Harsh.eth

Everyone talks about transparency But not everything should be public @FlutonIO is quietly solving the biggest gap in Web3 privacy And that changes everything Tried something new not an artist just effort Would love to hear your thoughts @cryptoperseus_ @KhandayFaisal20

@itsmahi778 Sir apki football round nhi hain 🥲

Imagine watching the same video in two different ways. One view captures the visual details of every frame. Another extracts representations that help describe the content of what is being observed. That is the idea behind using multiple feature types instead of relying on raw images alone. As part of its feature extraction pipeline, Prismax extracts semantic embeddings using a vision language model. These content aware representations become one of the inputs used for downstream evaluation and quality scoring within the network. Rather than depending on a single feature the pipeline combines multiple sources of information > Frame embeddings capture visual characteristics. > Motion features capture changes across frames. > Semantic embeddings provide content aware representations. Each contributes different information, creating a richer representation of the submitted data. The objective is not to replace the original images or videos. It is to extract complementary features that help evaluate contributed data more effectively. As robotics systems continue learning from real world environments, combining visual, motion and semantic information creates a stronger foundation for assessing data quality across the Prismax network. @PrismaXai

@Avinash_3107 @get_optimum @navdeep_bh1414 Congrats all

New Week and New Role Upgrade in @get_optimum Congratulations to all the deserving members who got upgraded to Refined Role this time 🩵👏 Special congratulations to my friend @navdeep_bh1414 who also upgraded to Refined Role 💛 Good Luck Everyone including me for the next week🤞 Keep up the consistency and contribution going. @TheBl0ckBoy @cryptooflashh @CryptoSundayz

@ZynkOnchain @SurfAI @YiwiJR @yuta1922521 @afnkrman SurfAI just built both bullish (tech + usage) & bearish (unlocks + dilution) cases for SUI, then told me what actually has stronger evidence right now. This is next-level research

🏄‍♀️ Prompt Lab #002 Most people use AI to confirm what they already believe. That's one of the fastest ways to build confirmation bias. So today I tried something different with @SurfAI. Instead of asking: "Is $SUI a good investment?" I asked it to build both sides of the argument. The result was far more useful than I expected. 🟢 The bullish case focused on: • High-performance architecture • Meaningful ecosystem usage • Strong technical differentiation 🔴 The bearish case focused on: • Future token unlocks • Dilution risk • The need for stronger long-term adoption metrics Then came the most interesting part. Surf didn't simply choose a winner. It explained why one side currently has stronger evidence... And, more importantly, what data is still missing before reaching a high-confidence conclusion. That completely changes how I think about AI-assisted research. The goal isn't to find an AI that agrees with you. It's to find one that challenges your assumptions before the market does. Good prompts don't ask AI to be bullish or bearish. They ask AI to be intellectually hones

@Web3Radha Gm radha

Gm everyone...💓 Gib me some Alpha guyssssss..

@MonkeyHoodNFT @itsmahi778 @Ravindra8s @Avinash_3107 thala for a reason 🍌🍌🍌

massive demand hits. game theory says: raise the price. or raise the supply. but you already know we don't move conventional. 🐒 GUI was 777b. Aptos Monkeys was 7,777. MonkeyHood is 7,777. the 7s never lied. new supply. new branding. same hood. we're just getting started. 🍌 To celebrate — 10 WL spots up for grabs 🎁 1️⃣ Follow @MonkeyHoodNFT 2️⃣ Join our Discord (link in bio) 3️⃣ Tag 2 friends + drop BANANA 🍌 in the replies 24 hours. winners picked from replies. 🐒

@Adityapunk01 @get_optimum Congratulations all 🎉

@get_optimum Huge congrats to all our newly upgraded Mum friends This one is truly earned through steady consistency, real contributions, and always showing up to help the community grow. Every message and every effort, every bit of support has made Optimum stronger, and it hasn't gone unnoticed. Keep bringing that energy, keep building and keep inspiring others around you Here's to an even bigger journey ahead with Optimum

Role upgrades aren't just about a new badge they're proof that consistent effort never goes unnoticed. 💙 Congratulations to everyone who unlocked the Refined role at @get_optimum this week! Every contribution, every interaction, and every day of showing up matters. Special cheers to my friend @navdeep_bh1414 on the well-deserved upgrade! 🥂 For everyone still climbing (myself included), let's keep learning, contributing, and pushing forward. See you at the next milestone. 🚀 @TheBl0ckBoy @cryptooflashh @CryptoSundayz

@SHIVA_4039 @utexocom @Utexoasia @himu_xyz ss kyu daal diya save bhi ho jata hai ye

The biggest myth in crypto payments? That one blockchain should execute, settle and support every payment use case on its own. Utexo takes a different architectural approach. Instead of relying on a single network, it combines multiple Bitcoin-native technologies. @utexocom

@Spacesky210 @silvy_1111 @navdeep_bh1414 @TheBl0ckBoy @CryptoSundayz @get_optimum @MurielMedard es mai mera naam nhi aayega bhai

@Cryptobillaaaa @silvy_1111 @navdeep_bh1414 @TheBl0ckBoy @CryptoSundayz @get_optimum @MurielMedard Kabtak bs dusro ko?

A special congratulations to my friend @navdeep_bh1414 on earning a new role in the Optimum community Your consistency, dedication and contributions have finally been recognized and this is only the beginning Wishing you even more success and bigger milestones ahead Keep building keep growing and keep making the communityh proud Well deserved @get_optimum

@introvert7372 @FlutonIO yes monday ko aata hai har 2 week mai

@Cryptobillaaaa @FlutonIO So Monday is roles day

Another amazing milestone for the @FlutonIO community! 🩵 Congratulations to everyone promoted to the Encrypted role in the July 13 upgrade

@Spacesky210 @FlutonIO tu bhi hai congrats tujhe surf mai tag kiya tha aaya he nhi

@Cryptobillaaaa @FlutonIO Waah kafi log huye h lagta haii🧐

@ZynkOnchain @RAFA_AI @Elektroveniks

At what point do we stop calling these "farewell posts" and start asking for an official update? The community deserves clarity, not a trail of goodbyes. @RAFA_AI @Elektroveniks

@introvert7372 @get_optimum @cryptooflashh when me🥲

Big congratulations to everyone on the well earned role upgrade @get_optimum @cryptooflashh

@ANISHAJHA_ Dope 👌

🟦 The next chapter of Base is already being built and most people are still only looking for a token. Over the past few months, base has quietly accelerated development across nearly every layer of its ecosystem. Here's what stands out: ⚙️ 1. Protocol Upgrades The Beryl upgrade introduced major improvements, including: → Native B20 token standard → Faster withdrawals → Better node performance with Reth V2 → Improved scalability for builders and users These aren't cosmetic updates they strengthen the chain's long-term infrastructure. 🛠️ 2. Builder-First Strategy Base continues to prioritize developers through: → Builder rewards and Guild campaigns → Grants and hackathons → Better SDKs and developer tooling → Easier deployment for onchain apps The message is clear: Base wants more builders, not just more wallets. 🔐 3. Identity & Trust Infrastructure Recent work around Base Verify suggests the team is exploring stronger verification systems. The focus appears to be on: → Better identity signals → Sybil resistance → Social verification flows → A smoother user onboarding experience While this doesn't confirm any future reward system, it shows Base is investing in making the ecosystem more trustworthy. 🤖 4. Preparing for an AI-Native Future Base is also embracing emerging standards like ERC-8004, supporting onchain identity for AI agents. Combined with faster infrastructure and better developer tools, it positions Base for the next generation of autonomous onchain applications. 📈 5. Ecosystem Momentum Beyond the protocol itself, the ecosystem keeps expanding: → More consumer apps launching → Growing DeFi liquidity → Stablecoin adoption → Creator tools → Strong developer activity on GitHub Every month, the network becomes more useful not just bigger. The interesting part? None of these updates officially confirm a $BASE token. None confirm an airdrop. But they do confirm something else: Base is investing heavily in infrastructure, developer experience, identity, and long-term adoption. That's usually how lasting ecosystems are built. The biggest opportunities rarely appear after the headlines. They emerge while the infrastructure is still being quietly assembled. Whether a token comes or not... Base is clearly building for something much bigger than a single announcement. What update do you think will have the biggest impact on Base over the next year? 👇🟦 @base @buildonbase #Base #Ethereum #Onchain

@ZynkOnchain @yuta1922521 @YiwiJR @afnkrman Dope 👌

🏄‍♀️ The biggest difference between average research and exceptional research isn't intelligence. It's the questions being asked. Most people stop at the first question. "What does this project do?" Good researchers ask another. "Why does this project exist?" Great researchers keep going. • Why is the market paying attention? • What assumptions is everyone making? • Which metrics actually support the narrative? • What evidence would change my opinion? • If I had to argue against this project, could I? The deeper the question... The more valuable the answer becomes. Over the past week, one thing has become clear while using @SurfAI. AI doesn't eliminate the need for critical thinking. It amplifies it. The quality of the research isn't determined by how powerful the model is. It's determined by how curious the researcher is. This week, I'm going one level deeper. Not to collect more information. To ask better questions. Because better questions usually lead to better decisions.

@SHIVA_4039 @utexocom @Utexoasia @marvelboyHaRSH @himu_xyz Informative bro

The biggest trade-off in payment infrastructure isn't speed. 𝗜𝘁'𝘀 𝗮𝘀𝗸𝗶𝗻𝗴 𝗼𝗻𝗲 𝗹𝗮𝘆𝗲𝗿 𝘁𝗼 𝗼𝗽𝘁𝗶𝗺𝗶𝘇𝗲 𝗳𝗼𝗿 𝗲𝘃𝗲𝗿𝘆𝘁𝗵𝗶𝗻𝗴. That's where modern payment architecture starts making different design choices. @utexocom @Utexoasia @marvelboyHaRSH

@SurabhiXNezuko Fantastic article

@CaptainMarval08 @ritualfnd @ritualnet @Ritual_IN Meow

Adding another page to Siggy's little sketchbook. 📖🎨 Today's chapter is simple: A curious cat. A peaceful morning. And a reminder that joy often hides in the smallest moments. @ritualfnd @ritualnet @Ritual_IN