One of the biggest challenges in Physical AI is getting robots to transfer skills learned in simulation into the real world. 🦾
@axisrobotics is exploring an interesting approach: train reinforcement learning experts in simulation, then distill their skills into vision policies that can generalize to real-world tasks.
The example shared is a pick-and-place expert that can handle objects placed at random. With visual randomization during training, the goal is to help the resulting policy handle variations in object appearance and placement instead of memorizing one fixed setup.
Why does this matter? Simulation can provide scalable training experience, while vision policies aim to make those learned skills useful beyond the simulated environment.
The real test is how reliably these policies perform on physical robots under changing conditions.
Train in simulation, transfer the skills, and prove them in reality. 🚀
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I CAN'T F*CKING BELIEVE THIS, A DOG COIN DOUBLED AT 1AM AND CRASHED BY SUNRISE, MY GROK BOTS SOLD THE TOP WHILE I SLEPT, $100 IS NOW $75,796
night 11 of my $100 to $100,000 run with Jev + my Grok bots
Jev picked Doge Pepe, a dog with a frog's face, 8 hours old, $1.17M at 10pm
memecoins are internet jokes you can buy, nothing behind them but the price
if you put $1,000 in at 10pm, by 1:25am you had $1,969
by 6:30am you had $936
my bots, same candles:
→ 10:30pm in at $1.23M, out at $1.58M, +$1,022
→ 11:20pm a shelf broke, -$201
→ 12:05am +$1,600
→ 12:55am in at $1.37M, out at $2.31M, +$2,839
→ 1:55am the second wave, +$1,007
→ 5am, out five minutes before the last dump, +$655
the 1:25am log:
bot: up 69%, keep riding?
Jev: 84% sure the run is over
bot: my rule says sell above 60%
Jev: then sell
i think selling while a coin is still going up is the hardest thing in trading, so i gave that job to a bot
at 0:09 the bots start dancing under the screen, that's the sell at the top
yes, my crawler gets fired out of a cannon at 0:00, i have no idea why
honestly what scares me is how good $1,969 felt at 1am
$100 → $2,197 → $23,879 → $75,796
$24,204 to go
every question Jev asks before a buy or a sell, with the exact limits, is in my article quoted below ↓ free
the exchange my bots trade on is my first reply, sign-up bonus included
bookmark it, one day your coin doubles at 1am and you'll want this
send this to that one friend who never sells a pump
$100,000 this week or next?
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BEG YOU 😭💔
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https://t.co/pIYoWYn87c
السلام علیکم ورحمت اللہ و برکاته🌹
صبح بخیر زندگی🌹💫
یا رب العالمین🤲🥀
آج کے اس دن کو آپ کے حق میں کر دے ہر مشکل کو آسانی میں بدل دے، ہر پریشانی کو حل فرمائے اللہ تعالیٰ آپ کو اپنے نیک لوگوں میں شامل فرمائے اور آپ کی ما ہر جائز دعا قبول فرمائے۔
آمین یا رب العالمین🙏🌹
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WTF, I SLEPT AND MY CRAWLER BAITED THE MEV BOTS THAT FRONT-RUN ME WITH A FAKE $50K ORDER, JEV + MY GROK BOTS GREW $100 TO $45,376
night 7 of the $100 run, and i finally got the MEV bots back
MEV bot = a bot that sees your buy and cuts in line to sell you the coin higher
they take a bite out of every trade i make
my setup: a crawler reads crypto Twitter, Jev picks yes or no, Grok bots click
the bot log from last night:
1:43am crawler → hangs a fake $50K buy order on a thread
1:52am MEV bot → jumps on it
1:57am crawler → reels it in, MEV bot hooked
2:30am Jev → yes, real bottom, $268K
3:15am Grok bots → sold at $402K, +$4,514
i laughed out loud reading that at 7am
honestly a bot that traps the bots that rob us is the fairest thing in crypto
the coin vs my bank, same night:
10pm coin $370K, bank $34,096
12am coin $401K, bank $37,264
2am coin $316K, bank $39,585
4am coin $359K, bank $44,258
6:30am coin $301K, bank $45,376
the coin lost 18.7%, my bots made 33.1% trading it
not every trade worked, a $400K floor broke at 12:25am and cost me $697
at 11:33pm it also swept 4 dead coins off my screen with a tiny broom
7 nights, $100 → $45,376, 454x
i rewatched 0:11 ten times, that's the MEV bot biting
bookmark it for the night a bot jumps your buy again
the whole setup is below ↓ free
forward it to whoever got sandwiched this week
be honest, how much have MEV bots taken from you this year?
For retirees, inflation, Fed rates, COLA doubt, Medicare costs. If retirement depends on Social Security, 401(k), savings, ignoring markets isn’t an option. Watch your portfolio, not headlines. Focus on risks. No autopilot.