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Andrej Karpathy on X: "Three days ago I left autoresearch tuning nanochat for ~2 days on depth=12 model. It found ~20 changes that improved the validation loss. I tested these changes yesterday and all of them were additive and transferred to larger (depth=24) models. Stacking up all of these changes, https://t.co/j34dSt4oht" / X Three days ago I left autoresearch tuning nanochat for ~2 days on depth=12 model. It found ~20 changes that improved the validation loss. I tested these changes yesterday and all of them were additive and transferred to larger (depth=24) models. Stacking up all of these changes, https://t.co/j34dSt4oht

Today I spent a couple of hours replicating @karpathy.bsky.social’s autoresearch harness on a weight prediction model. I’m too token restricted to leave it running overnight but might try with Qwen3.5 on my mac and see where it gets.

#agchat #ausag #agtech #ai #ml

x.com/karpathy/sta...

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Yesterday I had my first online meeting where I had to verify I was human before I could join. The first company I’ve interacted with taking ai notetaker security seriously.

#agchat #ausag #agtech #ai

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What Happens When the Grid Shuts Off? www.youtube.com/watch?v=cHqt... #hamradio #AgChat

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Reminder that when any politican talks about farmers in Australia, they're talking about Rinehart, Forrest, Murdoch + Holmes A Court families + industrial agricultural operations that supply over 39000 mcdonalds in 109 nations whilst we have people in poverty in #Australia. archive.is/WJbL8 #agchat

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OKFB Young Farmers and Ranchers to host “Fill the Sack” food drive | Oklahoma Farm Bureau www.okfarmbureau.org/news/okfb-yo... #AgChat

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🌾 Join the Chesapeake Research Consortium Nov 19, 12–1 p.m. ET for
“Sowing Seeds, Growing Relationships” — a conversation on the future of sustainable agriculture & Bay restoration.

🔗 Register: https://chesapeake.org/crc-roundtable/

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#ChesapeakeBay #Sustainability #AgChat

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US Farmland Owned by Chinese Companies–What to Know | The Epoch Times www.theepochtimes.com/article/us-f... #AgChat

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New Veterinary Learning Commons opens at UCalgary’s Spy Hill campus Expansion will address province’s shortage of livestock and rural veterinarians with $68.5-million capital investment from Government of Alberta, doubling enrolment

Will help bring in more #livestock and #Rural veterinarians
#AgChat

www.ucalgary.ca/news/new-vet...

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Use this site to submit Drought reports in your area. #KSwx #OKwx #Skywarn #AgChat survey123.arcgis.com/share/850f93...

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Use this site to submit Drought reports in your area. #KSwx #OKwx #Skywarn #AgChat survey123.arcgis.com/share/850f93...

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Finally, food producers standing up for the right thing, unlike our warriors against renewables…
#agchat #foodsystems #🔌💡

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Why do farmers love climate deniers?
Because the world's richest farmers in Australia include:
Gina Rinehart
Andrew Forrest
The Murdoch Family
Kerry Stokes
Jack Cowan
Who own media, farms + farming infrastructure including stock & station agents.
archive.md/5QPDS
#foodsystems #agriculture #agchat

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Land and Water Conservation Fund (LWCF) grants are on hold until 2026 - Oklahoma Tourism and Recreation Department otrd.travelok.com/land-and-wat... #AgChat #OKwater

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We’re just back from #SummerGrains2025 where ideas were flying 🌾 *Demographic disruption, *AI-generated boy band songs, *Mungbeans as egg alternatives (!). We show up to stay curious—and keep our clients ahead of the curve. #SciComm #AgChat #FutureFood #AIinAg

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Photograph of a 3 piece round-bale feeder that has had one side pushed in.  Instead of being circular, it is in a rounded heart shape.  The remaining hay within the feeder is in a hay net with large holes.

Photograph of a 3 piece round-bale feeder that has had one side pushed in. Instead of being circular, it is in a rounded heart shape. The remaining hay within the feeder is in a hay net with large holes.

Photo of two British White bulls and a round bale of grassy hay.  They both are white all over with black ears and noses.  They are both very chonky and weigh about 900kg each.  The bull closest to the camera, YB, is looking at the camera while standing next to the hay.  The second bull, T, has his body facing away from the camera but has turned his head to look back at the camera.  He has his front feet on the hay bale about a foot above the ground.  His head is above YB’s.

Photo of two British White bulls and a round bale of grassy hay. They both are white all over with black ears and noses. They are both very chonky and weigh about 900kg each. The bull closest to the camera, YB, is looking at the camera while standing next to the hay. The second bull, T, has his body facing away from the camera but has turned his head to look back at the camera. He has his front feet on the hay bale about a foot above the ground. His head is above YB’s.

I don’t usually animal shame but 0/10 stars to the bulls who have decimated their hay feeder. The culprits, T and YB, are utterly unrepentant even though their hay has to be in the feeder because they’ll climb on it otherwise. Anyone have any feeder recommendations? #agchat

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Dust storm sweeps from Great Plains across Eastern states | May 11, 1934 | HISTORY www.history.com/this-day-in-... #UShistory #AgChat #KSwx #IOKwx #COwx #Skywarn

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"Explore the latest discovery on Mars, level up your coffee game using fluid mechanics, and flies are gobbling up organic waste - all in my newest newsletter.
#biotech #Space #AgChat


www.mediamargins.ca/...

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Discover how Canada is harnessing the power of AI and robotics to grow fresh produce year-round and unlocking the secret to the perfect cup of coffee with cutting-edge physics.
These stories and more in my latest newsletter.
#AgChat #MorningCoffee

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Discover how Canada is harnessing the power of AI and robotics to grow fresh produce year-round and unlock the secret to the perfect cup of coffee with cutting-edge physics.
These stories and more in my latest newsletter.
#AgChat #MorningCoffee

www.mediamargins.ca/...

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Tops in the Field: Farm Radio Is the Most Trusted Ag News Source - Radio World NAFB survey finds 42% of farmers prefer radio over magazines, TV

Most farmers said they were driving a vehicle when listening to farm radio. Almost three-quarters said they listen while operating farm equipment, such as during spraying, planting or harvesting. And yes, they used digital platforms as well.
#Radio #Broadcasting #AgChat

www.radioworld.com/n...

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Instead of fostering resilience, supply management has created an industry that is increasingly dependent on government payouts rather than market-driven efficiencies. Canada could lose nearly half of its dairy farms by 2030 — regardless of who is in the White House.
#agchat

www.montrealgazette....

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How tariffs could hurt farmers in both Canada and the U.S. | The Narwhal Agricultural trade between Canada and the U.S. is worth US$70 billion. Manitoba farmers brace themselves as both countries threaten tariffs

A story from the farmers - not from the politicians or pundits.
Nicely done from @thenarwhal.ca
#AgChat #Agriculture
How a trade war could hurt farmers on both sides of the Canada-U.S. border: thenarwhal.ca/manitoba-far...

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"We grow the grass 🌱 to feed the cows 🐄 to feed the people 🍔…but are the seasons messing with the cycle? 🤔 Reply with your answer!"

🅰️ Yes, big changes!
🅱️ Yes, but only slightly
🆎 No, same as always
❓ Not sure

#Bluesky #AgChat #ClimateChange #SustainableFarming #ChangingSeasons #FarmLife #RuralLife

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Just think of that if you are an Australian
France is #nuclear powered
Where will the water be taken from if you live in Australia & we go down the nuclear path?
#agchat

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Sign up for a farm gate sign - Farmers for Climate Action

Farmers for Climate Action
Visibility of climate as an issue is key to ensuring our pollies & our communities know we care.
Order your farm gate sign today:

#auspol #agchat #ausag
farmersforclimateaction.org.au/get-involved...

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Thousands of farmers could unknowingly face federal fines or jail time | Oklahoma Farm Bureau https://buff.ly/3ZzmVHy #AgChat

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I'm here for #AgChat

Just back from the #NuffieldFarming conference in Belfast.
Buzzing from the positivity, good times & challenges to my thinking.

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Letd see how it goes eh Gus?

A more civilised platform for a less civilised age?

But indeed, let's see the #agchat #ausag and similar folks on.

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"Corteva to release wheat seed with 10% yield increase."

I have two thoughts on these types of very quick advances in yields:

1. Great for food production and feeding the planet.
2. Too quick and your supply exceeds demand (prices📉)

#econsky #agchat

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Oklahoma drought lowered forage production, hindered wheat growth. #OKwx #AgChat



https://buff.ly/4f0RISO

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