A robot can fail 100 times.
The real breakthrough is what happens after failure.
Imagine a robotic policy trying to grasp a cup.
It reaches.
Misses.
Adjusts.
Tries again.
Then a human intervenes and corrects the trajectory.
That correction isn't discarded.
It becomes high-quality behavioral data.
The next time the policy encounters a similar state, it has a better signal for what action to take.
This is what makes @axisrobotics interesting to me.
Axis is building a human-in-the-loop feedback system where real-world corrections can continuously improve robotic policies.
Not:
Train → Deploy → Done.
But:
Deploy → Observe → Correct → Capture → Fine-tune → Improve → Repeat.
That creates a continuous learning loop between humans, data and robot policies.
And that may be one of the biggest bottlenecks in Physical AI.
The future isn't just bigger models.
It's models that can learn from the physical world. 🦾
In the name of Allah, the Most Gracious, the Most Merciful.
“By the morning sunlight,” (1)
“and by the night when it falls still,” (2)
“your Lord has not abandoned you 'O Prophet', nor has He become displeased.” (3)
“And the Hereafter is far better for you than this 'first life'.” (4)
“And your Lord will give you 'so much' that you will be pleased.” (5)
“Did He not find you as an orphan and shelter you?” (6)
“Did He not find you unaware 'of the way' and guide you?” (7)
“And did He not find you in need and enrich you?” (8)
“So do not be harsh with the orphan,” (9)
“and do not turn away the one who asks,” (10)
“and proclaim the blessings of your Lord.” (11)
Quran, Surah Ad-Duha (93:1–11)
GM CT ☀️
New day New charts New opportunities
The market doesn’t care about yesterday’s win or loss
It only rewards the ones who stay sharp manage risk and keep learning
No chasing
No FOMO
No emotional trades
Just patience conviction and execution
Build quietly
Trade wisely
Let the results make the noise.
Have a profitable Sunday 🫡
+40 Sol in 18h of trading.
Yesterday I sat down and traded for the whole day, caught a few good runners and walked away 40 sol.
Sol trading at $110 tells me we’re so back fr.
I’ll keep showing up every day, putting in the hours and getting better.
$10k/day soon.
You might not be seeing results yet.
That does not mean your work is useless.
Every connection, every post, every lesson and every failure is part of the journey.
Stay in the game.
Your time will come.
Pre-IPO trading is getting interesting. 👀
https://t.co/gVb287YYNI is going beyond the usual memecoin meta.
$ANTH (Anthropic) and $SHEIN are now available for Pre-IPO perpetual trading on Ave Perp.
That means you can trade the narrative before the actual IPO hits the public market.
24/7 price discovery.
Long or short.
On-chain.
The market is evolving fast.
@AveaiGlobal is positioning itself right in the middle of it
Pre-IPO trading is getting interesting. 👀
https://t.co/gVb287YYNI is going beyond the usual memecoin meta.
$ANTH (Anthropic) and $SHEIN are now available for Pre-IPO perpetual trading on Ave Perp.
That means you can trade the narrative before the actual IPO hits the public market.
24/7 price discovery.
Long or short.
On-chain.
The market is evolving fast.
@AveaiGlobal is positioning itself right in the middle of it
GM CT
New day. New opportunities. New energy.
Don’t chase the market
Study it. Learn. Execute.
Stay focused.
Stay consistent.
Keep building. 🫡
Let’s make today count
New Telegram Features: Elevating the Chat Experience with In-Message Buttons and Signed Gifts
Pavel Durov can’t stop adding new features on Telegram.
After shipping 12 major updates and over 55 features this past year, including chat automation, passkeys, and AI bot support, the team immediately went back to work.
Telegram's latest update is incredibly practical. Whether you manage a large community, build miniapps/bots, or just love sending collectibles, these upgrades enhances your experiences.
Here’s my take on the new features 🧵
Ave Perp adds 3 new trading pairs 🔥
solana:9cRCn9rGT8V2imeM2BaKs13yhMEais3ruM3rPvTGpump — Solana KOL-inspired meme coin
$MELI — Latin America’s e-commerce & fintech leader
$XBI — State Street U.S. biotech ETF
Trade more markets on Ave Perp:
https://t.co/nqDwKMHsQZ
⚠️ Leveraged trading involves high risk. Please manage your position size carefully.