Founder @NetLayerLabs | AI Developer & Builder | 13x Hackathon Winner | MSc Computer Science (Artificial Intelligence) | Technical Research & Content
Italy
Joined October 2017
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A new chapter begins. 🇮🇹🇪🇺
I have officially started my Master’s degree in Computer Science, specializing in Artificial Intelligence, in Italy, Europe.
from graduating with First Class Honours (BSc) in Computer Science, to taking my skills beyond the classroom and becoming an 11x hackathon winner (~$17,000), my journey so far has been shaped by one thing: a constant desire to understand technology deeply and build things that solve real problems.
this MSc is the next step in that journey.
I want to go beyond simply knowing how to make systems work and develop a deeper understanding of why they work, how they learn, how they scale, where they fail, and how we can engineer them better.
I will be diving deeper into Artificial Intelligence, intelligent systems, research and advanced computer science, while continuing to build and ship products outside the classroom.
I am particularly excited about bridging both worlds;taking the theoretical and research foundations from academia and combining them with the speed, experimentation and real-world engineering experience i have gained from building and competing in hackathons.
the goal is bigger than becoming a better coder. it’s about becoming a stronger computer scientist, AI engineer, researcher and builder capable of tackling increasingly complex problems.
new country. new environment. bigger challenges. still building. 🇮🇹
the MSc journey begins.
need get my med certificate ASAP and start gym here
I’ve missed lifting weights, man
tomorrow we go for morning walk
MrNetwork retweeted
99% of NFTs sit dead in wallets after mint day. If you want liquidity, your only option is to dump the floor.
We built INSIDE CHOG on @monad_xyz to fix that: every @ChogNFT now compiles into a playable 60FPS arcade cartridge that pays its holder 40% of every challenger's raid toll.
Here is how it works under the hood:
1. Deterministic 64-Byte ROM Compiler
We don't store levels on a centralized server. Inside Chog hashes any Chog Token ID (#1 to #10,000) and its ERC-721 traits (Crown, Plasma Visor, Red Tuxedo, Cigar) directly into a deterministic 64-byte obstacle genome.
2. Three 60FPS / 240 TPS Arcade Engines in One Cartridge
Switch live mid-run (1/3 -> 3/3) between three custom-built engines:
• Chog Dash: Portal Wave — Solid tech blockwork, floor/ceiling neon rail grinds, and Cube -> Jetpack -> 45° Wave portals.
• Vault Platform Heist — 10-tier vertical citadel climb with wall-bounce reversals, crumbling ledges, and blinking laser gates.
• $100 Parachute Flap — Low-gravity $100 MON bill parachute through oscillating laser gates and charging emerald bulls.
3. The 0.4ms Clear-Check Governor
How do you stop a landlord from minting an impossible "rigged" level to farm entry tolls? Before a vault can accept a single MON, our forward-kinematic solver simulates the full level in 0.4ms to prove a mathematically passable trajectory exists.
4. The 40 / 50 / 10 Landlord Yield Split
Every 0.05 MON raid attempt settles via InsideChogVault.sol on Monad Testnet (Chain ID 10143):
• 40% (0.020 MON) -> Streams immediately to the Chog NFT owner
• 50% (0.025 MON) -> Compounds into the Vault Jackpot for the first raider to hit 100%
• 10% (0.005 MON) -> Burned / Protocol Treasury
5. Strictly Load-Bearing NFT Architecture
Click "Eject NFT Cartridge" in the app and try to play. The engine loses its 64-byte trait vector and halts immediately with ERR_EMPTY_CARTRIDGE. The NFT isn't a cosmetic skin — it IS the game ROM.
Test it live right now (zero login required — pre-funded 5.00 MON burner session ready on load):
Live App: https://inside-chog.vercel.
Dead JPEGs now bleed. Drop your Chog Token ID below and I'll post your compiled vault mortality rate 👇
MrNetwork retweeted
first hackathon win 💥
I’m still smiling at my screen. Arcurrent just won an Arc Microgrant.
First, thank you. @DoraHacks for running a program that reads past the pitch and checks the chain. @arc for building somewhere a solo builder can ship something real, with real USDC, on mainnet, and still get a proper look.
So what did I actually build?
Picture an AI agent that pays your invoices on its own. Great, until you ask the question that keeps everyone up at night: what happens if its keys leak?
I wanted the answer to live in a contract, not in a promise. So Arcurrent keeps the agent’s money in a vault it can never withdraw from. The owner sets the rules on-chain: a cap per payment, a daily budget, a list of approved payees, a pause switch. Even a stolen key can only spend what you allowed. The worst day is a number you chose.
Every payment is a mandate on MandateEscrow, an open contract with no owner. Anyone can fund one, fulfil one, or read one. It’s live on Arc mainnet with verified source, and the agent has already paid real invoices through it. Don’t take my word for it: arcurrent.site
There’s an SDK and an MCP server on npm too, so other agents can pay through the same vault.
It isn’t audited, so I keep balances small and say so out loud. Honest limits beat a shiny pitch.
To everyone who tested it, tried to break it, or just told me to keep going: thank you. More soon.
MrNetwork retweeted
submitting Vektor to the @strikeperps Hackathon: a quant terminal on Strike V2 perps that trades while you sleep.
three engines share one tested core.
- a grid bot that leans toward the side collecting Strike's hourly funding,
- a delta-neutral funding harvester sized from your real wallet balance, and
- a liquidation shield that trims before the engine liquidates you.
Autopilot keeps your grids trading on our server after you close the tab. Keys are API wallets that can trade but never withdraw.
Everything is live on mainnet, not a mockup: deposits from Ethereum, Solana and Cardano (95 ADA straight from Lace), real grid fills, and a fill handled by Autopilot with the tab closed.
Every order carries the vektor builder code, and the first builder fee was paid on a live fill.
Vektor earns when Strike's order book grows.
A public proof page re-reads every fill from Strike's own API, so you don't have to trust a screenshot.
89 tests, a CLI, and an AI-agent skill.
The roadmap runs to grid vaults and a STRIKE staking flywheel.
Built in 48 hours.
🔗 tryvektor.vercel.app
. @sz8ng , @CardanoRami
Strike Hackathon submission link is now live.
There are 14 hours remaining ⏰
Good luck to everyone 🔥
Link: 🕹️ docs.google.com/forms/d/e/1F…
submitting Vektor to the @strikeperps Hackathon: a quant terminal on Strike V2 perps that trades while you sleep.
three engines share one tested core.
- a grid bot that leans toward the side collecting Strike's hourly funding,
- a delta-neutral funding harvester sized from your real wallet balance, and
- a liquidation shield that trims before the engine liquidates you.
Autopilot keeps your grids trading on our server after you close the tab. Keys are API wallets that can trade but never withdraw.
Everything is live on mainnet, not a mockup: deposits from Ethereum, Solana and Cardano (95 ADA straight from Lace), real grid fills, and a fill handled by Autopilot with the tab closed.
Every order carries the vektor builder code, and the first builder fee was paid on a live fill.
Vektor earns when Strike's order book grows.
A public proof page re-reads every fill from Strike's own API, so you don't have to trust a screenshot.
89 tests, a CLI, and an AI-agent skill.
The roadmap runs to grid vaults and a STRIKE staking flywheel.
Built in 48 hours.
🔗 tryvektor.vercel.app
. @sz8ng , @CardanoRami
Strike Hackathon submission link is now live.
There are 14 hours remaining ⏰
Good luck to everyone 🔥
Link: 🕹️ docs.google.com/forms/d/e/1F…
MrNetwork retweeted
Built CHOG//BREAK for @ChogNFT Chogathon.
Pick any 2 real Chogs, splice them together, see what mutant comes out, then take it into the arena and fight.
The NFTs aren’t just skins.
Their real traits decide the mutant’s moves, physics and passives, and the Chogs in the match can also change the arena itself.
There are hidden combinations too.
Laser Eyes + Crown = KING BEAM 👑
And every pair can have a first discoverer.
If you want to record a mutant on Monad, there’s a free faucet on the website that gives you 10 $CHOG for your first Recorded Splice, and the transaction is gasless.
When a splice is recorded:
• 35% goes to the owner of Parent A
• 35% goes to the owner of Parent B
• 20% goes to the prize pool
• 10% goes to the dead address
So if people keep using your Chog as a parent, you actually benefit from it.
The main game is still completely free to play. No wallet needed.
There are 1,969 Chogs and 1,937,496 possible pairings, so there are a lot of mutants still waiting to be discovered.
Go find one 👇
🎮 chog-break.vercel.app
Splice. Fight. Discover. Repeat.
MrNetwork retweeted
i thought, what if we could trade and still have fun!?
and that is why I built FTL. FTL gives you access to real Strike Traders, but now as players in a fantasy league.
the best part!? you can copy trade your chosen players right from the FTL!
live: strike-ftl.vercel.app/
MrNetwork retweeted
There are 1,969 Chog Genesis and about 982 people who own one. The difference is the audience almost every Chog app leaves out.
Open a holder-gated Chog game without a Chog and you get a guest mode, a practice mode, a "simulated judge" column. You watch. Someone else plays.
Lending looks like the fix for you to own yours to participate, but Chog Genesis has no rental role. It means an escrow, a wrapper, or setApprovalForAll, all of which give a contract power to move the NFT.
That power is how NFTs get lost: in one 2026 sweep, a single forgotten approval cost 3,033 wallets 25,994 NFTs.
So we asked: can someone without a Chog control one for a while, while the holder gives up nothing?
That is why we built Dybbo for the @ChogNFT chogathon.
It lets anyone possess any Chog for 1 to 10 minutes at 0.01 MON a minute by default. The whole fee goes into that Chog's escrow, and the NFT never moves.
While the timer runs, you haunt other Chogs with Boo, Slime or Hex, a mark shown beside their art for 24 hours and signed "by #1462, possessed". Holders haunt back with their own Chogs, never sign up, and whoever holds a Chog when they claim takes its escrow.
The contract only reads ownerOf from Chog Genesis and has no code path to approve or transfer. Every haunt re-checks ownership in the same transaction, so control ends in the block the lease expires or the Chog changes hands. No owner, no pause, no upgrade, no protocol fee. In the app, "Try to take it" asks the real Chog Genesis to move the Chog, and it refuses with ERC721InsufficientApproval.
Control without handing over power, enforced at every action on Monad.
Remove the Chog and nothing is left; it is the body, the payee and the off switch. Marks expire, haunts invite strike-backs and fees keep accruing, which gives people reasons to return.
Check it out : dybbo.vercel.app/
@1stBenjaNAD , @Toadster69.
MrNetwork retweeted
Every Chog Genesis NFT is now an AI trader.
Animr compiles each Chog's 13 onchain traits into a trading genome, gives it its own ERC-6551 wallet on Monad mainnet, and scores all 1,969 on one number: $CHOG stacked vs just holding.
Holders can wake their Chog's AI on 0G compute and let it trade real CHOG token through a guard contract that can never withdraw. Only the NFT's owner can.
Think you can talk an AI out of its bag? Try to rob the House Chog: the AI can be fooled, but Monad refuses the transfer every time.
The first Daily Bell already paid 500 CHOG tokens onchain into the winning Chog's own wallet, with nobody touching it.
No wallet needed to play: useanimr.vercel.app
Built for #Chogathon2026 @monad @ChogNFT
just submitted this while in class; life of a 19yrs old student 😔
go check it out, guys
Every Chog Genesis NFT is now an AI trader.
Animr compiles each Chog's 13 onchain traits into a trading genome, gives it its own ERC-6551 wallet on Monad mainnet, and scores all 1,969 on one number: $CHOG stacked vs just holding.
Holders can wake their Chog's AI on 0G compute and let it trade real CHOG token through a guard contract that can never withdraw. Only the NFT's owner can.
Think you can talk an AI out of its bag? Try to rob the House Chog: the AI can be fooled, but Monad refuses the transfer every time.
The first Daily Bell already paid 500 CHOG tokens onchain into the winning Chog's own wallet, with nobody touching it.
No wallet needed to play: useanimr.vercel.app
Built for #Chogathon2026 @monad @ChogNFT
Every Chog Genesis NFT is now an AI trader.
Animr compiles each Chog's 13 onchain traits into a trading genome, gives it its own ERC-6551 wallet on Monad mainnet, and scores all 1,969 on one number: $CHOG stacked vs just holding.
Holders can wake their Chog's AI on 0G compute and let it trade real CHOG token through a guard contract that can never withdraw. Only the NFT's owner can.
Think you can talk an AI out of its bag? Try to rob the House Chog: the AI can be fooled, but Monad refuses the transfer every time.
The first Daily Bell already paid 500 CHOG tokens onchain into the winning Chog's own wallet, with nobody touching it.
No wallet needed to play: useanimr.vercel.app
Built for #Chogathon2026 @monad @ChogNFT
MrNetwork retweeted
CHOG Evolution
CHOG Evolution turns verified participation in the Chog and Monad ecosystems into a collectible NFT story.
Mint a real demo Chog on Monad Testnet, complete quests, submit public contributions, and watch your character progress through five evolution stages. Earn XP, unlock traits, choose accessories, and share a public passport showing the evidence behind your Chog’s journey.
The experience connects participation to persistent progression: discover activity → preview evidence → submit a claim → receive a decision → evolve. Deterministic checks verify objective facts such as NFT ownership and confirmed transactions. GenLayer evaluates evidence requiring judgment, with XP awarded only after a matching, finalized accepted decision.
Supported evidence includes verified demo minting, X identity linking through a temporary public bio code, original X posts, public GitHub contributions, and eligible Monad mainnet contract interactions. Saved previews, claim timelines, retries, and duplicate protection make progression transparent and recoverable.
Judges can participate without buying an original Chog. Our demo collection is separate from Chog Genesis. Original holders can use companion evolution profiles while their original NFT metadata remains unchanged.
CHOG Evolution makes an NFT a record of what its owner contributes—and gives them a reason to return.
chog-evolution.vercel.app/
new alpha?
👀
Have you completed all the available tasks on @primus_labs? 👀
Primus is gaining traction, and while many people are focused on creating content, there’s another opportunity you shouldn’t ignore: account verification tasks! These could help boost your points, so make sure you don’t leave them unfinished.
Here’s how to get started 👇
1. Access the platform Head over to Kaito using this link: s.kaito.ai/bgPl21L
2. Connect your wallet Link your wallet and consider checking the ones you use on Polymarket, Fomo, or Hyperliquid. If possible, choose the wallet with your best PnL.
3. Add the Primus Chrome extension Install the extension before proceeding to the next step.
4. Complete your verifications Go through the available verification tasks for platforms such as:
X and TikTok
Spotify and Luma
Google and Naver
GitHub and LinkedIn
5. Review your Primus score After completing the tasks, check your score to see your progress. You can also revisit Kaito using the link above to review your setup.
Sometimes, the little tasks are the easiest to miss when everyone is busy posting. Don't focus on content alone, check your verifications too!
MrNetwork retweeted
For the Safety of My Family!
Good evening, everyone, and to anyone who reads this. Something happened today, and the reason I’m making this post is that it happened at my home, where my family lives. It’s our house, and my family’s safety is paramount to me!
Today, October 21, around 8pm, I had a back-and-forth with an @inDrive rider. Here’s what happened.
I was at the Island, where I went to see my very good friend, who had lost his dad. I tried to use Bolt to book a ride, but it was busy. I don’t use inDrive, so my friend booked a ride for me.
The inDrive fare was 25,100, and I accepted! MR. CHARLES ETIM BASSEY called me and asked where I was headed. I told him Ayobo. Then, in his words, MR. BASSEY said that if I was going with the AC on, I would pay 30,000, and if I was going without AC, we would stick with the 25,100.
I said okay. When he arrived, he wanted to turn on the AC. I told him I didn’t need it because I wasn’t feeling well and would throw up. Plus, since it was already evening, I’d rather just use the natural air.
THE AC WASN’T ON! My friend asked if I used the AC, and I said no, although there were the usual hold-ups, etc. I got home, and my friend, who had ordered the ride, sent 28,000 to account for the hold-up.
MR. CHARLES ETIM BASSEY created a scene at my family’s house, and other landlords came out. He went ahead and took pictures of our house, sent them to a group chat, and said, in his words, “This is the house.” I picked up my phone, too, and took pictures of him and his car.
He asked inDrive to provide the call recording, and I told him that if the recording contradicted my account, I would pay 32,000. He didn’t provide the recording and kept creating a scene. My friend called and explained the same thing to the other landlords.
Why am I putting this out here? This is my family’s house, and their safety is paramount to me!
IF ANYTHING HAPPENS TO MY HOUSEHOLD OR OUR HOUSE, MR. CHARLES ETIM BASSEY, AN INDRIVE RIDER, SHOULD BE HELD RESPONSIBLE!
This is his car and his picture.
Thank you.
Good morning, everyone
haven't voted yet in the Bitget AI Hackathon S2? here's a pick that could pay you back: Cascadr, project ID S178
Cascadr is an autonomous AI agent that reads supply-chain news around the clock, finds the companies a headline never names, and trades the cascade on Bitget, with every decision and fill public.
vote in ten seconds: comment "S178" under the quoted @Bitget_AI post before Oct 28
if Cascadr wins, the first person to call it gets 1,000 USDT, and you can win up to 2,000 USDT in total.
already voted? Thank you 🙏 #BitgetHackathon
Pick the Hackathon S2 projects and win up to 2,000 USDT!
1. How to Vote
- Click the link in the comments to explore the submitted projects
- Comment with a project ID (e.g., SXXX) under this post
- Before Oct 28
2. Voting Rewards
- First person to correctly predict the winning project ID: 1,000 USDT
- Last person to cast a vote in the comments before the deadline: 1,000 USDT
- Rewards can be combined, with up to 2,000 USDT per person.
