Shariar Porosh @shariarporosh - Tumblr Blog

Transformer-based models for live execution: PÆX trading setup

🚀 Is Transformer AI the Future of Algo Trading?

Most trading bots only show flashy returns, but I recently bumped into an autonomous engine that actually caught my attention: PÆX.

Instead of a black box, it runs a 7-ensemble transformer model re-weighting 40M parameters per tick across 1,900+ instruments (Crypto + TradFi).

Here are a few technical specs that stand out:

⚡️ Execution: 38ms median signal-to-fill latency across 14 venues (Binance, OKX, CME).

🛡 Risk First: Built-in hard daily stop (−3.2%), correlation locks, and a live kill-switch.

📊 Full Transparency: Every inference (direction, confidence, entry, target) is streamed live and exportable.

🧪 Model Governance: Uses a champion-challenger setup where new models must beat live Sharpe ratios on shadow capital before promotion.

They have a $0 Free Tier with read-only access to their live signal wire—pretty solid if you just want to paper-track their calls before committing.

Check out the live wire here: 👇

🔗 https://paex.ai

What’s your take on using transformer models for live execution? Let’s discuss in the comments! 👇

AlgoTrading #CryptoTrading #QuantitativeFinance #ArtificialIntelligence #TradingBots #TradingStrategy #FinTech

Win Free SOL & $FART Tokens! Play Fartman

FARTMAN!

Win Free SOL & $FART Tokens! Play Fartman: The World's Mightiest Malodorous Superhero!

Hello Crypto Gamers & Meme Coin Degens!

Tired of overly complicated Web3 games? It’s time to bring the fun (and the gas) back to the Solana network! Meet Fartman, the world's mightiest malodorous superhero, dropping into the crypto space with a hilarious, comic-book-style play-to-earn game.

Our motto is simple: "Play Dumb Games, Win Stupid SOL!"

No complex mechanics, no staking lockups—just pure arcade fun where your high scores translate directly into Solana and $FART tokens.

Play the Game Now: https://fartman.fun/

CMX-R Presale is Live – Discover the Future of Blockchain Infrastructure

CMX-R

Unlock New Opportunities with Next-Gen Blockchain Infrastructure

Take part in the CMX-R ICO and become part of a scalable blockchain ecosystem designed for real-world asset integration, secure transactions, and seamless Layer 1 & Layer 2 performance across global use cases.

What is CMX-R?

CMX-R is the Revenue & Reward Token of the CRYMAD Chain Network, created to support long-term ecosystem growth and value creation. Holders can benefit from staking opportunities, governance participation, and revenue-sharing mechanisms across the CrymadX ecosystem.

Presale: https://presale.cmxofficial.com

Bai Lan – Work Less, Live More

Bai Lan is inspired by the growing "Bailan" (摆烂) movement in China, often translated as "Let It Rot." The movement reflects a growing number of young people who are rejecting the intense pressure of the traditional 996 work culture - working from 9 AM to 9 PM, 6 days a week.

Our message is simple: Work less. Live more. Enjoy rewards.

Bai Lan is more than just a meme coin — it's a symbol of financial freedom, passive rewards, and a lifestyle that values balance over burnout.

Token Page: https://four.meme/en/token/0xb3c5f8b29c8d8793f7e98cb5aa5d4d6bc327ffff?code=E5UC2Q5GQXLF

Rock Chain – Fast Growing Solana Meme Coin

Rock Chain – Fast-Growing Solana Meme Coin

Rock Chain is a community-driven meme coin built on the Solana blockchain, designed to unite crypto enthusiasts through memes, innovation, and strong community engagement.

Powered by Solana's fast and low-cost transactions, Rock Chain is focused on growing an active Web3 ecosystem while building a recognizable brand within the meme coin space. With an expanding community, increasing social activity, and a long-term vision, Rock Chain is positioning itself as a project to watch in the Solana ecosystem.

Website: https://rockchain123.github.io/Rock-Chain

RockChain #Solana #MemeCoin #Crypto #Web3 #DeFi

A Coin Launch With a Runway: Inside JustCoin Lab’s No-Rug Approach

JUSTCOIN LAB

A Coin Launch With a Runway: Inside JustCoin Lab’s No-Rug Approach

JustCoin Lab is a fixed-rule Solana token launch protocol built around a simple idea:

There is no rug.

Most instant token tools make it easy to create a token. JustCoin Lab goes further by giving each launch an immutable collect-and-release runway from day one.

Creators can launch Solana tokens without self-seeding a pool, reopening the mint, adding token taxes, hiding controls, or relying on creator-managed launch promises. Users can collect tokens from the runway, release tokens back to the runway, or transfer tokens normally outside the JustCoin Lab site.

Learn more at: https://justcoinlab.com

Level Up Your Crypto IQ with SUMEX

SUMEX

Level Up Your Crypto IQ with

Level up your crypto skills through real actions, not theory. With SUMEX, every step you take from simple tasks to advanced strategies helps you grow, learn, and earn rewards in a fully gamified experience.

Sumex is a non-custodial, chain-agnostic Web3 aggregator that unifies all your crypto needs in one powerful platform. It combines portfolio management, trading (CEX + DEX), cross-chain swaps, passive income tools, GameFi + SocioFi reward systems, and AI-powered insights — all in a single, user-friendly interface.

Whether you're a beginner exploring crypto through guided quests or a pro leveraging advanced analytics and strategy tools, Sumex adapts to your level and helps you get more from every interaction.

Any wallet, any chain, any protocol, any proficiency - we've got it covered!

Your Ultimate Web3 Hub

Website: https://sumex.io

Bitcoin Meets Duolingo – Learn, Play & Earn Real Sats

SATSMAN

Bitcoin Meets Duolingo – Learn, Play & Earn Real Sats

Play fun daily games, learn Bitcoin, build your army, and stack real sats! Join Satsman and become part of a global movement shifting the conversation from Bitcoin to Satoshis.

Satsman is a free, gamified platform that rewards users with real satoshis via the Lightning Network for completing daily Bitcoin learning tasks.

The idea is simple: most people never explore Bitcoin deeply because there’s no real incentive to start. Satsman changes that by making the process interactive, engaging, and rewarding with actual sats.

Key Features:

Daily Bitcoin education tasks with real sat rewards

Streak system with milestone bonuses

Ranked referral “Army” system

Daily Bitcoin-themed word puzzle (Pro feature)

Mobile-first experience (Progressive Web App – no download required)

Growth So Far:

12,000+ users

166 countries

Achieved in under 4 months — 100% organic growth (no paid ads)

Satsman combines education and entertainment — users learn Bitcoin fundamentals while earning sats, which can be withdrawn anytime to their own Lightning wallet.

Start learning. Start earning. Start stacking.

Website: https://satsman.com

Oxwealth Presale Now Live on GemPad — Next Generation Wealth Infrastructure

0xWealth

Presale Now Live on GemPad — Next Generation Wealth Infrastructure

Oxwealth is building a next-generation wealth infrastructure platform designed to unify digital asset management, analytics, and capital deployment into one ecosystem.

The goal is simple: simplify how individuals and institutions interact with modern financial markets while bridging digital assets and traditional finance.

Official Website: http://www.0xwealth.io

Oxwealth #Web3 #CryptoPresale #Blockchain #DigitalAssets #Fintech #GemPad

Montra Finance – Web4 Autonomous AI Agent for Quant Trading on Base

Montra Finance

Montra Finance – Web4 Autonomous AI Agent for Quant Trading on Base

Montra Finance is building the future of decentralized quantitative trading with a fully autonomous Web4 AI agent operating on Base.

Unleash AI-driven quantitative analysis, real-time market intelligence, and MEV-protected execution directly on Base. Your edge in DeFi starts here.

Official Links:

Website: https://www.montrafinance.com

USRX – The Coin for TRUMP RX

USRX is the official coin connected to TRUMP RX, currently held in a wallet associated with members of the Trump family and Liberty Financial.

March 1 – Big News Day Ahead

The coin previously touched $0.01, and momentum is building again. Many believe another rally could be on the horizon as attention grows.

Transparency matters — always verify on-chain activity and follow wallet movements carefully.

DEX Contract Address: 0x6bD561fe098fa05d5412e2BA33553042A83fCC75

CMC01 village:Where Smart Living Meets the Future of Digital Investment

CMC-01 Village

CMC01 Village — Real-World Smart Community Powered by Web3

The Vision Behind CMC01 Village

Imagine a destination where modern residential living, world-class lifestyle amenities, sustainable outdoor environments, forward-thinking education, and a dynamic commercial district all thrive under one unified vision.

Website: https://www.cmc01village.com

Earn Free Bitcoin - Join The Satsman Army

SATSMAN

Earn Free Bitcoin - Join The Satsman Army

The world's first gamified sats earning platform. Learn, earn, and orange pill the world with real satoshis.

Earn Free Bitcoin With The Satsman Army Join thousands of Soldier in 150+ countries. Free Registration, Unlimited Sats available.

Earn real Bitcoin (sats) with Satsman Complete 3 quick daily missions Get a 700 sats welcome bonus Join thousands worldwide

START NOW: https://satsman.com

$GOLDENCRUST – Let It Rise! Born in Heat. Built to Rise

$GOLDENCRUST

The hottest GOLDENCRUST is almost ready to bake! Don’t miss your chance to be part of the rise.

Let It Rise

Born in Heat. Built to Rise.

X/Twitter: https://x.com/crustonsolana

Telegram: https://t.me/goldencrustonsol

BAKING SOON – Get Ready!

Barking Puppy Roaring Kitty

In 2021, an underdog named Roaring Kitty took on Wall Street giants and led the masses to a short squeeze of GameStop, which made him a legend among men.

5 years later, this narrative kicks off again. Except a new champion is rising…his brother, Barking Puppy.

Soon, the Wild Card will be played, and these heroes will unite to once again take down the Wall Street giants and squeeze GameStop to new heights never before imagined.

There is one meme coin that represents this legendary union: Barking Puppy Roaring Kitty ($BPRK)

Join the community. Work for your bag. Position yourself for Gillions as this narrative unfolds in the months ahead.

Join us in celebrating the innovative Barking Puppy Roaring Kitty crypto meme coin, inspired by the GameStop short squeeze. Together, we're igniting a new chapter in crypto history!

Website: https://www.barkingpuppyroaringkitty.com

GOON COIN ($GOON) — Solana Meme Coin | Live on Pump.fun

GOON COIN

GOON COIN ($GOON) — Solana Meme Coin | Live on Pump.fun

GOON COIN ($GOON) A pure Solana meme coin for degens, grinders, and on-chain chaos.

What is GOON COIN? GOON COIN is a Solana-based meme coin with one mission: no fluff, no fake promises — just meme energy and market action.

Built on Solana for fast transactions and low fees, GOON is designed for traders who live on DEXs and follow the chart, not the roadmap

Pump.fun: https://pump.fun/coin/58ezJ5aP8NzgnBYt92ApXLwhKmJD3N9PpkKZbGeTpump

Ascend Pepe — Where Memes Grow Up | Solana Meme Coin

Ascend Pepe

Where Memes Grow Up | Solana Meme Coin

Ascend Pepe is a Solana-based meme coin built for holders who think long-term, move with discipline, and rise above the noise.

This is not about utilities. This is not about promises.

Official Links

Website: https://ascendpepe.com

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Shariar Porosh