Introducing the new Data Grid, rebuilt on TANSTACK Table v9 for...

Uploaded: 2026-08-06T09:13:18.000Z
Duration: PT172.633S
Channel: ReUI

2:14

Introducing free Event Calendar for shadcn: ✅ Month, Week, Day, Agenda, Time Grid view modes ✅ Headless UI for custom event rendering and interactions ✅ i18n support ✅ Timezone support ✅ Drag to move and resize support ✅ Base UI / Radix by WorkOS ready Live preview links below 👇

ReUI

32,701 views • 23 days ago

3:49

🚀 Introducing A collection of top quality free & open-source dashboard components, blocks and layouts built with shadcn/ui & Base UI ✅ Open-source dashboard components & blocks ✅ Beautiful admin dashboard template ✅ Copy & paste with shadcn/ui ✅ Pre-Built AI Prompts ✅ MCP Server ✅ Production-ready code Huge thanks to shadcn for creating such an amazing ecosystem ❤️ 🔗 Would love your feedback.

Sunil Joshi

67,569 views • 22 days ago

9:29

🚨 MAJOR Internet Money Wallet is live on Android, iOS and Chrome. ✅ By consistent community request we have updated the overall look (User Interface/UI). 📝This is Phase 3 of our UI overhaul. More to come. 🤔Watch the video below for a more in-depth description. Some of the updates include: ✅New portfolio change feature on the home and wallet screens ✅Updated icons app wide ✅Updated color continuity and philosophy app wide ✅Updated fonts app wide ✅Reconstructed the Home and wallet screens ✅Reconstructed the navigation (nav) bars on both mobile and chrome ✅Added filtering options for Transactions, Home, Wallet, Networks and NFTs ✅Fixed several bugs ✅Implemented several speed optimizations 🔔Hit the bell icon on our page to stay up to date as we announce future releases. 🧠 Make sure your Chrome is on version: 2.3.0 and your Android and iOS devices are on version 2.2.10 to see these awesome updates. 🙏 Thank you to our incredible community who continues to use Internet Money and consistently provides the feedback necessary to grow and improve. As well as onboards their friends and family!

Internet Money | Crypto Wallet

21,181 views • 5 months ago

1:21

Introducing Minara AI - your ultimate AI assistant for digital finance, like having a 24/7 personal CFO. Just ask your questions, get powerful market insights, and turn them into actionable strategies—backed by real-time data. Instantly. Overall, Minara can provides: ✅ Profressional analysis & insights as you need on crypto, stocks, RWA, DeFi,NFTs and more. (Far better than ChatGPT-5 and Grok-4) ✅ 50+ real-time data sources, including on-chain, financial, social and prediction data. ✅ Vibe trading crypto and tokenized stocks in one place. ✅ Create any agentic financial workflow with prompts. ✅ Manage your portfolio and track profit&loss ✅ Financial planning & forecasting (integrating Polymarket) No learning curve. For everyone. Join the waitlist and experience the revolution NOW👇

Minara AI

201,305 views • 1 year ago

0:27

🔴 INTRODUCING BLOOD v3 🔴 The most advanced Solana bot just got even better. After months of relentless work, testing, and fine-tuning, we're proud to unveil BLOOD GUI – the most intuitive, lightning-fast, and powerful UI ever created. Built for speed, simplicity, and precision, it redefines the way you interact with bot. Newcomers can set everything up in minutes, while pros will execute their strategies with unmatched efficiency. 🔥 WHAT’S NEW? 🔥 ✅ Informative homepage – get all essential bot details at a glance. ✅ Sleek, optimized UI – clean design with zero performance loss. ✅ Smart settings management – hide unnecessary options or find the right setting instantly with a search bar. ✅ Enhanced position control – manage multiple trading modes with full control over your trades. ✅ 🔁 Unlimited wallet copying – mirror an infinite number of wallets. ✅ ⚡️ Upgraded nodes – FREE NODE + FASTEST GEYSERS FOR ALL HOLDERS. ✅ 📊 PNL & Winrate analytics – track performance, optimize strategies, and maximize profits with in-depth wallet analysis. And the best part? You get ALL of this with ZERO TRADING TAXES 💰. 🚨 This is not just an update. It’s a GAME-CHANGER. 🚨 There is also one more important thing…

BLOOD SOLUTIONS

12,222 views • 1 year ago

0:35

Check out mistral.rs, our #Rust-based open source inference engine allowing for fast #LLM serving for a variety of architectures including X-LoRA mixture-of-expert (MoE) models, Llama-3, Mistral/Mixtral, Gemma & many others. Built on the Hugging Face #Candle framework for #Rust w/ custom CUDA kernels in the backend (as well as support for Metal, Apple Accelerate, and Intel MKL for CPU use), you can easily create a REST API OpenAI compatible server or run via Python bindings. Key features include: ✅Prefix caching, continuous batching ✅Flash Attention V2 ✅Device offloading ✅GGUF or Hugging Face models ✅2, 3, 4, 5, 6 and 8 bit quantization ✅X-LoRA MoE non-granular scalings for fast inference ✅Grammar support ✅Continuous batching ✅LoRA support with weight merging ✅LlamaIndex 🦙 integration ...and much more. Incorporation into our GraphReasoning multi-agent modeling framework & LlamaIndex 🦙 allows you to combine in-context learning with adversarial agentic strategies, to dive deep into complex scientific analyses, such as to predict material behaviors, generate hypotheses, analyze papers and data, develop new research concepts, and much more. Check out mistral.rs: Join our Discord here: Rust Trending Rust Language

Markus J. Buehler

73,581 views • 2 years ago

0:38

🔥 Pi Network Has Officially Entered Beast Mode – Global Payment Giants Now Support It! While others doubted, we built. While the world watched, Pi Network quietly integrated with the biggest financial platforms on Earth. And now… we’re ready. 💪🌎 💥 The Walls Are Down. Pi Is Borderless. The Open Mainnet is live, the infrastructure is in place, and now the final pieces are falling into place — Pi Network is supported by a massive alliance of global payment powerhouses, including: 🛡️ Exchange Titans & Fiat Gateways: •✅ Binance P2P •✅ Binance Connect •✅ Transak •✅ Sardine •✅ Topper •✅ UTORG •✅ Paybis •✅ Onmeta •✅ Onramp Money •✅ •✅ TransFi •✅ DFX •✅ Alchemy Pay •✅ Banxa •✅ BTC Direct •✅ Coinify •✅ MoonPay •✅ Fonbnk •✅ GateConnect •✅ Unlimit •✅ Guardarian •✅ Koywe •✅ LocalRamp •✅ Yellow Card 💳 World-Class Fintechs Now Support Pi: •✅ Stripe •✅ Skrill Crypto •✅ Revolut 🌐 This Is Bigger Than Just Crypto Stripe and Skrill aren’t just crypto services — they’re global payment kings. And now they’re helping Pi bridge traditional finance with the new digital economy. Revolut is a top fintech unicorn, and it’s already supporting Pi. Binance is the biggest crypto exchange in the world — and it’s ready. Let that sink in. 🔥 🚀 Why This Changes Everything •🌍 Anyone can access Pi, anywhere in the world •🏦 Buy and sell Pi directly with bank cards, local fiat, Apple Pay, and more •💼 Businesses can now prepare to integrate Pi into payments •🧠 Investors now see the foundation for real-world use and massive growth This is what true mass adoption looks like — infrastructure before hype. Utility before listing. Power before price. 🔮 The World’s Not Ready, But We Are. While other coins chased listings, Pi Network built alliances. While others pumped and dumped, Pi built its own economy. And now? The rocket is fully fueled. We’re not waiting for the future — we’re building it. “You don’t have to be first. You just have to be the one who finishes the race prepared. And Pi Network is ready to dominate.” 📢 Pioneers, Stand Tall Your patience, your faith, your mining, your contribution — it’s all paying off. With 40+ global financial platforms now supporting Pi, we’ve gone from an idea… to an unstoppable force. 🎯 Pi Network is not just another crypto project. 🚀 Pi is the people’s currency — and now the world is opening its gates to it. 📣 Share this. Shout it. Post it. Let every Pioneer know — Pi is ready. Let every skeptic watch — we told you so. Let every investor understand — the game has changed. Pi is no longer coming. Pi is here. 🔥 And the world is about to feel it. Pi Network Nicolas Kokkalis Chengdiao Fan ✅✅✅✅🚀🚀🚀🚀🚀🚀🚀🚀

Mr Spock 𝛑

42,315 views • 1 year ago

3:17

Today ReUI Pro goes live! 🔥 Design-forward shadcn/ui platform with MCP fluency for agents. AI made UI generation instant. It didn't make it production-ready. You still spend hours picking blocks, adjusting details, and fine-tuning the last mile. We spent six months building the agent-ready layer for shadcn/ui that closes the gap. Inside: ☑️ Free Hosted MCP with Agent Skills. ☑️ 1,019 open-source shadcn/ui components, free forever. ☑️ 17 open-source ReUI primitives(Data Grid, Filters,File Upload, Stepper and more). ☑️ 485 Pro blocks across over 50 categories. ☑️ 562 hand-crafted interactive icons in 4 styles. ☑️ Default Base UI and legacy Radix by WorkOS versions. Real credit to shadcn for the ecosystem! The registry model changed how we all build and ship UI, and ReUI stands on that foundation. Below is a thread on the 10 things we're most proud of👇

ReUI

42,577 views • 1 month ago

0:20

🔥🔥A NEW INFRASTRUCTURE LAYER FOR AI IN THE WEB3 ERA - 🟢#SaharasAI is the first full-stack AI-native platform on blockchain, offering a decentralized framework for creating, distributing, and monetizing AI models and datasets. The project is built around the principle of open access, privacy by design, and user-owned intelligence. 🔍 Key Differentiators: ✅ AI-Native Infrastructure: A modular stack covering compute, model, and data layers ✅ Cross-Chain Compatibility: Seamless deployment across multiple blockchain environments ✅ Monetization First: Built-in tools to tokenize, sell, and reward AI contributions ✅ ZK-Based Privacy: Zero-knowledge proofs for secure, verifiable computation and data usage 💼 Backed by Leading Institutions: YZi Labs, Microsoft, Amazon, Pantera Capital, Sequoia Capital... ⭐️ Community Sale on Buidlpad that WLFI refered about: ⏰ Date: June 8–11, 2025 💰 Price: $0.15/token 🎯 Allocation per user: $50 – $3,000 💳 Payment: USD1 or BNB ✅ KYC required 📎 Learn more: $SAHARA #SAHARA #buidlpad #AIforALL

BD GemX

22,815 views • 1 year ago

1:07

🤩 Here is the real Show-off Card in the true sense – Amex Platinum Charge Card! Woah! What an unboxing experience 🤯✨ A real working high-quality LED video screen with sound, memory storage and switches built right into the card box itself! 🥳🎥🔊 And the best part? You can upload your own videos and photos on this LED video player. Got all this even before activating the card and without committing a single rupee towards the joining fee (joining fee is charged only if the card is activated). btw I activated it.. And here is what you get after activating 👇👇 🎁 Welcome Benefits ✅ ₹60,000 worth of The Postcard Hotel vouchers OR ✅ ₹50,000 worth of Taj Experiences Gift Cards (usable for stays, dining, spa, beverages etc. at Taj properties) 🎯 Referral Offer (Till 30th June 2026) ✅ 25,000 Amex Points as referral bonus 👉 My Referral Link: 🏨 Premium Hotel Memberships & Elite Statuses ✅ Accor Explorer Membership ✅ Taj Epicure Plus Membership ✅ Marriott Bonvoy Gold Elite Status (for both self and one add-on card member) ✅ Hilton Honors Gold Status (for both self and one add-on card member) ✅ Radisson Rewards Premium Status (for both self and one add-on card member) ✅ Hertz Gold Plus Rewards Status (for both self and one add-on card member) ✅ The Postcard Hotels Sunshine Club Platinum Status (for both self and one add-on card member) These memberships can enhance overall travel experience which otherwise cost thousands of rupees if you pay on your own for hotel upgrades, discounts etc. 🏨✨ 🍽️ Lifestyle Benefits ✅ EazyDiner Prime Membership ✅ Ace by Times Prime Membership Includes complimentary subscriptions of: • Amazon Prime • JioHotstar • Sony LIV • Discovery+ • Lionsgate Play • Uber One • And more 🎬 Entertainment Benefits ✅ Buy One Get One Free Movie Ticket on PVR (up to ₹500 per free ticket) ✅ Complimentary PVR Food & Beverage Voucher every month ✈️ Premium Airport Lounge Access Unlimited access for Primary + One Add-on Card holder ✅ The Centurion® Lounge ✅ Priority Pass™ Lounges ✅ Delta Sky Club® Lounges (when flying Delta) ✅ Escape Lounges ✅ Domestic Partner Lounges in India 👨‍👩‍👧 Family Benefits ✅ One complimentary guest access at Centurion Lounges ✅ Complimentary access for children below 12 years at Centurion Lounges when accompanied by the primary cardholder ✅ Complimentary Platinum Charge Add-on Card for one family member ⛳ Golf Benefits ✅ Complimentary Golf Games ✅ Complimentary Golf Lessons (For both primary and one add-on card member) 🏨 Luxury Hotel Programs ✅ Fine Hotels + Resorts (FHR) Benefits • Complimentary breakfast • Room upgrades (subject to availability) • Early check-in / late checkout • Property credits at select hotels ✅ The Hotel Collection Benefits • Hotel credits • Room upgrades at participating hotels 🎩 Premium Services ✅ Concierge Services ✅ Global Travel Assistance ✅ Emergency Card Replacement Support ✨ And many other premium travel and lifestyle benefits. 💰 Joining Fee: ₹77,880 (including GST) My Take 👇 This card is a premium lifestyle card and definitely NOT for everyone. I took it only for the first year because of the heavily loaded welcome benefits, referral bonus points, elite hotel memberships and premium travel privileges, many of which are quite useful for my upcoming travel plans. ✈️🌍 The premium lounge programs are a nice add-on, but for me the real value lies in: 🏨 Hotel memberships 🎁 Welcome benefits ✈️ Travel privileges 🎯 Referral bonus points Looking at the overall value proposition, my effective first-year cost is negligible for my use case. Will I renew it next year? Most probably not, unless they provide a great renewal offer😄 But as a one-time experience, the unboxing, welcome gifts, premium memberships and overall treatment make it a true Platinum experience. 🤩 #creditcard #spendwisely #creditcard

SpendWisely

23,557 views • 1 month ago

0:38

The wait is over 365 days ago, we launched our closed Alpha Since then, we have: ✅ Developed a custom ReAct agent with improved prompting, skill handling, and Nillion data storage ✅ Revealed some of our partnerships (big ones have yet to be announced 👀) ✅ Migrated to a new Uniswap Base (V3) pool for better price stability ✅ Allowed users to create their own Characters ✅ Added new Skills (so many more to go live) ✅ Overhauled the agent UI/UX ✅ Integrated with Telegram We are not building one single agent that does XYZ. We are building: ➡️ An Agent Framework ➡️ Secure Credential Storage ➡️ Enterprise-grade Access Control ➡️ Request tracking, and a lot of other stuff.. that allows thousands of people to create AI agents under minutes. The greatest leverage is not in using tools It’s in creating the tools that create tools The closed Alpha was our proof of concept What comes next is our proof of vision Full platform launch on February 25th 🌐

Skillful AI

25,999 views • 1 year ago

1:08

Open-sourcing the first unified LLM routing library 🔥 Meet LLMRouter 16+ routers in ONE framework. Stop reimplementing routing papers from scratch, simply run pip install llmrouter-lib And instantly deploy SOTA LLM routing tailored to your exact needs! 🔗 Get Started with LLMRouter 🚀 Code: 🌐 Project Page: 💸 Why LLMRouter? Why pay GPT-5 prices for "What's the weather?" Smart routing = Significant Savings Simple query → Cheap model Complex query → Powerful model Save 30–50% on inference costs without sacrificing quality 🧭 The 16+ Router Arsenal Switch between state-of-the-art methods with a single flag change. We cover every paradigm: ✅ Single-Round: From classic ML (KNN, SVM) to neural approaches (Graph, Contrastive). ✅ Multi-Round: RL-powered reasoning that "thinks" before routing. ✅ Agentic: Breaks down complex tasks and routes step-by-step. ✅ Personalized: Learns from user history to fit unique needs. 🛠️ Complete "Out-of-the-Box" Toolchain We didn't just ship the code; we shipped the pipeline. ✅ Unified CLI: Train, infer, and chat with any router. ✅ Interactive UI: Full Gradio interface included. ✅ Benchmarks: 11 datasets ready to use + full data generation pipeline. From LLM routing research to production in minutes. 🚀

Jiaxuan You

75,244 views • 7 months ago

0:51

A team tested Pi0, Pi0 Fast, Gr00t, and ACT on real robot arms in manufacturing tasks. (🔖 Bookmark this for later!) The task was precise: place thin rectangular frames from a messy stack into a holder. The team fine-tuned each model on 100 real trajectories and compared training time, inference speed, motion quality, and success rates. ⬇️ Here’s a breakdown of what they found Pi0 (Original) ✅ Strongest overall performance in precise pick-and-place ✅ High success rate even in edge cases ✅ Longest training time (~11 hours, ~$30 per run) ✅ Inference time of 80 ms causes short pauses between actions Despite delays, it handles complex scenarios well… solid for high-precision tasks, but slow to train. Gr00t ✅ Trains fast (~2 hours, ~$5 per run) ✅ Performs almost as well as Pi0 on large-object tasks ✅ Struggles with fine precision; random movement in some trials ✅ More training didn’t fix jitter or random offsets Best suited for tasks where exact precision isn’t critical. Not ready for manufacturing-grade accuracy without more tuning. Pi0 Fast ✅ Promised faster training, but results were underwhelming ✅ Training at 6 hours still showed low success rates ✅ Inference was slower than expected ✅ Not reliable for generalizing even slightly new tasks Currently too unstable for real-world deployment. Doesn’t live up to the “Fast” name yet. ACT (Baseline) ✅ 200MB model—lightweight, but limited ✅ Struggles with stacked objects or ambiguous scenes ✅ Success rates around 70% in best-case setups ✅ Can’t match newer models on precision or generalization Still a solid baseline, but clearly a generation behind in robustness. 🚨 Extra Notes All newer models share a common issue: •Inference takes longer than a frame (80 ms vs 33 ms), so robots “pause” between chunks. •This results in jittery movements, but not a dealbreaker unless tasks are time-sensitive. Language-conditioned tasks also fell short: after training on two labeled tasks, the model couldn’t generalize to a third unseen combination using only text prompts. ✅ The good news? These models adapt well to new robot arms with quick fine-tuning. ❌ The bad news? There’s still no plug-and-play solution for improving performance after deployment. Reinforcement learning or DAgger-style data collection during real-world operation may be the next big step, something many teams in robotics are actively working on.

Ilir Aliu

21,844 views • 1 year ago

6:39

How to Get Funded to Trade Crypto: HyroTrader Full Breakdown Are you ready to trade crypto with zero risk and full reward? Use my referral link for exclusive discounts: In this video, we break down everything you need to know about HyroTrader, one of the top crypto prop trading firms in 2025. Whether you're an aspiring day trader or a seasoned scalper, HyroTrader offers a revolutionary path to becoming a funded crypto trader—without putting your own capital at risk. 🚀 What You’ll Learn in This Review: ✅ What is HyroTrader & how it works ✅ The difference between the One-Step and Two-Step challenges ✅ How to trade on real markets like ByBit and Cleo ✅ Profit split explained (up to 90%) ✅ How to qualify for real funded accounts ✅ Stop-loss rules, risk management, and daily drawdown ✅ Evaluation process walkthrough ✅ How fast you can get paid in USDT/USDC ✅ Real reviews and Trustpilot score breakdown (4.5/5 ⭐️) Why Traders Choose HyroTrader: +No time limits on challenges +Real market data (not simulated prices) +12–48 hour payout processing +Use of bots & APIs (post-funding) +Trade 350+ assets on Binance via Cleo +Free refund of your entry fee after your first payout +24/5 expert support and a global community Start your funded trading journey today with HyroTrader #HyroTrader #CryptoPropFirm #GetFunded #ByBit #CryptoTrading2025 #TradingChallenge #CleoPlatform #CryptoFundedAccount #PropFirmReview #USDT #ByBitTrading #BecomeAFundedTrader #BestPropFirm2025

Decentralised News

16,181 views • 10 months ago

0:23

We’re excited to share a sneak peek at the UI/UX for the upcoming ZERA wallet, and let you know... Wallet beta getting closer. We’re releasing a core wallet first, focused on speed and reliability. This phase is our first major live-load test of the infrastructure and release process, a key step in building a resilient foundation with the community. Following the hackathon submission and tech-demo release, we’ll begin rolling out the advanced privacy and offline features into the beta through staged releases. What the full wallet brings (post-beta): ✅ Multi-asset privacy support: starting with select stables (USDC/USDT) + SOL; more to follow. ✅ Shielded balances: private by default via zero-knowledge cryptography. ✅ Private P2P: send/receive without revealing your transaction graph. ✅ Offline transfers: fully offline send/receive, plus note splitting/merging for exact change. ✅ Seamless swaps: ZK-gated routing to swap via Jupiter/Raydium directly into shielded balances, minimizing intent/size leakage. Join the beta. Help us push the infra, refine UX, and shape the rollout. Welcome to the New Zero-Knowledge Era.

ZERA

99,265 views • 9 months ago

0:31

Introducing LiteParse - the best model-free document parsing tool for AI agents 💫 ✅ It’s completely open-source and free. ✅ No GPU required, will process ~500 pages in 2 seconds on commodity hardware ✅ More accurate than PyPDF, PyMuPDF, Markdown. Also way more readable - see below for how we parse tables!! ✅ Supports 50+ file formats, from PDFs to Office docs to images ✅ Is designed to plug and play with Claude Code, OpenClaw, and any other AI agent with a one-line skills install. Supports native screenshotting capabilities. We spent years building up LlamaParse by orchestrating state-of-the-art VLMs over the most complex documents. Along the way we realized that you could get quite far on most docs through fast and cheap text parsing. Take a look at the video below. For really complex tables within PDFs, we output them in a spatial grid that’s both AI and human-interpretable. Any other free/light parser light PyPDF will destroy the representation of this table and output a sequential list. This is not a replacement for a VLM-based OCR tool (it requires 0 GPUs and doesn’t use models), but it is shocking how good it is to parse most documents. Huge shoutout to Logan Markewich and Clelia Bertelli (🦙/acc) for all the work here. Come check it out: Repo:

Jerry Liu

256,748 views • 4 months ago

2:24

We’re excited to launch OpenMemory MCP, a private memory for MCP-compatible clients powered by mem0 Today, most AI assistants and dev tools operate without memory. You plan your roadmap in Claude, implement tasks in Cursor, but none of them know what the other did. Each tool operates in isolation, and your context disappears as soon as the session ends. OpenMemory MCP solves this. Built on the open Model Context Protocol (MCP), OpenMemory MCP runs 100% locally and provides a persistent, portable memory layer for all your AI tools. It enables agents and assistants to read from and write to a shared memory, securely and privately. Key capabilities: ✅Works across MCP clients like Cursor, Claude Desktop, Windsurf, Cline and more ✅Provides standardized memory operations (add_memories, search_memory, list_memories, delete_all_memories) ✅Stores data on your machine, fully private ✅Offers a centralized dashboard for visibility and control ✅Simple Docker-based setup with no vendor lock-in If you're building on MCP, OpenMemory MCP is the easiest way to add persistent, private memory to your clients with zero cloud dependencies and full local control. We’ve put together a short demo to show how it works Check it out in the links below 👇

Taranjeet

471,972 views • 1 year ago

1:23

GM 🟧🔳 Looks like RUNES protocol could evolve into CASINO 🎰 thanks to TURBO FLAG that will be activated soon 🚩 ❗️ Not all Runes will be eligible for the upgrade ‼️ Casey Casey has not decided yet on what new feature will be activated by Turbo Flag 👀 Watch attached video clip from the latest Hell Money with Casey and erin explaining how the Turbo Flag works ⬇️ ———————————————— 🔳 Here’s a list of some of the popular Runes showing which ones are upgradable 👇 $DOG is not - you can blame Leonidas 🧡 $DOG for that 😂 🚩✅ MEMENTO•MORI 🚩✅ Pups 🌎☮️ (PUPS) 🚩✅ @billymemeforfun (BILLY) 🚩✅ GIZMO (GIZMO) 🚩✅ NodeStrategy (NODESTR) 🚩✅ UNCOMMON•GOODS ❌ $DOG ❌ Magic Internet Money (MIM) ❌ NinjaStrategy™ (PIZZA) ❌ LOBO•THE•WOLF•PUP (LOBO) ❌ Runecoin ▣⛏️ (RSIC) ⚠️ To check if Rune token is upgradable, search for it on ORDINALS .COM, scroll down and look at what it says next to “turbo”. If it says “true”, it’s upgradable. If it says “false”, it’s not upgradable. (see attached pic below) ⬇️

pawellwitt

31,828 views • 4 months ago

0:47

Robots are getting smarter, but most still fail the same way. They don’t learn from their own mistakes. A new paper proposes something different: a way for robots to self-improve directly from their failures in the real world. It’s called PLD (Probe, Learn, Distill). The idea: instead of collecting endless human demos, let the robot figure out where it fails, learn how to recover, and then distill that knowledge back into its main model. Key takeaways from the research: ✅ Uses residual reinforcement learning to recover from policy failures ✅ Achieves 99% success on LIBERO and 100% on real Franka and YAM arms ✅ Runs hour-long manipulation tasks without human resets ✅ Builds a feedback loop between real-world data and model adaptation Unlike supervised fine-tuning, which relies on humans, PLD learns from the robot’s own experience. By training on its own failure distribution, the model becomes both more efficient and more aligned with the real world. It’s not just a technical shift, it’s a step toward robots that improve themselves through real-world practice. Thanks for sharing, Wenli Xiao !! Paper and demos: —- Weekly robotics and AI insights. Subscribe free:

Ilir Aliu

22,872 views • 9 months ago

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Introducing free Event Calendar for shadcn: ✅ Month, Week, Day, Agenda, Time Grid view modes ✅ Headless UI for custom event rendering and interactions ✅ i18n support ✅ Timezone support ✅ Drag to move and resize support ✅ Base UI / Radix by WorkOS ready Live preview links below 👇