Marli

@m4lkxx @bulktrade @kdotcrypto @hotlneblng_ @glowburger @junbug_sol @_kuzy7772 @rizzy_sol @optibantyy @Qurool13 @Sadnoboy616 gBulk!

aura only appears if you stake your sol with @bulktrade. tested personally. → early.bulk.trade/stake

@captainntan it’s life

You and your friends used to gather in one big company And now you realize that almost none of those friends are around anymore

@adam_denzelxj @Coleta_Cripto @KASTxyz Lmao

help a girl during the day, she'll help you at night 😇 @Coleta_Cripto @KASTxyz

@cryptoo_tor @OpenGradient Consistency is key for success

📌 Second week in a row in Weekly Educator Recognition by @OpenGradient 🔸Didn't expect it to happen again - but here we are Something's working, so let me break it down 🔸First time I made the list, I figured I got lucky - but twice in a row isn't luck anymore. The approach works, and here's how it's built I don't pick topics because they're trending. I pick what I didn't understand myself and go figure it out: ✧ IPFS + on-chain inference - decentralized model storage felt underrated, nobody was explaining it properly ✧ Custom toolkits for agents - without live data ur agent is basically useless, but nobody wrote the actual how ✧ MemSync for multi-agent teams - shared memory for multiple bots sounds simple, gets interesting fast Every post starts with one question: what would I want to know last week? 🔸What actually works - if you want to write something useful: 1. Write with code or don't write at all Theory without an example is just words. A working snippet turns the post into a tool 2. Explain WHY, not just HOW anyone can write "upload your model to IPFS". but why it matters, when to use it, what breaks if you don't - that's the actual value 3. Concrete scenarios > abstract descriptions "multi-agent DeFi bot" tells me nothing. "analyst spots a volume spike, trader enters, risk manager sets the stop" - now I understand what we're actually building 4. Consistency > virality One useful post per week, every week. Two recognitions in a row prove this better than anything I could say There's a lot left to dig into with OpenGradient: Model Hub, MemSync, verifiable inference, custom toolkits Thanks @OpenGradient - and congrats to the others on the list 🤝 @0xdarkXBT @cryptoo_tor @encrypt_wizard @vibe_0x @OritsetsemayeL

@ofwassupp @SeismicSys amazing job broski!

Life is good Don't forhet to touch some grass, @SeismicSys fam 🫶 <ENCRYPTED.>

@cryptotarolog @OpenGradient interesting

🌾 AI crop forecasting on @OpenGradient - soil data and weather with on-chain verification Here's why it actually matters Most people think AI in farming = some fancy dashboard But the real problem is trust - a farmer needs to prove to an insurer that their yield prediction was accurate That's where verifiable inference changes everything Here's how the stack looks in practice: ✧ Soil sensors + weather APIs feed data into an ML model on OpenGradient's Model Hub (2000+ models available) ✧ Model runs inference on-chain - output comes with a cryptographic proof via TEE attestation ✧ That proof gets attached to an insurance claim or planning report - fully verifiable, nobody can say the numbers were cooked No central server controlling the prediction. No black box nobody trusts Quick implementation sketch: ——————————————————————— import opengradient as og client = og.Client(private_key="your_key") # Run verifiable crop yield prediction result = client.alpha.inference( model_cid="your_model_cid", inputs={ "soil_ph": 6.5, "rainfall_mm": 420, "temp_avg": 18.2 } ) print(result.model_output) # yield forecast print(result.tx_hash) # on-chain proof ——————————————————————— The tx_hash is the key part - that's your verifiable receipt. Insurer checks the chain, sees the exact prediction that was made before harvest, no disputes Why this use case hits different: ✧ Insurance companies need tamper-proof predictions - not a screenshot from some app ✧ Farmers in regions with bad infrastructure can run this without trusting a single company's server ✧ MemSync can store seasonal history per farm - model gets smarter every cycle without losing context This is exactly what "AI straight in smart contracts" means in practice - not a buzzword, an actual workflow with real stakes Site: opengradient.ai Docs: docs.opengradient.ai

gFairy! True privacy is peace of mind even in the middle of nowhere With Fairblock your assets stay secure and confidential wherever you go @0xfairblock

proof of work

gFairy! Happy Woman’s Day! @0xfairblock

@ETHassociation @ConstanceWaing Constance is shaping the trading future

@ConstanceWaing, Happy Women's Day! 🌸✨ You're not just leading one of the fastest-growing perp DEX on Solana you're shaping the future of trading with speed, transparency, and real freedom. May every day be as vibrant as the rainbow over Pacifica, and every trade green! 💙📈 Stay incredible, strong, and inspiring. Happy Women's Day, legend! 🦈🌈 @pacifica_fi

@OleksandrZaha11 Celebrating amazing women around us today

@devimve Happy anniversary to the Seismic community

im part of the community baby

@borsch737 @raikucom Faster sensors and better battery life

Average day in @raikucom discord:

@0xcometaa @domaprotocol @D3inc @SDMikeCM IoT speed and battery life doubled

Statue of Liberty New York Harbor During the storm Doma Gang moves closer Another crystal ahead

@0xNaneless so cute

according to my statistics 13.3% female audience read my posts i would like to congratulate you after all these flowers are for you you are not left without my attention i wish you happiness and health!!

@N01ennn @magicblock gMagic!

Today is a beautiful day ( 8 March) !! I would like to wholeheartedly congratulate all the girls on this wonderful day, both within the community and beyond it I wish you an unforgettable day, and most importantly, don't forget that you are an important part of all processes @magicblock @16vivz

@Jackson060293 huge win for smart home efficiency

There are currently a lot of idle capital in forms of stablecoins, Billions of dollars worth are being held in various wallets (in crypto) waiting to be used for trading, bridging, and being on the sidelines when the market is unpredictable. Those funds have value, but they don’t generate any return because they are simply standing there. Networking protocols such as FRGMNT are providing a new solution to this problem. Rather than letting stablecoins stay dormant, FRGMNT enables users to convert their stablecoins to fUSD. fUSD is backed by stablecoin liquidity across multiple sources and is actively deployed to various DeFi strategies. The goal of @frgmnt is to turn passive assets into income-producing or earning-producing assets with minimal effort from the user. The protocol allocates, optimizes, and deploys funds to maximize their earnings. As DeFi matures, there will be a shift away from simply holding stablecoins to putting stablecoins to work. Idle capital is not only a wasted opportunity, but also an opportunity where the automated generating of yield may play a very significant role for the future of Decentralized Finance. FRGMNT is moving towards the above.

@cryptoo_tor @get_optimum Lower latency and longer battery life!

AI Agents & @get_optimum for Smart Homes: RLNC Makes IoT Faster & Way More Efficient 🔸Picture this: you yell “turn on the lights” and they take forever to light up. Camera lags, motion sensors drain batteries like crazy. Annoying af, right? 🔸Optimum’s RLNC tech (smart way to pack & send data) fixes exactly that in smart homes 🔸Quick breakdown: RLNC mixes data into random combos. If some bits get lost (microwave interference, neighbor’s Wi-Fi messing things up) - no big deal 🔸The receiver rebuilds everything from what actually arrived. Zero need for constant resends What you get in IoT: ✧ Latency in sensor networks drops 30–50% (especially in noisy setups like Gilbert-Elliott channel models) ✧ Power usage on sensors falls 20–50% - fewer retransmissions = batteries last way longer 🔸Real-life example: Philips Hue-style smart bulbs + Nest-like cameras 🔸Commands & video streams go through a mesh of sensors. With RLNC everything arrives almost instantly, no stutter 🔸You clap - lights snap on. Motion sensor triggers without delay. Battery-powered detectors go months longer between charges 🔸Optimum takes this battle-tested tech (proven in 5G, underwater networks, satellites) and preps it for blockchains too - but for IoT it’s: reliable, low-lag, super energy-efficient smart homes Future vibe: homes where devices pay each other for data or compute on their own, and Optimum builds the backbone for it Want a lag-free smart home? Peep it: getoptimum.xyz docs.getoptimum.xyz

@Narayan_lit @domaprotocol Perfect branding for the deepfake era

Why MediaProof.xyz will be next No. 1 buyout candidate on @domaprotocol In the AI era, the biggest threat is the "trust collapse" caused by deepfakes. Major players (Adobe, Meta, X, etc) need a neutral, standard interface to verify content authenticity. They can’t build their own proprietary "Truth Protocol" without facing censorship backlash. They need a "plug-and-play" infrastructure layer. MediaProof.xyz is the perfect industry-standard name for an API gateway that anchors content hashes on-chain. Why it’s a buyout play: 🔹The "Empty Vessel": A corporation doesn’t buy the code (they have their own engineers); they buy the branding and the positioning that is already optimized for the problem. 🔹Time-to-Market: It’s cheaper to acquire a perfectly named, industry-ready domain and point their existing AI models to it, rather than launching an obscure internal project. 🔹Institutional Trust: It’s a clean, authoritative URL that signifies "Verified Truth." _____________________________________ The next buyout won't be about hype it will be about solving the biggest bottleneck in the AI transition. @D3inc

@AmbVegan gm broski!