Happy New Month Guy's
New month, fresh energy, bigger goals, and a new PFP π₯
Stepping into September ready to build, learn, connect, and chase new opportunities.
How does the new PFP look? π
Be honest, rate it 1β10 π
AI Can Generate an Answer. But Can It Prove What Actually Happened?
AI has become remarkably good at generating answers.
Give it a question, and within seconds, it can produce something that sounds informed, confident, and convincing.
But thereβs a bigger question we should be asking:
Can AI prove that what itβs saying actually happened?
Most AI systems rely heavily on digital data ; websites, documents, images, videos, and other information available online.
Yet the world doesnβt stop at the screen.
Machines are operating.
People are completing tasks.
Infrastructure is changing.
Sensors are capturing activity.
Events are happening every second.
This creates a major gap between what AI can generate and what AI can actually verify.
@Actum_system is building around this gap by connecting real-world activity with AI through technologies like DePIN and Proof of Human Activity (PoHA).
The goal is bigger than simply collecting more data. Itβs about creating reliable, verifiable signals that can help AI understand what is happening beyond the digital world.
Because the next evolution of AI may not simply be about generating better answers.
It may be about giving AI a way to prove those answers are grounded in reality.
#ACTUM
Ahh guys! Look how @gib_work is impacting my life gradually.
-Broken
-No job
-No cash
-Family problem
-Social problem
Etc and it's all about depression because of money.
But in mean-time, @gib_work came and started shining my life.
https://t.co/M8j3C3HyGd provides way to earn money:
-Everyday new bounty-task.
-Way to build own project with 0 fees.
Why you still so far?
Start now by downloading the app from :
Playstore - https://t.co/EmNZlFB2u7
Appstore -https://t.co/oKn6WznZcS
-Continue with Google or Email.
-Bind my refer code "LimonurMd"
-Set up your profile
-Subscribing plus is optional
-For web - https://t.co/FlYSFehgWn
And you're done, now look for bounties or task.
If still facing issue, directly reach to me or @anthonybuilds.
Watch the guidance video : https://t.co/laIOPDmV5J
Every year, migrant workers and freelancers across the Global South lose a meaningful chunk of what they earn just moving money.
Bank transfers take days to clear. FX markups quietly eat into the total before it even lands. Off-hours transfers wait until Monday.
This is exactly the problem stable-coins were designed to solve on paper, and almost no product has made the experience feel normal for someone who isn't already crypto-native.
Kite is one of the few actually trying to close that gap, not just talk about it.
@kiteapp_xyz | A Thread
August was probably the month @axisrobotics started turning its βcompounding data engineβ thesis into something measurable.
The headline numbers are already pretty big: 4.7M valid simulation trajectories, 200K+ registered users, 160K+ open-source dataset downloads and a spot among the Top 3 DApps on @base.
But the part I find more interesting is what happened after all that data was collected.
Axis released Dataset V1 in August, and continual pretraining on it improved Ο0.5 performance on LIBERO-Plus from 83.9% to 88.8%.
Their Franka dataset family also crossed 160K downloads on Hugging Face and is now being used across World Model, WAM and VLA research, including work at KAIST, Northwestern and Tsinghua.
There are some interesting results on the sim-to-real side too. In one experiment with Booster Robotics, combining simulation and real-world data improved Earbud Case lift performance from 30% to 40%. In another low-data test, adding only 50 simulation trajectories to 10 real demonstrations took target-contact rollouts from 0/20 to 17/20.
----------------///////////////----------------
That's the loop I've been watching with Axis:
people contribute trajectories β the dataset grows β researchers use it β models improve β better models and new embodiments create demand for more data.
And August wasn't only about research. @axisrobotics added partnerships across the Physical AI stack, launched its @KaitoAI creator program, expanded incentives through @BinanceWallet and continued shipping improvements to the contributor product.
4.7M trajectories sounds impressive on its own. Seeing that data actually translate into measurable model improvements is much more important to me.
If you want to contribute trajectories yourself, you can start here:
-> https://t.co/z8xrZPL60R
Just remember to complete the onchain signing step after your task. Unsigned trajectories don't count.
September is already supposed to bring another Axis Sim Dataset, more partnerships and more product launches. I'm curious how quickly this loop can compound from here.
Bro actually turned 10 free spins into $1,400 ππ
And MineBit is giving 20% of house profits back to players? The house is having a rough week π @MineBitOfficial
@standard_rsv is building something interesting
An onchain βcentral bankβ governed entirely by immutable code.
When things are good, it expands. When things get bad, it defends with reduced issuance, buybacks and burns.
No humans controlling policy. Just code.
Worth watching.
The Standard Reserve is coming.
Weβre about to enter our second round of audits as we move closer to launch.
Thank you to @UniswapFND for helping fund our audits and supporting the work required to ship this securely.