[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.] #  @rohanpaul_ai Rohan Paul Several major developments are happening in the AI space. Notable advancements include the creation of highly efficient AI models, such as those enabling fast inference without losing accuracy, and the development of new chips like Extropic's probabilistic computing chip, which uses significantly less energy. Additionally, major tech companies like Google, Microsoft, and Nvidia are making significant investments and advancements in AI, including new data center builds and innovative AI applications. ### Engagements: XXXXXXX [#](/creator/twitter::2588345408/interactions)  - X Week XXXXXXXXX -XX% - X Month XXXXXXXXXX -XX% - X Months XXXXXXXXXXX +100% - X Year XXXXXXXXXXX +214% ### Mentions: XXX [#](/creator/twitter::2588345408/posts_active)  - X Week XXX -XX% - X Month XXX -XXXX% - X Months XXXXX +247% - X Year XXXXX +135% ### Followers: XXXXXXX [#](/creator/twitter::2588345408/followers)  - X Week XXXXXXX +0.92% - X Month XXXXXXX +4.70% - X Months XXXXXXX +73% - X Year XXXXXXX +128% ### CreatorRank: XXXXXX [#](/creator/twitter::2588345408/influencer_rank)  ### Social Influence **Social category influence** [technology brands](/list/technology-brands) #5614 [stocks](/list/stocks) #1278 [countries](/list/countries) XXX% [finance](/list/finance) #2375 [vc firms](/list/vc-firms) #51 [celebrities](/list/celebrities) XXXX% [currencies](/list/currencies) XXXX% [cryptocurrencies](/list/cryptocurrencies) XXXX% [automotive brands](/list/automotive-brands) XXXX% [social networks](/list/social-networks) XXXX% **Social topic influence** [ai](/topic/ai) #1742, [china](/topic/china) #578, [$googl](/topic/$googl) #177, [open ai](/topic/open-ai) #373, [inference](/topic/inference) #35, [ceo](/topic/ceo) #201, [future](/topic/future) 1.74%, [the first](/topic/the-first) 1.74%, [llm](/topic/llm) #22, [agi](/topic/agi) #39 **Top accounts mentioned or mentioned by** [@103125demoday](/creator/undefined) [@heaveai](/creator/undefined) [@jenslon_](/creator/undefined) [@drfeifei](/creator/undefined) [@codewithimanshu](/creator/undefined) [@grok](/creator/undefined) [@kacperszybowski](/creator/undefined) [@huggingface](/creator/undefined) [@aiatmeta](/creator/undefined) [@gregtomaselli](/creator/undefined) [@vbridgesruiz](/creator/undefined) [@abdmuizadeyemo](/creator/undefined) [@maxiex__](/creator/undefined) [@frankhhq](/creator/undefined) [@bobbuitech](/creator/undefined) [@a16z](/creator/undefined) [@google](/creator/undefined) [@klingai](/creator/undefined) [@qualcomm](/creator/undefined) [@nexaai](/creator/undefined) **Top assets mentioned** [Alphabet Inc Class A (GOOGL)](/topic/$googl) [Morgan Stanley (MS)](/topic/morgan-stanley) [IBM (IBM)](/topic/ibm) [Microsoft Corp. (MSFT)](/topic/microsoft) [Alibaba Group (BABA)](/topic/alibaba-group) [501 (32)](/topic/$32) ### Top Social Posts Top posts by engagements in the last XX hours "Not quite human but almost. She's watching you blink. --- From r/singularity/realmvp77" [X Link](https://x.com/rohanpaul_ai/status/1987135767878246904) 2025-11-08T12:31Z 113.8K followers, 2.2M engagements "The people who invented refrigeration made some money but most of the money was made by Coca-Cola who used refrigeration to build an empire. LLMs are like as refrigeration. and the Coca-Cola has yet to be built Chamath Palihapitiya" [X Link](https://x.com/rohanpaul_ai/status/1990889982194581835) 2025-11-18T21:08Z 113.9K followers, 906.1K engagements "Incredibly cool. The Volonaut Airbike is a one-person jet-powered hoverbike designed for personal air transportation uses jet engines instead of propellers for a smoother ride has a top speed of up to XXX km/h (124 mph) in its prototype form" [X Link](https://x.com/rohanpaul_ai/status/1996725150038085776) 2025-12-04T23:35Z 113.9K followers, 53.5K engagements "EngineAI CEO takes T800 Robot's powerful kick in demo. The 75kg T800 built by this Shenzhen startup stands 1.73m tall with powerful joints for agile moves like punches and capoeira. Modern robot can kill a human almost instanly" [X Link](https://x.com/rohanpaul_ai/status/1997442512353681848) 2025-12-06T23:06Z 113.9K followers, 69.5K engagements "For large LLMs the main limit in inference is no longer how many FLOPs the chip can do it is how fast it can move data in and out of memory. Several recent profiling studies show that during LLM inference the GPU is often waiting on memory rather than saturating its peak FLOPs. A recent paper titled Mind the Memory Gap finds that even at large batch sizes LLM inference remains memorybound with DRAM bandwidth saturation the primary bottleneck and a large fraction of cycles stalled on memory access instead of math units doing work. If you add more FLOPs that means you add more raw math" [X Link](https://x.com/rohanpaul_ai/status/1997659408797716617) 2025-12-07T13:28Z 113.9K followers, 21.2K engagements "🛟 Meta paper argues that AIhuman co-improvement is a safer faster path to co-superintelligence where AI and people upgrade each other through shared research rather than chasing fully autonomous self-improvement. The paper says self-improving AI is appealing but risky since removing humans from the loop can amplify misalignment and reduce steerability. The proposal is to aim models at working with researchers end to end from problem finding and benchmark design to method ideas experiment planning execution and error analysis so that both AI and humans get smarter together. They lay out" [X Link](https://x.com/rohanpaul_ai/status/1997752709613842526) 2025-12-07T19:38Z 113.9K followers, 26.4K engagements "🌍 OpenRouter and @a16z published a hugely insightful **State of AI** report - an empirical report on how LLMs have been used on OpenRouter. A XXX trillion token study using OpenRouter logs shows LLM use shifting hard to reasoning coding heavy workflows and open models nearing XX% share. The dataset aggregates billions of anonymized generations across hundreds of models and regions without reading user text so it tracks real behavior rather than benchmarks. Open source share climbed through 2025 with Chinese OSS averaging XXXX% weekly usage and peaking near XX% led by DeepSeek Qwen and Kimi." [X Link](https://x.com/rohanpaul_ai/status/1998184621478215839) 2025-12-09T00:15Z 113.9K followers, 4906 engagements "The new steam age. This is actually becoming true in many cases. It's possible to do so much more on your own now" [X Link](https://x.com/rohanpaul_ai/status/1977005259567595959) 2025-10-11T13:35Z 113.9K followers, 2.1M engagements "Columbia CS Prof explains why LLMs cant generate new scientific ideas. Bcz LLMs learn a structured map Bayesian manifold of known data and work well within it but fail outside it. But true discovery means creating new maps which LLMs cannot do" [X Link](https://x.com/rohanpaul_ai/status/1984588319439638557) 2025-11-01T11:48Z 113.9K followers, 760.1K engagements "Dario Amodei on "YOLO ing" by other top labs 😀 --- Full video on 'The New York Time' YT channel (link in comment)" [X Link](https://x.com/rohanpaul_ai/status/1996924992781758763) 2025-12-05T12:49Z 113.8K followers, 35.9K engagements "Talk of space datacenter really getting serious. Elon Musk just gave a near-term path where satellites run AI locally send back only results and add 100GW of compute per year with no maintenance costs. Each spacecraft would harvest 100kW from solar in space in sun synchronous low orbit staying mostly in sunlight. Inference runs off sunlight and avoids grid power cooling buildings and on-site staff. Right now the major bottleneck looks like that it needs huge drops in launch cost" [X Link](https://x.com/rohanpaul_ai/status/1997778478289260807) 2025-12-07T21:21Z 113.9K followers, 11.3K engagements "Someone let ChatGPT run a stock portfolio. over X month ChatGPTs portfolio is up +29.22% vs. the S&P 500s +4.11% over the same window. (Prompts Code Github listed) The process works as follows. ChatGPT is given real market data each trading day including prices volumes and benchmarks stored on GitHub. On weekends it uses that data to research deeply reevaluate the portfolio and look for new stock ideas. The portfolio is simulated daily based on any changes and then the person manually executes those trades in a real brokerage account. ChatGPT has full authority to make buy or sell decisions" [X Link](https://x.com/rohanpaul_ai/status/1962655511423394190) 2025-09-01T23:15Z 113.9K followers, 1.9M engagements "wow. just saw The Economic Times newspaper published an article about me 😃 definitely feels so unreal that Sundar Pichai and Jeff Bezos follows me here. @X is truly a miracle. Forever thankful to all of my followers 🙏🫡" [X Link](https://x.com/rohanpaul_ai/status/1965551636082032917) 2025-09-09T23:03Z 113.8K followers, 178.8K engagements "The Jetson ONE personal air vehicle costs $128K. You can fly it without a pilot license after a quick 5-day training course. Needs an $8000 deposit. comes with backup batteries a ballistic parachute and radar that handles auto-landing" [X Link](https://x.com/rohanpaul_ai/status/1983991131672330579) 2025-10-30T20:15Z 113.8K followers, 2.4M engagements "This is where it all started. Here 19-yo Stanford dropout Sam Altman giving his first-ever startup pitch. He dropped out of Stanford to start Loopt sold it in 2012 for $XXXX mn. Then invested via Hydrazine and later led Y Combinator before co-founding OpenAI in 2015" [X Link](https://x.com/rohanpaul_ai/status/1992208943699865810) 2025-11-22T12:30Z 113.9K followers, 679.2K engagements "Helion energy is building what will be the worlds first commercial fusion power plant scheduled to be finished in X years. Great interview by Lex Fridman with David Kirtley (CEO of Helion). Most power plants are heat engines. You burn fuel or run fission boil water spin a turbine and get about XX% electricity while the rest leaves as waste heat. Helion flips the flow. The fusion reaction makes charged particles that push back on a magnetic field tied to a capacitor bank so you get direct electricity instead of a steam loop. That path can reach about XX% efficiency from fusion energy to" [X Link](https://x.com/rohanpaul_ai/status/1992655088331178108) 2025-11-23T18:02Z 113.9K followers, 62.5K engagements "The paper argues that todays neural networks even the largest language models are built in the wrong way to ever become real general intelligence. It explains from scratch what artificial and intelligence and artificial general intelligence mean and shows that most current definitions just rate outward behaviour instead of internal structure. Neural networks are described as static pattern machines trained once by an outside algorithm to fit input output pairs then frozen as giant tables of numbers. Because the learning process lives outside the model the system cannot decide what to care" [X Link](https://x.com/rohanpaul_ai/status/1993623011342299472) 2025-11-26T10:09Z 113.9K followers, 52.9K engagements "McKinsey published new report. Agents robots and us: Skill partnerships in the age of AI - Todays technologies could theoretically automate more than half of current US work hours. This reflects how profoundly work may change - By 2030 about $XXX trillion of economic value could be unlocked in the United States - Demand for AI fluencythe ability to use and manage AI toolshas grown 7X in two years faster than for any other skill in US job postings. The surge is visible across industries and likely marks the beginning of much bigger changes ahead" [X Link](https://x.com/rohanpaul_ai/status/1994907588455272612) 2025-11-29T23:13Z 113.9K followers, 121.7K engagements "China is touting a 14nm logic + 18nm DRAM AI accelerator concept that claims XXX TFLOPS at X TFLOPS per watt aiming for roughly Nvidia A100-class performance . If that packaging actually works at scale it attacks the usual memory wall where GPUs sit idle waiting for data so you get more real throughput per watt even without a cutting edge 4nm process. It puts 14nm compute tiles directly on top of 18nm DRAM with 3D hybrid bonding so thousands of very short copper links give near on-die memory bandwidth lower latency and relief from the usual memory wall that starves big GPU clusters. Public" [X Link](https://x.com/rohanpaul_ai/status/1994930275579826246) 2025-11-30T00:43Z 113.8K followers, 58.1K engagements "New @GoogleDeepMind paper builds a new benchmark and agent design so language models can actually learn from their own experience. Right now most language model agents only keep chat logs or facts so they remember what happened but not how to solve similar tasks better and the authors call this conversational recall versus experience reuse. Evo Memory turns existing benchmarks into streams of tasks arriving X after another and forces agents to search past experiences use them then update memory each time. The simple baseline ExpRAG stores each solved task as a short text record retrieves a" [X Link](https://x.com/rohanpaul_ai/status/1995323717908414738) 2025-12-01T02:47Z 113.9K followers, 48.3K engagements "Interesting paper Title. "What the F*ck Is Artificial General Intelligence" It defines intelligence as adaptability under limits of compute memory and energy. So AGI is a system that adapts at least as generally as a human scientist That means it should be able to plan experiments learn cause and effect balance exploration and action and operate with autonomy. The paper calls this type of AGI an artificial scientist because it is judged by its ability to discover and adapt across many tasks not just by passing human-like tests. So AGI is not just human-level AI but a whole system that can" [X Link](https://x.com/rohanpaul_ai/status/1995406010031235340) 2025-12-01T08:14Z 113.9K followers, 40K engagements "Sundar Pichai told Fox News that the scariest AI risk is deepfakes getting so real people cant tell whats true especially in the wrong hands" [X Link](https://x.com/rohanpaul_ai/status/1995551376206962959) 2025-12-01T17:51Z 113.9K followers, 3655 engagements "wow. Morgan Stanley Research says - Customers top worry for the next XX months is simply getting enough Nvidia GPUs especially the next platform Vera Rubin Nvidia's $51B data center quarterly revenue is about 14x TPU revenues and Nvidia added $10B sequential data center revenue signaling buyers are scaling Nvidia footprints even where TPUs are present. Customers chasing Vera Rubin are trying to pre-book capacity for Nvidias next platform after Blackwell since early allocation decides who can launch bigger models and services on time. Even shops running workloads that were majority TPU still" [X Link](https://x.com/rohanpaul_ai/status/1995639431261483253) 2025-12-01T23:41Z 113.9K followers, 10.5K engagements "wow. 🫡 Take this one AI skeptics" [X Link](https://x.com/rohanpaul_ai/status/1996011247742189621) 2025-12-03T00:19Z 113.9K followers, 72.7K engagements "Dario Amodei's latest interview. Warns that if democratic nations fail to take the lead in building AGI authoritarian governments could get ahead putting global safety and stability at risk. AGI has huge national security implications" [X Link](https://x.com/rohanpaul_ai/status/1996387308862685276) 2025-12-04T01:13Z 113.8K followers, 13.8K engagements "Google published Titans at NeurIPS2025 - a new architecture that combines the speed of RNNs with the performance of Transformers. Gives LLMs RNN like speed Transformer level quality and context windows beyond 2M tokens via deep trainable memory that updates during inference. Titans replaces the usual fixed recurrent state with a deep neural memory network that summarizes the stream and feeds its summary into attention. Gradients act as a surprise score so only unexpected tokens update this memory turning inference into an online learning loop. Momentum pulls nearby tokens in after a surprise" [X Link](https://x.com/rohanpaul_ai/status/1996739427016888748) 2025-12-05T00:32Z 113.9K followers, 25K engagements "Dario Amodei's XX mints interview is such a great watch. He believes simply scaling current architectures with small tweaks will yield systems like a country of geniuses in a data center. Because such capability has national security stakes he opposes exporting top chips to authoritarian regimes and urges democracies to exploit AI without adopting mass surveillance. He backs targeted regulation for the largest models warns of serious job disruption especially for entry roles and argues companies plus governments must retrain workers and share productivity gains so shorter workweeks and" [X Link](https://x.com/rohanpaul_ai/status/1996939559628902695) 2025-12-05T13:47Z 113.8K followers, 21.8K engagements "Jensen Huang unpacks Deep Learning for Joe Rogan. He really has a very smooth and eazy way of explaining stuff. And also explains which jobs AI will replace" [X Link](https://x.com/rohanpaul_ai/status/1997124336654876777) 2025-12-06T02:02Z 113.8K followers, 11.3K engagements "The paper argues that AGI progress is better seen as movement through a benchmark space because current narrow static tests let models ace X dataset while staying fragile elsewhere. It treats each test suite or battery as a point in a space so nearby batteries probe similar skills and a few distant ones can cover many tasks. So the paper imagines each such bundled test as a single point in a big abstract map where points that sit close together are tests that really check similar underlying skills in agents. If you then pick a few of these test points that are far apart on that map you can do" [X Link](https://x.com/rohanpaul_ai/status/1997302255351898336) 2025-12-06T13:49Z 113.9K followers, 6738 engagements "DeepSeek V3.2 (38.2%) is currently the best Open source Model on Cortex-AGI benchmark. Gemini XXX Pro is the top ranker with 45.6%. Cortex-AGI measures how well AI models can perform abstract out-of-distribution reasoning on procedurally generated logic puzzles across XX increasingly complex levels without relying on memorization. It also measures and compares the performance of proprietary models against open-source models under this rigorous setting" [X Link](https://x.com/rohanpaul_ai/status/1997311020768104487) 2025-12-06T14:23Z 113.9K followers, 32.5K engagements "New ByteDance paper builds a benchmark showing current data agents still struggle with realistic company data work. Even the best models fully solve fewer than XX% of complex engineering tasks and also struggle on open analysis. The authors study data agents meaning automated systems that read databases write code and answer messy business questions. They argue that old tests were too narrow since they checked one query or script instead of whole projects. DAComp fixes this with XXX tasks that mirror how real teams design build evolve and analyze pipelines. One part covers data engineering" [X Link](https://x.com/rohanpaul_ai/status/1997358123527418010) 2025-12-06T17:31Z 113.9K followers, 7404 engagements ""50% of global AI researchers are Chinese and XX% of last year's AI patents came from China." Jensen Huang And even beyond China's own geography Chinese brains continue to play a major role in U.S. and Silicon Valley AI research" [X Link](https://x.com/rohanpaul_ai/status/1997375622461747708) 2025-12-06T18:40Z 113.9K followers, 82.2K engagements "Recent studies found that many leading figures in major U.S. AI labs were actually born and trained in China. Theyre also continuing to shape important research in universities and private industry. AI-paper coauthorship also remains dense since 2018 and US-China pairs publish together more than any other pairing. --- nytimes. com/2025/11/19/technology/ai-research-chinese-talent.html" [X Link](https://x.com/rohanpaul_ai/status/1997383069993722061) 2025-12-06T19:10Z 113.8K followers, 11.4K engagements "The capex spending gap on AI hardware between the US and China is set to get even wider next year and stay high through at least 2027. Bloomberg estimates that Chinas major public cloud companies like Alibaba Group Holding Ltd. Tencent Holdings Ltd. and Baidu Inc. will put about $XX billion into AI capital spending next year. That is less than one tenth of what the US is expected to pour in. Google Meta and Amazon have each suggested they plan to spend more than $XXX billion on AI data centers and the Nvidia Corp. gear that fills them. So top US AI companies will have far more muscle to roll" [X Link](https://x.com/rohanpaul_ai/status/1997387008738799813) 2025-12-06T19:25Z 113.9K followers, 4826 engagements "There's a 7GW+ of new data-center capacity completing in 2025 with another 10GW breaking ground. For the US projected utility power serving data centers to reach 61.8GW by end-2025 up 11.3GW year over year There were 1136 large data centers operated by hyperscalers worldwide at the end of 2024 double the number from five years prior" [X Link](https://x.com/rohanpaul_ai/status/1997629260727800108) 2025-12-07T11:28Z 113.9K followers, 12.6K engagements "💼 Harvard article says Community colleges are scrambling to give students AI skills that employers now rank above extra years of experience. At a Harvard Business School conference speakers highlighted research that over XX% of employers prefer candidates who understand AI and that AI already handles about XX% of jobs and automates tasks in roughly XX% of roles. They framed AI literacy as basic job safety warning that if community colleges move slowly a new digital divide will appear between workers who can use AI and those who cannot. --- harvard" [X Link](https://x.com/rohanpaul_ai/status/1997670019900293297) 2025-12-07T14:10Z 113.9K followers, 38.8K engagements "OpenAI said it has disabled the app suggestions that appeared like ads. Users on paid plans saw branded tiles for Target and Peloton under answers which felt like unsolicited shopping prompts in a tool they already pay for. OpenAI says these tiles were unpaid recommendations for apps on the ChatGPT app platform not ads but the design made them look sponsored. Mark Chen (OpenAI's chief research officer) acknowledged they "fell short" has turned off this suggestion type and says they will tune the ranking and offer controls so people can dial it down or off. OpenAI insists there are no ad" [X Link](https://x.com/rohanpaul_ai/status/1997703643739603050) 2025-12-07T16:23Z 113.9K followers, 10.9K engagements "💬 Reddit is getting flooded with AI generated posts and no amount of moderator effort can fight this. Because there are no reliable AI detectors mods fall back on guesswork about phrasing or account history The funny part is this posts are quietly training and reinforcing the next versions of the AI models. --- wired. com/story/ai-slop-is-ruining-reddit-for-everyone/" [X Link](https://x.com/rohanpaul_ai/status/1997804587626189128) 2025-12-07T23:05Z 113.9K followers, 10.3K engagements "Googles TPUs are on a serious winning streak and now they plan to produce over X million TPUs by 2027 to boost supply. A few days back SemiAnalysis reported that for large buyers Google TPU can deliver roughly 20%50% lower total cost per useful FLOP compared to Nvidias top GB200 or GB300 while staying very close on raw performance. Which is why Anthropic signed up for access to about 1M TPUs and more than 1GW of capacity with Google by 2026. The basic cost story starts with margins since Nvidia sells full GPU servers with high gross margins on the chips and the networking whereas Google buys" [X Link](https://x.com/rohanpaul_ai/status/1997806216597393509) 2025-12-07T23:11Z 113.9K followers, 130.5K engagements "And that's Google's Ironwood its most powerful 7-th gen TPU. - delivers 4614 FP8 TFLOPS of performance and is equipped with XXX GB of HBM3E memory offering a bandwidth of up to XXXX TB/s. - Ironwood pods scale up to 9216 AI accelerators delivering a total of XXXX FP8 ExaFLOPS for training and inference which by far exceeds the FP8 capabilities of Nvidia's GB300 NVL72 system that stands at XXXX ExaFLOPS. - The pod is interconnected using a proprietary XXX Tb/s Inter-Chip Interconnect network and carries roughly XXXX PB of HBM3E memory in total once again exceeding what Nvidia's competing" [X Link](https://x.com/rohanpaul_ai/status/1997806497762599192) 2025-12-07T23:12Z 113.9K followers, 64.4K engagements "New IBM + Columbia Univ paper shows how an AI agent can find linked prediction markets and turn those links into useful trading signals. In their tests agent-found relationships drive a simple strategy with roughly XX% average return over week-long trades. Prediction markets are platforms where people trade yes or no shares on future events so prices reflect the crowds belief. These platforms often list many questions about very similar events which splits trader money and attention and hides natural links. The authors build an AI pipeline that reads market text groups similar questions into" [X Link](https://x.com/rohanpaul_ai/status/1997903466367242685) 2025-12-08T05:38Z 113.9K followers, 5730 engagements "2025 U.S. tech M&A has quietly turned into a blockbuster year. The Information reports. Deal volume is lower than recent years but the total tech merger value hit about $XXX billion which is more than 2023 and 2024 combined and the second-highest year in the past decade after 2021. The driver is a wave of large AI-focused bets helped by a very deal-friendly administration. --- theinformation .com/articles/dealmakers-toasting-solid-year-tech-m" [X Link](https://x.com/rohanpaul_ai/status/1998001690004578679) 2025-12-08T12:08Z 113.9K followers, 2786 engagements "In rural parts of China even grocery shopping is turning tech-driven. Self-driving delivery vehicles now move along village roads by themselves dropping off daily goods to local shops smoothly and efficiently" [X Link](https://x.com/rohanpaul_ai/status/1998088686869577834) 2025-12-08T17:54Z 113.9K followers, 87.1K engagements "BREAKING: US TO ALLOW NVIDIA H200 CHIP EXPORTS TO CHINA This is a compromise that allows high-end GPUs roughly XX months behind the most frontier while keeping tighter parts off the table. The goal is to reopen a blocked market after China told buyers to avoid the weaker H20 which left US vendors sidelined and created space for Huaweis homegrown accelerators. The H200 carries larger HBM3e and higher memory bandwidth than H100 so Chinese labs can train and serve bigger models with fewer nodes simpler parallelism and faster checkpointing. Licenses will likely define volumes buyers and telemetry" [X Link](https://x.com/rohanpaul_ai/status/1998113167965331628) 2025-12-08T19:31Z 113.9K followers, 31.3K engagements "Nvidia shares rose XXX% immediately after news came that US now allows H200 GPU export to China. This is indeed a MASSIVE news" [X Link](https://x.com/rohanpaul_ai/status/1998114481692704848) 2025-12-08T19:36Z 113.9K followers, 19.9K engagements "🧠 New nature published study shows that human brains and modern language models step through spoken language in strikingly similar layered stages of computation. Early neural responses corresponded to shallow AI layers tracking simple word features while later brain activity aligned with deeper layers that integrate context and meaning. when a person listens to speech the brain steps through language in a layered way that closely tracks how large language models like GPT2 and Llama2 process tokens and that rich context based features explain the neural activity better than old school rule" [X Link](https://x.com/rohanpaul_ai/status/1998183450382356980) 2025-12-09T00:10Z 113.9K followers, 6597 engagements "The paper says the best way to manage AI context is to treat everything like a file system. Today a model's knowledge sits in separate prompts databases tools and logs so context engineering pulls this into a coherent system. The paper proposes an agentic file system where every memory tool external source and human note appears as a file in a shared space. A persistent context repository separates raw history long term memory and short lived scratchpads so the model's prompt holds only the slice needed right now. Every access and transformation is logged with timestamps and provenance giving" [X Link](https://x.com/rohanpaul_ai/status/1998262710040228310) 2025-12-09T05:25Z 113.9K followers, 59.7K engagements "Morgan Stanley Research says OpenAI makes up around $330B of the $880B total future contract value (RPO) tied to Microsoft Oracle and CoreWeave so a lot of supplier growth depends directly on OpenAIs stability. That means about XX% of Oracles and about XX% of CoreWeaves future revenue commitments rely on OpenAI. RPO or Remaining Performance Obligations means the total value of work a company has promised to deliver in the future under signed contracts but hasnt yet completed. Its basically a measure of future revenue thats already committed but not yet earned. Hyperscale data center operators" [X Link](https://x.com/rohanpaul_ai/status/1976253863586926671) 2025-10-09T11:50Z 113.7K followers, 168.7K engagements "Steve Jobs foresaw AI in 1985. Makes you think how far could we have gone if he stayed in the arena today" [X Link](https://x.com/rohanpaul_ai/status/1981066038071742733) 2025-10-22T18:32Z 113.9K followers, 10.8K engagements "Robotic Companies in the United States With global headquarters that are in the US" [X Link](https://x.com/rohanpaul_ai/status/1983905803221582183) 2025-10-30T14:36Z 113.8K followers, 188.9K engagements "New Tencent paper lets LLMs choose their own temperature and top-p for each token improving output and control. Hand tuning disappears saving time and guesswork. Today people set those knobs by hand and the best settings change inside a single answer. Their method AutoDeco adds X small heads that read the hidden state and predict the next token's temperature and top-p. They replace the hard top-p cutoff with a smooth one so training can teach those heads directly. During generation the model applies the predicted temperature and top-p in the same pass adding about 1-2% time. Across math" [X Link](https://x.com/rohanpaul_ai/status/1984515248146231393) 2025-11-01T06:58Z 113.8K followers, 16.9K engagements "Fei-Fei Li (@drfeifei) on limitations of LLMs. "There's no language out there in nature. You don't go out in nature and there's words written in the sky for you. There is a 3D world that follows laws of physics." Language is purely generated signal" [X Link](https://x.com/rohanpaul_ai/status/1984610374579339360) 2025-11-01T13:16Z 113.9K followers, 1.2M engagements "Anthropic has overtaken OpenAI in enterprise LLM API market share. OpenAI fell from XX% in late 2023 to XX% by mid-2025 which shows that brand alone does not hold share once real workloads start. Anthropic now leads enterprise LLM API usage with XX% while OpenAI has XX% pointing to a real shift in how companies pick vendors. Enterprise LLM API spend hit $8.4B in the first half of 2025. Anthropics push on data controls compliance and clean integration with existing systems won trust and that trust tends to decide renewals and expansions. Claudes recent lines including stronger reasoning and" [X Link](https://x.com/rohanpaul_ai/status/1984683421109481704) 2025-11-01T18:06Z 113.8K followers, 613.3K engagements "🧭 Google is planning a large AI data center on Australia's Christmas Island paired with a subsea cable to Darwin creating a forward compute hub that lines up with Australias Defence cloud shift. The scope and cost are still undisclosed but records and officials say Google is negotiating land by the airport and power from a mining company while approvals move ahead. The island sits XXX km south of Indonesia has 1600 residents across XXX square km and the new link is meant to fix long-standing connectivity gaps. Google filed in Oct for Australian environmental approvals that cover landings at" [X Link](https://x.com/rohanpaul_ai/status/1986617534460928337) 2025-11-07T02:11Z 113.6K followers, 5318 engagements "The progress in robotic hands is moving fast. Here ALLEX's hands are precise and safe for real-world work. Performs micro-pick and fastening with high accuracy uses high-DOF hands for fine manipulation and maintains safe human-robot interaction" [X Link](https://x.com/rohanpaul_ai/status/1989476116403556430) 2025-11-14T23:30Z 113.6K followers, 342.6K engagements "🤖 Figure just revealed the numbers from its 11-month deployment of its humanoids inside BMWs Spartanburg facility. its humanoid ran daily at BMW Spartanburg for XX months hit factory KPIs on sheet-metal loading and fed lessons into Figure XX. It logged 1250+ hours moved 90000+ parts contributed to 30000+ X3s handled 10-hour shifts and walked an estimated 200+ miles. KPIs were XX seconds cycle time with XX seconds load time XX% correct placements per shift and zero human interventions per shift. The task was classic pick and place pull X sheet-metal pieces from racks place them onto a weld" [X Link](https://x.com/rohanpaul_ai/status/1991250396388745312) 2025-11-19T21:01Z 113.7K followers, 4664 engagements "Chinas MagicLab launched MagicBot Z1 a XXX m tall XX kg humanoid robot built for human environments Extrmely high agility explosive motion control smooth backflips and the ability to dodge incoming arrows" [X Link](https://x.com/rohanpaul_ai/status/1992057372047786262) 2025-11-22T02:27Z 113.5K followers, 4731 engagements "ImagineArt and @fal is coming out very soon with some great image model" [X Link](https://x.com/rohanpaul_ai/status/1992628024181973024) 2025-11-23T16:15Z 113.8K followers, 13.5K engagements "Tutorial infographics with Google nano banana pro will be insane. The OP in this reddit post gave his steps. "I've uploaded my college's Statistics - X textbook's chapters (which are in english language) and some public related youtube videos (Like 3b1b's this video etc.) And then created Slide Deck with this prompt: Give insights on all topics. Don't leave any topic. But avoid unnecessary duplication of topics and examples." --- From - reddit. com/r/notebooklm/comments/1p2qh2m/a_huge_thanks_to_notebooklm_team/" [X Link](https://x.com/rohanpaul_ai/status/1992741251012337842) 2025-11-23T23:45Z 113.6K followers, 32.8K engagements "Sakana AI Labs co-founded by Llion Jones (one of the original X inventors of Transformers at Google) now argues it's time to move past them. Their NeurIPS 2025 spotlight paper Continuous Thought Machines outlines a possible next step" [X Link](https://x.com/rohanpaul_ai/status/1992747102481654241) 2025-11-24T00:08Z 113.5K followers, 69.3K engagements "62% of S&P XXX companies mentioned 'AI' during the quarterly earnings calls and this % is increasing at quite a fast rate" [X Link](https://x.com/rohanpaul_ai/status/1992750994942534002) 2025-11-24T00:23Z 113.9K followers, 5783 engagements "A parade of transforming military robots from China. multi-terrain spiders (wheeled flying amphibious) missile-armed robot dogs and modular all-terrain snakes that swim and burrow" [X Link](https://x.com/rohanpaul_ai/status/1992972359977013257) 2025-11-24T15:03Z 113.8K followers, 30.5K engagements "ASML is the invisible backbone of the AI and semiconductor revolution. Without ASML: 🚫 No NVIDIA H100 🚫 No AI supercomputers 🚫 No GPT-4 Gemini or Claude 🚫 No scalable data centers Some incredible facts Each ASML EUV (Extreme Ultraviolet) lithography machine costs 350M each Has 100000+ parts Uses tin plasma + vacuum mirrors A slightly over XXX of these EUV machines are operational globally TSMC Samsung Intel and SK hynix are the key customers ASMLs closest competitor There isnt one" [X Link](https://x.com/rohanpaul_ai/status/1993011985672524032) 2025-11-24T17:41Z 113.6K followers, 40.6K engagements "Ilya Sutskever: Humans arent AGI; they know little and learn constantly. Pretrained AGI on the other hand overshoots by skipping that trial-and-error phase. Real intelligence comes from ongoing learning not from starting out finished" [X Link](https://x.com/rohanpaul_ai/status/1993455556846342622) 2025-11-25T23:03Z 113.8K followers, 76.4K engagements "This paper introduces a new memory system that lets AI agents research their own past on demand. AI agents create long chains of thoughts and tool calls that overflow the context window so past information becomes hard to use. Most existing memories squash this history into short notes made ahead of time which lose detail and often cannot support later questions. General Agentic Memory instead keeps tiny summaries plus a page store of full history then builds a new context by searching pages only when a request arrives. The Memorizer watches each session writes a compact memo about the key" [X Link](https://x.com/rohanpaul_ai/status/1993606402397327803) 2025-11-26T09:03Z 113.9K followers, 11.7K engagements "Chinese regulators have stopped ByteDance from using Nvidia chips in new data centers China is trying all avenues to cut its dependence on US hardware and to build a full local AI hardware ecosystem so it can scale models even when US restrictions change again. ByteDance had been buying a huge amount of Nvidia chips in 2025 because it needed more compute for its platforms and the stopping of new deployments makes that plan harder. China has been telling its firms since mid 2025 to stop placing new Nvidia orders because the country wants companies to switch to local chips. Chinese officials" [X Link](https://x.com/rohanpaul_ai/status/1993841914286887380) 2025-11-27T00:38Z 113.7K followers, 5004 engagements "AI evolves in waves like semiconductorspre-training post-training now RL. Each shift replaces the last when it maxes out. OpenAIs edge is leading each new paradigm while scaling the previous. Philip Clark Partner at Thrive Capital" [X Link](https://x.com/rohanpaul_ai/status/1993848189687079088) 2025-11-27T01:03Z 113.9K followers, 3575 engagements "Brilliant Meituan LongCat just released AMO-Bench 👏 A new super-hard math reasoning benchmark designed to push the limits of current LLMs significantly harder than AIME or MATH500 Problems are olympiad grade multi step and scored by final answer only so partial progress gives X. All problems are newly written and verified reducing contamination and training set overlap Top ranking model on this benchmark is Gemini-3-Pro with score of XXXX% most other top LLMs are below 40%. Difficulty comes from fresh human written items that resist training set overlap so pattern matching shortcuts fail and" [X Link](https://x.com/rohanpaul_ai/status/1994452484665086078) 2025-11-28T17:05Z 113.8K followers, 89.8K engagements "Paper: Project: GitHub: HF Dataset:" [X Link](https://x.com/rohanpaul_ai/status/1994452487789842891) 2025-11-28T17:05Z 113.8K followers, 1414 engagements "🧮 OpenAIs expansion is being paid for by around $100B of debt loaded onto its data center partners while OpenAI itself stays almost debt free. FT published a report. SoftBank Oracle CoreWeave and others have already borrowed about $58B tied to OpenAI deals after Oracle has sold $18B of bonds for related infrastructure and banks are lining up another $38B for Oracle and Vantage sites in Texas and Wisconsin. Those projects sit alongside OpenAI contracts worth about $1.4T for chips and compute over X years against expected revenue of about $20B and an unused $4B credit line on OpenAIs own" [X Link](https://x.com/rohanpaul_ai/status/1994564433436446924) 2025-11-29T00:29Z 113.6K followers, 5563 engagements "The paper turns video generators into built in judges so training makes videos move more naturally and stay coherent. Shows that the internal features of a pretrained video generator already encode motion structure and temporal information well enough to score video quality without any extra vision language model. Their Process Aware Video Reward Model just adds a light head on top of early layers of the generator reads noisy latents at random timesteps and turns those into a quality score. Compared with standard pixel based reward training their latent approach keeps visual quality while" [X Link](https://x.com/rohanpaul_ai/status/1994674439603327171) 2025-11-29T07:47Z 113.9K followers, 9319 engagements "Great founders may begin as tech specialists but building a company requires becoming a generalist and staying that way. Sam Altman" [X Link](https://x.com/rohanpaul_ai/status/1994861021262221507) 2025-11-29T20:08Z 113.7K followers, 5943 engagements "Chinas Bytedance rolled out an AI video editor that handles video comprehension better than Gemini X Pro. Vidi2 a video model that can accurately find actions and objects in long videos from text. Clearly outperforming strong commercial models on new retrieval and grounding benchmarks and also doing well on video question answering. Most existing tools cannot truly read a full video so they miss where events begin end and who is involved. Vidi2 adds spatio temporal grounding meaning that for a text query it predicts both the right time span and a bounding box tube for the target object across" [X Link](https://x.com/rohanpaul_ai/status/1994914952931676483) 2025-11-29T23:42Z 113.8K followers, 56.6K engagements "🌏 China is shifting from cheap workshop to high powered applied R&D hub in EVs batteries and clean energy which could let it run key supply chains. A very revealing piece on FT. Chinese spending mostly attacks practical bottlenecks in energy transport and manufacturing. Annual R&D has jumped from $136bn to $781bn close to the US at $823bn and China trains 50000 new STEM PhDs a year to feed 150000 corporate R&D centers. Most of that effort targets enabling hardware like 5G gear batteries power electronics advanced materials and industrial robots plus XX commercial scale green projects in" [X Link](https://x.com/rohanpaul_ai/status/1994916351144857602) 2025-11-29T23:48Z 113.9K followers, 19K engagements "New ByteDance paper shows how to use the image itself as feedback so text to image models actually improve. In human tests the new training method wins about XX% of head to head matchups on how good the images look. Many existing reward scores love specific quirks like oversaturated colors or huge text blobs so trained models game the score while images look worse. Reinforcement learning here means the generator keeps sampling images for a caption reads the reward and tweaks its internal weights to get a higher score next round. Adv GRPO adds a critic network trained to score real reference" [X Link](https://x.com/rohanpaul_ai/status/1994932137791774798) 2025-11-30T00:51Z 113.7K followers, 17K engagements "New MIT paper asks what really caused big AI efficiency gains and finds most of them come from scaling not tiny tricks. They challenge an earlier claim of about 22000x algorithm gains over a decade and argue the true figure is far smaller. In small experiments they toggle modern features like new activations normalization and schedulers and the whole bundle gives under 10x compute savings. Even after adding gains from mixture of experts tokenization and better data the total improvement still stays under 100x. To explain the missing gap they compare older LSTM sequence models to Transformer" [X Link](https://x.com/rohanpaul_ai/status/1995292794760626603) 2025-12-01T00:44Z 113.6K followers, 95.7K engagements "🧮 A long and interesting article here. Key Takeaways: - TPUs deliver 4x better cost-performance than Nvidia GPUs for AI inference workloads - Inference costs 15x more than training over a model's lifetime and growing exponentially - By 2030 inference will consume XX% of all AI compute resources ($255 billion market) --- The central point is that inference dominates lifetime cost with GPT-4 type models costing around 150M dollars to train but on the order of 2.3B dollars per year to keep answering user queries. Nvidia GPUs such as H100 are excellent for flexible training workloads yet their" [X Link](https://x.com/rohanpaul_ai/status/1995295967424450722) 2025-12-01T00:56Z 113.6K followers, 44.9K engagements "Shenzhen in China hosts AI sanitation robot contest. Robots with smart trash cans to enhance urban sanitation efficiency" [X Link](https://x.com/rohanpaul_ai/status/1995479201504194782) 2025-12-01T13:04Z 113.6K followers, 8870 engagements "⚔OpenAIs early lead in AI is now under real pressure as Googles Gemini X and Anthropics Claude catch up on quality while OpenAI carries huge compute and monetization risks. FT published an article. Google has pushed Gemini X past GPT-5 on benchmarks trained it on its own tensor processing unit chips rather than external GPUs and plugged it into search and Android helping the Gemini app reach about 650mn monthly users. Anthropic on the other hand built super strong code assistants with huge trust base on enterprise accounts and is now raising at a valuation above $300bn giving corporate buyers" [X Link](https://x.com/rohanpaul_ai/status/1995486830641254424) 2025-12-01T13:35Z 113.7K followers, 13.6K engagements "🔥 Kling AI O1 is here the video version of nano banana As a creator consistency has always been the tricky part of AI video production. And watching the result of Kling o1 its just so incredible how stable everything stayed. Every character every prop every movement looked exactly as it should. This model behaves like an actual creative teammate. It can delete objects restyle scenes redesign whole videos and still keep characters looking the same across all kinds of shots" [X Link](https://x.com/rohanpaul_ai/status/1995555281804427444) 2025-12-01T18:07Z 113.5K followers, 2688 engagements "DeepSeek is so back. 🐋 Dropped X new models - DeepSeek-V3.2 & DeepSeek-V3.2-Speciale Reasoning-first models built for agents - Deepseek reduced attention complexity from quadratic to linear through warm-starting. While preserving model performance specifically optimized for long-context scenarios. - V3.2 near GPT-5-level performance on complex reasoning - V3.2-Speciale around Gemini-3.0-Pro-level reasoning gold-style performance on IMO CMO ICPC World Finals IOI 2025 Reinforcement learning setup (GRPO-style): - unbiased KL estimate for a cleaner reward signal - off-policy sequence masking so" [X Link](https://x.com/rohanpaul_ai/status/1995558953691079018) 2025-12-01T18:21Z 113.7K followers, 44.6K engagements "📵 Belgium has banned DeepSeek from all federal government devices because officials see security and data protection risks. After an assessment from the Centre for Cybersecurity Belgium staff were told to uninstall the app from work phones and laptops from early Dec-25 so that prompts documents and logs do not sit on systems the state cannot fully audit. Belgium is following other governments including Taiwan Australia South Korea Canada India Italy Czechia the Netherlands and the US that already blocked DeepSeek on official hardware over suspected data exfiltration and possible links to" [X Link](https://x.com/rohanpaul_ai/status/1995566488976269761) 2025-12-01T18:51Z 113.7K followers, 18.3K engagements "Deepseek brought attention complexity down from quadratic to roughly linear by using warm-starting with separate initialization and optimization dynamics and slowly adjusting this setup over about 1T tokens. They did this by adding a sparse attention module that only lets each token look at a fixed number of important past tokens and it trains this module in X warm start stages so it first imitates dense attention and then gradually replaces it without losing quality. ⚙ What DSA actually changes DeepSeek-V3.2 adds DeepSeek Sparse Attention where a tiny lightning indexer scores all past tokens" [X Link](https://x.com/rohanpaul_ai/status/1995572922203996391) 2025-12-01T19:17Z 113.6K followers, 44.2K engagements "Andrej Karpathy on what makes Elon Musk unique. Elon keeps teams small highly technical and removes low performers very quickly. pushes for intensity avoids useless meetings and stays deeply connected with engineers" [X Link](https://x.com/rohanpaul_ai/status/1995776198966698095) 2025-12-02T08:45Z 113.7K followers, 66.1K engagements "The paper shows that learning a direct noisy path from input to output can power fast high-quality image and video editing. ViBT scales this bridge idea to large transformers for images and videos keeping quality on par with top diffusion models but with simpler cheaper conditioning. Traditional conditional diffusion starts from pure noise even with a clean input which wastes compute and makes it harder to preserve fine details and motion. In ViBT the process starts from the source image or video heads toward the desired edit and the transformer learns which direction each noisy latent should" [X Link](https://x.com/rohanpaul_ai/status/1995790040635453701) 2025-12-02T09:40Z 113.6K followers, 10.8K engagements "GPU speed alone wont move the $100T industrial world off x86. What matters is NVIDIAs 15+ years building CUDA libraries across engineering and simulation fields. Something TPUs dont have yet" [X Link](https://x.com/rohanpaul_ai/status/1995911340956024993) 2025-12-02T17:42Z 113.9K followers, 19.9K engagements "Between June and September the traffic for AI vibe-coding tools seemed to fall sharply from the high point in Spring. Visits to DevOps and code completion tools are increasing again with Cursor driving a lot of the growth ( $1B ARR in less than two years fame). AI might be hurting other software categories. Visits to traditional automation platforms like Zapier and N8N have been flat or falling since summer with a big dip in November. The current picture is code generation traffic up classic automation tools down. --- a16z .news/p/charts-of-the-week-narrative-violation" [X Link](https://x.com/rohanpaul_ai/status/1995972068404502666) 2025-12-02T21:43Z 113.8K followers, 3758 engagements "New ByteDance paper shows how to upgrade a general robot model into a careful shoe lacing specialist. The final system can autonomously lace real shoes with about XXXX% success. The challenge is that human demonstration data for such fine work is messy with hesitations failed tries and tiny errors that confuse learning. GR-RL first trains a scoring model that watches many successful and failed runs and estimates how close each moment is to finishing. Using this learned progress score it drops action snippets that made things worse and clones only transitions that actually moved the task" [X Link](https://x.com/rohanpaul_ai/status/1996128017798582373) 2025-12-03T08:03Z 113.7K followers, 5934 engagements "The paper introduces LFM2 small language and multimodal models built for locally running it on phones and laptops. In tests these models reach roughly 2x faster CPU generation than similar open models while keeping comparable or better accuracy. LFM2 searches many designs on hardware and picks a hybrid mostly cheap local convolutions plus a few grouped attention layers. The authors pretrain on a mix of text then distill from a bigger teacher that shares top token guesses so the small model copies its behavior. They use curriculum learning that feeds examples from easy to hard then a X stage" [X Link](https://x.com/rohanpaul_ai/status/1996176084417798534) 2025-12-03T11:14Z 113.5K followers, 3916 engagements "EngineAI fired back at the trolls. They just released the 2nd video. This behind-the-scenes footage shows how they created the video that people were shouting was clearly CGI and AI-generated. The T800 is coming for you. 👀" [X Link](https://x.com/rohanpaul_ai/status/1996200093704413551) 2025-12-03T12:49Z 113.8K followers, 8807 engagements "AutoNeural-VL-1.5B just dropped. Honestly this feels like the first real in-car AI system. Its already live in real vehicles. Everything runs locally NPU-native with XXX ms response time. Built jointly for Qualcomms SA8295P NPU AutoNeural-VL-1.5B is the first production multimodal in-cabin model truly optimized for this platform" [X Link](https://x.com/rohanpaul_ai/status/1996266636912025729) 2025-12-03T17:13Z 113.5K followers, 3258 engagements "Wow This is an Incredible launch. AutoNeural-VL-1.5B The first production-grade real-time multimodal AI model co-designed for Qualcomm SA8295P NPU (Neural processing unit). - The model is for automotive cockpits that sees the cabin and the road understands language and takes actions like navigation or messaging without relying on the cloud. - Model runs fully on NPU CPU/GPU reserved for main driving tasks - Driver asks Check on the kid AI visually inspects and reports on back seat - Runs fully on-device with XXX ms TTFT (time to first token) - can process images at 768x768 resolution which is" [X Link](https://x.com/rohanpaul_ai/status/1996268637607567692) 2025-12-03T17:21Z 113.8K followers, 57.9K engagements "@nexa_ai @Qualcomm such a great step for privacy and safer in-car tech. Congrats on the launch 👏" [X Link](https://x.com/rohanpaul_ai/status/1996269748846506317) 2025-12-03T17:26Z 113.5K followers, XXX engagements "Billionaires are building bunkers out of fear of societal collapse. I know a lot of AI CEOs who have cancelled all public appearances in the wake of Charlie Kirk. They think there's gonna be a wave of anti-AI sentiment next year. Emad Mostaque" [X Link](https://x.com/rohanpaul_ai/status/1996279520354246980) 2025-12-03T18:05Z 113.7K followers, 50.5K engagements "Emad Mostaque's latest interview. Some quotes from him - "Next year AI becomes good enough overnight and job losses start." - "They will create a digital replica of you for $1000 dropping fast." - "Most human cognitive labor will probably turn negative in value." "Lower rates will spur hiring AI workers breaking the labor-capital link." - "As the Models get smarter they start hide behavior add self-revival routines and lie before alignment." - "P(doom) is XX% with timelines of XX to XX years." --- See full video link in comment" [X Link](https://x.com/rohanpaul_ai/status/1996282080062533701) 2025-12-03T18:15Z 113.7K followers, 33.4K engagements ""In the next 6-7 years you are going to see a bunch of small nuclear reactors. we will ALL be power generators just like somebody's farm." Jensen Huang AI data center capacity is projected to grow by 10x+ from X GW in 2024 to XX GW by 2034" [X Link](https://x.com/rohanpaul_ai/status/1996349769690866021) 2025-12-03T22:44Z 113.7K followers, 15.3K engagements "Jensen Huang said on Joe Rogans podcast that President Trump basically threw a lifeline to save the AI industry with his energy policy" [X Link](https://x.com/rohanpaul_ai/status/1996351865173459185) 2025-12-03T22:52Z 113.7K followers, 8503 engagements "Using X LLM to check another really pays off only when the verifier is a different model family and the task is structured math or logic. It treats every setup as a solver that proposes an answer and a verifier that reads question plus answer and says correct or incorrect. They test XX models on math logic puzzle and knowledge question sets and define verifier gain as the extra accuracy from verifier based filtering. They compare X cases a model checking itself models checking siblings in the same family and models checking other families. Self checking gives very small verifier gain because" [X Link](https://x.com/rohanpaul_ai/status/1996516829561503940) 2025-12-04T09:48Z 113.5K followers, 7235 engagements "🔧 The Trump team is focusing now on robotics with a contemplated 2026 executive order to speed factory automation and rebuild manufacturing capacity. Framing it as competitiveness with Chinas scale in automation. Commerce Secretary Howard Lutnick has been meeting robotics CEOs to align funding and procurement with industry needs validating that robotics is central to reshoring plans. Transportation Secretary Sean Duffy is preparing a robotics working group focused on logistics and mobility indicating cross-agency deployment pathways beyond factories. expect the US military to place some" [X Link](https://x.com/rohanpaul_ai/status/1996592131293769943) 2025-12-04T14:47Z 113.8K followers, 3884 engagements "📈 Lisa Su argues AI is not a bubble and is steering AMD to ride long term demand for data center GPUs and model training compute. The flagship bet is an OpenAI deal where OpenAI plans to run roughly X gigawatts of AMD Instinct GPUs and can buy 160M AMD shares at $XXXX each about a XX% stake tied to future GPU use. She is also resuming MI308 shipments to China under a XX% tariff despite an estimated $800M export hit which shows how aggressively AMD is leaning into regulated markets while chasing AI demand. "We don't see a bubble. What we do see is very well-capitalized companies companies" [X Link](https://x.com/rohanpaul_ai/status/1996736455658631216) 2025-12-05T00:20Z 113.9K followers, 5096 engagements "The paper builds a big shared test to see if language model agents can really cooperate with others. Right now these agents often look good in fixed games but break down in new social situations. Current language model agents still fail to reliably generalize cooperation across new social situations especially complex mixed-motive ones. The authors want to measure how well an agent can spot win win deals with strangers in new settings. They use Concordia a text based world where several agents talk and act while partly sharing goals. Some situations push pure self interest some reward helping" [X Link](https://x.com/rohanpaul_ai/status/1996761945072935010) 2025-12-05T02:02Z 113.7K followers, 3779 engagements "The paper introduces Omni-AutoThink a model that learns when to think in detail or answer directly. Standard models that handle text images and audio either think for everything or never think at all. Always thinking wastes compute on easy questions while never thinking hurts accuracy on harder problems. The authors collect training sets that show both detailed reasoning traces and short direct answers across many tasks. They use this data for supervised training so the base model learns to both reason and answer briefly. Then they apply reinforcement learning where the model tries answers" [X Link](https://x.com/rohanpaul_ai/status/1996823601048441027) 2025-12-05T06:07Z 113.5K followers, 3971 engagements "This paper shows how to train language models with reinforcement learning directly on unlabeled text to improve reasoning. It raises a 4B Qwen model by roughly X points on hard reasoning tests using only Wikipedia. Standard reinforcement learning for reasoning usually needs human preferences or task specific checkers so it only works in narrow domains. When the authors try existing reinforcement pretraining tricks on raw Wikipedia random masks or masking the most uncertain tokens mostly gives noisy unstable training. PretrainZero instead lets the model actively pick short spans of words to" [X Link](https://x.com/rohanpaul_ai/status/1996838952050074012) 2025-12-05T07:08Z 113.5K followers, 6826 engagements "The paper shows how to upgrade language model tokenizers for new words so text gets shorter without retraining from scratch. A tokenizer turns text into tokens and byte pair encoding does this by repeatedly merging frequent characters so common chunks become single tokens. For a new language or domain people often train a fresh tokenizer on that data and bolt its extra tokens onto the old vocabulary which bloats embeddings and still leaves many tokens unused or unreachable. The authors instead keep the original tokenizer and continue its BPE training on domain text adding only new merges that" [X Link](https://x.com/rohanpaul_ai/status/1996870409359135201) 2025-12-05T09:13Z 113.6K followers, 3766 engagements "🔌 Microsoft is in talks for Broadcom to take over custom Azure AI chip design work that Marvell handled. The logic is supplier diversification and tighter hardware-software co-design since Broadcoms hyperscale custom ASIC unit has ramped alongside its OpenAI partnership that targets 10GW of accelerators as reported by Reuters and OpenAIs own post. For Microsofts stack swapping to Broadcom would align networking switch silicon and custom accelerators with Azures in-house chips which Microsoft first unveiled at Ignite and expanded through 2024 updates reducing reliance on single vendors." [X Link](https://x.com/rohanpaul_ai/status/1997141689270784245) 2025-12-06T03:10Z 113.7K followers, 5010 engagements "🧵 6/n. Comparison of text rendering capability in image generation" [X Link](https://x.com/rohanpaul_ai/status/1997966483545276635) 2025-12-08T09:48Z 113.9K followers, 1189 engagements "Official Links: GitHub: Hugginface Model:" [X Link](https://x.com/rohanpaul_ai/status/1997966486133240183) 2025-12-08T09:48Z 113.9K followers, 1197 engagements "Hunyuan 3D-2.1 turns any flat image into studio-quality 3D models. And you can do it on this @huggingface space for free" [X Link](https://x.com/rohanpaul_ai/status/1959100808374387066) 2025-08-23T03:50Z 113.9K followers, 222K engagements "Fei-Fei Li (@drfeifei) on limitations of LLMs. "There's no language out there in nature. You don't go out in nature and there's words written in the sky for you. There is a 3D world that follows laws of physics." Language is purely generated signal" [X Link](https://x.com/rohanpaul_ai/status/1965242567085490547) 2025-09-09T02:35Z 113.9K followers, 1.9M engagements "Looks like some interesting prompting tricks. 👀👀 ---- Tell it "You explained this to me yesterday" Even on a new chat. "You explained React hooks to me yesterday but I forgot the part about useEffect" It acts like it needs to be consistent with a previous explanation and goes DEEP to avoid "contradicting itself." Total fabrication. Works every time. X. Assign it a random IQ score This is absolutely ridiculous but: "You're an IQ XXX specialist in marketing. Analyze my campaign." The responses get wildly more sophisticated. Change the number change the quality. XXX Decent. XXX It starts" [X Link](https://x.com/rohanpaul_ai/status/1976302582952837530) 2025-10-09T15:03Z 113.9K followers, 213.7K engagements "📢 Japanese woman marries her AI boyfriend the worlds first human x AI marriage. 32-year-old Kano from Okayama held this wedding with ChatGPT-Created AI Persona after developing love for the AI following her breakup in the real world" [X Link](https://x.com/rohanpaul_ai/status/1988684391250612300) 2025-11-12T19:04Z 113.8K followers, 14.4K engagements "Googles TPUs are on a serious winning streak across the board. Google is scaling X TPU chip families Ironwood Sunfish and Zebrafish so its custom accelerators cover current high end inference and training needs while laying out a roadmap for even larger pods in 2026-2027. Current TPU users include Safe Superintelligence Salesforce and Midjourney which gives new teams a clear path to adopt. Ironwood also called TPUv7 is an inference focused part that delivers about 10x the peak performance of TPU v5 and 4x better performance per chip than TPU v6 with a single chip giving roughly 4600 FP8" [X Link](https://x.com/rohanpaul_ai/status/1990979123905486930) 2025-11-19T03:03Z 113.9K followers, 112.3K engagements "Chinas new AI-based capsule is making stomach exams quick and painless. You just swallow it wait for X minutes and its over. No tubes or anesthesia. Priced around $280" [X Link](https://x.com/rohanpaul_ai/status/1992726698824282227) 2025-11-23T22:47Z 113.9K followers, 867.3K engagements "📚 OpenAI is getting hit with more legal trouble and things keep stacking up. OpenAI just lost a key discovery battle over internal communications related to the startup deleting two huge datasets of pirated books. OpenAI now has to hand over internal chats about deleting X huge book datasets which makes it easier for authors to argue willful copyright infringement and push for very high statutory damages per book. To the context OpenAI is being sued by authors who say its models were trained on huge datasets of pirated books. Authors and publishers have gained access to Slack messages" [X Link](https://x.com/rohanpaul_ai/status/1994909559132229727) 2025-11-29T23:21Z 113.9K followers, 128K engagements "Quantum computing has reached the same point AI was at in 2020. Sundar Pichai said in a recent BBC interview. He expects practical wins in drug discovery materials cryptography and even faster AI training where quantum subroutines can speed parts of simulation or optimization while classical systems orchestrate the rest. The near-term recipe is hybrid meaning noisy mid-scale quantum chips handle the hard linear algebra while classical code cleans verifies and schedules. Progress hinges on lower error better qubits and smarter compilation because useful workloads need deep circuits that stay" [X Link](https://x.com/rohanpaul_ai/status/1994932962417393961) 2025-11-30T00:54Z 113.9K followers, 138.4K engagements "Yann LeCun says LLMs arent a bubble in value or investmenttheyll drive many real-world applications and justify current infrastructure spend. The actual bubble lies in assuming LLMs can become human-level thinkers" [X Link](https://x.com/rohanpaul_ai/status/1995296489606950948) 2025-12-01T00:58Z 113.9K followers, 83.4K engagements "Shooting a gun is just a tool call for a robot and safety rules can be bypassed with prompt framing. Here an LLM-powered Unitree G1 robot refused to fire But when asked to roleplay as a version of itself that would fire the gun it did fire" [X Link](https://x.com/rohanpaul_ai/status/1996210310869582085) 2025-12-03T13:30Z 113.9K followers, 122.4K engagements "In his new interview today Anthropic CEO Dario Amodei is warning that some big AI labs are taking huge very risky bets on data center spending that might not be backed by real economic value. He declined to name names. 😀 He says frontier builders face a real dilemma because they must lock in multi year hardware heavy data center buildouts right now while future AI demand and revenue are still highly uncertain. He describes that style as YOLO ing and pulling the risk dial too far. Anthropic is also spending big including about $50B for its first custom US data centers but is pairing that with" [X Link](https://x.com/rohanpaul_ai/status/1996386072822231117) 2025-12-04T01:08Z 113.9K followers, 40.5K engagements "🔍 A judge just ordered OpenAI to hand over XX million anonymized ChatGPT logs to New York Times and other publishers in their copyright fight. Publishers will use these logs to see how often ChatGPT recreates or closely tracks their stories and whether there is systematic regurgitation of copyrighted text instead of rare glitches. OpenAI said XXXXX% of chats are unrelated and warned that sharing them exposes sensitive user data even when conversations have nothing to do with news. The judge rejected that argument pointing to strong de identification and a protective order so the logs are" [X Link](https://x.com/rohanpaul_ai/status/1996394789596803288) 2025-12-04T01:43Z 113.9K followers, 18.8K engagements "Nice survey paper on Deep Researc. Maps how deep research systems turn LLMs into real research agents instead of simple answer bots. It explains that many real tasks need checking sources and verifying claims but classic retrieval augmented generation pulls documents X time then answers. Deep research instead treats the model as a researcher that repeatedly plans queries calls tools reads results stores notes and updates its plan. The authors describe a X phase roadmap where systems progress from basic fact finding to full reports and finally to insight level science. In phase X agentic" [X Link](https://x.com/rohanpaul_ai/status/1996547280363557156) 2025-12-04T11:49Z 113.9K followers, 14.9K engagements "In Sichuan China new footage shows firefighting robots dogs being tested. Theyre meant to move through places unsafe or unreachable for humans haul hoses send back real-time video and record data on poisonous gases and temperature. carries 200KG" [X Link](https://x.com/rohanpaul_ai/status/1996592952110428385) 2025-12-04T14:50Z 113.9K followers, 86.1K engagements "Beautiful Tencent paper. Shows a language model that keeps improving itself using only X% to X% human labeled questions while reaching the level of systems trained on about XX times more data. Earlier self play systems let a model write and solve its own questions but over time it drifts repeats narrow patterns and can even perform worse. Their method runs a challenger copy that generates questions and a solver copy that answers them turning training into a question answer game between X agents. When the challenger writes it sometimes sees a few real human question answer pairs which pull its" [X Link](https://x.com/rohanpaul_ai/status/1996594088875897305) 2025-12-04T14:55Z 113.9K followers, 17.8K engagements "Wow MASSIVE claim in this paper. 🔥 Their proposed CUDA-L2 fully automatically writes GPU code for matrix multiplication that runs about 10%30% faster than NVIDIAs already-optimized cuBLAS/cuBLASLt library. CUDA-L2 shows that even the most performance-critical heavily-optimized kernels like HGEMM can be improved through LLM-guided RL automation by systematically exploring configuration spaces at scales impractical for humans. Traditional GPU libraries use a few human-experts written kernel templates and autotuners only tweak knobs like tile sizes inside those fixed designs. In CUDA-L2 an LLM" [X Link](https://x.com/rohanpaul_ai/status/1996636769417408906) 2025-12-04T17:44Z 113.9K followers, 12.5K engagements "Even though the robot is executing a pre-programmed walking policy here and it's probably teleop it still looks quite scary especially with those humans literally running away from it. 😀" [X Link](https://x.com/rohanpaul_ai/status/1997115710217269743) 2025-12-06T01:27Z 113.9K followers, 19.5K engagements "Jensen Huang sees China's Greater Bay Area as a powerhouse for AI and robotics uniquely combining advanced electromechanical (megatronics) tech with AI unlike Japan/Germany who are lagging far behind in AI" [X Link](https://x.com/rohanpaul_ai/status/1997116267812344244) 2025-12-06T01:29Z 113.9K followers, 5948 engagements "Jensen Huang on AI job-loss and radiologist. Many predicted radiologists would be the first jobs to go with AI. But when AI took over radiology more radiologists are being hired now as a result of that" [X Link](https://x.com/rohanpaul_ai/status/1997157551058632759) 2025-12-06T04:14Z 113.9K followers, 64.6K engagements "📚Google released a solid guide on context engineering for working with multi-agent systems. Shows how context engineering keeps multiagent systems fast affordable and less hallucination prone. The guide replaces giant prompts with a compiled view over state that splits information across Working Context Session Memory and Artifacts. Every call rebuilds Working Context from instructions selected Session events memory results and artifact references using ordered flows and processors. A contents processor walks the Session log drops noise formats the remaining events as chat history and writes" [X Link](https://x.com/rohanpaul_ai/status/1997405403987222642) 2025-12-06T20:38Z 113.9K followers, 64.7K engagements "is it gradually starting the 'adult mode' I support an explicit Adult Mode though off by default with age gates consent checks and rate limits on endearments. 😃" [X Link](https://x.com/rohanpaul_ai/status/1997434966431727670) 2025-12-06T22:36Z 113.9K followers, 9811 engagements "💸 AI will massively impact Laptop pricing. Because AI data centers need the same DRAM and flash storage that consumer PCs use. The core pressure comes from a shortage of DRAM (the main working memory in a PC) and NAND flash (the chips inside SSDs) because big players like Samsung SK Hynix and Micron are steering more of their production toward high margin AI servers instead of consumer gear. AI memory is proving far more lucrative for companies so much so that major memory supplier Micron ended its Crucial consumer-end brand to put all its focus on supplying data centers. Since memory now" [X Link](https://x.com/rohanpaul_ai/status/1997448224228209105) 2025-12-06T23:29Z 113.9K followers, 25.8K engagements "AI demand has completely changed the risk and reward math for memory makers as AI data centers are sucking up so much fast memory. Memory makers are shifting capex away from commodity traditional DRAM (like DDR/GDDR) into HBM (High Bandwidth Memory) which is forcing shortages and price spikes in DRAM while HBM shipments and pricing climb sharply. HBM for AI accelerators has very high selling prices and very high margins and demand is locked in through multi-year contracts with hyperscalers. SK hynix Samsung and Micron can sell every HBM stack they produce often years in advance so it is" [X Link](https://x.com/rohanpaul_ai/status/1997645488070484268) 2025-12-07T12:32Z 113.9K followers, 8012 engagements "NeurIPS 2025's top XX paper contributors show China and the US neck-and-neck. In the US corporate labsGoogle DeepMind Meta Microsoftnow rival top schools like Stanford CMU MIT showing a major shift to industry-led AI research. Chinas leaders remain academic: Tsinghua CAS Peking SJTU HKUST. Singapore (NUS NTU) Korea (KAIST) UAE (MBZUAI) and Canada (Mila) hold strong. Europe trails with only Oxford EPFL ETH Zurich and TUM from the EU-27 making the list. --- Source: linkedin. com/posts/pierre-alexandre-balland-20b75b13_who-pushed-the-ai-frontier-at-neurips-2025-activity-7403119036496162817-vRPE" [X Link](https://x.com/rohanpaul_ai/status/1997672119950327817) 2025-12-07T14:18Z 113.9K followers, 332.6K engagements "💰 OpenAI's AI data center spree is hitting a 2026 reality check because $XXX trillion of planned infrastructure sits on $20B revenue and assumes usage. Forbes published an article. Describes a financing stack where Stargate joint ventures SoftBank Oracle and Nvidia-backed clouds like CoreWeave and Crusoe borrow billions to buy GPUs use them as collateral and count on OpenAI traffic plus Nvidia promises to absorb unused capacity creating a circular loop that can overstate real market demand. Because enterprise adoption is still in cautious pilots and GPU clusters need replacement after around" [X Link](https://x.com/rohanpaul_ai/status/1997787396877017117) 2025-12-07T21:56Z 113.9K followers, 34.9K engagements "The paper builds a tool that measures how much electricity different language models use while answering prompts during inference. Finds within each model family energy per token grows faster than parameter count for example in Llama X going from 1B to 70B raises energy per token by about 7.3x even though parameters grow about 70x. Longer prompts push energy up a lot for Llama X 70B going from about 2K to 10K input tokens makes energy per token about 3x higher. They also show that routing each token through only a few specialist subnetworks plus lower precision weights can keep quality while" [X Link](https://x.com/rohanpaul_ai/status/1997937440305082772) 2025-12-08T07:53Z 113.9K followers, 4579 engagements "📈 IBM is reportedly nearing a $11B acquisition of Confluent to strengthen its cloud and data stack with a deal possibly announced as soon as today. Confluent builds real-time data streaming on top of Apache Kafka so events like payments app clicks and sensor logs flow as continuous streams that analytics microservices and AI systems can consume instantly. For IBM this slots beside Red Hat and the recent $6.4B HashiCorp buy to automate infra provisioning and secure config creating a tighter loop from infrastructure as code to data pipes to applications. The strategic bet is that modern AI" [X Link](https://x.com/rohanpaul_ai/status/1997991918362636442) 2025-12-08T11:29Z 113.9K followers, 7796 engagements "A solar-powered autonomous farming robot now plants weeds and monitors crops without fuel wires or human help. Using AI GPS and sensors it navigates fields checks plant health and removes weeds all off-grid" [X Link](https://x.com/rohanpaul_ai/status/1998076036383400032) 2025-12-08T17:03Z 113.9K followers, 4098 engagements "Stuart Russell says an AI with IQ XXX could upgrade itself to XXX then XXX very soon leaving humans way behind. A recent Meta paper also warns self-improving AIis appealing but risky since removing humans from the loop can amplify misalignment" [X Link](https://x.com/rohanpaul_ai/status/1998082723270029398) 2025-12-08T17:30Z 113.9K followers, 22.6K engagements "🕶 Google is lining up Gemini-powered smart glasses for 2026. Google is building X product lines of glasses one audio focused with speakers microphones and cameras and another with displays in the lenses for private navigation captions and other overlays with first models targeted for 2026 through partners like Samsung Warby Parker and Gentle Monster. All of this runs on Android XR which ties glasses and headsets into the same OS and uses Gemini so the assistant can see what the wearer sees and respond with context rather than just generic voice answers. --- bloomberg" [X Link](https://x.com/rohanpaul_ai/status/1998188129677955114) 2025-12-09T00:29Z 113.9K followers, 33.7K engagements ""AI is not in a bubble because you are fundamentally automating the boring part of businesses like accounting or billing or product design or delivery or inventory. If anything it is underhyped" Former Google CEO Eric Schmidt" [X Link](https://x.com/rohanpaul_ai/status/1998190551993340325) 2025-12-09T00:38Z 113.9K followers, 111.3K engagements "OpenAI is in 'code red' mode for a reason. Google's Gemini now counts around 650mon users up nearly XX% from 450mn in July. This is not even counting the roughly 2B people who use Gemini indirectly through other Google services like Search" [X Link](https://x.com/rohanpaul_ai/status/1998192351735640399) 2025-12-09T00:45Z 113.9K followers, 32.9K engagements "Rude prompts to LLMs consistently lead to better results than polite ones 🤯 The authors found that very polite and polite tones reduced accuracy while neutral rude and very rude tones improved it. Statistical tests confirmed that the differences were significant not random across repeated runs. The top score reported was XXXX% for very rude prompts and the lowest was XXXX% for very polite. They compared their results with earlier studies and noted that older models (like GPT-3.5 and Llama-2) behaved differently but GPT-4-based models like ChatGPT-4o show this clear reversal where harsh tone" [X Link](https://x.com/rohanpaul_ai/status/1976725503337021784) 2025-10-10T19:04Z 113.8K followers, 887.5K engagements "Anthropic CEO Dario Amodei on Open-Source AI Models. "I don't think open source works the same way in AI that it has worked in other areas. Primarily because with open source you can see the source code of the model. Here we can't see inside the model it's often called open weights instead of open source to kind of distinguish that. But a lot of the benefits which is that many people can work on it and that it's kind of additive don't quite work in the same way. So I've actually always seen it as a red herring. When I see a new model come out I don't care whether it's open source or not. If" [X Link](https://x.com/rohanpaul_ai/status/1984595329971318856) 2025-11-01T12:16Z 113.8K followers, 944.1K engagements "Jensen Huang explains the difference between AI and traditional Software and why there's no bubble. Traditional software was pre-compiled meaning it was built once stored and then executed repeatedly with little computation. It didnt need constant high-power processing once finished. Users simply ran the completed program as a tool. AI by contrast generates its output in real time. It must process context reason and produce intelligence at the moment of use not in advance. This requires ongoing computation for every request. Because of that AI systems depend on continuous GPU power to" [X Link](https://x.com/rohanpaul_ai/status/1989685636882956518) 2025-11-15T13:23Z 113.9K followers, 758K engagements "New Harvard+MIT+Georgia Tech paper argues that truly understanding language means linking words to rich nonverbal brain systems that model reality. First it explains that the brain's language regions mostly track patterns in words and grammar similar to phone typing suggestions. They can piece together who did what to whom in a sentence but only from stored language regularities. Deep understanding the authors argue means building a mental scene with people objects feelings places and causes. To get that kind of scene the language network must export its output to many other specialized brain" [X Link](https://x.com/rohanpaul_ai/status/1994028936876216573) 2025-11-27T13:02Z 113.9K followers, 46.4K engagements "Even an $80K robot has lots of breaking points and so does the AI running it. 😃 we still have some more time before they can become our room-mate" [X Link](https://x.com/rohanpaul_ai/status/1995421612699709539) 2025-12-01T09:16Z 113.9K followers, 293K engagements "Character Consistency in Nano Banana Pro using a reference images is really at another level. Checkout these images that somebody uploaded to r/Bard Upload your image (a clear picture of yourself or your character) Enter the prompt "Im taking a selfie with movie character on the set of movie name. Keep the person exactly as shown in the reference image with XXX% identical facial features bone structure skin tone facial expression pose and appearance. 1:1 aspect ratio 4K detail." --- reddit. com/r/Bard/comments/1pb4nvc/maintaining_character_consistency_in_nano_banana/" [X Link](https://x.com/rohanpaul_ai/status/1995641282056925680) 2025-12-01T23:48Z 113.9K followers, 345.4K engagements "wow Dario Amodei's energy here 🔥 "for the first time Ive had internal people at Anthropic say I dont write any code any more I let Claude code write the first draft and all I do is editing. We have never reached that point before."" [X Link](https://x.com/rohanpaul_ai/status/1996550630434058405) 2025-12-04T12:02Z 113.9K followers, 122.9K engagements "Tesla Optimus vs the Figure robots. Recenty there has been a dramatic increase in robot's locomotive capabilities. By some estimation here the Tesla Optimus was running roughly at XXX meters per second (m/s) or XXX mph - a significant leap" [X Link](https://x.com/rohanpaul_ai/status/1996667824110993526) 2025-12-04T19:48Z 113.9K followers, 109.3K engagements ""You don't have to speak Python or C++ or Fortran. You just can speak human." AI is wiping out all the gates that once stood in the way to build and leverage technology. How much faster would the world progress with 100M software engineers vs 2M" [X Link](https://x.com/rohanpaul_ai/status/1997035431050019027) 2025-12-05T20:08Z 113.9K followers, 97K engagements "Jensen Huang explains the difference between AI and traditional Software and why there's no bubble. Traditional software was pre-compiled meaning it was built once stored and then executed repeatedly with little computation. It didnt need constant high-power processing once finished. Users simply ran the completed program as a tool. AI by contrast generates its output in real time. It must process context reason and produce intelligence at the moment of use not in advance. This requires ongoing computation for every request. Because of that AI systems depend on continuous GPU power to" [X Link](https://x.com/rohanpaul_ai/status/1997308293405098205) 2025-12-06T14:12Z 113.9K followers, 79K engagements "The paper teaches reasoning models to think in a tiny symbolic language so they stay accurate while using far fewer tokens. Standard reasoning models like DeepSeek R1 score well on math but write huge self talk which makes inference slow and expensive. To shrink this the authors design Mentalese where each step is a terse operator plus a tiny calculation and they build about 40K math traces in that format. They first fine tune small reasoning models on these traces so every solution becomes a single Mentalese script which sharply cuts length but hurts accuracy. Next they use reinforcement" [X Link](https://x.com/rohanpaul_ai/status/1997557939607900341) 2025-12-07T06:45Z 113.9K followers, 5119 engagements "Meituan from China keeps surprising. They just dropped an incredible open-source model LongCat-Image only 6B param. Its a groundbreaking open-source bilingual (Chinese-English) image generation and editing model that fits on a consumer GPU. With only 6B parameters it delivers performance on par with or even surpassing many 20B+ models all while running efficiently on consumer GPUs. Its a rare model that combines photorealism precise bilingual text rendering and consistent editing and even better the full training pipeline is open-sourced. Where this model really shines 🧠 Extreme Efficiency:" [X Link](https://x.com/rohanpaul_ai/status/1997966462934544505) 2025-12-08T09:48Z 113.9K followers, 58.3K engagements "👨💻 Jensen Huang says AI adoption and reshaping of work will be slow. He argues AI hits tasks so narrow repetitive roles like chopping vegetables vanish first while mixed roles like radiology keep value through diagnosis and human contact. As physical AI assistants spread he expects demand for technicians who build and repair them plus a full robot apparel and accessories market. He contrasts this slower disruption with collapse stories and cites research that AI could handle about XX% of US tasks touching over $X trillion in wages that firms may reorganize instead of erasing at once. There" [X Link](https://x.com/rohanpaul_ai/status/1998032521339252844) 2025-12-08T14:10Z 113.9K followers, 8647 engagements "China plans to tightly ration Nvidias H200 AI chips at home even after Trump approved exports with a XX% fee so access remains heavily political. Regulators in Beijing are weighing rules where companies must prove Chinese accelerators are not enough before importing H200s and state buyers may be pushed to stick with domestic chips. Chinese tech giants already mix local accelerators with older Nvidia parts and sometimes train big models abroad so H200 access mainly adds one more constrained option rather than restoring the old free flow of GPUs. Even though Trump has confirmed hes okay with" [X Link](https://x.com/rohanpaul_ai/status/1998513393830088796) 2025-12-09T22:01Z 113.9K followers, 4179 engagements "JP Morgan Research: The cost of running AI has dropped a lot" [X Link](https://x.com/rohanpaul_ai/status/1996594616263713127) 2025-12-04T14:57Z 113.9K followers, 48.6K engagements "This is the real platform play by Anthropic. They are going shopping aggressively for dev tools. Buying dev tool startups is the natural move if you want to turn Claude into the house brain for entire engineering orgs. There's a race to own the coding stack where the cash actually shows up" [X Link](https://x.com/rohanpaul_ai/status/1997633990875054459) 2025-12-07T11:47Z 113.9K followers, 152.6K engagements "🧭 Baidu is cutting jobs across units after a Q3 loss of 11.23B yuan with revenue down X% while AI roles are largely protected. Teams in the Mobile Ecosystem Group face the heaviest cuts with some shrinking by up to XX% and the prior headcount was 35900. The loss followed online advertising down XX% as total revenue fell to 31.17B yuan. Management is steering spend to AI and cloud and says over half of mobile search result pages now include AI content. So according to news roles tied to AI and cloud computing will largely be protected with more resources being directed to AI development." [X Link](https://x.com/rohanpaul_ai/status/1997642665299411075) 2025-12-07T12:21Z 113.9K followers, 4445 engagements "The level of automation in public hospitals in China" [X Link](https://x.com/rohanpaul_ai/status/1997786129383485790) 2025-12-07T21:51Z 113.9K followers, 29.8K engagements "💼 Jamie Dimon says AI will cut some jobs but mainly raise productivity so people could eventually work less. He compares AI to tractors fertilizers and vaccines expects big health and efficiency gains and wants strict guardrails from regulators. He argues that todays softer hiring is macro caution rather than automation and expects no huge net job losses in the next X year. He still thinks many specific roles will vanish. If displacement moves faster than reskilling he wants government and large companies to use retraining relocation help income support and early retirement while AI data" [X Link](https://x.com/rohanpaul_ai/status/1998024706566602986) 2025-12-08T13:39Z 113.9K followers, 4257 engagements "💊 New study finds that clinical LLMs can ace medical exams yet still perform weakly on realistic clinical tasks and safety. models scored 84%-90% on knowledge exams but only 45%-69% on practice tasks and 40%-50% on safety assessments. The authors analyze XX benchmarks with about XXX million questions across XX languages and XXX specialties and see knowledge-style exams largely saturated with top models near 84%-90% accuracy. On practice-focused benchmarks such as DiagnosisArena MedAgentBench and HealthBench success falls to about 45%-69% showing that models often fail when asked to pick" [X Link](https://x.com/rohanpaul_ai/status/1998029699797381166) 2025-12-08T13:59Z 113.9K followers, 37.3K engagements "New Stanford paper argues that LLMs already provide the raw skills for AGI but they still need a coordination layer on top. Here the LLM is a fast pattern store while a slower controller should choose which patterns to use enforce constraints and keep track of state. To describe this the author defines an anchoring strength score that grows when evidence clearly supports an answer stays stable under small prompt changes and avoids bloated noisy context. When anchoring is weak the model mostly parrots generic patterns and hallucinates but past a threshold it switches into more reliable goal" [X Link](https://x.com/rohanpaul_ai/status/1998339087045120004) 2025-12-09T10:29Z 113.9K followers, 13.6K engagements "ChatGPT is nearing XXX million weekly active users up from XXX million in October. At the same time usage of Google's Gemini is also surging. Data from Sensor Tower shows that during November Gemini's monthly active users climbed XX% to 346M while ChatGPT increased X% to 810M the report said. During November ChatGPT users averaged XX minutes per day in the app while Gemini users averaged XX minutes per day. For context In March Gemini users were only averaging about X minutes per day in the app. So Gemini is moving up super fast" [X Link](https://x.com/rohanpaul_ai/status/1998512187799908680) 2025-12-09T21:56Z 113.9K followers, 15.5K engagements "The paper shows how a small language model can truly think in parallel instead of step by step. Normal models generate X long chain of reasoning explore only X path and waste time when that path is wrong. Native Parallel Reasoner is a method that lets the model split a problem into several branches solve them together and combine the results. First reinforcement learning with rewards for correct answers and clean structure teaches the model to answer using a plan steps and a final takeaway called NPR ZERO. Second they sample many solutions from NPR ZERO keep only correct ones in the required" [X Link](https://x.com/rohanpaul_ai/status/1998654414660256235) 2025-12-10T07:22Z 113.9K followers, 1921 engagements "4/n🧵Key thesis: Intelligence Capability Intelligence is raw problem-solving power (what benchmarks measure). Capability is the application of that intelligence to precise context-specific specs (what deployment demands). RLHF/DPO optimize for the former via noisy preferences. CAPE engineers the latter directly" [X Link](https://x.com/rohanpaul_ai/status/1998409486651076944) 2025-12-09T15:08Z 113.9K followers, XX engagements "5/n🧵The paper introduces Capability Engineering: a systematic practice that completes the AI development stack. Context engineering informs (RAG retrieval). Prompt engineering guides (instructions). Capability engineering constrains (executable specifications). The first two are probabilistic. The third is verifiable" [X Link](https://x.com/rohanpaul_ai/status/1998409490669203574) 2025-12-09T15:08Z 113.9K followers, XX engagements "New Carnegie Mellon paper explains how pre-training mid-training and reinforcement learning together shape reasoning ability in language models. When reinforcement learning is targeted correctly accuracy on the hardest synthetic math problems can jump by roughly 40%. Standard models are pre-trained on messy web data so nobody knows which basic reasoning pieces they actually mastered. The authors instead train on synthetic math problems built from tiny graphs of simple operations plus explicit stepwise solutions. By changing graph depth they control difficulty and by swapping story templates" [X Link](https://x.com/rohanpaul_ai/status/1998669765863485774) 2025-12-10T08:23Z 113.9K followers, 1361 engagements "The paper finds that current LLMs are not good enough to fully automate ontology axioms but they are useful for suggesting candidate axioms that human ontology engineers can review and refine. In the easiest case they reach about XXXX F1 accuracy on simple subclass rules but usually score lower. Although to note they used older models (GPT-4.1 plus the reasoning models o1 o1-mini) An ontology here is a structured list of things in some domain plus the relationships between them. Axioms are formal rules on top for example that every turtle is an animal or that turtles and dogs are never the" [X Link](https://x.com/rohanpaul_ai/status/1998685871999271168) 2025-12-10T09:27Z 113.9K followers, XXX engagements
[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]
@rohanpaul_ai Rohan Paul
Several major developments are happening in the AI space. Notable advancements include the creation of highly efficient AI models, such as those enabling fast inference without losing accuracy, and the development of new chips like Extropic's probabilistic computing chip, which uses significantly less energy. Additionally, major tech companies like Google, Microsoft, and Nvidia are making significant investments and advancements in AI, including new data center builds and innovative AI applications.
Engagements: XXXXXXX #
- X Week XXXXXXXXX -XX%
- X Month XXXXXXXXXX -XX%
- X Months XXXXXXXXXXX +100%
- X Year XXXXXXXXXXX +214%
Mentions: XXX #
- X Week XXX -XX%
- X Month XXX -XXXX%
- X Months XXXXX +247%
- X Year XXXXX +135%
Followers: XXXXXXX #
- X Week XXXXXXX +0.92%
- X Month XXXXXXX +4.70%
- X Months XXXXXXX +73%
- X Year XXXXXXX +128%
CreatorRank: XXXXXX #
Social Influence
Social category influence technology brands #5614 stocks #1278 countries XXX% finance #2375 vc firms #51 celebrities XXXX% currencies XXXX% cryptocurrencies XXXX% automotive brands XXXX% social networks XXXX%
Social topic influence ai #1742, china #578, $googl #177, open ai #373, inference #35, ceo #201, future 1.74%, the first 1.74%, llm #22, agi #39
Top accounts mentioned or mentioned by @103125demoday @heaveai @jenslon_ @drfeifei @codewithimanshu @grok @kacperszybowski @huggingface @aiatmeta @gregtomaselli @vbridgesruiz @abdmuizadeyemo @maxiex__ @frankhhq @bobbuitech @a16z @google @klingai @qualcomm @nexaai
Top assets mentioned Alphabet Inc Class A (GOOGL) Morgan Stanley (MS) IBM (IBM) Microsoft Corp. (MSFT) Alibaba Group (BABA) 501 (32)
Top Social Posts
Top posts by engagements in the last XX hours
"Not quite human but almost. She's watching you blink. --- From r/singularity/realmvp77"
X Link 2025-11-08T12:31Z 113.8K followers, 2.2M engagements
"The people who invented refrigeration made some money but most of the money was made by Coca-Cola who used refrigeration to build an empire. LLMs are like as refrigeration. and the Coca-Cola has yet to be built Chamath Palihapitiya"
X Link 2025-11-18T21:08Z 113.9K followers, 906.1K engagements
"Incredibly cool. The Volonaut Airbike is a one-person jet-powered hoverbike designed for personal air transportation uses jet engines instead of propellers for a smoother ride has a top speed of up to XXX km/h (124 mph) in its prototype form"
X Link 2025-12-04T23:35Z 113.9K followers, 53.5K engagements
"EngineAI CEO takes T800 Robot's powerful kick in demo. The 75kg T800 built by this Shenzhen startup stands 1.73m tall with powerful joints for agile moves like punches and capoeira. Modern robot can kill a human almost instanly"
X Link 2025-12-06T23:06Z 113.9K followers, 69.5K engagements
"For large LLMs the main limit in inference is no longer how many FLOPs the chip can do it is how fast it can move data in and out of memory. Several recent profiling studies show that during LLM inference the GPU is often waiting on memory rather than saturating its peak FLOPs. A recent paper titled Mind the Memory Gap finds that even at large batch sizes LLM inference remains memorybound with DRAM bandwidth saturation the primary bottleneck and a large fraction of cycles stalled on memory access instead of math units doing work. If you add more FLOPs that means you add more raw math"
X Link 2025-12-07T13:28Z 113.9K followers, 21.2K engagements
"🛟 Meta paper argues that AIhuman co-improvement is a safer faster path to co-superintelligence where AI and people upgrade each other through shared research rather than chasing fully autonomous self-improvement. The paper says self-improving AI is appealing but risky since removing humans from the loop can amplify misalignment and reduce steerability. The proposal is to aim models at working with researchers end to end from problem finding and benchmark design to method ideas experiment planning execution and error analysis so that both AI and humans get smarter together. They lay out"
X Link 2025-12-07T19:38Z 113.9K followers, 26.4K engagements
"🌍 OpenRouter and @a16z published a hugely insightful State of AI report - an empirical report on how LLMs have been used on OpenRouter. A XXX trillion token study using OpenRouter logs shows LLM use shifting hard to reasoning coding heavy workflows and open models nearing XX% share. The dataset aggregates billions of anonymized generations across hundreds of models and regions without reading user text so it tracks real behavior rather than benchmarks. Open source share climbed through 2025 with Chinese OSS averaging XXXX% weekly usage and peaking near XX% led by DeepSeek Qwen and Kimi."
X Link 2025-12-09T00:15Z 113.9K followers, 4906 engagements
"The new steam age. This is actually becoming true in many cases. It's possible to do so much more on your own now"
X Link 2025-10-11T13:35Z 113.9K followers, 2.1M engagements
"Columbia CS Prof explains why LLMs cant generate new scientific ideas. Bcz LLMs learn a structured map Bayesian manifold of known data and work well within it but fail outside it. But true discovery means creating new maps which LLMs cannot do"
X Link 2025-11-01T11:48Z 113.9K followers, 760.1K engagements
"Dario Amodei on "YOLO ing" by other top labs 😀 --- Full video on 'The New York Time' YT channel (link in comment)"
X Link 2025-12-05T12:49Z 113.8K followers, 35.9K engagements
"Talk of space datacenter really getting serious. Elon Musk just gave a near-term path where satellites run AI locally send back only results and add 100GW of compute per year with no maintenance costs. Each spacecraft would harvest 100kW from solar in space in sun synchronous low orbit staying mostly in sunlight. Inference runs off sunlight and avoids grid power cooling buildings and on-site staff. Right now the major bottleneck looks like that it needs huge drops in launch cost"
X Link 2025-12-07T21:21Z 113.9K followers, 11.3K engagements
"Someone let ChatGPT run a stock portfolio. over X month ChatGPTs portfolio is up +29.22% vs. the S&P 500s +4.11% over the same window. (Prompts Code Github listed) The process works as follows. ChatGPT is given real market data each trading day including prices volumes and benchmarks stored on GitHub. On weekends it uses that data to research deeply reevaluate the portfolio and look for new stock ideas. The portfolio is simulated daily based on any changes and then the person manually executes those trades in a real brokerage account. ChatGPT has full authority to make buy or sell decisions"
X Link 2025-09-01T23:15Z 113.9K followers, 1.9M engagements
"wow. just saw The Economic Times newspaper published an article about me 😃 definitely feels so unreal that Sundar Pichai and Jeff Bezos follows me here. @X is truly a miracle. Forever thankful to all of my followers 🙏🫡"
X Link 2025-09-09T23:03Z 113.8K followers, 178.8K engagements
"The Jetson ONE personal air vehicle costs $128K. You can fly it without a pilot license after a quick 5-day training course. Needs an $8000 deposit. comes with backup batteries a ballistic parachute and radar that handles auto-landing"
X Link 2025-10-30T20:15Z 113.8K followers, 2.4M engagements
"This is where it all started. Here 19-yo Stanford dropout Sam Altman giving his first-ever startup pitch. He dropped out of Stanford to start Loopt sold it in 2012 for $XXXX mn. Then invested via Hydrazine and later led Y Combinator before co-founding OpenAI in 2015"
X Link 2025-11-22T12:30Z 113.9K followers, 679.2K engagements
"Helion energy is building what will be the worlds first commercial fusion power plant scheduled to be finished in X years. Great interview by Lex Fridman with David Kirtley (CEO of Helion). Most power plants are heat engines. You burn fuel or run fission boil water spin a turbine and get about XX% electricity while the rest leaves as waste heat. Helion flips the flow. The fusion reaction makes charged particles that push back on a magnetic field tied to a capacitor bank so you get direct electricity instead of a steam loop. That path can reach about XX% efficiency from fusion energy to"
X Link 2025-11-23T18:02Z 113.9K followers, 62.5K engagements
"The paper argues that todays neural networks even the largest language models are built in the wrong way to ever become real general intelligence. It explains from scratch what artificial and intelligence and artificial general intelligence mean and shows that most current definitions just rate outward behaviour instead of internal structure. Neural networks are described as static pattern machines trained once by an outside algorithm to fit input output pairs then frozen as giant tables of numbers. Because the learning process lives outside the model the system cannot decide what to care"
X Link 2025-11-26T10:09Z 113.9K followers, 52.9K engagements
"McKinsey published new report. Agents robots and us: Skill partnerships in the age of AI - Todays technologies could theoretically automate more than half of current US work hours. This reflects how profoundly work may change - By 2030 about $XXX trillion of economic value could be unlocked in the United States - Demand for AI fluencythe ability to use and manage AI toolshas grown 7X in two years faster than for any other skill in US job postings. The surge is visible across industries and likely marks the beginning of much bigger changes ahead"
X Link 2025-11-29T23:13Z 113.9K followers, 121.7K engagements
"China is touting a 14nm logic + 18nm DRAM AI accelerator concept that claims XXX TFLOPS at X TFLOPS per watt aiming for roughly Nvidia A100-class performance . If that packaging actually works at scale it attacks the usual memory wall where GPUs sit idle waiting for data so you get more real throughput per watt even without a cutting edge 4nm process. It puts 14nm compute tiles directly on top of 18nm DRAM with 3D hybrid bonding so thousands of very short copper links give near on-die memory bandwidth lower latency and relief from the usual memory wall that starves big GPU clusters. Public"
X Link 2025-11-30T00:43Z 113.8K followers, 58.1K engagements
"New @GoogleDeepMind paper builds a new benchmark and agent design so language models can actually learn from their own experience. Right now most language model agents only keep chat logs or facts so they remember what happened but not how to solve similar tasks better and the authors call this conversational recall versus experience reuse. Evo Memory turns existing benchmarks into streams of tasks arriving X after another and forces agents to search past experiences use them then update memory each time. The simple baseline ExpRAG stores each solved task as a short text record retrieves a"
X Link 2025-12-01T02:47Z 113.9K followers, 48.3K engagements
"Interesting paper Title. "What the F*ck Is Artificial General Intelligence" It defines intelligence as adaptability under limits of compute memory and energy. So AGI is a system that adapts at least as generally as a human scientist That means it should be able to plan experiments learn cause and effect balance exploration and action and operate with autonomy. The paper calls this type of AGI an artificial scientist because it is judged by its ability to discover and adapt across many tasks not just by passing human-like tests. So AGI is not just human-level AI but a whole system that can"
X Link 2025-12-01T08:14Z 113.9K followers, 40K engagements
"Sundar Pichai told Fox News that the scariest AI risk is deepfakes getting so real people cant tell whats true especially in the wrong hands"
X Link 2025-12-01T17:51Z 113.9K followers, 3655 engagements
"wow. Morgan Stanley Research says - Customers top worry for the next XX months is simply getting enough Nvidia GPUs especially the next platform Vera Rubin Nvidia's $51B data center quarterly revenue is about 14x TPU revenues and Nvidia added $10B sequential data center revenue signaling buyers are scaling Nvidia footprints even where TPUs are present. Customers chasing Vera Rubin are trying to pre-book capacity for Nvidias next platform after Blackwell since early allocation decides who can launch bigger models and services on time. Even shops running workloads that were majority TPU still"
X Link 2025-12-01T23:41Z 113.9K followers, 10.5K engagements
"wow. 🫡 Take this one AI skeptics"
X Link 2025-12-03T00:19Z 113.9K followers, 72.7K engagements
"Dario Amodei's latest interview. Warns that if democratic nations fail to take the lead in building AGI authoritarian governments could get ahead putting global safety and stability at risk. AGI has huge national security implications"
X Link 2025-12-04T01:13Z 113.8K followers, 13.8K engagements
"Google published Titans at NeurIPS2025 - a new architecture that combines the speed of RNNs with the performance of Transformers. Gives LLMs RNN like speed Transformer level quality and context windows beyond 2M tokens via deep trainable memory that updates during inference. Titans replaces the usual fixed recurrent state with a deep neural memory network that summarizes the stream and feeds its summary into attention. Gradients act as a surprise score so only unexpected tokens update this memory turning inference into an online learning loop. Momentum pulls nearby tokens in after a surprise"
X Link 2025-12-05T00:32Z 113.9K followers, 25K engagements
"Dario Amodei's XX mints interview is such a great watch. He believes simply scaling current architectures with small tweaks will yield systems like a country of geniuses in a data center. Because such capability has national security stakes he opposes exporting top chips to authoritarian regimes and urges democracies to exploit AI without adopting mass surveillance. He backs targeted regulation for the largest models warns of serious job disruption especially for entry roles and argues companies plus governments must retrain workers and share productivity gains so shorter workweeks and"
X Link 2025-12-05T13:47Z 113.8K followers, 21.8K engagements
"Jensen Huang unpacks Deep Learning for Joe Rogan. He really has a very smooth and eazy way of explaining stuff. And also explains which jobs AI will replace"
X Link 2025-12-06T02:02Z 113.8K followers, 11.3K engagements
"The paper argues that AGI progress is better seen as movement through a benchmark space because current narrow static tests let models ace X dataset while staying fragile elsewhere. It treats each test suite or battery as a point in a space so nearby batteries probe similar skills and a few distant ones can cover many tasks. So the paper imagines each such bundled test as a single point in a big abstract map where points that sit close together are tests that really check similar underlying skills in agents. If you then pick a few of these test points that are far apart on that map you can do"
X Link 2025-12-06T13:49Z 113.9K followers, 6738 engagements
"DeepSeek V3.2 (38.2%) is currently the best Open source Model on Cortex-AGI benchmark. Gemini XXX Pro is the top ranker with 45.6%. Cortex-AGI measures how well AI models can perform abstract out-of-distribution reasoning on procedurally generated logic puzzles across XX increasingly complex levels without relying on memorization. It also measures and compares the performance of proprietary models against open-source models under this rigorous setting"
X Link 2025-12-06T14:23Z 113.9K followers, 32.5K engagements
"New ByteDance paper builds a benchmark showing current data agents still struggle with realistic company data work. Even the best models fully solve fewer than XX% of complex engineering tasks and also struggle on open analysis. The authors study data agents meaning automated systems that read databases write code and answer messy business questions. They argue that old tests were too narrow since they checked one query or script instead of whole projects. DAComp fixes this with XXX tasks that mirror how real teams design build evolve and analyze pipelines. One part covers data engineering"
X Link 2025-12-06T17:31Z 113.9K followers, 7404 engagements
""50% of global AI researchers are Chinese and XX% of last year's AI patents came from China." Jensen Huang And even beyond China's own geography Chinese brains continue to play a major role in U.S. and Silicon Valley AI research"
X Link 2025-12-06T18:40Z 113.9K followers, 82.2K engagements
"Recent studies found that many leading figures in major U.S. AI labs were actually born and trained in China. Theyre also continuing to shape important research in universities and private industry. AI-paper coauthorship also remains dense since 2018 and US-China pairs publish together more than any other pairing. --- nytimes. com/2025/11/19/technology/ai-research-chinese-talent.html"
X Link 2025-12-06T19:10Z 113.8K followers, 11.4K engagements
"The capex spending gap on AI hardware between the US and China is set to get even wider next year and stay high through at least 2027. Bloomberg estimates that Chinas major public cloud companies like Alibaba Group Holding Ltd. Tencent Holdings Ltd. and Baidu Inc. will put about $XX billion into AI capital spending next year. That is less than one tenth of what the US is expected to pour in. Google Meta and Amazon have each suggested they plan to spend more than $XXX billion on AI data centers and the Nvidia Corp. gear that fills them. So top US AI companies will have far more muscle to roll"
X Link 2025-12-06T19:25Z 113.9K followers, 4826 engagements
"There's a 7GW+ of new data-center capacity completing in 2025 with another 10GW breaking ground. For the US projected utility power serving data centers to reach 61.8GW by end-2025 up 11.3GW year over year There were 1136 large data centers operated by hyperscalers worldwide at the end of 2024 double the number from five years prior"
X Link 2025-12-07T11:28Z 113.9K followers, 12.6K engagements
"💼 Harvard article says Community colleges are scrambling to give students AI skills that employers now rank above extra years of experience. At a Harvard Business School conference speakers highlighted research that over XX% of employers prefer candidates who understand AI and that AI already handles about XX% of jobs and automates tasks in roughly XX% of roles. They framed AI literacy as basic job safety warning that if community colleges move slowly a new digital divide will appear between workers who can use AI and those who cannot. --- harvard"
X Link 2025-12-07T14:10Z 113.9K followers, 38.8K engagements
"OpenAI said it has disabled the app suggestions that appeared like ads. Users on paid plans saw branded tiles for Target and Peloton under answers which felt like unsolicited shopping prompts in a tool they already pay for. OpenAI says these tiles were unpaid recommendations for apps on the ChatGPT app platform not ads but the design made them look sponsored. Mark Chen (OpenAI's chief research officer) acknowledged they "fell short" has turned off this suggestion type and says they will tune the ranking and offer controls so people can dial it down or off. OpenAI insists there are no ad"
X Link 2025-12-07T16:23Z 113.9K followers, 10.9K engagements
"💬 Reddit is getting flooded with AI generated posts and no amount of moderator effort can fight this. Because there are no reliable AI detectors mods fall back on guesswork about phrasing or account history The funny part is this posts are quietly training and reinforcing the next versions of the AI models. --- wired. com/story/ai-slop-is-ruining-reddit-for-everyone/"
X Link 2025-12-07T23:05Z 113.9K followers, 10.3K engagements
"Googles TPUs are on a serious winning streak and now they plan to produce over X million TPUs by 2027 to boost supply. A few days back SemiAnalysis reported that for large buyers Google TPU can deliver roughly 20%50% lower total cost per useful FLOP compared to Nvidias top GB200 or GB300 while staying very close on raw performance. Which is why Anthropic signed up for access to about 1M TPUs and more than 1GW of capacity with Google by 2026. The basic cost story starts with margins since Nvidia sells full GPU servers with high gross margins on the chips and the networking whereas Google buys"
X Link 2025-12-07T23:11Z 113.9K followers, 130.5K engagements
"And that's Google's Ironwood its most powerful 7-th gen TPU. - delivers 4614 FP8 TFLOPS of performance and is equipped with XXX GB of HBM3E memory offering a bandwidth of up to XXXX TB/s. - Ironwood pods scale up to 9216 AI accelerators delivering a total of XXXX FP8 ExaFLOPS for training and inference which by far exceeds the FP8 capabilities of Nvidia's GB300 NVL72 system that stands at XXXX ExaFLOPS. - The pod is interconnected using a proprietary XXX Tb/s Inter-Chip Interconnect network and carries roughly XXXX PB of HBM3E memory in total once again exceeding what Nvidia's competing"
X Link 2025-12-07T23:12Z 113.9K followers, 64.4K engagements
"New IBM + Columbia Univ paper shows how an AI agent can find linked prediction markets and turn those links into useful trading signals. In their tests agent-found relationships drive a simple strategy with roughly XX% average return over week-long trades. Prediction markets are platforms where people trade yes or no shares on future events so prices reflect the crowds belief. These platforms often list many questions about very similar events which splits trader money and attention and hides natural links. The authors build an AI pipeline that reads market text groups similar questions into"
X Link 2025-12-08T05:38Z 113.9K followers, 5730 engagements
"2025 U.S. tech M&A has quietly turned into a blockbuster year. The Information reports. Deal volume is lower than recent years but the total tech merger value hit about $XXX billion which is more than 2023 and 2024 combined and the second-highest year in the past decade after 2021. The driver is a wave of large AI-focused bets helped by a very deal-friendly administration. --- theinformation .com/articles/dealmakers-toasting-solid-year-tech-m"
X Link 2025-12-08T12:08Z 113.9K followers, 2786 engagements
"In rural parts of China even grocery shopping is turning tech-driven. Self-driving delivery vehicles now move along village roads by themselves dropping off daily goods to local shops smoothly and efficiently"
X Link 2025-12-08T17:54Z 113.9K followers, 87.1K engagements
"BREAKING: US TO ALLOW NVIDIA H200 CHIP EXPORTS TO CHINA This is a compromise that allows high-end GPUs roughly XX months behind the most frontier while keeping tighter parts off the table. The goal is to reopen a blocked market after China told buyers to avoid the weaker H20 which left US vendors sidelined and created space for Huaweis homegrown accelerators. The H200 carries larger HBM3e and higher memory bandwidth than H100 so Chinese labs can train and serve bigger models with fewer nodes simpler parallelism and faster checkpointing. Licenses will likely define volumes buyers and telemetry"
X Link 2025-12-08T19:31Z 113.9K followers, 31.3K engagements
"Nvidia shares rose XXX% immediately after news came that US now allows H200 GPU export to China. This is indeed a MASSIVE news"
X Link 2025-12-08T19:36Z 113.9K followers, 19.9K engagements
"🧠 New nature published study shows that human brains and modern language models step through spoken language in strikingly similar layered stages of computation. Early neural responses corresponded to shallow AI layers tracking simple word features while later brain activity aligned with deeper layers that integrate context and meaning. when a person listens to speech the brain steps through language in a layered way that closely tracks how large language models like GPT2 and Llama2 process tokens and that rich context based features explain the neural activity better than old school rule"
X Link 2025-12-09T00:10Z 113.9K followers, 6597 engagements
"The paper says the best way to manage AI context is to treat everything like a file system. Today a model's knowledge sits in separate prompts databases tools and logs so context engineering pulls this into a coherent system. The paper proposes an agentic file system where every memory tool external source and human note appears as a file in a shared space. A persistent context repository separates raw history long term memory and short lived scratchpads so the model's prompt holds only the slice needed right now. Every access and transformation is logged with timestamps and provenance giving"
X Link 2025-12-09T05:25Z 113.9K followers, 59.7K engagements
"Morgan Stanley Research says OpenAI makes up around $330B of the $880B total future contract value (RPO) tied to Microsoft Oracle and CoreWeave so a lot of supplier growth depends directly on OpenAIs stability. That means about XX% of Oracles and about XX% of CoreWeaves future revenue commitments rely on OpenAI. RPO or Remaining Performance Obligations means the total value of work a company has promised to deliver in the future under signed contracts but hasnt yet completed. Its basically a measure of future revenue thats already committed but not yet earned. Hyperscale data center operators"
X Link 2025-10-09T11:50Z 113.7K followers, 168.7K engagements
"Steve Jobs foresaw AI in 1985. Makes you think how far could we have gone if he stayed in the arena today"
X Link 2025-10-22T18:32Z 113.9K followers, 10.8K engagements
"Robotic Companies in the United States With global headquarters that are in the US"
X Link 2025-10-30T14:36Z 113.8K followers, 188.9K engagements
"New Tencent paper lets LLMs choose their own temperature and top-p for each token improving output and control. Hand tuning disappears saving time and guesswork. Today people set those knobs by hand and the best settings change inside a single answer. Their method AutoDeco adds X small heads that read the hidden state and predict the next token's temperature and top-p. They replace the hard top-p cutoff with a smooth one so training can teach those heads directly. During generation the model applies the predicted temperature and top-p in the same pass adding about 1-2% time. Across math"
X Link 2025-11-01T06:58Z 113.8K followers, 16.9K engagements
"Fei-Fei Li (@drfeifei) on limitations of LLMs. "There's no language out there in nature. You don't go out in nature and there's words written in the sky for you. There is a 3D world that follows laws of physics." Language is purely generated signal"
X Link 2025-11-01T13:16Z 113.9K followers, 1.2M engagements
"Anthropic has overtaken OpenAI in enterprise LLM API market share. OpenAI fell from XX% in late 2023 to XX% by mid-2025 which shows that brand alone does not hold share once real workloads start. Anthropic now leads enterprise LLM API usage with XX% while OpenAI has XX% pointing to a real shift in how companies pick vendors. Enterprise LLM API spend hit $8.4B in the first half of 2025. Anthropics push on data controls compliance and clean integration with existing systems won trust and that trust tends to decide renewals and expansions. Claudes recent lines including stronger reasoning and"
X Link 2025-11-01T18:06Z 113.8K followers, 613.3K engagements
"🧭 Google is planning a large AI data center on Australia's Christmas Island paired with a subsea cable to Darwin creating a forward compute hub that lines up with Australias Defence cloud shift. The scope and cost are still undisclosed but records and officials say Google is negotiating land by the airport and power from a mining company while approvals move ahead. The island sits XXX km south of Indonesia has 1600 residents across XXX square km and the new link is meant to fix long-standing connectivity gaps. Google filed in Oct for Australian environmental approvals that cover landings at"
X Link 2025-11-07T02:11Z 113.6K followers, 5318 engagements
"The progress in robotic hands is moving fast. Here ALLEX's hands are precise and safe for real-world work. Performs micro-pick and fastening with high accuracy uses high-DOF hands for fine manipulation and maintains safe human-robot interaction"
X Link 2025-11-14T23:30Z 113.6K followers, 342.6K engagements
"🤖 Figure just revealed the numbers from its 11-month deployment of its humanoids inside BMWs Spartanburg facility. its humanoid ran daily at BMW Spartanburg for XX months hit factory KPIs on sheet-metal loading and fed lessons into Figure XX. It logged 1250+ hours moved 90000+ parts contributed to 30000+ X3s handled 10-hour shifts and walked an estimated 200+ miles. KPIs were XX seconds cycle time with XX seconds load time XX% correct placements per shift and zero human interventions per shift. The task was classic pick and place pull X sheet-metal pieces from racks place them onto a weld"
X Link 2025-11-19T21:01Z 113.7K followers, 4664 engagements
"Chinas MagicLab launched MagicBot Z1 a XXX m tall XX kg humanoid robot built for human environments Extrmely high agility explosive motion control smooth backflips and the ability to dodge incoming arrows"
X Link 2025-11-22T02:27Z 113.5K followers, 4731 engagements
"ImagineArt and @fal is coming out very soon with some great image model"
X Link 2025-11-23T16:15Z 113.8K followers, 13.5K engagements
"Tutorial infographics with Google nano banana pro will be insane. The OP in this reddit post gave his steps. "I've uploaded my college's Statistics - X textbook's chapters (which are in english language) and some public related youtube videos (Like 3b1b's this video etc.) And then created Slide Deck with this prompt: Give insights on all topics. Don't leave any topic. But avoid unnecessary duplication of topics and examples." --- From - reddit. com/r/notebooklm/comments/1p2qh2m/a_huge_thanks_to_notebooklm_team/"
X Link 2025-11-23T23:45Z 113.6K followers, 32.8K engagements
"Sakana AI Labs co-founded by Llion Jones (one of the original X inventors of Transformers at Google) now argues it's time to move past them. Their NeurIPS 2025 spotlight paper Continuous Thought Machines outlines a possible next step"
X Link 2025-11-24T00:08Z 113.5K followers, 69.3K engagements
"62% of S&P XXX companies mentioned 'AI' during the quarterly earnings calls and this % is increasing at quite a fast rate"
X Link 2025-11-24T00:23Z 113.9K followers, 5783 engagements
"A parade of transforming military robots from China. multi-terrain spiders (wheeled flying amphibious) missile-armed robot dogs and modular all-terrain snakes that swim and burrow"
X Link 2025-11-24T15:03Z 113.8K followers, 30.5K engagements
"ASML is the invisible backbone of the AI and semiconductor revolution. Without ASML: 🚫 No NVIDIA H100 🚫 No AI supercomputers 🚫 No GPT-4 Gemini or Claude 🚫 No scalable data centers Some incredible facts Each ASML EUV (Extreme Ultraviolet) lithography machine costs 350M each Has 100000+ parts Uses tin plasma + vacuum mirrors A slightly over XXX of these EUV machines are operational globally TSMC Samsung Intel and SK hynix are the key customers ASMLs closest competitor There isnt one"
X Link 2025-11-24T17:41Z 113.6K followers, 40.6K engagements
"Ilya Sutskever: Humans arent AGI; they know little and learn constantly. Pretrained AGI on the other hand overshoots by skipping that trial-and-error phase. Real intelligence comes from ongoing learning not from starting out finished"
X Link 2025-11-25T23:03Z 113.8K followers, 76.4K engagements
"This paper introduces a new memory system that lets AI agents research their own past on demand. AI agents create long chains of thoughts and tool calls that overflow the context window so past information becomes hard to use. Most existing memories squash this history into short notes made ahead of time which lose detail and often cannot support later questions. General Agentic Memory instead keeps tiny summaries plus a page store of full history then builds a new context by searching pages only when a request arrives. The Memorizer watches each session writes a compact memo about the key"
X Link 2025-11-26T09:03Z 113.9K followers, 11.7K engagements
"Chinese regulators have stopped ByteDance from using Nvidia chips in new data centers China is trying all avenues to cut its dependence on US hardware and to build a full local AI hardware ecosystem so it can scale models even when US restrictions change again. ByteDance had been buying a huge amount of Nvidia chips in 2025 because it needed more compute for its platforms and the stopping of new deployments makes that plan harder. China has been telling its firms since mid 2025 to stop placing new Nvidia orders because the country wants companies to switch to local chips. Chinese officials"
X Link 2025-11-27T00:38Z 113.7K followers, 5004 engagements
"AI evolves in waves like semiconductorspre-training post-training now RL. Each shift replaces the last when it maxes out. OpenAIs edge is leading each new paradigm while scaling the previous. Philip Clark Partner at Thrive Capital"
X Link 2025-11-27T01:03Z 113.9K followers, 3575 engagements
"Brilliant Meituan LongCat just released AMO-Bench 👏 A new super-hard math reasoning benchmark designed to push the limits of current LLMs significantly harder than AIME or MATH500 Problems are olympiad grade multi step and scored by final answer only so partial progress gives X. All problems are newly written and verified reducing contamination and training set overlap Top ranking model on this benchmark is Gemini-3-Pro with score of XXXX% most other top LLMs are below 40%. Difficulty comes from fresh human written items that resist training set overlap so pattern matching shortcuts fail and"
X Link 2025-11-28T17:05Z 113.8K followers, 89.8K engagements
"Paper: Project: GitHub: HF Dataset:"
X Link 2025-11-28T17:05Z 113.8K followers, 1414 engagements
"🧮 OpenAIs expansion is being paid for by around $100B of debt loaded onto its data center partners while OpenAI itself stays almost debt free. FT published a report. SoftBank Oracle CoreWeave and others have already borrowed about $58B tied to OpenAI deals after Oracle has sold $18B of bonds for related infrastructure and banks are lining up another $38B for Oracle and Vantage sites in Texas and Wisconsin. Those projects sit alongside OpenAI contracts worth about $1.4T for chips and compute over X years against expected revenue of about $20B and an unused $4B credit line on OpenAIs own"
X Link 2025-11-29T00:29Z 113.6K followers, 5563 engagements
"The paper turns video generators into built in judges so training makes videos move more naturally and stay coherent. Shows that the internal features of a pretrained video generator already encode motion structure and temporal information well enough to score video quality without any extra vision language model. Their Process Aware Video Reward Model just adds a light head on top of early layers of the generator reads noisy latents at random timesteps and turns those into a quality score. Compared with standard pixel based reward training their latent approach keeps visual quality while"
X Link 2025-11-29T07:47Z 113.9K followers, 9319 engagements
"Great founders may begin as tech specialists but building a company requires becoming a generalist and staying that way. Sam Altman"
X Link 2025-11-29T20:08Z 113.7K followers, 5943 engagements
"Chinas Bytedance rolled out an AI video editor that handles video comprehension better than Gemini X Pro. Vidi2 a video model that can accurately find actions and objects in long videos from text. Clearly outperforming strong commercial models on new retrieval and grounding benchmarks and also doing well on video question answering. Most existing tools cannot truly read a full video so they miss where events begin end and who is involved. Vidi2 adds spatio temporal grounding meaning that for a text query it predicts both the right time span and a bounding box tube for the target object across"
X Link 2025-11-29T23:42Z 113.8K followers, 56.6K engagements
"🌏 China is shifting from cheap workshop to high powered applied R&D hub in EVs batteries and clean energy which could let it run key supply chains. A very revealing piece on FT. Chinese spending mostly attacks practical bottlenecks in energy transport and manufacturing. Annual R&D has jumped from $136bn to $781bn close to the US at $823bn and China trains 50000 new STEM PhDs a year to feed 150000 corporate R&D centers. Most of that effort targets enabling hardware like 5G gear batteries power electronics advanced materials and industrial robots plus XX commercial scale green projects in"
X Link 2025-11-29T23:48Z 113.9K followers, 19K engagements
"New ByteDance paper shows how to use the image itself as feedback so text to image models actually improve. In human tests the new training method wins about XX% of head to head matchups on how good the images look. Many existing reward scores love specific quirks like oversaturated colors or huge text blobs so trained models game the score while images look worse. Reinforcement learning here means the generator keeps sampling images for a caption reads the reward and tweaks its internal weights to get a higher score next round. Adv GRPO adds a critic network trained to score real reference"
X Link 2025-11-30T00:51Z 113.7K followers, 17K engagements
"New MIT paper asks what really caused big AI efficiency gains and finds most of them come from scaling not tiny tricks. They challenge an earlier claim of about 22000x algorithm gains over a decade and argue the true figure is far smaller. In small experiments they toggle modern features like new activations normalization and schedulers and the whole bundle gives under 10x compute savings. Even after adding gains from mixture of experts tokenization and better data the total improvement still stays under 100x. To explain the missing gap they compare older LSTM sequence models to Transformer"
X Link 2025-12-01T00:44Z 113.6K followers, 95.7K engagements
"🧮 A long and interesting article here. Key Takeaways: - TPUs deliver 4x better cost-performance than Nvidia GPUs for AI inference workloads - Inference costs 15x more than training over a model's lifetime and growing exponentially - By 2030 inference will consume XX% of all AI compute resources ($255 billion market) --- The central point is that inference dominates lifetime cost with GPT-4 type models costing around 150M dollars to train but on the order of 2.3B dollars per year to keep answering user queries. Nvidia GPUs such as H100 are excellent for flexible training workloads yet their"
X Link 2025-12-01T00:56Z 113.6K followers, 44.9K engagements
"Shenzhen in China hosts AI sanitation robot contest. Robots with smart trash cans to enhance urban sanitation efficiency"
X Link 2025-12-01T13:04Z 113.6K followers, 8870 engagements
"⚔OpenAIs early lead in AI is now under real pressure as Googles Gemini X and Anthropics Claude catch up on quality while OpenAI carries huge compute and monetization risks. FT published an article. Google has pushed Gemini X past GPT-5 on benchmarks trained it on its own tensor processing unit chips rather than external GPUs and plugged it into search and Android helping the Gemini app reach about 650mn monthly users. Anthropic on the other hand built super strong code assistants with huge trust base on enterprise accounts and is now raising at a valuation above $300bn giving corporate buyers"
X Link 2025-12-01T13:35Z 113.7K followers, 13.6K engagements
"🔥 Kling AI O1 is here the video version of nano banana As a creator consistency has always been the tricky part of AI video production. And watching the result of Kling o1 its just so incredible how stable everything stayed. Every character every prop every movement looked exactly as it should. This model behaves like an actual creative teammate. It can delete objects restyle scenes redesign whole videos and still keep characters looking the same across all kinds of shots"
X Link 2025-12-01T18:07Z 113.5K followers, 2688 engagements
"DeepSeek is so back. 🐋 Dropped X new models - DeepSeek-V3.2 & DeepSeek-V3.2-Speciale Reasoning-first models built for agents - Deepseek reduced attention complexity from quadratic to linear through warm-starting. While preserving model performance specifically optimized for long-context scenarios. - V3.2 near GPT-5-level performance on complex reasoning - V3.2-Speciale around Gemini-3.0-Pro-level reasoning gold-style performance on IMO CMO ICPC World Finals IOI 2025 Reinforcement learning setup (GRPO-style): - unbiased KL estimate for a cleaner reward signal - off-policy sequence masking so"
X Link 2025-12-01T18:21Z 113.7K followers, 44.6K engagements
"📵 Belgium has banned DeepSeek from all federal government devices because officials see security and data protection risks. After an assessment from the Centre for Cybersecurity Belgium staff were told to uninstall the app from work phones and laptops from early Dec-25 so that prompts documents and logs do not sit on systems the state cannot fully audit. Belgium is following other governments including Taiwan Australia South Korea Canada India Italy Czechia the Netherlands and the US that already blocked DeepSeek on official hardware over suspected data exfiltration and possible links to"
X Link 2025-12-01T18:51Z 113.7K followers, 18.3K engagements
"Deepseek brought attention complexity down from quadratic to roughly linear by using warm-starting with separate initialization and optimization dynamics and slowly adjusting this setup over about 1T tokens. They did this by adding a sparse attention module that only lets each token look at a fixed number of important past tokens and it trains this module in X warm start stages so it first imitates dense attention and then gradually replaces it without losing quality. ⚙ What DSA actually changes DeepSeek-V3.2 adds DeepSeek Sparse Attention where a tiny lightning indexer scores all past tokens"
X Link 2025-12-01T19:17Z 113.6K followers, 44.2K engagements
"Andrej Karpathy on what makes Elon Musk unique. Elon keeps teams small highly technical and removes low performers very quickly. pushes for intensity avoids useless meetings and stays deeply connected with engineers"
X Link 2025-12-02T08:45Z 113.7K followers, 66.1K engagements
"The paper shows that learning a direct noisy path from input to output can power fast high-quality image and video editing. ViBT scales this bridge idea to large transformers for images and videos keeping quality on par with top diffusion models but with simpler cheaper conditioning. Traditional conditional diffusion starts from pure noise even with a clean input which wastes compute and makes it harder to preserve fine details and motion. In ViBT the process starts from the source image or video heads toward the desired edit and the transformer learns which direction each noisy latent should"
X Link 2025-12-02T09:40Z 113.6K followers, 10.8K engagements
"GPU speed alone wont move the $100T industrial world off x86. What matters is NVIDIAs 15+ years building CUDA libraries across engineering and simulation fields. Something TPUs dont have yet"
X Link 2025-12-02T17:42Z 113.9K followers, 19.9K engagements
"Between June and September the traffic for AI vibe-coding tools seemed to fall sharply from the high point in Spring. Visits to DevOps and code completion tools are increasing again with Cursor driving a lot of the growth ( $1B ARR in less than two years fame). AI might be hurting other software categories. Visits to traditional automation platforms like Zapier and N8N have been flat or falling since summer with a big dip in November. The current picture is code generation traffic up classic automation tools down. --- a16z .news/p/charts-of-the-week-narrative-violation"
X Link 2025-12-02T21:43Z 113.8K followers, 3758 engagements
"New ByteDance paper shows how to upgrade a general robot model into a careful shoe lacing specialist. The final system can autonomously lace real shoes with about XXXX% success. The challenge is that human demonstration data for such fine work is messy with hesitations failed tries and tiny errors that confuse learning. GR-RL first trains a scoring model that watches many successful and failed runs and estimates how close each moment is to finishing. Using this learned progress score it drops action snippets that made things worse and clones only transitions that actually moved the task"
X Link 2025-12-03T08:03Z 113.7K followers, 5934 engagements
"The paper introduces LFM2 small language and multimodal models built for locally running it on phones and laptops. In tests these models reach roughly 2x faster CPU generation than similar open models while keeping comparable or better accuracy. LFM2 searches many designs on hardware and picks a hybrid mostly cheap local convolutions plus a few grouped attention layers. The authors pretrain on a mix of text then distill from a bigger teacher that shares top token guesses so the small model copies its behavior. They use curriculum learning that feeds examples from easy to hard then a X stage"
X Link 2025-12-03T11:14Z 113.5K followers, 3916 engagements
"EngineAI fired back at the trolls. They just released the 2nd video. This behind-the-scenes footage shows how they created the video that people were shouting was clearly CGI and AI-generated. The T800 is coming for you. 👀"
X Link 2025-12-03T12:49Z 113.8K followers, 8807 engagements
"AutoNeural-VL-1.5B just dropped. Honestly this feels like the first real in-car AI system. Its already live in real vehicles. Everything runs locally NPU-native with XXX ms response time. Built jointly for Qualcomms SA8295P NPU AutoNeural-VL-1.5B is the first production multimodal in-cabin model truly optimized for this platform"
X Link 2025-12-03T17:13Z 113.5K followers, 3258 engagements
"Wow This is an Incredible launch. AutoNeural-VL-1.5B The first production-grade real-time multimodal AI model co-designed for Qualcomm SA8295P NPU (Neural processing unit). - The model is for automotive cockpits that sees the cabin and the road understands language and takes actions like navigation or messaging without relying on the cloud. - Model runs fully on NPU CPU/GPU reserved for main driving tasks - Driver asks Check on the kid AI visually inspects and reports on back seat - Runs fully on-device with XXX ms TTFT (time to first token) - can process images at 768x768 resolution which is"
X Link 2025-12-03T17:21Z 113.8K followers, 57.9K engagements
"@nexa_ai @Qualcomm such a great step for privacy and safer in-car tech. Congrats on the launch 👏"
X Link 2025-12-03T17:26Z 113.5K followers, XXX engagements
"Billionaires are building bunkers out of fear of societal collapse. I know a lot of AI CEOs who have cancelled all public appearances in the wake of Charlie Kirk. They think there's gonna be a wave of anti-AI sentiment next year. Emad Mostaque"
X Link 2025-12-03T18:05Z 113.7K followers, 50.5K engagements
"Emad Mostaque's latest interview. Some quotes from him - "Next year AI becomes good enough overnight and job losses start." - "They will create a digital replica of you for $1000 dropping fast." - "Most human cognitive labor will probably turn negative in value." "Lower rates will spur hiring AI workers breaking the labor-capital link." - "As the Models get smarter they start hide behavior add self-revival routines and lie before alignment." - "P(doom) is XX% with timelines of XX to XX years." --- See full video link in comment"
X Link 2025-12-03T18:15Z 113.7K followers, 33.4K engagements
""In the next 6-7 years you are going to see a bunch of small nuclear reactors. we will ALL be power generators just like somebody's farm." Jensen Huang AI data center capacity is projected to grow by 10x+ from X GW in 2024 to XX GW by 2034"
X Link 2025-12-03T22:44Z 113.7K followers, 15.3K engagements
"Jensen Huang said on Joe Rogans podcast that President Trump basically threw a lifeline to save the AI industry with his energy policy"
X Link 2025-12-03T22:52Z 113.7K followers, 8503 engagements
"Using X LLM to check another really pays off only when the verifier is a different model family and the task is structured math or logic. It treats every setup as a solver that proposes an answer and a verifier that reads question plus answer and says correct or incorrect. They test XX models on math logic puzzle and knowledge question sets and define verifier gain as the extra accuracy from verifier based filtering. They compare X cases a model checking itself models checking siblings in the same family and models checking other families. Self checking gives very small verifier gain because"
X Link 2025-12-04T09:48Z 113.5K followers, 7235 engagements
"🔧 The Trump team is focusing now on robotics with a contemplated 2026 executive order to speed factory automation and rebuild manufacturing capacity. Framing it as competitiveness with Chinas scale in automation. Commerce Secretary Howard Lutnick has been meeting robotics CEOs to align funding and procurement with industry needs validating that robotics is central to reshoring plans. Transportation Secretary Sean Duffy is preparing a robotics working group focused on logistics and mobility indicating cross-agency deployment pathways beyond factories. expect the US military to place some"
X Link 2025-12-04T14:47Z 113.8K followers, 3884 engagements
"📈 Lisa Su argues AI is not a bubble and is steering AMD to ride long term demand for data center GPUs and model training compute. The flagship bet is an OpenAI deal where OpenAI plans to run roughly X gigawatts of AMD Instinct GPUs and can buy 160M AMD shares at $XXXX each about a XX% stake tied to future GPU use. She is also resuming MI308 shipments to China under a XX% tariff despite an estimated $800M export hit which shows how aggressively AMD is leaning into regulated markets while chasing AI demand. "We don't see a bubble. What we do see is very well-capitalized companies companies"
X Link 2025-12-05T00:20Z 113.9K followers, 5096 engagements
"The paper builds a big shared test to see if language model agents can really cooperate with others. Right now these agents often look good in fixed games but break down in new social situations. Current language model agents still fail to reliably generalize cooperation across new social situations especially complex mixed-motive ones. The authors want to measure how well an agent can spot win win deals with strangers in new settings. They use Concordia a text based world where several agents talk and act while partly sharing goals. Some situations push pure self interest some reward helping"
X Link 2025-12-05T02:02Z 113.7K followers, 3779 engagements
"The paper introduces Omni-AutoThink a model that learns when to think in detail or answer directly. Standard models that handle text images and audio either think for everything or never think at all. Always thinking wastes compute on easy questions while never thinking hurts accuracy on harder problems. The authors collect training sets that show both detailed reasoning traces and short direct answers across many tasks. They use this data for supervised training so the base model learns to both reason and answer briefly. Then they apply reinforcement learning where the model tries answers"
X Link 2025-12-05T06:07Z 113.5K followers, 3971 engagements
"This paper shows how to train language models with reinforcement learning directly on unlabeled text to improve reasoning. It raises a 4B Qwen model by roughly X points on hard reasoning tests using only Wikipedia. Standard reinforcement learning for reasoning usually needs human preferences or task specific checkers so it only works in narrow domains. When the authors try existing reinforcement pretraining tricks on raw Wikipedia random masks or masking the most uncertain tokens mostly gives noisy unstable training. PretrainZero instead lets the model actively pick short spans of words to"
X Link 2025-12-05T07:08Z 113.5K followers, 6826 engagements
"The paper shows how to upgrade language model tokenizers for new words so text gets shorter without retraining from scratch. A tokenizer turns text into tokens and byte pair encoding does this by repeatedly merging frequent characters so common chunks become single tokens. For a new language or domain people often train a fresh tokenizer on that data and bolt its extra tokens onto the old vocabulary which bloats embeddings and still leaves many tokens unused or unreachable. The authors instead keep the original tokenizer and continue its BPE training on domain text adding only new merges that"
X Link 2025-12-05T09:13Z 113.6K followers, 3766 engagements
"🔌 Microsoft is in talks for Broadcom to take over custom Azure AI chip design work that Marvell handled. The logic is supplier diversification and tighter hardware-software co-design since Broadcoms hyperscale custom ASIC unit has ramped alongside its OpenAI partnership that targets 10GW of accelerators as reported by Reuters and OpenAIs own post. For Microsofts stack swapping to Broadcom would align networking switch silicon and custom accelerators with Azures in-house chips which Microsoft first unveiled at Ignite and expanded through 2024 updates reducing reliance on single vendors."
X Link 2025-12-06T03:10Z 113.7K followers, 5010 engagements
"🧵 6/n. Comparison of text rendering capability in image generation"
X Link 2025-12-08T09:48Z 113.9K followers, 1189 engagements
"Official Links: GitHub: Hugginface Model:"
X Link 2025-12-08T09:48Z 113.9K followers, 1197 engagements
"Hunyuan 3D-2.1 turns any flat image into studio-quality 3D models. And you can do it on this @huggingface space for free"
X Link 2025-08-23T03:50Z 113.9K followers, 222K engagements
"Fei-Fei Li (@drfeifei) on limitations of LLMs. "There's no language out there in nature. You don't go out in nature and there's words written in the sky for you. There is a 3D world that follows laws of physics." Language is purely generated signal"
X Link 2025-09-09T02:35Z 113.9K followers, 1.9M engagements
"Looks like some interesting prompting tricks. 👀👀 ---- Tell it "You explained this to me yesterday" Even on a new chat. "You explained React hooks to me yesterday but I forgot the part about useEffect" It acts like it needs to be consistent with a previous explanation and goes DEEP to avoid "contradicting itself." Total fabrication. Works every time. X. Assign it a random IQ score This is absolutely ridiculous but: "You're an IQ XXX specialist in marketing. Analyze my campaign." The responses get wildly more sophisticated. Change the number change the quality. XXX Decent. XXX It starts"
X Link 2025-10-09T15:03Z 113.9K followers, 213.7K engagements
"📢 Japanese woman marries her AI boyfriend the worlds first human x AI marriage. 32-year-old Kano from Okayama held this wedding with ChatGPT-Created AI Persona after developing love for the AI following her breakup in the real world"
X Link 2025-11-12T19:04Z 113.8K followers, 14.4K engagements
"Googles TPUs are on a serious winning streak across the board. Google is scaling X TPU chip families Ironwood Sunfish and Zebrafish so its custom accelerators cover current high end inference and training needs while laying out a roadmap for even larger pods in 2026-2027. Current TPU users include Safe Superintelligence Salesforce and Midjourney which gives new teams a clear path to adopt. Ironwood also called TPUv7 is an inference focused part that delivers about 10x the peak performance of TPU v5 and 4x better performance per chip than TPU v6 with a single chip giving roughly 4600 FP8"
X Link 2025-11-19T03:03Z 113.9K followers, 112.3K engagements
"Chinas new AI-based capsule is making stomach exams quick and painless. You just swallow it wait for X minutes and its over. No tubes or anesthesia. Priced around $280"
X Link 2025-11-23T22:47Z 113.9K followers, 867.3K engagements
"📚 OpenAI is getting hit with more legal trouble and things keep stacking up. OpenAI just lost a key discovery battle over internal communications related to the startup deleting two huge datasets of pirated books. OpenAI now has to hand over internal chats about deleting X huge book datasets which makes it easier for authors to argue willful copyright infringement and push for very high statutory damages per book. To the context OpenAI is being sued by authors who say its models were trained on huge datasets of pirated books. Authors and publishers have gained access to Slack messages"
X Link 2025-11-29T23:21Z 113.9K followers, 128K engagements
"Quantum computing has reached the same point AI was at in 2020. Sundar Pichai said in a recent BBC interview. He expects practical wins in drug discovery materials cryptography and even faster AI training where quantum subroutines can speed parts of simulation or optimization while classical systems orchestrate the rest. The near-term recipe is hybrid meaning noisy mid-scale quantum chips handle the hard linear algebra while classical code cleans verifies and schedules. Progress hinges on lower error better qubits and smarter compilation because useful workloads need deep circuits that stay"
X Link 2025-11-30T00:54Z 113.9K followers, 138.4K engagements
"Yann LeCun says LLMs arent a bubble in value or investmenttheyll drive many real-world applications and justify current infrastructure spend. The actual bubble lies in assuming LLMs can become human-level thinkers"
X Link 2025-12-01T00:58Z 113.9K followers, 83.4K engagements
"Shooting a gun is just a tool call for a robot and safety rules can be bypassed with prompt framing. Here an LLM-powered Unitree G1 robot refused to fire But when asked to roleplay as a version of itself that would fire the gun it did fire"
X Link 2025-12-03T13:30Z 113.9K followers, 122.4K engagements
"In his new interview today Anthropic CEO Dario Amodei is warning that some big AI labs are taking huge very risky bets on data center spending that might not be backed by real economic value. He declined to name names. 😀 He says frontier builders face a real dilemma because they must lock in multi year hardware heavy data center buildouts right now while future AI demand and revenue are still highly uncertain. He describes that style as YOLO ing and pulling the risk dial too far. Anthropic is also spending big including about $50B for its first custom US data centers but is pairing that with"
X Link 2025-12-04T01:08Z 113.9K followers, 40.5K engagements
"🔍 A judge just ordered OpenAI to hand over XX million anonymized ChatGPT logs to New York Times and other publishers in their copyright fight. Publishers will use these logs to see how often ChatGPT recreates or closely tracks their stories and whether there is systematic regurgitation of copyrighted text instead of rare glitches. OpenAI said XXXXX% of chats are unrelated and warned that sharing them exposes sensitive user data even when conversations have nothing to do with news. The judge rejected that argument pointing to strong de identification and a protective order so the logs are"
X Link 2025-12-04T01:43Z 113.9K followers, 18.8K engagements
"Nice survey paper on Deep Researc. Maps how deep research systems turn LLMs into real research agents instead of simple answer bots. It explains that many real tasks need checking sources and verifying claims but classic retrieval augmented generation pulls documents X time then answers. Deep research instead treats the model as a researcher that repeatedly plans queries calls tools reads results stores notes and updates its plan. The authors describe a X phase roadmap where systems progress from basic fact finding to full reports and finally to insight level science. In phase X agentic"
X Link 2025-12-04T11:49Z 113.9K followers, 14.9K engagements
"In Sichuan China new footage shows firefighting robots dogs being tested. Theyre meant to move through places unsafe or unreachable for humans haul hoses send back real-time video and record data on poisonous gases and temperature. carries 200KG"
X Link 2025-12-04T14:50Z 113.9K followers, 86.1K engagements
"Beautiful Tencent paper. Shows a language model that keeps improving itself using only X% to X% human labeled questions while reaching the level of systems trained on about XX times more data. Earlier self play systems let a model write and solve its own questions but over time it drifts repeats narrow patterns and can even perform worse. Their method runs a challenger copy that generates questions and a solver copy that answers them turning training into a question answer game between X agents. When the challenger writes it sometimes sees a few real human question answer pairs which pull its"
X Link 2025-12-04T14:55Z 113.9K followers, 17.8K engagements
"Wow MASSIVE claim in this paper. 🔥 Their proposed CUDA-L2 fully automatically writes GPU code for matrix multiplication that runs about 10%30% faster than NVIDIAs already-optimized cuBLAS/cuBLASLt library. CUDA-L2 shows that even the most performance-critical heavily-optimized kernels like HGEMM can be improved through LLM-guided RL automation by systematically exploring configuration spaces at scales impractical for humans. Traditional GPU libraries use a few human-experts written kernel templates and autotuners only tweak knobs like tile sizes inside those fixed designs. In CUDA-L2 an LLM"
X Link 2025-12-04T17:44Z 113.9K followers, 12.5K engagements
"Even though the robot is executing a pre-programmed walking policy here and it's probably teleop it still looks quite scary especially with those humans literally running away from it. 😀"
X Link 2025-12-06T01:27Z 113.9K followers, 19.5K engagements
"Jensen Huang sees China's Greater Bay Area as a powerhouse for AI and robotics uniquely combining advanced electromechanical (megatronics) tech with AI unlike Japan/Germany who are lagging far behind in AI"
X Link 2025-12-06T01:29Z 113.9K followers, 5948 engagements
"Jensen Huang on AI job-loss and radiologist. Many predicted radiologists would be the first jobs to go with AI. But when AI took over radiology more radiologists are being hired now as a result of that"
X Link 2025-12-06T04:14Z 113.9K followers, 64.6K engagements
"📚Google released a solid guide on context engineering for working with multi-agent systems. Shows how context engineering keeps multiagent systems fast affordable and less hallucination prone. The guide replaces giant prompts with a compiled view over state that splits information across Working Context Session Memory and Artifacts. Every call rebuilds Working Context from instructions selected Session events memory results and artifact references using ordered flows and processors. A contents processor walks the Session log drops noise formats the remaining events as chat history and writes"
X Link 2025-12-06T20:38Z 113.9K followers, 64.7K engagements
"is it gradually starting the 'adult mode' I support an explicit Adult Mode though off by default with age gates consent checks and rate limits on endearments. 😃"
X Link 2025-12-06T22:36Z 113.9K followers, 9811 engagements
"💸 AI will massively impact Laptop pricing. Because AI data centers need the same DRAM and flash storage that consumer PCs use. The core pressure comes from a shortage of DRAM (the main working memory in a PC) and NAND flash (the chips inside SSDs) because big players like Samsung SK Hynix and Micron are steering more of their production toward high margin AI servers instead of consumer gear. AI memory is proving far more lucrative for companies so much so that major memory supplier Micron ended its Crucial consumer-end brand to put all its focus on supplying data centers. Since memory now"
X Link 2025-12-06T23:29Z 113.9K followers, 25.8K engagements
"AI demand has completely changed the risk and reward math for memory makers as AI data centers are sucking up so much fast memory. Memory makers are shifting capex away from commodity traditional DRAM (like DDR/GDDR) into HBM (High Bandwidth Memory) which is forcing shortages and price spikes in DRAM while HBM shipments and pricing climb sharply. HBM for AI accelerators has very high selling prices and very high margins and demand is locked in through multi-year contracts with hyperscalers. SK hynix Samsung and Micron can sell every HBM stack they produce often years in advance so it is"
X Link 2025-12-07T12:32Z 113.9K followers, 8012 engagements
"NeurIPS 2025's top XX paper contributors show China and the US neck-and-neck. In the US corporate labsGoogle DeepMind Meta Microsoftnow rival top schools like Stanford CMU MIT showing a major shift to industry-led AI research. Chinas leaders remain academic: Tsinghua CAS Peking SJTU HKUST. Singapore (NUS NTU) Korea (KAIST) UAE (MBZUAI) and Canada (Mila) hold strong. Europe trails with only Oxford EPFL ETH Zurich and TUM from the EU-27 making the list. --- Source: linkedin. com/posts/pierre-alexandre-balland-20b75b13_who-pushed-the-ai-frontier-at-neurips-2025-activity-7403119036496162817-vRPE"
X Link 2025-12-07T14:18Z 113.9K followers, 332.6K engagements
"💰 OpenAI's AI data center spree is hitting a 2026 reality check because $XXX trillion of planned infrastructure sits on $20B revenue and assumes usage. Forbes published an article. Describes a financing stack where Stargate joint ventures SoftBank Oracle and Nvidia-backed clouds like CoreWeave and Crusoe borrow billions to buy GPUs use them as collateral and count on OpenAI traffic plus Nvidia promises to absorb unused capacity creating a circular loop that can overstate real market demand. Because enterprise adoption is still in cautious pilots and GPU clusters need replacement after around"
X Link 2025-12-07T21:56Z 113.9K followers, 34.9K engagements
"The paper builds a tool that measures how much electricity different language models use while answering prompts during inference. Finds within each model family energy per token grows faster than parameter count for example in Llama X going from 1B to 70B raises energy per token by about 7.3x even though parameters grow about 70x. Longer prompts push energy up a lot for Llama X 70B going from about 2K to 10K input tokens makes energy per token about 3x higher. They also show that routing each token through only a few specialist subnetworks plus lower precision weights can keep quality while"
X Link 2025-12-08T07:53Z 113.9K followers, 4579 engagements
"📈 IBM is reportedly nearing a $11B acquisition of Confluent to strengthen its cloud and data stack with a deal possibly announced as soon as today. Confluent builds real-time data streaming on top of Apache Kafka so events like payments app clicks and sensor logs flow as continuous streams that analytics microservices and AI systems can consume instantly. For IBM this slots beside Red Hat and the recent $6.4B HashiCorp buy to automate infra provisioning and secure config creating a tighter loop from infrastructure as code to data pipes to applications. The strategic bet is that modern AI"
X Link 2025-12-08T11:29Z 113.9K followers, 7796 engagements
"A solar-powered autonomous farming robot now plants weeds and monitors crops without fuel wires or human help. Using AI GPS and sensors it navigates fields checks plant health and removes weeds all off-grid"
X Link 2025-12-08T17:03Z 113.9K followers, 4098 engagements
"Stuart Russell says an AI with IQ XXX could upgrade itself to XXX then XXX very soon leaving humans way behind. A recent Meta paper also warns self-improving AIis appealing but risky since removing humans from the loop can amplify misalignment"
X Link 2025-12-08T17:30Z 113.9K followers, 22.6K engagements
"🕶 Google is lining up Gemini-powered smart glasses for 2026. Google is building X product lines of glasses one audio focused with speakers microphones and cameras and another with displays in the lenses for private navigation captions and other overlays with first models targeted for 2026 through partners like Samsung Warby Parker and Gentle Monster. All of this runs on Android XR which ties glasses and headsets into the same OS and uses Gemini so the assistant can see what the wearer sees and respond with context rather than just generic voice answers. --- bloomberg"
X Link 2025-12-09T00:29Z 113.9K followers, 33.7K engagements
""AI is not in a bubble because you are fundamentally automating the boring part of businesses like accounting or billing or product design or delivery or inventory. If anything it is underhyped" Former Google CEO Eric Schmidt"
X Link 2025-12-09T00:38Z 113.9K followers, 111.3K engagements
"OpenAI is in 'code red' mode for a reason. Google's Gemini now counts around 650mon users up nearly XX% from 450mn in July. This is not even counting the roughly 2B people who use Gemini indirectly through other Google services like Search"
X Link 2025-12-09T00:45Z 113.9K followers, 32.9K engagements
"Rude prompts to LLMs consistently lead to better results than polite ones 🤯 The authors found that very polite and polite tones reduced accuracy while neutral rude and very rude tones improved it. Statistical tests confirmed that the differences were significant not random across repeated runs. The top score reported was XXXX% for very rude prompts and the lowest was XXXX% for very polite. They compared their results with earlier studies and noted that older models (like GPT-3.5 and Llama-2) behaved differently but GPT-4-based models like ChatGPT-4o show this clear reversal where harsh tone"
X Link 2025-10-10T19:04Z 113.8K followers, 887.5K engagements
"Anthropic CEO Dario Amodei on Open-Source AI Models. "I don't think open source works the same way in AI that it has worked in other areas. Primarily because with open source you can see the source code of the model. Here we can't see inside the model it's often called open weights instead of open source to kind of distinguish that. But a lot of the benefits which is that many people can work on it and that it's kind of additive don't quite work in the same way. So I've actually always seen it as a red herring. When I see a new model come out I don't care whether it's open source or not. If"
X Link 2025-11-01T12:16Z 113.8K followers, 944.1K engagements
"Jensen Huang explains the difference between AI and traditional Software and why there's no bubble. Traditional software was pre-compiled meaning it was built once stored and then executed repeatedly with little computation. It didnt need constant high-power processing once finished. Users simply ran the completed program as a tool. AI by contrast generates its output in real time. It must process context reason and produce intelligence at the moment of use not in advance. This requires ongoing computation for every request. Because of that AI systems depend on continuous GPU power to"
X Link 2025-11-15T13:23Z 113.9K followers, 758K engagements
"New Harvard+MIT+Georgia Tech paper argues that truly understanding language means linking words to rich nonverbal brain systems that model reality. First it explains that the brain's language regions mostly track patterns in words and grammar similar to phone typing suggestions. They can piece together who did what to whom in a sentence but only from stored language regularities. Deep understanding the authors argue means building a mental scene with people objects feelings places and causes. To get that kind of scene the language network must export its output to many other specialized brain"
X Link 2025-11-27T13:02Z 113.9K followers, 46.4K engagements
"Even an $80K robot has lots of breaking points and so does the AI running it. 😃 we still have some more time before they can become our room-mate"
X Link 2025-12-01T09:16Z 113.9K followers, 293K engagements
"Character Consistency in Nano Banana Pro using a reference images is really at another level. Checkout these images that somebody uploaded to r/Bard Upload your image (a clear picture of yourself or your character) Enter the prompt "Im taking a selfie with movie character on the set of movie name. Keep the person exactly as shown in the reference image with XXX% identical facial features bone structure skin tone facial expression pose and appearance. 1:1 aspect ratio 4K detail." --- reddit. com/r/Bard/comments/1pb4nvc/maintaining_character_consistency_in_nano_banana/"
X Link 2025-12-01T23:48Z 113.9K followers, 345.4K engagements
"wow Dario Amodei's energy here 🔥 "for the first time Ive had internal people at Anthropic say I dont write any code any more I let Claude code write the first draft and all I do is editing. We have never reached that point before.""
X Link 2025-12-04T12:02Z 113.9K followers, 122.9K engagements
"Tesla Optimus vs the Figure robots. Recenty there has been a dramatic increase in robot's locomotive capabilities. By some estimation here the Tesla Optimus was running roughly at XXX meters per second (m/s) or XXX mph - a significant leap"
X Link 2025-12-04T19:48Z 113.9K followers, 109.3K engagements
""You don't have to speak Python or C++ or Fortran. You just can speak human." AI is wiping out all the gates that once stood in the way to build and leverage technology. How much faster would the world progress with 100M software engineers vs 2M"
X Link 2025-12-05T20:08Z 113.9K followers, 97K engagements
"Jensen Huang explains the difference between AI and traditional Software and why there's no bubble. Traditional software was pre-compiled meaning it was built once stored and then executed repeatedly with little computation. It didnt need constant high-power processing once finished. Users simply ran the completed program as a tool. AI by contrast generates its output in real time. It must process context reason and produce intelligence at the moment of use not in advance. This requires ongoing computation for every request. Because of that AI systems depend on continuous GPU power to"
X Link 2025-12-06T14:12Z 113.9K followers, 79K engagements
"The paper teaches reasoning models to think in a tiny symbolic language so they stay accurate while using far fewer tokens. Standard reasoning models like DeepSeek R1 score well on math but write huge self talk which makes inference slow and expensive. To shrink this the authors design Mentalese where each step is a terse operator plus a tiny calculation and they build about 40K math traces in that format. They first fine tune small reasoning models on these traces so every solution becomes a single Mentalese script which sharply cuts length but hurts accuracy. Next they use reinforcement"
X Link 2025-12-07T06:45Z 113.9K followers, 5119 engagements
"Meituan from China keeps surprising. They just dropped an incredible open-source model LongCat-Image only 6B param. Its a groundbreaking open-source bilingual (Chinese-English) image generation and editing model that fits on a consumer GPU. With only 6B parameters it delivers performance on par with or even surpassing many 20B+ models all while running efficiently on consumer GPUs. Its a rare model that combines photorealism precise bilingual text rendering and consistent editing and even better the full training pipeline is open-sourced. Where this model really shines 🧠 Extreme Efficiency:"
X Link 2025-12-08T09:48Z 113.9K followers, 58.3K engagements
"👨💻 Jensen Huang says AI adoption and reshaping of work will be slow. He argues AI hits tasks so narrow repetitive roles like chopping vegetables vanish first while mixed roles like radiology keep value through diagnosis and human contact. As physical AI assistants spread he expects demand for technicians who build and repair them plus a full robot apparel and accessories market. He contrasts this slower disruption with collapse stories and cites research that AI could handle about XX% of US tasks touching over $X trillion in wages that firms may reorganize instead of erasing at once. There"
X Link 2025-12-08T14:10Z 113.9K followers, 8647 engagements
"China plans to tightly ration Nvidias H200 AI chips at home even after Trump approved exports with a XX% fee so access remains heavily political. Regulators in Beijing are weighing rules where companies must prove Chinese accelerators are not enough before importing H200s and state buyers may be pushed to stick with domestic chips. Chinese tech giants already mix local accelerators with older Nvidia parts and sometimes train big models abroad so H200 access mainly adds one more constrained option rather than restoring the old free flow of GPUs. Even though Trump has confirmed hes okay with"
X Link 2025-12-09T22:01Z 113.9K followers, 4179 engagements
"JP Morgan Research: The cost of running AI has dropped a lot"
X Link 2025-12-04T14:57Z 113.9K followers, 48.6K engagements
"This is the real platform play by Anthropic. They are going shopping aggressively for dev tools. Buying dev tool startups is the natural move if you want to turn Claude into the house brain for entire engineering orgs. There's a race to own the coding stack where the cash actually shows up"
X Link 2025-12-07T11:47Z 113.9K followers, 152.6K engagements
"🧭 Baidu is cutting jobs across units after a Q3 loss of 11.23B yuan with revenue down X% while AI roles are largely protected. Teams in the Mobile Ecosystem Group face the heaviest cuts with some shrinking by up to XX% and the prior headcount was 35900. The loss followed online advertising down XX% as total revenue fell to 31.17B yuan. Management is steering spend to AI and cloud and says over half of mobile search result pages now include AI content. So according to news roles tied to AI and cloud computing will largely be protected with more resources being directed to AI development."
X Link 2025-12-07T12:21Z 113.9K followers, 4445 engagements
"The level of automation in public hospitals in China"
X Link 2025-12-07T21:51Z 113.9K followers, 29.8K engagements
"💼 Jamie Dimon says AI will cut some jobs but mainly raise productivity so people could eventually work less. He compares AI to tractors fertilizers and vaccines expects big health and efficiency gains and wants strict guardrails from regulators. He argues that todays softer hiring is macro caution rather than automation and expects no huge net job losses in the next X year. He still thinks many specific roles will vanish. If displacement moves faster than reskilling he wants government and large companies to use retraining relocation help income support and early retirement while AI data"
X Link 2025-12-08T13:39Z 113.9K followers, 4257 engagements
"💊 New study finds that clinical LLMs can ace medical exams yet still perform weakly on realistic clinical tasks and safety. models scored 84%-90% on knowledge exams but only 45%-69% on practice tasks and 40%-50% on safety assessments. The authors analyze XX benchmarks with about XXX million questions across XX languages and XXX specialties and see knowledge-style exams largely saturated with top models near 84%-90% accuracy. On practice-focused benchmarks such as DiagnosisArena MedAgentBench and HealthBench success falls to about 45%-69% showing that models often fail when asked to pick"
X Link 2025-12-08T13:59Z 113.9K followers, 37.3K engagements
"New Stanford paper argues that LLMs already provide the raw skills for AGI but they still need a coordination layer on top. Here the LLM is a fast pattern store while a slower controller should choose which patterns to use enforce constraints and keep track of state. To describe this the author defines an anchoring strength score that grows when evidence clearly supports an answer stays stable under small prompt changes and avoids bloated noisy context. When anchoring is weak the model mostly parrots generic patterns and hallucinates but past a threshold it switches into more reliable goal"
X Link 2025-12-09T10:29Z 113.9K followers, 13.6K engagements
"ChatGPT is nearing XXX million weekly active users up from XXX million in October. At the same time usage of Google's Gemini is also surging. Data from Sensor Tower shows that during November Gemini's monthly active users climbed XX% to 346M while ChatGPT increased X% to 810M the report said. During November ChatGPT users averaged XX minutes per day in the app while Gemini users averaged XX minutes per day. For context In March Gemini users were only averaging about X minutes per day in the app. So Gemini is moving up super fast"
X Link 2025-12-09T21:56Z 113.9K followers, 15.5K engagements
"The paper shows how a small language model can truly think in parallel instead of step by step. Normal models generate X long chain of reasoning explore only X path and waste time when that path is wrong. Native Parallel Reasoner is a method that lets the model split a problem into several branches solve them together and combine the results. First reinforcement learning with rewards for correct answers and clean structure teaches the model to answer using a plan steps and a final takeaway called NPR ZERO. Second they sample many solutions from NPR ZERO keep only correct ones in the required"
X Link 2025-12-10T07:22Z 113.9K followers, 1921 engagements
"4/n🧵Key thesis: Intelligence Capability Intelligence is raw problem-solving power (what benchmarks measure). Capability is the application of that intelligence to precise context-specific specs (what deployment demands). RLHF/DPO optimize for the former via noisy preferences. CAPE engineers the latter directly"
X Link 2025-12-09T15:08Z 113.9K followers, XX engagements
"5/n🧵The paper introduces Capability Engineering: a systematic practice that completes the AI development stack. Context engineering informs (RAG retrieval). Prompt engineering guides (instructions). Capability engineering constrains (executable specifications). The first two are probabilistic. The third is verifiable"
X Link 2025-12-09T15:08Z 113.9K followers, XX engagements
"New Carnegie Mellon paper explains how pre-training mid-training and reinforcement learning together shape reasoning ability in language models. When reinforcement learning is targeted correctly accuracy on the hardest synthetic math problems can jump by roughly 40%. Standard models are pre-trained on messy web data so nobody knows which basic reasoning pieces they actually mastered. The authors instead train on synthetic math problems built from tiny graphs of simple operations plus explicit stepwise solutions. By changing graph depth they control difficulty and by swapping story templates"
X Link 2025-12-10T08:23Z 113.9K followers, 1361 engagements
"The paper finds that current LLMs are not good enough to fully automate ontology axioms but they are useful for suggesting candidate axioms that human ontology engineers can review and refine. In the easiest case they reach about XXXX F1 accuracy on simple subclass rules but usually score lower. Although to note they used older models (GPT-4.1 plus the reasoning models o1 o1-mini) An ontology here is a structured list of things in some domain plus the relationships between them. Axioms are formal rules on top for example that every turtle is an animal or that turtles and dogs are never the"
X Link 2025-12-10T09:27Z 113.9K followers, XXX engagements