @yidesigns - founding designer at Primodium, one of the most advanced on-chain games @regison_defi - built AI powered defi before it was hot @dipfit1 - built ML-based trading tools on Solana and Hyperliquid @haloooojustin - built AI coding platforms for a decade @yutongli27 - founding team of top L2 blockchain @ProductDonut - product at Donut @commandercrypto Community Lead, previously at Sahara AI We're builders who realized crypto is where agents matter most. Most "AI crypto tools" are glorified search wrappers. We're architecting the financial internet from the ground up: capturing trade signals, analyzing fundamentals and technicals, facilitating end-to-end onchain orderflow and execution—all at the front-end of the internet. The browser is the environment. The agent is the trader. You're the strategist. Three surfaces, one mission: Donut Browser (Chrome) Your co-pilot on every site. Analyze any chart, any DEX, any X thread. Execute trades without leaving the page. Donut Home (Web) Full workspace for advanced trading. AI-enhanced charts that show what the agent sees and recommends in real-time. Donut Radar (Mobile/Telegram) Your 24/7 signal catcher. Price moves, new listings, yield opportunities, whale behavior—delivered as conversational alerts. We've watched coding experts front-run news. HFTs profit by trading against retail flow. KOLs shill garbage TA while dumping bags. Donut democratizes what was only available to funds and insiders. If institutional traders have quants, you should too. We're building the category that doesn't exist yet: agentic crypto browsers built for trading. Not another Telegram bot. Not another research assistant. Not another copy of what already failed. A real-time, context-aware, continuously learning trading partner that makes you better. 100k traders are already waiting. Join them now. The winners in 2025 won't be the traders with the most capital. They'll be the ones with the best agents. Money doesn’t sleep. Keep it moving. Welcome to Donut. 🍩

When we built our trading app on TikTok at the beginning of 2025, TikTok told us we couldn't launch trading features on their front end. Our team was devastated because that killed our retention, user count, and business model altogether. We fought to rebuild the crypto front end that we all deserve. For the last 6 months, we’ve prototyped Donut, with 100,000+ visionaries on the waitlist to co-create the interface for the financial internet. Today, we're excited to announce that we raised $22M to build the world's first agentic crypto browser for trading. Money doesn’t sleep. Keep it growing. A huge thanks to @BITKRAFTVC, HSG, @Sky9Capital, MPCi, @makersfundvc, @hack_vc, @altosvc, @Axia8Ventures, @orthogonal, @10kventure, and more for believing in our vision. And a special shout out to professor Xi Chen (NYU - ML and DeFi) and Haoqi Fan (Ex Meta AI Research) for advising us on AI. The time for agentic browsers is now. We’ve seen OpenAI launch Atlas, Perplexity launch Comet in the last few months to change how we interact with the internet. But none of them take care of on-chain execution, none of them is built for the allocation economy, to keep money flowing. We need an agentic browser for crypto. An agentic crypto browser isn’t a chatbot. It isn’t just an agent. It's a weapon against everything that's been killing retail traders: latency, opacity, market makers front-running your flow, and human fallibility. Money doesn’t sleep, but you do. Donut trades with you. Donut trades for you. 24/7. For years, retail has been cannon fodder. You're asleep → whales dump on you. You're at work → funding rates flip against you. You're copying CT → you're exit liquidity for someone's bags. You're trading manually → bots are already 10 steps ahead. The house always wins because the house has better market intelligence. Two things converged: DeFi is eating the world. $20B in daily onchain spot volume. Onchain perps tripled since Q1. The infrastructure is finally here. AI can finally trade. Models can trade on their own, read charts, parse signals, write strategies, and execute—all without you lifting a finger. The agentic trading era isn't coming. It's here. You have all the intelligence in the world. Donut's core loop: continuous learning from your behavior, routed execution based on market context, real-time criticism and adaptation. Not static algos. Not copy-paste strategies. A system that learns what works for YOU and gets better every trade. While you sleep, Donut is: Monitoring 1000+ signals across socials and onchain data Analyzing chart patterns the second they form Executing your strategies with better fills than you'd get manually Setting stop losses you're too emotional to set yourself Imagine: 5 AM, October 11th. Your phone buzzes. "Sold your $PUMP position at $0.42. Detected coordinated whale wallets moving to CEX + funding rate spike. You're up 40%." You weren't awake. You didn't panic sell. You didn't FOMO hold. Your agent protected you while you slept. This isn't hypothetical. This is Donut. Our team has been building AI systems for years before falling in love with crypto: @chrizhuu - I built agents and crypto ecosystems since 2021 @JackJun_CookAI - Core AI researcher ex-Tencent / Foresight @darcyasks - Enjoy building flywheels; from TradFi to crypto @Ru7Longcrypto - onchain trader in the trenches @yidesigns - founding designer at Primodium, one of the most advanced on-chain games @regison_defi - built AI powered defi before it was hot @dipfit1 - built ML-based trading tools on Solana and Hyperliquid @haloooojustin - built AI coding platforms for a decade @yutongli27 - founding team of top L2 blockchain @ProductDonut - product at Donut @commandercrypto Community Lead, previously at Sahara AI We're builders who realized crypto is where agents matter most. Most "AI crypto tools" are glorified search wrappers. We're architecting the financial internet from the ground up: capturing trade signals, analyzing fundamentals and technicals, facilitating end-to-end onchain orderflow and execution—all at the front-end of the internet. The browser is the environment. The agent is the trader. You're the strategist. Three surfaces, one mission: Donut Browser (Chrome) Your co-pilot on every site. Analyze any chart, any DEX, any X thread. Execute trades without leaving the page. Donut Home (Web) Full workspace for advanced trading. AI-enhanced charts that show what the agent sees and recommends in real-time. Donut Radar (Mobile/Telegram) Your 24/7 signal catcher. Price moves, new listings, yield opportunities, whale behavior—delivered as conversational alerts. We've watched coding experts front-run news. HFTs profit by trading against retail flow. KOLs shill garbage TA while dumping bags. Donut democratizes what was only available to funds and insiders. If institutional traders have quants, you should too. We're building the category that doesn't exist yet: agentic crypto browsers built for trading. Not another Telegram bot. Not another research assistant. Not another copy of what already failed. A real-time, context-aware, continuously learning trading partner that makes you better. 100k traders are already waiting. Join them now. The winners in 2025 won't be the traders with the most capital. They'll be the ones with the best agents. Money doesn’t sleep. Keep it moving. Welcome to Donut. 🍩

🚀 DeepSeek-OCR — the new frontier of OCR from @deepseek_ai , exploring optical context compression for LLMs, is running blazingly fast on vLLM ⚡ (~2500 tokens/s on A100-40G) — powered by vllm==0.8.5 for day-0 model support. 🧠 Compresses visual contexts up to 20× while keeping 97% OCR accuracy at <10×. 📄 Outperforms GOT-OCR2.0 & MinerU2.0 on OmniDocBench using fewer vision tokens. 🤝 The vLLM team is working with DeepSeek to bring official DeepSeek-OCR support into the next vLLM release — making multimodal inference even faster and easier to scale. 🔗 github.com/deepseek-ai/De… #vLLM #DeepSeek #OCR #LLM #VisionAI #DeepLearning