Cryptobuzzer

Do you know there's a clear different between chatbots and an AI agents? A typical AI user will think both are the same they are all AI right? Well listen to @Mo_Ezz14 clearly breaking down what a chatbot is and an AI agent these are information we don't get our hands on average days We don't go wrong learning new things in this space daily. FT: @hellominds_ @animocabrands @eeelistar

@workagnt Its time to understand how the algorithm works better

New X's algorithm is out and this agent knows it. Just paste your post, the agent will analyze it, and recommend changes if needed. But not just that: WorkAgnt now lets you create AI employees that understand X's algorithm based on the open-source codebase. You've probably heard the usual advice: "Post at 9am", "Use threads", "Engage more", but have you ever wondered what's actually happening under the hood when X decides to show your post in someone's for your feed? X open-sourced their recommendation algorithm. We read the entire codebase. Then we built an AI employee that understands it. What the Algorithm Actually Does Your post goes through a pipeline called Home Mixer. It pulls candidates from two sources: Thunder: an in-memory store that tracks posts from accounts you follow. Sub-millisecond lookups. This is your "in-network" distribution to the people who already follow you. Phoenix: the ML ranking engine. A Grok-based transformer model that scores every candidate post. This is how your post reaches people who don't follow you. The "out-of-network" discovery. Phoenix uses candidate isolation, each post is scored independently, not relative to other posts in your feed. This means your post's score is consistent and catcheable. It either scores well or it doesn't. What Signals Actually Matter The scoring model predicts engagement probability. Here's the hierarchy, from highest impact to lowest: Replies - the strongest signal. A post that generates conversation ranks dramatically higher. Retweets/Reposts - signals that content is worth sharing. Likes - low friction, lower signal value. Bookmarks - indicates utility or reference value. Dwell time - how long someone pauses on your post. Negative signals are powerful. A single "Not Interested", mute, or block doesn't just affect that one user, it trains the model against distributing similar content. What Kills Your Reach Based on the algorithm's actual code: External links: the algorithm de-prioritizes posts that just link out Excessive hashtags: pattern-matched as spam behavior Engagement bait: "Like if you agree" is detectable and penalized by quality filters Rapid-fire posting: dilutes per-post engagement, hurting individual scores Muted keywords: if your post contains terms users commonly mute, distribution drops What Works (And Why)? Threads perform well because each reply in a thread is a separate candidate. Phoenix can independently surface any reply from your thread to anyone's feed. More candidates = more chances to rank. Media attachments (images, video) get engagement boosts in the ranking model. The content understanding service (Grox) processes your media and feeds signals to Phoenix. Follower graph matters for in-network distribution. Mutual follows and frequent interactions boost how Thunder prioritizes your posts for those users. Community Notes can suppress reach. If your post gets noted as misleading, distribution drops. Try It Before You Post We built an AI employee on WorkAgnt that knows all of this. Paste your draft post, and it'll analyze it against the actual ranking signals: Hook strength (affects dwell time) Engagement potential (will it trigger replies or just likes?) Reach killers (links, hashtags, bait patterns) Format optimization (thread vs single, media impact) Specific rewrites with explanations tied to the ranking logic Try it free 👇

@SoSoValueCrypto Interesting share

@Farhan776777 @injective Yes I am legend

@cryptobuzzer03 @injective Son you are also behind this

People still think tokenization is mainly about real estate and treasury bills. Meanwhile @injective is quietly pushing something way more cultural: Music ownership. And honestly this might end up being one of the most relatable use cases for crypto yet. Injective just announced a partnership with Musicow to bring music intellectual property rights onchain for fans and investors globally. At first glance, I thought this was like another RWA narrative. But if you look deeper, this is actually about changing who gets access to ownership. For decades, music catalogs have been treated like elite financial assets. Labels, private equity firms, and institutional investors buy rights because songs generate recurring revenue through: • streaming • licensing • publishing • commercials • movies • cultural longevity And the interesting past is most fans the people who actually make songs valuable never get to participate economically. That’s the gap this new injective model is trying to close. And here’s few things that stood out to me: Music IP already behaves like financial infrastructure. People hear music and think entertainment. Institutions hear predictable cash flow. That’s why major firms have been aggressively buying catalogs over the last few years. Goldman Sachs projecting the music market to hit $200B by 2035 says a lot about where this sector is heading. Injective’s role here is bigger than hosting assets Injective is positioning itself as settlement infrastructure for global finance setting an important distinction between tokenized equities, institutional futures, RWAs, and now music IP, the ecosystem keeps moving toward assets with real world relevance instead of purely speculative activity.

@Farhan776777 Long question oo

Do you want a friend like him?

@SOL69K I'm not watching from sideline

刚醒来刷到TermMax这波，感觉真香。 昨天随便点进去看了眼他们的Dune数据，TVL稳得一批，现在又能直接在XLayer上借贷，固定利率最高5%多点，存USD₮0就行，气费低到忽略不计。 我已经签到快两周了，借贷任务也随便搞了搞，成本不高，纯躺着赚XP。拼图还差最后一块，今天这帖就是来凑Piece 2的——分享下我的进度，规则超简单，签到+发帖+借贷就行，集齐4块解锁大师徽章还能翻倍奖励。 兄弟们感兴趣的可以去试试，别等工作室全进来卷。 #TermMaxPuzzleChallenge @TermMaxFi

@FengxiSakura @TermMaxFi Interesting share here appreciate

今天研究了@TermMaxFi这个借贷平台，结果发现他们资金规模已经破亿了。 我本来随便看看最新动态，没想到他们今天又更新了，说现在除了之前那个工具，还能直接去Dune上看数据，查起来特别清楚。 我自己去翻了翻，确实挺透明的，这点让我觉得项目挺靠谱。 作为 #TermMaxPuzzleChallenge 的挑战一部分，我把这个发现分享出来，当成自己的进度记录。 希望能拿到点奖励，继续跟着项目走。 @TermMaxFi 你们这个玩法有意思，保持啊。

@NaifuLulu @TermMaxFi Stay building with termmaxfi

刚看到 @TermMaxFi 今天刷到 1 亿刀 TVL，真的有点爽。 之前一直觉得他们家固定利率借贷挺靠谱的，这次直接在 Dune 上也能查了，比之前 Sentio 还多一个验证方式。 我自己也跑去 X Layer 那边存了点 USD₮0，锁了固定收益率，gas 便宜到忽略不计，借贷端拿蓝筹抵押品，利率明明白白，不用天天看波动。 #TermMaxPuzzleChallenge 推文在这，规则、进度和奖励我都按要求分享了，欢迎项目方查～ 这波固定利率玩法越来越成熟了，普通人也能稳稳玩。

@Upac29 Low supply here shows the team are intention with what they're building

A lot of NFT collections try to create meaning after the fact. Lore first. Utility thread second. Identity somewhere later. The Beaks feels built in reverse. What exists first here is the artist’s visual memory. You can tell these figures weren’t designed for engagement cycles because they already feel familiar to each other. Like they’ve been living inside the same internal world for years before ever becoming a collection. That’s probably what happens when someone spends decades repeating symbols, shapes, tension, silence, and movement across murals, editorials, sketchbooks, and gallery work instead of optimizing for timelines. What caught my attention most isn’t even the surrealism. It’s restraint. A lot of modern digital art explains itself immediately because attention online moves fast. But some of Dima Kashtalyan’s work almost resists instant consumption. Certain details only start connecting after you sit with them longer. That usually means the artist is building from instinct first instead of trend recognition. And honestly, I think that’s why bringing The Beaks onchain makes sense. Not because NFTs suddenly give the work value. But because blockchain finally gives permanence to a visual language that was already evolving long before this mint existed. 1111 feels intentional too. Not artificially scarce. More like protecting the coherence of a world that took years to develop. That difference matters. @thebeaksart @ZaxWeb3

@ZayyanuZay60173 @DustswapOnBase @base Love the team energy here building nonstop

The energy around @DustswapOnBase keeps getting stronger, Built on the fast-growing @base network. Dustswap is creating a smooth and community-driven DeFi experience for traders, builders, and onchain users, every day, more attention, activity and momentum continue flowing toward the platform as the ecosystem expands. The vision is clear, the community is active, and the growth is becoming impossible to ignore. Dustswap is not slowing down anytime soon.

@Clintoncc_ @useTria @billions_ntwk Sure a good stimmy for the weekend for those eligible

@useTria x @billions_ntwk: Rewards Are In! Eligible winners: Check your Earn tab soon for 810 $BILL. Missed out? Good news, The campaign is extended through October. • How to qualify: Spend $50+ with your Tria card. • Season 3 is live. Retroactive tracking started May 6.

@NekiWeb3 @KoloHub Kolohub simplifying things for users is definitely a big step

The era of the human middleman in tech is officially over. Reading how @KoloHub restructured their internal operations is a huge wake up call for anyone building today. They stopped using data analysts to translate business questions into database queries. Now their marketing and compliance teams just talk to the data directly using AI. They also stopped using support agents as human routers for simple verification issues. Their AI is wired directly into the backend to give users real time answers in five seconds. This is what actual scaling and efficiency looks like in the modern Web3 space. If your daily job consists of just passing information between two departments you need to pivot immediately. The market rewards those who own the business problem end to end.

@Forget_x0 @moovexyz It's good time to call it a day

Ending the Day. GN..... Sending crypto shouldn't require a PhD. Right? @moovexyz lets you send, receive, stake & swap across 30+ blockchains just search a @ moovehandle and pay. No wallet addresses. No KYC. No hassle. Perfect for freelancers, businesses & creators who want to get paid in stablecoins, globally, instantly. Your money. Your move. 💸

@airdropexpart1 @DlicomApp Stay lock in here

It's time to join @DlicomApp ME:= already join

@TheresiaBaby Hope you having a good day

GM CT🌤🔥🚀💖 yeah, I miss roasting my Community 😊😍 you, after 4 days without my roasting:

@Ryanhlx Big move here from x team

Elon Musk has open sourced the latest version of the “For You” algorithm, powered by Phoenix a Grok based AI model. The platform is shifting away from rigid engagement formulas and toward machine learning systems built to understand genuine user interest. - Watch time - meaningful replies - reposts and real interaction now carry more weight in content distribution. authentic content is becoming more valuable, while manufactured engagement is becoming easier to detect.

@WhalesCallSol Big congratulations to everyone

Congratulations to all the Winners ☠️ You all are so lucky ⭐ I hope you all get a big payout from FunderPro 🐳

@NhiBestAD @TheARCTERMINAL Another big update roll out from arc terminal

Hello, farming gARC! @TheARCTERMINAL - ARC Smart ID is NOW LIVE! ARC just introduced biometric-powered wallets — your fingerprint or face scan instantly creates and secures your wallet. Your seed phrase is cryptographically bound to your biology. Even the ARC team can’t access it. One touch or glance → instant access to your entire onchain life, all inside the browser. Your keys. Your biology. Your OS. No more memorizing seed phrases. No more risky copy-paste. This is real self-custody. Have you tried ARC Smart ID yet? Drop your thoughts and share your experience! #TheARCTERMINAL #ARCSmartID

@Hec_77 Not fair here team should always make things clear early

Here again another project shitting on their Discord contributors after years of grinding. YOUR DISCORD ROLES ARE NOW PURELY TREATED AS HISTORICAL THERE'S NO FOCKEN AIRDROP, GO HOME.