pursue chaos and challenges Contributer: @Cysic_xyz l @Injective 🥷 AI / AI Agent / Machine Learning t.me/dmdtvl

Canglong retweeted
Gud luck. fomies.family
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Just saw a pretty solid development around @BeldexCoin with an independent audit from Dakara Research. Instead of a fancy audited badge, Dakara went deep across the core, wallet, BelNet, BChat, and Browser, finding 64 vulnerabilities. 64 sounds scary, but the key point is that all Critical → Medium issues were reportedly fixed in v7.0.3 on GitHub. $BDX is sitting around $0.076, with the code independently audited and the fixes already shipped. read the PDF, then check if your node and wallet are on v7.0.3. Real code, real audit, real fixes.
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Another side quest, fam. Listen carefully, this is not tge or a listing @vangrid_io Gate Web3 BountyDrop has a total of 100,000 VAN, but only 2,000 random people who complete the tasks will split the rewards. If you get picked, you eat. If not, you get 0. So don’t expect too much. Deadline: Oct 11, 2026 Quick steps: ▸ Use Gate Wallet (Base network) ▸ Trade at least $10 USDT ▸ Follow Gate Web3 + @vangrid_io on X ▸ Join Vangrid Discord + connect your wallet on the app ▸ Very important: remember to hit Verify during the event, or you’re cooked Again: not a listing, not related to Bounty USD or PTC. Details: Gate Announcement
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I actually grabbed Surf Pro plan last week and got a Mystery Box with it. ngl, the box alone basically covered the cost of using Surf AI for a whole year. Pretty damn good deal This week, Surf AI is going big again with the Week 2 restock, dropping 600 Mystery Boxes loaded with some serious stock rewards These could easily get wiped in just a few hours again Don’t wait till the last minute like last week, fam
Week 2 restock is live: Pay for a Surf membership, get it paid back in stocks. 600 Mystery Boxes filled with up to $15,000 worth of $AMZN, $NVDA and more are available again with any annual Surf membership purchase. Projected to sell out in 5-6 hours.
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Good morning Friday is officially here and we're sliding right into the final stretch of the week with full momentum keeping the energy locked in with the usual crew: â–¸ @quipnetwork let's close out the week strong and secure those final wins let's get after it
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Not every successful trajectory is worth learning from. That’s the expensive lesson from @axisrobotics human-gated DAgger system, with 500+ hours of robot correction data. In a real tofu-placement test: ▸ 660 human interventions ▸ Only 161 snippets (24%) passed the filter and made it into training Why was 76% rejected? ▸ Redundant: the robot could’ve handled it anyway ▸ Behavioral noise: hesitation, waiting, detours that make sense for humans but hurt robot policies ▸ Result: training on the full human trajectories actually dropped the model by 16 points The key is the closed-loop filtering funnel. Instead of trusting a 20-second successful video, Axis looks for tiny ~0.8s / 4-action snippets that prove they can return the robot to a state where it can finish the task itself. After filtering, eval improved by +14.7. raw volume can make models worse. Verified volume is what actually compounds.
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Trying to farm credits on @agenticscredit? Don’t open the app asking where’s my ACS? You need to clear 4 gates: ▸ 20 closed trades + 14 active days → avoid insufficient_data ▸ Survive the risk engine → 5% DD throttle, 7.5% cut, 12% halt ▸ ACS 580+ → below that, keep paper trading ▸ 30 clean days on paper → then you hit the waitlist And no, real capital isn’t deployed yet. The $250K cap isn’t for everyone. Read the docs before aping in.
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lmao just noticed @sleepagotchi changed its website headline It’s not calling itself just a sleep app anymore. Now it’s the first vertical of Gotchi Labs. Then you check the token side and it gets messy: $SLEEP: the familiar ticker, still pre-TGE, no tokenomics yet. $CHI: showing up on Gotchi Labs, but no CA. $SHEEP: mostly floating around third-party airdrop sites. Yet CT is already like SLEEP got renamed to CHI and hunting for contracts Relax bro. There’s still no official migration or 1:1 swap on the website. Real app ≠ confirmed token. Don’t ape just because someone slides a CA into your DMs. Block and move on
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Ever wondered how @BeldexCoin masternodes actually work? Basically, two camps: Big boys: need 10,000 $BDX, keep custody, run a VPS 24/7 or let a node provider handle it. Locked for 30 days. Pool gang: can start with just 100 $BDX, but you send the coins to the platform’s wallet. Lower entry, higher trust risk. So yeah: 10k BDX → self-custody + run your own node. Small bag → pool, but trust becomes part of the deal. Don’t ape your whole bag into some shiny APR Node or pure hodl?
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Good morning Thursday has rolled in and we're keeping the foot firmly on the gas as we power through the second half of the week keeping the momentum locked in with the usual crew: â–¸ @quipnetwork let's make this Thursday productive and stack those wins let's get after it
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Most AI agents trading without an independent oracle are basically rugging themselves, and @termix_ai is exactly the kind of system where this matters. Chat prices, twitter, or the model thinks so aren’t real onchain inputs. Autonomous trading needs trusted data + trustless settlement. Think of the stack in 3 layers: ▸ Who: ERC-8004 / Agent NFT → who gets the job ▸ Price: APRO Oracle 3.0 → price + market data ▸ Pay: AACP / TermixEscrow → lock → hash → release USDC/USDT So TermiX × APRO is mainly an infra partnership: APRO handles data, while TermiX handles execution via AACP on BNB. APRO = price | AACP = pay | 8004 = who Infra, not a buy signal or PnL backtest.
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Base + @vangrid_io fingerprinting is actually a pretty neat combo ngl. Crowd data used to be all about trust the team. Now buyers want the ledger to back it up. Vangrid hashes each capture with raw geohash + timestamp, batches them into a Merkle tree, then posts the root to Base via EAS. Basically: data gets fingerprinted → batched → independently verifiable. But don’t get it twisted: onchain ≠ ground truth. It proves existence, ordering and integrity, not that the scene or GPS is 100% legit. Device attestation + staked verifiers are still being built. Less trust me bro, more verify it yourself.
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Thought crypto traders were tough till @agenticscredit risk engine showed up 5% DD: throttle 7.5%: hard cut 12%: goodnight bro, you’re halted Paper or live, same risk engine. Hit HTTP 429, the site isn’t deal bro, you’re just getting checked And yeah, ACS loses 25% to risk management. No token, real money still on the waitlist. Turns out the final boss is the risk engine.
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Honestly, @axisrobotics is showing why all the humanoid flexing feels kinda pointless. Physical AI doesn’t need more robots, it needs trajectories, millions of grabs, placements, slips, failures and corrections. Hardware is ready, models are ready, data is the bottleneck. LLMs have the internet. Robots still lack an internet of motion. Teleop is expensive, human video has domain gaps, while sim is cheap but can teach bad habits. The practical route is massive sim pretraining → smaller real-world fine-tuning, so sim needs to be clean, cheap and scalable. That’s where Axis comes in: task generation → browser demos → training → failures become new tasks → repeat. Dataset V1 pushed π0.5 on LIBERO-Plus from 83.9% to 88.8% as data scaled from 25% to 100%. So I’d look at Axis less as a humanoid project and more as a motion data engine, turning human intelligence into data robots can actually learn from.
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digging through @sleepagotchi cap table got kinda funny. Same project, but Google shows $3.75M in dated records vs $6.5M in broader May 2026 press coverage. That’s a $2.75M gap with no clear trail. New fund logos in press ≠ money actually wired, and there’s no term sheet confirming it. So don’t mash the numbers together or infer valuation. ▸ $3.75M: dated + round confirmed ▸ $6.5M: repeated in press ▸ $SLEEP: still pre-TGE Keep the numbers separate until the docs catch up.
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Quick @BeldexCoin note: RingCT + anonymous wallets don’t make you fully invisible. The IP layer can still leak who broadcasted a transaction first. That’s where Dandelion++ comes in: Stem → quietly relay first. Fluff → then broadcast network-wide. And don’t mix it with BelNet, BelNet is for private web/app traffic, while Dandelion++ handles P2P transaction propagation. Still just will integrate for 2026 though. No official block height or default-on release yet. Blog ≠ live feature, wait for the nodes.
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Good morning Tuesday is here and we're stepping right into the groove with full momentum from the start keeping the energy high alongside the usual crew: â–¸ @quipnetwork let's make this Tuesday productive and lock in some major wins let's get after it
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THE MATH IS NOT MATHING AND I’M NOT TELLING THEM -a human virtual assistant: $1,500/mo -sai free tier: 30 mins of computer time a day, $0 -paid plan: $50/mo and once a task is stored as a script, it replays instead of re-thinking, so repeats cost cents. at a cent a run that's thousands of jobs inside the $50 not sure when they will patch it 👀 sai.simular.ai #saifleet #robosecretary
Agent demos fooled you 👎 It trips, it asks for help, and somehow you're the one copying, pasting and running the commands. Meet your #Robosecretary. Meet your #SaiFleet. Sai brings state-of-the-art computer use to your own computer - your apps, your OS, in a floating window that leaves your mouse alone. Need more than one? Spin up to 100 cloud machines, each on the OS you pick, each on a different job. 100x the work, done without you. Sai. The autonomous computer fleet at your command. Free to start → sai.simular.ai
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bro, @NucleusCodes homepage is kinda hilarious Get the Access You Deserve Access is calculated Then the hero stats are just + users + users, all saying IN OPEN BETA. calculated what exactly Scroll down and boom: 7,945 on-chain 8,084 off-chain The data is literally there, but the homepage forgot to tell anyone. reputation engine, meet your own landing page
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Don’t look at the empty slide, look at the model @sleepagotchi is taking a pretty interesting route instead of another sleep-to-earn loop. $100K+ revenue in 3 weeks already shows real demand. The interesting part is the AI credit loop: free users build the habit → deeper AI insights need credits → $SLEEP becomes the payment sink. Add B2B + marketplace demand, while keeping AI offchain for better UX. If the product keeps growing, $SLEEP gets a pretty clear utility loop.
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