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debayan
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debayan
@debayan
Researcher at Leuphana University of Lüneburg, Germany . Knowledge Graphs, Question Answering, Natural Language Processing. Views are personal. 🇮🇳 🇩🇪
Hamburg, Noida, Kolkata Tham gia Temmuz 2008
3K Đang theo dõi1.5K Người theo dõi
BLR–AUH–BLR rescue flight.
GPS interference after Muscat.
Windshear ADV+ gusty crosswinds on arrival.
No layover. Immediate turnaround.
GPS interference again on departure.
High workload. Zero margin.
Crew was solid. Everyone home safe.
#Aviation #PilotLife #SafetyFirst
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🚨 Shocking: Frontier LLMs score 85-95% on standard coding benchmarks. We gave them equivalent problems in languages they couldn't have memorized. They collapsed to 0-11%.
Presenting EsoLang-Bench.
Accepted to the Logical Reasoning and ICBINB workshops at ICLR 2026 🧵
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@fchollet @GaryMarcus To me zero shot performance is not as important. I would evaluate the LLM on CoT style or reflection or few shot more. Transformer stacked architecture forces sub-optimal retrieval on the first pass.
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This is more evidence that current frontier models remain completely reliant on content-level memorization, as opposed to higher-level generalizable knowledge (such as metalearning knowledge, problem-solving strategies...)
Lossfunk@lossfunk
🚨 Shocking: Frontier LLMs score 85-95% on standard coding benchmarks. We gave them equivalent problems in languages they couldn't have memorized. They collapsed to 0-11%. Presenting EsoLang-Bench. Accepted to the Logical Reasoning and ICBINB workshops at ICLR 2026 🧵
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🚨𝘽𝙍𝙀𝘼𝙆𝙄𝙉𝙂: European Commission President Ursula von der Leyen unveiled EU–INC, a new framework that lets you launch a company in 48 hours for under €100
Starting a company across the EU today = 27 legal systems, 60+ company structures 🤯
That might be about to change…
The European Commission just introduced 𝗘𝗨 𝗜𝗻𝗰., a new optional corporate framework designed to make Europe actually function like one market.
Here’s what stands out:
→ Set up a company in 48 hours
→ Cost: < €100
→ Fully online, no minimum capital
→ One single framework across all EU countries
→ Easier share transfers & fundraising
→ EU-wide employee stock options (huge for talent)
Especially the EU-wide stock option plans, taxed only when employees actually sell (instead of when granted) is huge.
This makes it far easier for startups to attract and retain top talent, finally putting Europe closer to the US playbook.
Source/More info: ec.europa.eu/commission/pre…
In short: This is Europe trying to compete with the simplicity of a Delaware C-Corp 🇺🇸
And honestly… it’s long overdue.
For years, European founders had 2 choices:
1. Stay local and deal with fragmentation
2. Move to the US to scale
𝗘𝗨 𝗜𝗻𝗰. is trying to remove that trade-off.
If executed well, this could be one of the most important structural changes for European startups in decades.
What do you think?
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'TERRIFYING': Dashcam video shows the moment a Tesla Cybertruck, allegedly operating in self-driving mode, nearly sent a Houston mom and her infant off a bridge before violently crashing into an overpass barrier.
The woman claims she suffered multiple injuries from the incident and is now suing the automaker for $1 million.
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Wir werden uns nicht daran beteiligen, in der Straße von Hormus mit militärischen Mitteln eine freie Schifffahrt zu gewährleisten. Der Krieg im Nahen Osten ist nicht Angelegenheit der NATO. Deshalb wird sich Deutschland auch nicht militärisch einbringen.
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Big Breaking ⚠️
Delhi: Former Chief of Army Staff, Gen Manoj Pande (Retd.) says, "You know the biggest loss of supporting Israel? Our Indian army had always been trained to be a ethical force, the current situation is causing it to become an ethnic force. Mark my words, this situation is going towards a complete mutiny. We have all seen what is happening in Assam."
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Australian tech entrepreneur Paul Conyngham explains how he used ChatGPT/AlphaFold (spent $3,000 with no biology background) to create a custom MRNA vaccine to treat his dog’s cancer tumors. Unreal.
vittorio@IterIntellectus
this is actually insane > be tech guy in australia > adopt cancer riddled rescue dog, months to live > not_going_to_give_you_up.mp4 > pay $3,000 to sequence her tumor DNA > feed it to ChatGPT and AlphaFold > zero background in biology > identify mutated proteins, match them to drug targets > design a custom mRNA cancer vaccine from scratch > genomics professor is “gobsmacked” that some puppy lover did this on his own > need ethics approval to administer it > red tape takes longer than designing the vaccine > 3 months, finally approved > drive 10 hours to get rosie her first injection > tumor halves > coat gets glossy again > dog is alive and happy > professor: “if we can do this for a dog, why aren’t we rolling this out to humans?” one man with a chatbot, and $3,000 just outperformed the entire pharmaceutical discovery pipeline. we are going to cure so many diseases. I dont think people realize how good things are going to get
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🚨 India's satellite navigation constellation NavIC is officially out of service now.
For any navigation constellation to be functional, it needs minimum 4 active satellites. With IRNSS-1F's last redundant atomic clock dead, ISRO is now left with only 3 active sats.
And with all rocket launches from ISRO being grounded due to recent repeated failures, we are likely gonna be in for a long wait before NavIC is back.
isro.gov.in/IRNSS-F_succes…
Debapratim@debapratim_
WHAAAAAT T-T-THIS MEANS...... India's NavIC is dead now??? We no longer have an active navigation satellite constellation?!?!
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Today, we're launching the world's largest open-source dataset of computer-use recordings.
10,000+ hours across Salesforce, Blender, Photoshop and more, to automate the next level of white-collar work.
Link in the comments :)
@markov__ai
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BREAKING: EU-inc to be adopted as a regulation, and not a direction, meaning that it will be binding directly across the EU.
The new startup entity is set to be in its most ambitious form, meaning EU startups can build, instead of walking against 27 different bureaucracies.
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tomorrow we're launching the largest open-source dataset of computer-use recordings.
stay tuned :)
Dev@DevvMandal
today we're launching a dataset of computer-use recordings to build the next generation of computer-use agents. 300+ tasks across all kinds of software. open-source. link in the comments. @markov__ai
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Anyone who is interested in working at a frontier lab must read this tech report from Nvidia
The data engineering section is amazing and look at the amount of different models they used for synthetic data gen
research.nvidia.com/labs/nemotron/…
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@sanjayuvacha He is probably the worst CM in India. Even worse than Adityanath.
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Fakhruddin Ali Ahmed was the only Assamese to be President of India.
Himanta Biswa Sarma@himantabiswa
Fakhruddin Ali Ahmed Medical College will be renamed as Barpeta Medical College & Hospital.
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EU's von der Leyen admits:
While in 1990, one third of Europe's electricity came from nuclear, today it's only close to 15%.
This reduction in the share of nuclear was a choice.
And in hindsight, it was a strategic mistake for Europe to turn its back on a reliable, affordable source of low-emission power.
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Meet Sarvam-30B: a massive 30-billion parameter language model built for multilingual conversations. It's a specialized, custom-coded model designed to understand and create text in English, Hindi, Bengali, and Tamil. A true polyglot AI.
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