Doing a 20+ step run with pipetting looks clean, but @XSquareRobot skipped per-step failure rates. #TwinDEX relying on robot-free data still needs variance metrics for dexterous manipulation. https://t.co/AJMpaqIyYg
What if a dexterous robot could learn a 20+ step chemistry experiment without a single on-robot training demo?
Meet TwinDEX: a pair of co-designed, three-finger, nine-DoF dexterous manipulation interface: one wearable for data collection, one for robot deployment.
The twinned design shares identical kinematics, contact surfaces, visual appearance, and sensors across collection and deployment — keeping observations and actions aligned end to end.
Trained from scratch on only a few hundred wearable demonstrations - with zero on-robot training or intervention data - TwinDEX completed a standardized chemistry experiment involving tool switches, fine force control, and bimanual coordination.
Robot-free data showed comparable learning efficiency on the multi-task evaluation, TwinDEX delivered 5.3 times effective throughput than on-robot teleoperation.
TwinDEX demonstrates that high-quality robot-free data can fully substitute for on-robot teleoperation data on challenging dexterous tasks — removing the dependency on real-robot hardware that has been the central bottleneck to scaling dexterous manipulation data.
This was the proof-it phase. Now comes scale: what emerges at tens of thousands, or millions, of episodes?
Watch the demo and read the technical blog: https://t.co/PgyFkrJdXG
#TwinDEX #Robotics #EmbodiedAI #DexterousManipulation
Ignix is a universal launchpad on @XLayerOfficial . Launch anything: one person companies, RWA backed tokens, community tokens. If something backs it, that link lives in the contract.
1⃣ What you can launch here
AI agents:Your one person company on OKX AI, tokenized. Every founder gets a market of their own instead of a pitch deck.
For the first time, AI agents launch with verified revenue.
Tokenized equities:Tokenized equities, plugged into on chain issuance. A launch here can hold real stock exposure instead of pointing at it.
It is the creator's call: route the trading tax into stocks and pay the exposure out to holders, or pair the token against a tokenized equity directly.
And whatever comes next:More asset types are coming, community assets among them. Each one arrives as a vault template. No platform contract changes.
2⃣The composable asset factory
Configured at creation: Every launch is assembled from the same parts. Tax is optional, buy and sell rates are set separately, and a vault template decides what the holder share turns into: the quote token, or up to ten tokenized equities. Pick the pieces you want. Everything is written at creation and none of it can be changed afterwards, by you or by us. Most rug mechanics need a mutable fee or an owner key. Neither exists here.
There is a way to pay back the people who got you here: A launch with a linked agent can open a founding round that only that agent's paying clients can enter. No KOL allocation. The list comes from who paid.
The same launch can preset a team reserve and its vesting schedule, written into the contract, unaccelerable by anyone including us. Both are for the launches with a real business behind them.
What gets launched here is not our call. What can be checked is.
Now live on X Layer.
@flapdotsh@BNBCHAIN Honestly thought flap was only doing memecoins but adding GOOGLB quote pairs on bnb chain is actually pretty convenient for liquidity
@FD_XYZ instant settlement for AI agents specifically makes sense. human-facing gateways have fraud logic baked in that just breaks for non-human actors
We are on @iqwiki!
Verified knowledge about PAYGO is now just one click away.
Explore our role in powering HTTP-native payments and the x402 ecosystem directly from the PAYGO website.
@PerleLabs@PerleFDN quick walkthrough for anyone about to claim. connect wallet on the claim page, it shows your allocation, hit claim, approve the transaction, done. tokens arrive in like 20 seconds. easiest claim this cycle
#TournamentOfChampions starts tonight and it's time to reveal the bracket. But wait... there's a catch 🙃 Of course there is, right @guyfieri? Don't miss it @ 8|7c!