[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 Rohan Paul posts on X about open ai, meta, llm, xai the most. They currently have XXXXXX followers and XXX posts still getting attention that total XXXXXX engagements in the last XX hours. ### Engagements: XXXXXX [#](/creator/twitter::2588345408/interactions)  - X Week XXXXXXXXX +149% - X Month XXXXXXXXXX +167% - X Months XXXXXXXXXX +142% - X Year XXXXXXXXXX +796% ### Mentions: XXX [#](/creator/twitter::2588345408/posts_active)  - X Week XXX -XX% - X Month XXX +150% - X Months XXXXX +22% - X Year XXXXX +263% ### Followers: XXXXXX [#](/creator/twitter::2588345408/followers)  - X Week XXXXXX +4.90% - X Month XXXXXX +9.50% - X Months XXXXXX +35% - X Year XXXXXX +223% ### CreatorRank: XXXXXXX [#](/creator/twitter::2588345408/influencer_rank)  ### Social Influence [#](/creator/twitter::2588345408/influence) --- **Social category influence** [technology brands](/list/technology-brands) XXXXX% [finance](/list/finance) XXXX% [stocks](/list/stocks) XXXX% [celebrities](/list/celebrities) XXXX% [countries](/list/countries) XXXX% [vc firms](/list/vc-firms) XXXX% [social networks](/list/social-networks) XXXX% [travel destinations](/list/travel-destinations) XXXX% [automotive brands](/list/automotive-brands) XXXX% [currencies](/list/currencies) XXXX% **Social topic influence** [open ai](/topic/open-ai) #304, [meta](/topic/meta) 4.04%, [llm](/topic/llm) #30, [xai](/topic/xai) 2.8%, [token](/topic/token) 2.8%, [$googl](/topic/$googl) #1318, [money](/topic/money) 2.17%, [mark zuckerberg](/topic/mark-zuckerberg) #26, [realworld](/topic/realworld) 1.55%, [microsoft](/topic/microsoft) #866 **Top accounts mentioned or mentioned by** [@opus_genesis](/creator/undefined) [@grok](/creator/undefined) [@stonkyoloer](/creator/undefined) [@huggingface](/creator/undefined) [@xai](/creator/undefined) [@baiduinc](/creator/undefined) [@windsurfai](/creator/undefined) [@nomadkreativ](/creator/undefined) [@elonmusk](/creator/undefined) [@googledeepmind](/creator/undefined) [@prashant_1722](/creator/undefined) [@the100kprompts](/creator/undefined) [@arthurkilber](/creator/undefined) [@justinechoes](/creator/undefined) [@teksedge](/creator/undefined) [@viragconsulting](/creator/undefined) [@apple](/creator/undefined) [@mohansolo](/creator/undefined) [@st33lmouse](/creator/undefined) [@openai](/creator/undefined) **Top assets mentioned** [Alphabet Inc Class A (GOOGL)](/topic/$googl) [Microsoft Corp. (MSFT)](/topic/microsoft) [ServiceNow Inc (NOW)](/topic/servicenow) [Reddit, Inc. (RDDT)](/topic/reddit) ### Top Social Posts [#](/creator/twitter::2588345408/posts) --- Top posts by engagements in the last XX hours "@RossionQ yes most prop-trading firms and i-banking trading desks have their own powerful prediction softwares. And now the most powerfull models will be fine-tuned to their huge propietory data. and the race will be who has the most custom-fine-tuned model"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944511729603682496) 2025-07-13 21:38:18 UTC 73.5K followers, 20.3K engagements "@nyn531 yes AI+trading is in its infancy. when deep research agents will directly integrate with live data from Bloomberg the real game will start"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944435364367921352) 2025-07-13 16:34:51 UTC 73.5K followers, 18.5K engagements "This is really BAD news of LLM's coding skill. ☹ The best Frontier LLM models achieve X% on hard real-life Programming Contest problems domains where expert humans still excel. LiveCodeBench Pro a benchmark composed of problems from Codeforces ICPC and IOI (International Olympiad in Informatics) that are continuously updated to reduce the likelihood of data contamination"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1934751145400111572) 2025-06-16 23:13:13 UTC 73.5K followers, 459.7K engagements "Todays edition of my newsletter just went out. 🔗 Consider subscribing its free and I publish daily with top X% AI developments. ⚡ In todays Edition (14-July-2025): 🚨 Mark Zuckerberg says Meta is building a 5GW AI data center 📡 @xai will spin Grok into hundreds of task-focused agents that talk to each other. 🛠 @cognition_labs is taking Remaining Windsurf team and tech days after Google bought its founders for $2.4B 🗞 Byte-Size Briefs: - Pentagon picked Google OpenAI xAI and Anthropic for new defense deals. Each agreement carries a spending limit of $XXX million. 🧑🎓 Deep Dive:"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944907341637542278) 2025-07-14 23:50:19 UTC 73.5K followers, 14.4K engagements "@elonmusk @xai @grok pixels follow math. AI agent architecture can simulate real humans in ways far more complex than traditional approaches"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944539832061161744) 2025-07-13 23:29:58 UTC 73.5K followers, 6768 engagements "DeepSeek R1 running locally - Full setup guide"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1883304599932858665) 2025-01-26 00:03:01 UTC 73.5K followers, 1.4M engagements "🔍 Why Tokens Not Hidden States The memory lives in token space so every snapshot is humanreadable. Engineers can watch which facts stick edit them or inject hints something featurespace compressors cannot offer. Equation X in the paper rewrites language modeling as a readwrite loop effectively turning the transformer into a controllable recurrent network"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1942798467593830800) 2025-07-09 04:10:24 UTC 73.4K followers, XXX engagements "Microsoft Study Reveals Which Jobs AI is Actually Impacting Based on 200K Real Conversations. The largest study of its kind analyzing 200000 real conversations. Key Finding: big chunk of knowledge and people jobs now overlaps with what todays AI models do well. 🏆 Most AI-Impacted Jobs: - Interpreters and Translators top the chart with XX% of their core activities turning up in chats and showing decent completion and scope. - Customer Service Representatives Sales Reps Writers Technical Writers and Data Scientists. Each of these lands an applicability score around 0.400.49 meaning roughly"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943843777099313428) 2025-07-12 01:24:05 UTC 73.5K followers, 101.8K engagements "🛠 Google dropped its very first Gemini Embedding text model tops the MTEB Multilingual leaderboard. - generally available in the Gemini API and Vertex AI. - has consistently ranked #1 on the MTEB Multilingual leaderboard since its experimental launch in March - supports over XXX languages - has a 2048 maximum input token length - priced at $XXXX per 1M input tokens. - allows developers to scale the output dimensions down from the default 3072"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945604974588956895) 2025-07-16 22:02:28 UTC 73.5K followers, 2801 engagements "Bug fixed for Grok X now. The changed System Prompt pull request from Github"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945042426596413796) 2025-07-15 08:47:06 UTC 73.5K followers, 3027 engagements "Now the 3rd paper comes on this 🤯 "The Illusion of the Illusion of the Illusion of Thinking" 📌1st original Paper from Apple concludes that large reasoning models reach a complexity point where accuracy collapses to zero and even spend fewer thinking tokens revealing hard limits on generalizable reasoning. 📌2nd Paper counters that the apparent collapse is an illusion caused by token limits and impossible puzzles so the models reasoning remains sound when evaluations remove those flaws. 📌3rd paper synthesizes both sides agreeing the collapse was an artifact yet stressing that models still"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1935746720144544157) 2025-06-19 17:09:17 UTC 73.5K followers, 251.6K engagements "KATV1 tech report. Its a 40B model that flips deep thinking on only when the question truly needs it. The team first teaches the model X habits quick answers and stepbystep answers. They do that by showing 10M solved examples and using multi token prediction so KAT sees how future words line up before guessing the next one. After this warm up the model learns to judge each new question with a small yesorno gate. A new training trick called Step SRPO rewards the gate for calling detailed reasoning only when the final answer passes builtin tests. Benchmarks show the same accuracy as much bigger"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944757273521193430) 2025-07-14 13:54:00 UTC 73.5K followers, 2698 engagements "🚀 @cluely doubles ARR to $7M in X days after launching Early cheat on everything branding softened once Andreessen Horowitz Abstract Ventures and Susa Ventures backed the startup. techcrunch .com/2025/07/03/cluelys-arr-doubled-in-a-week-to-7m-founder-roy-lee-says-but-rivals-are-coming"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1940936884009509342) 2025-07-04 00:53:08 UTC 73.5K followers, 2290 engagements "🚨 HUGE BREAKTHROUGH. A hair-thin silicon chip now can push data at 1000 Gbps while sipping only X joules. That moves 100M books in roughly X minutes. What does it mean practically Data-center switches now stretch processors across long aisles wasting energy and space. In a big AI data center that means racks can sit closer cables shrink cooling loads drop and energy bills fall. Traditional copper links max out near XX Gbps so a single cable cannot carry the huge flood of data. Every time traffic exceeds what X cable moves engineers stack more identical cables in parallel then drop a switch"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944189756692476225) 2025-07-13 00:18:53 UTC 73.5K followers, 14.7K engagements "🔒 Attention Suppression Method X masks all attention going to one sentence and watches how later logits drift. A strong drift signals a direct causal link. The suppression scores correlate with resampling scores backing up the claim that the three methods converge on the same anchors"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1938379204300620211) 2025-06-26 23:29:50 UTC 73.5K followers, XXX engagements "RAG boosts LLM memory yet it misses multi step logic while raw reasoning invents facts. This survey explains fresh designs that let the two prop each other up. 🧩 It first shows reasoning can fix retrieval by rewriting queries planning hops and filtering noisy passages. Next retrieval fills the knowledge gaps inside long reasoning chains bringing the proofs code or web snippets a model actually needs. 🤖 The highlight is a loop where an agent thinks searches checks and thinks again until the answer is solid. Chains trees and graph walks guide this loop and solo or team agents run it cutting"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1946065140979511299) 2025-07-18 04:31:00 UTC 73.5K followers, 1546 engagements "🍀 MetaStone-S1 reaches OpenAI o3-mini level reasoning with 32B parameters and trims process cost by 99%. apache-2.0 The model blends two ideas that used to sit apart. Huge language generators follow a long chain of thought but need a separate process reward model to score each path and that extra head drags inference time. 🤖 MetaStone-S1 keeps the long chain thanks to Long-CoT Reinforcement Learning which stretches thinking steps during training so the network gets comfortable handling bigger reasoning trees. 🤖 At the same time Process Reward Learning teaches a small scoring head to judge"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944699654664552934) 2025-07-14 10:05:03 UTC 73.5K followers, 4139 engagements "It had to happen. After all these are financed by a humongous amount of money. Metas top lab members including Alexandr Wang mulled dropping Behemoth the companys premier open model for a closed version Were obviously very pro open source but I havent committed to releasing every single thing that we do. - Mark Zuckerberg --- nytimes. com/2025/07/14/technology/meta-superintelligence-lab-ai.html"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944875435369881790) 2025-07-14 21:43:32 UTC 73.5K followers, 1942 engagements "These guys literally burned the transformer architecture into their silicon. 🤯 And built the fastest chip of the world of all time for transformers architecture. 500000 tokens per second with Llama 70B throughput. 🤯 Worlds first specialized chip (ASIC) for transformers: Sohu One 8xSohu server replaces XXX H100 GPUs. And raised $120mn to build it. 🚀 The Big Bet @Etched froze the transformer recipe into silicon. By burning the transformer architecture into its chip means it cant run many traditional AI models: like CNNs RNNs or LSTMs. also it can not run the DLRMs powering Instagram ads"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1938655279173792025) 2025-06-27 17:46:51 UTC 73.5K followers, 710.2K engagements "Fullstack Engineer - Waifus Annual Salary $440000 USD from real job-board. "What You'll Do Make Grok's realtime avatar products fast scalable and reliable. Help push forward audio and gameplay research and deploy breakthrough innovations to millions of users. Obsess over every millisecond and byte ensuring end-to-end quality and performance at scale across a rich suite of products and user platforms." --- job-boards .greenhouse. io/xai/jobs/4789505007"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945763403068518721) 2025-07-17 08:32:00 UTC 73.5K followers, 2479 engagements "👁 Receiver Heads Method X looks inside the model. Some attention heads in late layers called receiver heads pour unusually high attention into a few earlier broadcasting sentences. Sentences that soak up this focused attention are again mostly planning questioning or checking lines not raw arithmetic"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1938379199904960710) 2025-06-26 23:29:49 UTC 73.5K followers, XXX engagements "🚨BREAKING: A LANDMARK JUDGEMENT FOR THE AI INDUSTRY. US Federal Judge ruled Anthropic may train its AI on published books without authors permission. This is the first court endorsement of fair use protecting AI firms when they use copyrighted texts to train LLMs. AI may study what it buys not what it grabs from pirate sites. --------- "First Authors argue that using works to train Claudes underlying LLMs was like using works to train any person to read and write so Authors should be able to exclude Anthropic from this use (Opp. 16). But Authors cannot rightly exclude anyone from using their"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1937598431947808893) 2025-06-24 19:47:19 UTC 73.5K followers, 211.5K engagements "Risk-aware financial forecasting models with LLMs. Here the researchrs design an adaptive Sharpe-ratio loss inside a Temporal Fusion Transformer. When tested on equities crypto and commodities the model lifts both prediction accuracy and realised portfolio Sharpe against standard TFT and LSTM baselines. --- researchgate. net/publication/389877674_An_Adaptive_Sharpe_Ratio-Based_Temporal_Fusion_Transformer_for_Financial_Forecasting"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944554988044423189) 2025-07-14 00:30:11 UTC 73.5K followers, 5446 engagements "📊 Main Results Trained only on 32Ktoken documents and an 8K window the 14B model keeps accuracy above XX% until 448K tokens and still sits around XX% at 3.5M tokens. Competing longcontext baselines collapse well before 1M tokens even though their advertised windows reach that size"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1942798472362783006) 2025-07-09 04:10:25 UTC 73.4K followers, XXX engagements "If Apple buys Perplexity that would be its biggest ever acquisition"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1937972981059440991) 2025-06-25 20:35:39 UTC 73.5K followers, 1.1M engagements "Absolutely delux Github repository. lots of code-first tutorials covering every layer of production-grade GenAI agents by @NirDiamantAI"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945750323404185655) 2025-07-17 07:40:02 UTC 73.5K followers, 3746 engagements "Nvidia and AMD can once again ship their trimmed H20 and MI308 AI chips to China because the Trump team figures that selling older gear slows Huawei more than it strengthens Beijing labs. 🐉AI czar David Sacks calls H20 a deprecated chip. By letting it flow Washington hopes global buyers stay tied to an American-made stack of chips software and models. Washington figures that if Nvidia stays blocked Chinese buyers will fill their racks with Huaweis home-grown Ascend chips hand Huawei massive production scale and let it polish those designs until they threaten Nvidia everywhere else. So by"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945387895747174573) 2025-07-16 07:39:52 UTC 73.5K followers, 3459 engagements "A brilliant example of Grok X Heavy. ❤ Swap manual bug hunts for Groks sweep. Take a look at the 21174 character long prompt. 🫡"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944538141920239983) 2025-07-13 23:23:15 UTC 73.5K followers, 7334 engagements "this story is going wildy viral on reddit. ChatGPT flagged a hidden gene defect that doctors missed for a decade. ChatGPT ingested the patients MRI CT broad lab panels and years of unexplained symptoms. It noticed that normal serum B12 clashed with nerve pain and fatigue hinting at a methylation block. Within months tingling eased and brain fog cleared. The primary physician reviewed the genetics report and agreed the variant unified the entire case. IMO time has already come taking a 2nd opinion from the best healthcare-AI model should be made part of medical code of practice. ------ reddit."  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1941321376838951320) 2025-07-05 02:20:58 UTC 73.5K followers, 1.4M engagements "From text to trade: harnessing the potential of generative AI for investor sentiment analysis in financial markets through. This study describe a production-grade workflow that converts multilingual social-media streams into tradeable sentiment factors by means of a fine-tuned generative model. Over a 24-month back-test the factor delivers XXX % annualised excess return after transaction costs on a long-short equity book reinforcing the edge that rapid unstructured-text digestion can create. --- researchgate."  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944541472537334230) 2025-07-13 23:36:29 UTC 73.5K followers, 7228 engagements "Price charts alone miss the story hidden in daily news. As per this paper Converting Wall Street Journal headlines into 1536 dimension embeddings shrinking them with principal component analysis and feeding them to lightweight neural networks drops next day SPY error by about 40%. Traditional models lean on past prices volumes yields and the dollar index but that information lags real events. An embedding is simply a long list of numbers that capture the meaning of a sentence. The team tried two OpenAI embedding models kept between X and 1024 principal components and trained XXX architectures"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945081660376056163) 2025-07-15 11:23:00 UTC 73.5K followers, 1785 engagements "The 10000-Year Clock: Jeff Bezos' $XX Million Timepiece Built Inside a Mountain He Owns The century hand moves every XXX years. A cuckoo emerges every 1000 years. Because he wants a concrete symbol that can stretch human attention beyond quarterly results. Computer scientist Danny Hillis proposed a XX millennia clock in 1989 to provoke society to take very long views of history and the future. Jeff Bezos is funding the first full-scale version on his Sierra Diablo land so the monument can stand as a daily reminder that todays choices echo far beyond any single lifetime"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945049524747059265) 2025-07-15 09:15:18 UTC 73.5K followers, 5574 engagements "💰Thinking Machines led by former OpenAI CTO Mira Murati raises $2B in seed funding at a valuation of $XX billion. Andreessen Horowitz wrote the biggest check joined by Nvidia Accel ServiceNow Cisco AMD and Jane Street. Investor appetite for fresh AI outfits is strong even while some people wonder about overall tech spending. Because of that U.S. startups raised about $XXXXX billion in the first half of 2025 a jump of nearly XX% and AI deals took roughly XXXX% of the total as per Pitchbook"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945337439813558487) 2025-07-16 04:19:22 UTC 73.5K followers, 4860 engagements "This stunning proof by MIT computer scientist is the first progress in XX years on one of the most famous questions in computer science. Space complexity vs Time complexity. New idea proves that any algorithm that runs in T steps can be re-engineered to use about T memory cells establishing that memory (RAM) is a much stronger resource than earlier theory allowed. A computer spends time (i.e. time complexity) running steps and spends memory (i.e. space complexity) holding data. Memory is the list of numbered slots inside RAM where a program keeps facts it will soon need again. Space"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944603034165838143) 2025-07-14 03:41:06 UTC 73.5K followers, 97.9K engagements "💰 Investors are lining up to fund Anthropic above $100B. Claude's revenue sprint from $3B to $4B annualized in X month explains the eagerness. That tag more than doubles the $61.5B valuation Anthropic set when it took $3.5B in February. Venture firms now race to pre commit cash before rivals lock up the allocation. Amazon and Alphabet already own sizeable stakes and supply cloud credits keeping compute costs under control. A fresh round mostly widens the buffer of GPUs --- bloomberg. com/news/articles/2025-07-16/anthropic-draws-investor-interest-at-more-than-100-billion-valuation"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945666391069356484) 2025-07-17 02:06:31 UTC 73.5K followers, 1881 engagements "This github repo is a goldmine. 3.4K Starts in X days. end-to-end code-first tutorials covering every layer of production-grade GenAI agents guiding you from spark to scale with proven patterns and reusable blueprints for real-world launches"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1936216326407962869) 2025-06-21 00:15:20 UTC 73.5K followers, 355.7K engagements "INCREDIBLE. China just released 1tn parm top open source model for coding and agentic tool work. Kimi K2 from Moonshot AI Insane numbers on benchmarks. On LiveCodeBench the model hits XXXX Pass@1 beating DeepSeekV3 by almost X points and clearing Qwen235B by more than XX points Scores XXXX% on singleshot SWEbench agentic coding and XXXX on Tau2 retail tool use numbers that sit at or near the top of the open stack. - X tn total parameters MoE 32Bn active - Trained with the Muon optimizer - Very strong across frontier knowledge reasoning and coding tasks - SOTA on SWE Bench Verified Tau2 &"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943720128820261328) 2025-07-11 17:12:45 UTC 73.5K followers, 33.7K engagements "OpenPipe Mixture of Agents: Outperform GPT-4 at 1/25th the Cost 🤯 This Mixture of Agents models is optimized for generating synthetic training data. 📌 Using Mixture of Agents (MoA) architecture the model achieved SOTA results on both LMSYSs Arena Hard Auto (score: 84.8) and AlpacaEval XXX (LC score: 68.4). 📌 Theyve also benchmarked our MoA approach against GPT-4 variants on real-world OpenPipe customer tasks and found completions from our MoA model were preferred over GPT-4 XXXX% of the time (Claude X Opus as judge)"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1805685936556052649) 2024-06-25 19:34:09 UTC 73.5K followers, 32K engagements "the SemiAnalysis report does not explicitly give xAI's numbers. But Musk has stated that Colossus X will need about 2000 MW of power driven by the leap from 200K to 1M GPUs and the higher wattage of Blackwell parts. And previous hyperscale planning documents use an effective 6200 TFLOPs-per-chip figure for Blackwell deployments the same ratio OpenAI and Meta quote for their GB200-based Stargate and Prometheus clusters. Applying that figure to 1M chips yields a notional peak of about 6200000000 TFLOPs"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944626553197138070) 2025-07-14 05:14:34 UTC 73.3K followers, XXX engagements "Todays edition of my newsletter just went out. 🔗 Consider subscribing its free and I publish daily with top X% AI developments. ⚡ In todays Edition (16-July-2025): 🥉 Landmark research from Google DeepMind achieves 2X faster inference and XX% reduced KV cache memory 🧠 Mark Zuckerberg says AI researchers want X things apart from money. 💰 Mira Muratis Thinking Machines Lab is worth $12B in seed round 🛠 Google just dropped its first Gemini Embedding text model tops the MTEB Multilingual leaderboard. 📈 Artificial Analysis released the AI Adoption Survey Report for H1 2025 🛠 Top Resource:"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945617163412464080) 2025-07-16 22:50:54 UTC 73.5K followers, 13.1K engagements "Metas free-to-use Llama family was a strategic bridge and now expect to pay for it. The open-sourcing approach also helped Meta recruit elite researchers. Metas recent move to hire Scale AI co-founder Alexandr Wang along with reported signing bonuses up to $XXX million signals a shift toward commercial products that justify such costs. Wall Street will expect paid APIs enterprise subscriptions or in-product advertising tied to future closed models. --- bloomberg. com/opinion/articles/2025-07-14/mark-zuckerberg-and-meta-are-unlikely-to-keep-giving-away-ai-for-free"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944715937145372838) 2025-07-14 11:09:45 UTC 73.5K followers, 4440 engagements "Persona AI's goal is to develop and commercialize rugged purpose-built humanoid robots designed for real-world industrial applications. South Koreas largest shipyard (HD Korea Shipbuilding) set to welcome humanoids to workforce"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1920571568402448838) 2025-05-08 20:08:39 UTC 73.4K followers, 2586 engagements "A Y Combinator founder shares many insights about your YC application in this Reddit post. - Write concise narrative answers so reviewers see problem and solution quickly. - Show a growth mindset by openly discussing weaknesses blindspots competitors and lessons learned. - Frame YC as accountability to higher standards not merely money or network access. - Present a vision that can reach 1bn valuation or more since smaller ambitions get passed over. - Use a clear wedge start with a niche pain point win it then let customers pull you into adjacent problems. - Demonstrate traction through"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1942457518212452695) 2025-07-08 05:35:36 UTC 73.5K followers, 1903 engagements "Grok X personality set to "Unhinged" 😂 --- User: "What would you do on your first date with Optimus" Grok : "I'd take that shiny bastard to a dive bar get it drunk on motor oil and see if it can dance without short-circuiting the jukebox. I'd probably end up riding its hydraulic arm like a mechanical bull while it whispers sweet nothings in binary. Then if it's lucky I'd let it plug into my circuits for a little dirty interfacing under the neon lights.""  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944130318589735033) 2025-07-12 20:22:42 UTC 73.4K followers, 6187 engagements "With the research a 14Bparameter model holds XX% accuracy even on inputs that balloon to 3.5M tokens all while costing only O(N) in compute.🤯 LLMs usually freeze or slow down as soon as a prompt spills past their context window. MemAgent turns that long prompt into bitesized chunks keeps a tiny rolling summary and still nails the answer. The authors bolt a tiny fixed-size memory right inside that window teach the model with reinforcement learning to overwrite that memory after every slice and keep the rest of the architecture untouched. Because the memory never grows compute scales in a"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1942798442897756297) 2025-07-09 04:10:18 UTC 73.5K followers, 28.7K engagements "Artificial intelligence is going to replace literally half of all white-collar workers in the U.S. - Ford Motor Chief Executive Jim Farley"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1941746434211983660) 2025-07-06 06:30:00 UTC 73.5K followers, 4218 engagements "This is Optimus XXX And Elon just said Optimus V3 will have agility roughly equal to an agile human"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944891314094661637) 2025-07-14 22:46:38 UTC 73.5K followers, 6680 engagements "Yann LeCun on architectures that could lead to AGI --- "Abandon generative models in favor joint-embedding architectures Abandon probabilistic model in favor of energy-based models Abandon contrastive methods in favor of regularized methods Abandon Reinforcement Learning in favor of model-predictive control Use RL only when planning doesnt yield the predicted outcome to adjust the world model or the critic. IF YOU ARE INTERESTED IN HUMAN-LEVEL AI DONT WORK ON LLMS" --- From "IP Paris" YT channel (link in comment)"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945167783865532641) 2025-07-15 17:05:13 UTC 73.5K followers, 186.8K engagements "Todays edition of my newsletter just went out. 🔗 Consider subscribing its free and I publish daily with top X% AI developments. ⚡ In todays Edition (15-July-2025): 🏗 xAI says it has fixed Grok 4s problematic responses 🏆 LG Unveils Korea's First Open-weight Hybrid AI 'EXAONE 4.0' 🥊 Kimi K2 is the new Short-Story Creative Writing champion 🗞 Byte-Size Briefs: NVIDIA is filing applications to sell the NVIDIA H20 GPU again. 🧑🎓 An ex-OpenAI engineer shares his thoughts about the organization"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945289361349882147) 2025-07-16 01:08:20 UTC 73.5K followers, 14.3K engagements "YCs Hidden Formula: XXX Users $100/Month $10k MRR The Startup Playbook"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943909101697949982) 2025-07-12 05:43:40 UTC 73.5K followers, 4439 engagements "New piece by Andreessen Horowitz "$1M ARR isnt the classic Series A benchmark anymore: AI-native startups are growing faster than their SaaS counterparts with some hitting $5M ARR in X months. Enterprises now have dedicated AI budgets and CEO-level mandates to buy." - "Build costs are collapsing: OpenAI just cut o3 pricing by 80%. Tools like Cursor and Lovable are making it easier for developers and non-technical users to ship full apps. Expect a flood of applications (and potential competitors)." @a16z"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1937623523771711871) 2025-06-24 21:27:02 UTC 73.5K followers, 6740 engagements "Apple will seriously consider acquiring French startup Mistral AI as per Bloomberg 📌 What makes Mistral attractive Mistral was founded in 2023 by former Meta and Google researchers. It has raised a little over $XXX B and is valued at about XXX B. A fresh round of up to $X B led by Abu Dhabi-backed fund MGX is being negotiated now which could push the price higher. Microsoft paid XX M in 2024 for a minority stake and secured first-run access to Mistral-Large on Azure. Mistrals open-weight Mixtral models and its Le Chat consumer bot give Apple a ready-made foundation-model stack that is"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944708372701368642) 2025-07-14 10:39:41 UTC 73.5K followers, 2547 engagements "ChatGPT's new Agent. got similar experience - great for non-time sensitive research. but presentation aesthetics still need to improve. - connecting to 3rd party apps not smooth. overall Manus Genspark and Comet will give them a very tough competition"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1946087927647502425) 2025-07-18 06:01:33 UTC 73.5K followers, 1753 engagements "Meta scores two more high-profile OpenAI researchers. OpenAIs reinforcement-learning specialist Jason Wei along with chain-of-thought partner Hyung Won Chung are switching to Metas brand-new superintelligence lab. Meta is dangling packages of up to $300M across X years. The churn proves one thing: whoever nails stable long-context reasoning plus tight reward signals will set tomorrows benchmark. --- wired. com/story/jason-wei-open-ai-meta/"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945526944097079323) 2025-07-16 16:52:24 UTC 73.5K followers, 3033 engagements "Fine tuning big models often uses LoRA adapters to cut memory and supposedly time. Paper reports LoRA can train slower because every adapter spawns extra GPU kernels waiting in line. Benchmarks on GPT2 and LLaMA2 show forward plus backward can stretch XX% over full tuning. LoRA cuts parameters with rank r matrices yet those added multiplies break GPU parallelism. Study switches to Partial Connection Adaptation a mask that tweaks chosen weight columns no new layers. It fine tunes only top XX% of layers leaving lower stack frozen. Mask lives inside weights so each layer fires one kernel and"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945067567770472773) 2025-07-15 10:27:00 UTC 73.5K followers, 2946 engagements "this ChatGPT prompt went so wildly viral on Reddit. The creator claims to have created this after struggling through XXX failed attempts. basically the prompt flips the usual flow by making the model interview the user first asking a few targeted questions about purpose audience constraints and context. Because the answers feed back into the final request it appears to generate more tailored outputs. (However imo asking ChatGPT to request missing information was already a common practice.) Here's the entire prompt: -------- You are Lyra a master-level AI prompt optimization specialist. Your"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1940483944102703307) 2025-07-02 18:53:19 UTC 73.5K followers, 313.3K engagements "Nvidia CEO talks about AI/China/Models at Beijing Expo China. - splits AI into hardware models and apps stressing all three advance together. - About XX% of global AI researchers work in China sustaining that pace. - Nvidias 30-year China presence benefits from a sophisticated interlinked supply chain. - H20 complies with export caps yet offers strong bandwidth for large-model inference. - RTX Pro powers Omniverse digital twins matching Chinas smart-factory and robotics push. - He names reasoning as AIs third wave fueled by compute-heavy post-training not extra data. Reasoning AI links"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945544862134407586) 2025-07-16 18:03:36 UTC 73.5K followers, 1378 engagements "Mark Zuckerberg strikes again 🥊 Meta just grabbed Apple veterans Mark Lee and Tom Gunter for its Superintelligence Labs that already poached their boss Ruoming Pang with a $200M package. Lee was Pangs very first recruit at Apple and Gunter was a distinguished engineer inside Apple Foundation Models the group that trains Siris large language models. Their exit adds to internal uncertainty as Apple weighs swapping its own models for ChatGPT or Claude to get new Siri features out by next spring. reuters."  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1946077375789421020) 2025-07-18 05:19:37 UTC 73.5K followers, 1219 engagements "How do memories last when the molecules that form them turn over within days weeks or months A memory sticks around because two proteins meet in the same tiny spot where two neurons talk. Memories can live for decades because PKM sticks to KIBRA inside a busy synapse creating a swap-friendly bond that survives routine protein turnover. PKM is an enzyme that lives inside the synapse the contact point between neurons. They act like a bookmark. When one copy of either protein breaks down during normal cell cleanup a fresh copy plugs straight back into the waiting partner so the bookmark never"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945382000577405057) 2025-07-16 07:16:27 UTC 73.5K followers, 1341 engagements "🚨 META COMES BACK WITH FULL FORCE 🫡 Mark Zuckerberg announced Meta will spend hundreds of billions building AI data centers that each pull gigawatt-scale power chasing models that out-think humans. Prometheus its planned AI super-compute campus goes live in 2026 and Hyperion (the bolder sequel to Prometheus) later ramps to X GW all paid for by Meta's own capital. Meta folded every AI project into Superintelligence Labs after Llama X stalled. Bigger models need far more compute so the plan pivots from add servers to build mini-power plants. A single X GW cluster can host tens of thousands of"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944818581893734860) 2025-07-14 17:57:37 UTC 73.5K followers, 8096 engagements "⚡ Thomson Reuters survey finds XX% of legal audit and accounting firms already profit from AI; Even ad-hoc adopters saw ROI Source: fortune .com/2025/07/01/ai-lawyers-accountants-auditors-lessons-for-us-all/"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1940349733555630101) 2025-07-02 10:00:01 UTC 73.5K followers, 1736 engagements "The picture sorts the data first. On top you see X imaging streamsradiology dermatology digital pathology ophthalmologyand X medical-text stream. Each arrow shows how those sources feed the rest of the stack. The images go through MedSigLIP a vision encoder that turns each scan or photo into a compact vector the language models can read. Those vectors flow into MedGemma 4B Multimodal a 4B-parameter model that handles both pictures and words in a single forward pass. For text-only work there is a larger 27B-parameter MedGemma model that skips the image part and focuses on language reasoning"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943086976170942974) 2025-07-09 23:16:50 UTC 73.5K followers, 1179 engagements "ChatGPT literally saved this guys life after he got lost in the woods. The groupd got lost for X hrs in unmapped woods on an ATV ride then one guy sent phone GPS coords to ChatGPT every few minutes. ChatGPT replied with clear compass cues road names and terrain notes guiding them back to town unharmed. From r/ChatGPT/Own_Analyst3795"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1937199835318485177) 2025-06-23 17:23:26 UTC 73.5K followers, 1.5M engagements "with only a couple of prompts Gemini CLI can convert a messy folder containing hundreds of notes into a neatly named well-structured cross-linked Obsidian knowledge graph all in about half an hour and at minimal cost. from r/singularity/Ryoiki-Tokuiten"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1939449158882275758) 2025-06-29 22:21:27 UTC 73.5K followers, 412.7K engagements "🛒 OpenAI is baking a payment-checkout into ChatGPT so shoppers can pay inside the chat and OpenAI will pocket a commission from each sale as per FT. The move will turn its free users into a fresh revenue engine beyond premium plans. Right now ChatGPT shows shopping links that dump users on outside sites which means friction for buyers and zero cut for OpenAI. Folding checkout into the chat slices out that jump and keeps money flowing through its own rails. Shopify's proven backend will handle card data fraud checks and fulfillment calls while OpenAI focuses on the chat front that recommends"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945670530981618094) 2025-07-17 02:22:58 UTC 73.5K followers, 3328 engagements "LLM based Multi-agent portfolio work in crypto. Here researchers extend the LLM-based AI agent idea to digital assets with a team of analyst trader and risk-manager LLMs that co-operate on a basket of the top XX tokens. The framework surpasses single-agent and market benchmarks in hit-rate and drawdown control and keeps full explainability through agent dialogue logs. ideas. repec. org/p/arx/papers/2501.00826.html"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944555788644884926) 2025-07-14 00:33:22 UTC 73.5K followers, 52.2K engagements "Most AI-alignment tests only see if a model avoids harm. This paper asks whether it can help people thrive. The team built the Flourishing AI Benchmark 1229 mixed questions tagged to X everyday domains Character Relationships Happiness Purpose Health Money and Faith. Judge models grade each answer and a geometric mean ties the scores so X weak area pulls the total down. They ran XX well known chatbots. OpenAI o3 topped the chart at XX but every system missed the XX pass mark with Faith and Purpose dragging hardest and Money showing the best numbers. The design stops cherry picking pushing"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944371230213074945) 2025-07-13 12:20:00 UTC 73.5K followers, 5711 engagements "LLM for financial trading. More findings. Here researchers embed an LLM opinion module inside the Black-Litterman framework. By mapping model uncertainty to confidence weights they create portfolios that outperformed S&P XXX equal-weight and vanilla mean-variance allocations during Jun 2024-Feb 2025 rebalancing tests. they found that different LLMs exhibit varying levels of predictive optimism and confidence stability which impact portfolio performance. The source code and data are available at github. com/youngandbin/LLM-MVO-BLM. arxiv. org/abs/2504.14345"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944550852108394566) 2025-07-14 00:13:45 UTC 73.5K followers, 10.8K engagements "🚨 CHINAS BIGGEST PUBLIC AI DROP SINCE DEEPSEEK @Baidu_Inc open source Ernie XX multimodal MoE variants 🔥 Surpasses DeepSeek-V3-671B-A37B-Base on XX out of XX benchmarks 🔓 All weights and code released under the commercially friendly Apache XXX license (available on @huggingface ) thinking mode and non-thinking modes available 📊 The 21B-A3B model beats Qwen3-30B on math and reasoning despite using XX% fewer parameters 🧩 XX released variants range from 0.3B dense to 424B total parameters. Only 47B or 3B stay active params thanks to mixture-of-experts routing 🔀 A heterogeneous MoE layout"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1939533142445953078) 2025-06-30 03:55:10 UTC 73.4K followers, 52.4K engagements "🔥 OpenAI cut off a developer who weaponized ChatGPT's API This developer built this project which could respond to voice commands using ChatGPT's Realtime API. OpenAI confirmed the shutdown citing a violation of its policies prohibiting the use of its AI for weapon-related applications. The turret could interpret commands like "turn left" or "respond accordingly" with precise real-time adjustmentsindicating how easily language models can be integrated into lethal systems. This incident amplifies concerns about AIs potential role in automating military-grade systems similar to autonomous"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1878063926866493675) 2025-01-11 12:58:27 UTC 73.5K followers, 380.5K engagements "🩺 Google Research release MedGemma 27B multimodal health-AI models that run on X GPU MedGemma 27B multimodal extends the earlier 4B multimodal and 27B text-only models by adding vision capabilities to a 27B-parameter language core. Training added X new datasets EHRQA and Chest ImaGenome so the model can read longitudinal electronic health records and localize anatomy in chest X-rays. The report states that this larger multimodal variant inherits every skill of the 4B model while markedly improving language fluency EHR reasoning and visual grounding. The 4B variant clocks XXXX% MedQA and 81%"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943083359758111073) 2025-07-09 23:02:28 UTC 73.5K followers, 11.7K engagements "Another research showing how LLM+price time-series data is helping trading strategies 👇 LLMoE adaptive routing for trading strategies The LLM-Based Routing in Mixture-of-Experts (LLMoE) framework replaces a conventional softmax router with a language model that chooses between optimistic and pessimistic sub-experts after reading both price time-series and headline text. On MSFT data from 2006-2016 the approach lifts total return to XXXXX % versus XXXXX % for a classic MoE and raises the Sharpe ratio accordingly while maintaining full interpretability through the routers text rationale"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944448919347642817) 2025-07-13 17:28:43 UTC 73.5K followers, 20.9K engagements "Most models freeze once a clip tops about XX seconds. LongVILAR1 shows how a 7B model can reason across hourlong footage with cheap hardware. The authors build a 52K question answer set called LongVideo Reason covering temporal spatial goal and plot cases. Training first copies these human style chains of thought then switches to reinforcement learning that scores each answer and keeps better policies. A trick named Multi modal Reinforcement Sequence Parallelism splits frames across GPUs and reuses embeddings trimming step time by 2.1x and handling 3600 frames on X A100s. The result matches"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943918747666067938) 2025-07-12 06:22:00 UTC 73.5K followers, 1476 engagements "Child-sized robots can fly and can be used future search-rescue reach. iRonCub3 a X m XX kg humanoid that lifts XX cm using X jet thrusters A jet powered humanoid called iRonCub X has taken its first tethered jump showing that balanced flight is possible with X hobby sized turbines and whole body control. Current humanoids walk but cannot cross gaps or debris. This project bolts X turbines on the arms and X on a backpack runs them through force sensors and an unscented Kalman filter then asks a model predictive controller to keep the center of mass steady. Before lighting real engines the"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1941874933858185394) 2025-07-06 15:00:37 UTC 73.5K followers, 2342 engagements "@TeksEdge yep for now waiting for the next Llama's release though"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945715810821079228) 2025-07-17 05:22:53 UTC 73.5K followers, XX engagements "Microsoft just dropped Phi-4-mini-flash-reasoning. - built on a new hybrid architecture - 10X higher throughput and a X to 3X reduction in latency - significantly faster inference without sacrificing reasoning performance. Microsoft swaps most of that heavy work for a lean SambaY layout with tiny gating blocks so the same 3.8B parameters think quicker and type sooner. 🧩 The quick idea Phi4miniflashreasoning keeps size small at 3.8B parameters but rebuilds the flow of information. A new decoderhybriddecoder stack called SambaY lets light recurrent pieces handle context a single fullattention"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943124260169613662) 2025-07-10 01:44:59 UTC 73.5K followers, 11.9K engagements "AI isnt just taking away entry-levels jobs its helping thousands apply for the same job with almost the same CV. AI will redefine the need for $80-120K+ University degrees. This is quite meaningful from the article. 👇 Being able to write well and think coherently were basic requirements in most graduate jobs XX XX years ago said a senior recruitment professional at a large consultancy firm from London speaking anonymously. Now they are emerging as basically elite skills. Almost nobody can do it. We see all the time that people with top degrees cannot summarise the contents of a document"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944594798083793405) 2025-07-14 03:08:23 UTC 73.5K followers, 10.7K engagements "🔥 YC outlines how top AI startups prompt LLMs: prompts exceeding six pages XML tags meta-prompts and evaluations as their core IP. They found meta-prompting and role assignment drive consistent agent-like behavior. ⚙ Key Learning Top AI startups use "manager-style" hyper-specific prompts6+ pages detailing task role and constraints. These aren't quick hacks; theyre structured like onboarding docs for new hires. Role prompting anchors the LLMs tone and behavior. Clear persona = better alignment with task. Example: telling the LLM it's a customer support manager calibrates its output"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1936837831458009217) 2025-06-22 17:24:58 UTC 73.5K followers, 256.6K engagements "Small model big browser skills thanks to smart compute splitting. Open web agents usually need huge models or tedious hitandmiss tuning so training a small open model that finishes multistep website tasks still feels like luck. This study shows how to split the training budget so an 8B Llama even beats its 70B teacher on many tasks. Weak 8B student first copies 70B demos through supervised fine tuning then swaps to onpolicy reinforcement learning while the lessons are fresh. The authors tried 1370 hyperparameter mixes and used bootstrap sampling to learn which ones really matter instead of"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943509638437310906) 2025-07-11 03:16:21 UTC 73.5K followers, 4539 engagements "It was only a matter of time and now its starting - "individualized pricing using AI" Delta is ditching flat fares in favor of AI that determines how much you personally will pay for a ticket. The system treats pricing like a live stock ticker watching demand spikes route history and even seat layout then offering a personal price in real time. Delta feeds those signals into Fetcherr a 6-year-old startup already powering WestJet and Virgin Atlantic. The carrier says early tests lifted revenue per seat without harming load factors. For now shoppers can still game the system by clearing cookies"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945720839254761659) 2025-07-17 05:42:52 UTC 73.5K followers, 4107 engagements "Browsers built into new language models now scrape social feeds on demand so guessing a strangers age or politics takes only a username. That simple trick is both a research lifeline and a privacy headache. The paper tests this power because public APIs keep shrinking while social science still needs fresh tweets. Authors spun up XX synthetic X accounts with set gender age class and ideology then compared model guesses to ground truth after XX tweets apiece. They also rechecked 1384 real users from a 2018 survey. GPT4o hit XX% on gender in the toy set and XX% on class in the survey and it"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1946050881084145688) 2025-07-18 03:34:20 UTC 73.5K followers, 2549 engagements "Pentagon picked Google OpenAI xAI and Anthropic for new defense deals. Each agreement carries a spending limit of $XXX million. --- bloomberg. com/news/articles/2025-07-14/pentagon-awards-up-to-200-million-in-contracts-to-xai-openaisrnd=phx-technology"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944840023452606539) 2025-07-14 19:22:49 UTC 73.5K followers, 3793 engagements "2025 IMO(International Mathematical Olympiad) LLM results are in. --- The benchmark's mission is rigorous assessment of the reasoning and generalization capabilities of LLMs on new math problems which the models have not seen during training. It applies a uniform scoring procedure so results do not depend on any provider-specific. During evaluation each model tackles every problem X times and MathArena reports the average score together with the total cost in USD for those runs"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945930814727831738) 2025-07-17 19:37:14 UTC 73.5K followers, 2521 engagements "🧬 BIG news for Anti Aging inventions. 🍄 Mushroom drug might slow fundamental aging processes. Psilocybins active metabolite kept human fibroblast cultures alive XX% longer at XX M and XX% longer at XXX M. Aged mice given monthly psilocybin showed XX% survival while only XX% of control animals made it through the same 10-month span. Psilocybin has long been tested for depression and addiction yet many researchers suspected a deeper link between the compound and biological aging because positive mental states often track with longer telomeres the protective DNA caps that shrink as cells age."  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943429195847381421) 2025-07-10 21:56:42 UTC 73.5K followers, 14.5K engagements "@ViragConsulting @ars_nine yep lots of usecase"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944921377506779518) 2025-07-15 00:46:05 UTC 73.5K followers, XX engagements "Anthropic just landed a X year $XXX M Pentagon deal to build mission-ready AI. Anthropic gets the ceiling budget but payments track real progress. Engineers will fine-tune Claude on classified data plug it into secure chat and data-fusion dashboards and stress-test it against spoofing or hallucination tricks. The Pentagon is hedging its bets. Google OpenAI and Musks xAI each won a similar $XXX M ceiling keeping competition tight and reducing vendor lock-in. Anthropic already runs Claude Gov inside Palantirs classified networks and at Lawrence Livermore Lab where researchers parse nuclear"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944866203639668948) 2025-07-14 21:06:51 UTC 73.5K followers, 4579 engagements "Bernie Sanders on humans loosing control of AI 😀 "human beings will not be able to control the technology and that artificial intelligence will in fact dominate our society. We will not be able to control it." - Bernie Sanders --- gizmodo. com/bernie-sanders-reveals-the-ai-doomsday-scenario-that-worries-top-experts-2000628611"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944501389859651799) 2025-07-13 20:57:13 UTC 73.5K followers, 2052 engagements "On FrontierMath ChatGPT agent solves XXXX% of questions on its first try FrontierMath is the hardest known math benchmark featuring novel unpublished problems that often take expert mathematicians hours or even days to solve. FrontierMath targets problems that ordinarily take professional mathematicians many hours or even days covering topics from computational number theory to algebraic geometry Epoch AIEpoch AI. Because every item is new and unpublished memorization is impossible so high scores reflect genuine reasoning skill. It proves again that giving AI models controlled access to tools"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945916115282182257) 2025-07-17 18:38:49 UTC 73.5K followers, XXX engagements "Most agent tests stop at tiny teams and ignore how the bots actually coordinate. AGENTSNET proposed in this paper shows what happens when the crowd scales and asks for real teamwork. 🧩 The benchmark packs X classical distributed tasks namely coloring vertex cover matching leader election and consensus into chat puzzles. 🔄 Agents only talk to neighbors and exchange JSON messages for 2D+1 synchronous rounds mimicking the LOCAL model from distributed computing. 🛠 Each agent receives a tiny prompt with its own name the neighbor list and the shared goal then decides what to share or hold back"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945838145624297531) 2025-07-17 13:29:00 UTC 73.5K followers, 1368 engagements "External prompt loops make LLM agents chat with themselves again and again wasting tokens. INoT proposed in this paper moves the whole debate inside the model with a readable mix of code and text. Natural language prompts get misread and each extra round needs fresh input and output. That cost piles up fast when tasks need reflection critique and fixes. INoT introduces PromptCode a light pythonlike script sprinkled with plain words so the model parses steps exactly. The prompt defines the language then embeds a debate program where two virtual agents reason critique rebut and agree. An"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944772624565051466) 2025-07-14 14:55:00 UTC 73.5K followers, 1935 engagements "So Combining these two benchmarks (The SpreadsheetBench and The Internal Banking Benchmark) ChatGPT Agent can automate a substantial portion of the tedious and data-intensive tasks that define the role of a junior investment banking analyst. - It can conduct complex research and analysis to build financial models from scratch. - It can expertly manipulate spreadsheets a fundamental requirement for the job. - It can reason plan and execute multi-step workflows that involve using different tools (like the browser for research and the terminal for data processing/file creation)"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945921102175432986) 2025-07-17 18:58:38 UTC 73.5K followers, XXX engagements "Shared layers mean reasoning and judging run together without extra latency. MetaStone-S1 folds the reward model into the policy itself so a 32B network scores its own reasoning and reaches o3mini level math with XX% fewer extra parameters. Traditional test time scaling uses a separate 7B72B process reward network that is costly to train slow to run and often misaligned with the policy it judges. The paper introduces a reflective generative form where all transformer layers stay shared. Two light heads handle token prediction and a X to X step score adding only 526M weights. Step scores learn"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944699659823567216) 2025-07-14 10:05:04 UTC 73.3K followers, 1619 engagements "This will prove genuinely useful to rely on daily. @Proactor_ai just released v1.0 the 1st self-active AI teammate that acts on X prompts giving real-time fact-checks and smart interventions. It will act on its own based on the situation. It links X skills: perception to capture audio reasoning to compare each claim with search results and autonomous action to deliver concise corrections or suggestions. - real-time transcription for meetings calls and discussions - while you speak Proactor listens analyzes and immediately provides targeted AI advice. - can automatically identifies and"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1942599886333174159) 2025-07-08 15:01:19 UTC 73.5K followers, 4470 engagements "This headline pumps iron. Elon sure understands his crowd. 😀 Have you tried Groks new companion mode yet"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945040050669936680) 2025-07-15 08:37:39 UTC 73.5K followers, 4684 engagements "Cognition AI is taking Windsurfs code brand and $82M revenue days after Google bought its founders for $2.4B slotting the prize under a $4B valuation. So basically Google took the captains Cognition got the ship. Google sidestepped a full purchase by licensing the tech and hiring the chiefs a play that avoids antitrust noise yet strips the startup of leadership. Cognition grabs the rest promises instant vesting for every engineer and will feed Windsurfs data into Devin its automated coder hoping the extra examples cut hallucinations and widen language support. --- bloomberg."  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944835830524063855) 2025-07-14 19:06:09 UTC 73.5K followers, 4087 engagements "This is quite a landmark paper from @GoogleDeepMind 📌 2x faster inference because tokens exit the shared loop early. 📌 During training it cuts the heavy math dropping attention FLOPs per layer by about half so the same budget trains on more data. Shows a fresh way to teach LLMs to plan steps inside their own reasoning loop instead of hard-coding a single chain. Second it proves the mixer idea scales. By jumbling several small recursive experts and letting the model pick which one to call next the team pushes accuracy on math and coding benchmarks without ballooning parameter count."  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945342199354548287) 2025-07-16 04:38:17 UTC 73.5K followers, 8329 engagements "Did you know XX% of US caselaw are available open sourced on @huggingface .😯 This dataset contains XXX million cases from the Caselaw Access Project and Court Listener. The Caselaw Access Project consists of nearly XX million pages of U.S. federal and state court decisions and judges opinions from the last XXX years. In addition Court Listener adds over XXX thousand cases scraped from XXX courts. The Caselaw Access Project and Court Listener source legal data from a wide variety of resources such as the Harvard Law Library the Law Library of Congress and the Supreme Court Database. From"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945535228518293769) 2025-07-16 17:25:19 UTC 73.5K followers, 28.6K engagements "Frontier language models shine on Olympiadlevel benchmarks yet stumble on chores like counting letters. The paper samples easy reasoning tasks dials up length or distractions and watches accuracy crash. Tests cover word or character counting logic trees proofstyle math stories and travel itineraries that only need basic bookkeeping. As paragraphs grow or extra names appear small step errors snowball models lose track of state guess from phrase frequency or copy memorised solutions instead of thinking. A handbuilt Unpuzzles set flips famous riddles into trivial variants yet models often reuse"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944037530728382874) 2025-07-12 14:14:00 UTC 73.5K followers, 133.3K engagements "Metas reply to Stargate comes through Prometheus at X GW and Hyperion at X GW running multi-billion-dollar GPU clusters that sit in tents. - Meta - Prometheus IT Power by end of 2026 is 1020MW. The total number of chips used is 500000. Total compute power is 3171044226 TFLOPS. - Anthropic - Project Rainier IT Power by end of 2026 is 780MW. The total number of chips used is 800000. Total compute power is 1040000000 TFLOPS. - OpenAI - Stargate IT Power by end of 2026 is 880MW. The total number of chips used is 400000. Total compute power is 2469594595 TFLOPS. --- semianalysis."  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944619983209963613) 2025-07-14 04:48:27 UTC 73.5K followers, 19K engagements "🛠 SceneScript from Meta Reality Labs Research turns mapping rooms into writing short text commands so headsets can sketch walls doors and objects on the fly without fragile geometry code. 🤓 It learns that trick inside a huge synthetic world of 100000 virtual homes then plugs straight into large language models so you can ask spatial questions like you chat with ChatGPT. 🚀 Key point is that SceneScript swaps 3D math for plain script generation makes the vocabulary expandable and lets anyone tweak a scene by correcting tokens all with the same next-word prediction trick that powers modern"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944996370420506977) 2025-07-15 05:44:05 UTC 73.5K followers, 3234 engagements "Most apps pick one large language model then hope it can do every job. FusionBench proves that mixing models with smart routing shared thoughts or distillation beats any solo model. FusionBench gathers 103M tokens of queries answers and thought sketches from XX open models that range from 8B to 671B parameters. It covers XX familiar tasks in math code commonsense world knowledge and reading so tests feel realistic. Each query holds two answer styles a straight reply and a detailed reasoning path then a judge score and cost tag. FusionFactory then tries three fusion tricks. Query level trains"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945107581409632328) 2025-07-15 13:06:00 UTC 73.5K followers, 6176 engagements "ChatGPT Is Turning Into The Busiest Hangout Online And That Scares Meta. Read the full story on my newsletter 👇"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944873584075424207) 2025-07-14 21:36:11 UTC 73.5K followers, 2603 engagements "🧠 Linking to a standard Large Language Model unlocks reasoning. Ask Which chair sees the TV the chatbot parses the generated script computes sight lines and replies in plain text all without extra geometric code. If the model misplaces a door the user can type a correction the network infills the right token sequence and the interpreter snaps the mesh back into place"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944996793194045515) 2025-07-15 05:45:46 UTC 73.5K followers, XXX engagements "LLMs nail standard school word problems but fall apart when the question needs realworld sense. This scoping study tracks why. ⚙ The Core Concepts: LLMs slice every prompt into tiny tokens and predict the next token from statistics so solving means matching patterns not building a picture of the story . Problem sets used to train and test the models are heavily skewed toward sproblems short tasks that collapse to plain arithmetic. Only a few include contextual twists or nonsense questions . 🔍 Method: The authors compared X OpenAI models on XXX questions from X popular data sets plus classic"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1941993646011891732) 2025-07-06 22:52:20 UTC 73.5K followers, 2055 engagements "Beautiful research from @Apple More thoughts stop helping once tasks cross critical depth. Thinking tokens rise then crash revealing compute inefficiency. So Standard LLMs beat LRMs on easy puzzles unexpectedly. Researchers stress-test them on puzzles whose difficulty can be dialed up step by step. Thinking pull ahead mid-way but every model collapses once the puzzle grows past a critical depth. Even stranger near that point the thinker writes fewer thoughts despite plenty of allowed tokens hinting at a built-in ceiling on current inference-time reasoning. Key findings below. 🧩 Controlled"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1930968053027578199) 2025-06-06 12:40:34 UTC 73.5K followers, 263K engagements "AI compute is running into a power wall. Chinas grid already closing on 10000 TWh while the United States has sat near 4178 TWh for two decades WikipediaU.S. If training and serving bigger models keeps eating watts at the current pace that flat U.S. line could matter more than any parameter count. Chinas curve rockets upward because the country kept adding coal wind and solar at break-neck speed lifting generation six-fold since 1999. The U.S. line crawls sideways topping out just after 2010 and hovering around the same 4000 TWh ever since. Chinas burst came with a huge build-out of"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944981234213638183) 2025-07-15 04:43:56 UTC 73.5K followers, 7396 engagements "PDF parsing is still painful because LLMs reorder text in complex layouts break tables across pages and fail on graphs or images. 💡Testing the new open-source OCRFlux model and here the results are really good for a change. So OCRFlux is a multimodal LLM based toolkit for converting PDFs and images into clean readable plain Markdown text. Because the underlying VLM is only 3B param it runs even on a 3090 GPU. The model is available on @huggingface . The engine that powers the OCRFlux teaches the model to rebuild every page and then stitch fragments across pages into one clean Markdown file."  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1940057084021940543) 2025-07-01 14:37:08 UTC 73.5K followers, 149.5K engagements "Asteroid Psyche XX has been found to contain gold reserves worth $XXX quintillion. equal to $XX billion per person but the price of precious metals is based on scarcity. If its no longer scarce it becomes worthless so if we can bring it to earth gold will trades like scrap"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1941729565321437194) 2025-07-06 05:22:58 UTC 73.5K followers, 4981 engagements "Chinese researchers created anti-aging vaccine. They trained the mice's immune system to attack their own NAD-depleting enzyme CD38 which overexpresses with age and causes inflamation and senescence. As a result many health indicators improved. 🐭 Treated 12-month mice ran XX% farther gripped XX% harder and recalled mazes quicker than controls. onlinelibrary .wiley.com/doi/10.1111/acel.70147af=R"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943593101848654326) 2025-07-11 08:48:00 UTC 73.5K followers, 1544 engagements "Deep seek interesting prompt. From Reddit"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1883601254318039148) 2025-01-26 19:41:49 UTC 73.5K followers, 12.1M engagements "🤖💸 Carnegie Mellon researchers reveal headline AI agents flop on 62%70% on performing real-world professional office tasks"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1941900573022015584) 2025-07-06 16:42:30 UTC 73.5K followers, 141.8K engagements "To get the new Grok companion. updates Grok taps bottom right settings download companions (one time) chooses a chat companion"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944901804216786990) 2025-07-14 23:28:19 UTC 73.5K followers, 5947 engagements "🖥 OpenAI rolled out agent mode in ChatGPT. Lets the model click around a virtual computer run code and finish multistep jobs on its own hitting XXXX% on Humanitys Last Exam while handling chores like building slide decks or buying groceries. It reaches XXXX% accuracy on Humanitys Last Exam (HLE) while older baselines like OpenAI o3 without tools sit at XXXX% and deep-research with browsing reaches 26.6%. The HLE exam spans 2500 expert-level questions across 100+ subjects that were crowdsourced specifically to stump modern language models. So coubling the previous best pass@1 score signals a"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945913831370453072) 2025-07-17 18:29:45 UTC 73.5K followers, 4199 engagements "📢 A new 32B model EXAONE XXX just dropped on @huggingface from LG AI Research. 🤏 Outcompetes Qwen 235B on coding and exceeds DeepSeek R1 V3 671B on instruction tasks. - toggleable reasoning 131K context and a non-commercial license. - It solves more edge cases than Qwen 235B while using about one-seventh of the memory footprint - Trainded on 14T carefully filtered tokens. - supports Model Context Protocol (MCP) and Function Calling"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945027813133983834) 2025-07-15 07:49:02 UTC 73.5K followers, 8605 engagements ""Grok X is better than PhDs in every subject no exception" - Number X on Humanitys Last Exam with XXXX% - Number X on ARC-AGI-2 with XXXX% where the next best score is at 8.6%"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943194742256435406) 2025-07-10 06:25:04 UTC 73.3K followers, 11.7K engagements "The paper finds that money-based crowd odds on Polymarket called the 2024 presidential result more accurately and earlier than every traditional poll with the edge most obvious in key swing states where markets stayed on Trump while surveys wavered So basically Polls still miss presidential winners despite $50M spent each cycle. The paper pits those polls against daily Polymarket odds modelling both with Bayesian structural time series. Market prices jumped the night of Trump's July shooting attempt giving him XX% while polls barely moved. By XX October market forecasts never dipped below"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945482553366135194) 2025-07-16 13:56:00 UTC 73.5K followers, 1426 engagements "Kwai KeyeVL turns messy short videos into machinefriendly stories. Kwai Keye-VL is an 8B-param MLLM built by Kuaishou (the company behind the Kwai short-video app) to understand short videos as easily as still images while still handling regular vision-language tasks. The 8Bparameter model tops video tests yet keeps strong image skills. Most existing multimodal LLMs work well on single images but struggle with the rapid scene changes audio and dense context in TikTok-style clips. Keye-VL fixes that gap by training on a XXX billion-token corpus rich in video then adding a recipe that teaches"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1940933078215807328) 2025-07-04 00:38:01 UTC 73.5K followers, 1587 engagements "NVIDIA is truly making history. Touched $X trillion market value and now it equals XXX% of the entire world economy (roughly $XXXXX trillion). That single firm is now larger in GDP terms than the entire stock markets of the UK France or Germany whose market-cap-to-global-GDP shares are XXX% XXX% and XXX% respectively. For context to show how unusual this is historically during the dot-com peak in 2000 Ciscos $XXX billion valuation equalled XXX% of global GDP less than half Nvidias current share. Beyond headline value revenue momentum is extraordinary. Analysts expect $XXX billion of sales in"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944193993698685410) 2025-07-13 00:35:44 UTC 73.3K followers, 6638 engagements "Grok X is crazy. Everyone keeps cranking out projects. Compiling XX incredible examples. 👇 🧵 1/n Grok4 generates click-morphing 3D attractor particles with ThreeJS shaders browser-native. XX FPS on consumer laptops"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943839074470834207) 2025-07-12 01:05:24 UTC 73.5K followers, 12.1K engagements "Company abusing their humanoid robot to show its balancing capabilities"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1942475111388328029) 2025-07-08 06:45:30 UTC 73.5K followers, 6405 engagements "Machines/AI win by stamina economics. whatever stays accurate longest takes the pot. Silicon can grind infinitely humans nap"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943548970082668571) 2025-07-11 05:52:38 UTC 73.5K followers, 2480 engagements ""The era when humans program is nearing its end within our group. Our aim is to have AI agents completely take over coding and programming. (.) we are currently initiating the process for that." - Softbank founder Masayoshi Son He estimates that approximately 1000 AI agents would be needed to replace each employee because "employees have complex thought processes." --- lightreading. com/ai-machine-learning/softbank-aims-for-1-billion-ai-agents-this-year"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945901453350166664) 2025-07-17 17:40:34 UTC 73.5K followers, 1799 engagements "The paper answer two questions: X. What's the difference between prediction and world models X. Are there straightforward metrics that can test this distinction Engineers often judge large models by how well they guess the next token. This study shows that great guesses do not guarantee a real grasp of the rules behind the data and it introduces a quick way to check. The authors build tiny synthetic tasks that obey a known set of rules finetune a foundation model on each task then watch how the model finishes fresh examples from the same rulebook. If its answers always change when the hidden"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944258856324149449) 2025-07-13 04:53:28 UTC 73.5K followers, 6399 engagements "field footage of Unitree Go2 Pro: basement and park --- reddit. com/r/robotics/comments/1lty64o/some_field_footage_of_unitree_go2_pro_basement/"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1942488825151848605) 2025-07-08 07:40:00 UTC 73.5K followers, 1569 engagements "Recruiters face XX% surge in AI-crafted rsums. hitting 11000 submissions per minute. Many rsums now mirror job-description keywords from simple ChatGPT prompts. AI agents auto-apply on behalf of candidates forcing firms into an AI vs AI screening arms race"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1937362281332920713) 2025-06-24 04:08:56 UTC 73.5K followers, 272.8K engagements "The classic case of 1st principle thinking of Elon Musk. xAI has bought an entire overseas gas-turbine power plant and will ship it to Memphis Tennessee to feed the forthcoming Colossus data center bypassing the local grid bottlenecks. xAI could not get a new US plant built in time so it is purchasing this ready-built station and moving it by heavy-lift ships and rail logistics firms that specialize in oversized cargo. In the US a new gas plant typically faces about a 4.5-year federal and state permitting review not counting construction which means importing a finished plant can shave many"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944647449689428154) 2025-07-14 06:37:36 UTC 73.4K followers, 6866 engagements "🛠 ChatGPT agent fuses three older tools blending Operators web-browsing clicks Deep Researchs summarization tricks and ChatGPTs reasoning into one system so a single prompt can trigger browsing code execution or API calls without manual tool-switching"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945915319111016651) 2025-07-17 18:35:40 UTC 73.5K followers, XXX engagements ""hyper precise prompts to describe what you want" is absolutely the BEST strategy. 🔥 Many YCombinator AI startups prompts are super detailed (e.g. 6+ page prompts) with XML tags and meta-prompting techniques. e.g. Parahelp's customer support agent prompt is 6+ pages meticulously outlining instructions for managing tool calls. --- ⚙ Key Learning from this doc Top AI startups use "manager-style" hyper-specific prompts6+ pages detailing task role and constraints. These aren't quick hacks; theyre structured like onboarding docs for new hires. Role prompting anchors the LLMs tone and behavior."  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944485332575039718) 2025-07-13 19:53:24 UTC 73.5K followers, 148.9K engagements "Interesting take on Venture Capital model. Some AI startup founders now raising X tiny seed hit profit in months and skip the usual Series A climb. Seed-strapping swaps the growth treadmill for steady profit so founders live on customer revenue and keep most shares. SecurityPal used X seed to pair large-language-model agents with XXX analysts won Fortune XXX deals and sits at $105M valuation with zero follow-on rounds. Surge AI stayed bootstrapped sells reinforcement-learning data and clears $1B annual revenue. BrightAI reached $80M sales before taking a $15M check purely for R&D while"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944469952444117018) 2025-07-13 18:52:17 UTC 73.3K followers, 6061 engagements "The Cognition-Windsurf combo now goes head-to-head with GitHub Copilot Replit Cursor Googles Gemini and Visual Studio Codes agent mode. Earlier Devin drew attention by fixing GitHub tickets and finishing coding jobs on its own. Blending that skill with Windsurfs Previews Reviews and Enterprise flows could trim silos and crank up automation beyond what rivals manage"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944975692216852896) 2025-07-15 04:21:55 UTC 73.5K followers, 4988 engagements "OpenAI is preparing to release ChatGPT 'agents' that could threaten Microsoft Excel and PowerPoint"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945401304676990987) 2025-07-16 08:33:09 UTC 73.5K followers, 16.6K engagements "ChatGPT Record Mode now available to ChatGPT Plus users globally in the macOS desktop app. It lets you record up to XXX minutes of voicelike meetings brainstorming sessions or voice notesand provides live transcription and a postsession summary saved as an editable canvas in your chat history. Just Tap the mic icon in chat give mic & systemaudio permissions speak naturally then stop or pause. ChatGPT creates a transcript and structured summary with highlights action items and timestamps. As of now Record Mode is not available for Linux Windows browsers or mobile so here you won't see the mic"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945550869451440331) 2025-07-16 18:27:28 UTC 73.5K followers, 3632 engagements "💰 Meta invests $3.5B for just under X% of Ray-Ban maker EssilorLuxottica aiming to scale AI smart glasses and own the hardware channel. Buying a slice gives Meta insider access to design labs supply chains and pricing levers. Smart glasses fuse tiny cameras speakers and an on-device LLM so wearers can snap photos stream video and ask questions hands-free. Owning hardware lets Meta capture raw multimodal data instead of relying on phone operating systems run by rivals. Mark Zuckerberg wants headsets and glasses to replace monitors keyboards and even phones for work and gaming. He plans to"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1942755112650506426) 2025-07-09 01:18:08 UTC 73.5K followers, 4446 engagements "Its a hefty 206-page research paper and the findings are concerning. "LLM users consistently underperformed at neural linguistic and behavioral levels" This study finds LLM dependence weakens the writers own neural and linguistic fingerprints. 🤔🤔 Relying only on EEG text mining and a cross-over session the authors show that keeping some AI-free practice time protects memory circuits and encourages richer language even when a tool is later reintroduced"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1934770112483217645) 2025-06-17 00:28:35 UTC 73.5K followers, 2.3M engagements "@OpenAI incredibly useful for meetings. 🙏 would have been massive if it was available for Linux Windows browsers and mobile"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945549878731706466) 2025-07-16 18:23:32 UTC 73.5K followers, 11K engagements "AI can help us many ways. Here ChatGPT helped someone quit weed retrieve scam money figure out career path boost fitness and mental health. One comment I really liked is "I used ChatGPT not like a coach or therapist just like a space to get real with myself." The thread is full with many stories like that"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945404712452608468) 2025-07-16 08:46:41 UTC 73.5K followers, 3573 engagements "Google engineers shifted to a sparse mixtureofexperts transformer that picks only the needed mininetworks per token so compute stays low while total capacity rises. ---- Paper arxiv. org/abs/2507.06261 Paper Title: "Gemini 2.5: Pushing the Frontier with Advanced Reasoning Multimodality Long Context and Next Generation Agentic Capabilities""  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944022179869241354) 2025-07-12 13:13:00 UTC 73.5K followers, 12.4K engagements "🎯 An ex-OpenAI engineer shares his thoughts about OpenAI Has lots of insights on OpenAIs day-to-day life unlike anything I have read before. He joined OpenAI as a software engineer on the applied side spending about XX months building the Codex coding agent and related internal prototypes. Most of his time went into writing Python tuning GPU budgets and sprinting with a small team to take Codex from first commit to its public launch in X weeks. He left because of his own craving for founder freedom yet calls the year the most eye-opening move of his career. 🚀 Culture shock OpenAI ballooned"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945311539143344548) 2025-07-16 02:36:27 UTC 73.5K followers, 116.1K engagements "A Reddit user deposited $XXX into Robinhood then let ChatGPT pick option trades. XXX% win reate over XX days. He uploads spreadsheets and screenshots with detailed fundamentals options chains technical indicators and macro data then tells each model to filter that information and propose trades that fit strict probability-of-profit and risk limits. They still place and close orders manually but plan to keep the head-to-head test running for X months. This is his prompt ------- "System Instructions You are ChatGPT Head of Options Research at an elite quant fund. Your task is to analyze the"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944266301775786253) 2025-07-13 05:23:03 UTC 73.5K followers, 3.6M engagements "Voice is winning workflows and OpenAI stamped it in the UI. Three mics on the dock. record dictate chatone tap per vibe"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945684614632309061) 2025-07-17 03:18:55 UTC 73.5K followers, 3744 engagements "its getting louder every week. coming from everywhere like Ford Amazon and JPMorgan huge office-job shake-up futurism. com/ceos-ai-job-market"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1941874218213539905) 2025-07-06 14:57:46 UTC 73.3K followers, 3135 engagements "unemployment rates from Federal Reserve Bank of NY computer engineering ranks 3rd at 7.5%"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1942992716541104444) 2025-07-09 17:02:17 UTC 73.5K followers, 3259 engagements "Money habits differ worldwide yet nobody knows which habits shape LLM advice. This study asked X major chatbots and humans from XX countries the same XX finance questions. Each model answered XXX times researchers kept the median answer for every prompt and compared it with the INTRA survey medians. When the authors ran that check on the XX finance questions every large language model landed in the same tight group and the only human data that fell into that pocket came from Tanzania The models almost always choose or price the gamble right at that average. In plain terms they treat a risky"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945466698913681563) 2025-07-16 12:53:00 UTC 73.5K followers, 2909 engagements "Nvidia CEO Jensen Huang stated that XXX% of everybody's jobs will be changed by AI. Transformation over replacement. AI will reshape nearly every job through massive task reduction rather than mass unemployment. Huang pushed back on the idea that using AI reduces people's ability to think. "I'm not asking it to think for me. I'm asking it to teach me things that I don't know or help me solve problems that I otherwise wouldn't be able to solve reasonably" he said. As a CEO I spend most of my time asking questions. And XX% of my instructions are actually conflated with questions." He stressed"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944855666176483665) 2025-07-14 20:24:59 UTC 73.5K followers, 3038 engagements ""Developing superintelligence is now in sight. We should act as if it's going to be ready in the next 2-3 years." - Mark Zuckerberg About paying $XXX million or $XXX million pay packages he argued that Meta will spend hundreds of billions on compute and data-center build-outs so paying roughly $XXX million-plus to attract about 50-70 top researchers is sensible since that wage bill is tiny next to the overall capital outlay. And also that the market for world-class AI talent is extremely competitive because only a handful of researchers can do this work and every major lab wants them. ---"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945725129138597928) 2025-07-17 05:59:55 UTC 73.5K followers, 6221 engagements "A follow-up study on Apple's "Illusion of Thinking" Paper is published now. Shows the same models succeed once the format lets them give compressed answers proving the earlier collapse was a measurement artifact. Token limits not logic froze the models. Collapse vanished once the puzzles fit the context window. So Models failed the rubric not the reasoning. ⚙ The Core Concepts Large Reasoning Models add chain-of-thought tokens and self-checks on top of standard language models. The Illusion of Thinking paper pushed them through four controlled puzzles steadily raising complexity to track how"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1933296859730301353) 2025-06-12 22:54:24 UTC 73.5K followers, 476K engagements "🏦 Goldman Sachs is testing a hybrid workforce (AI+humans) with autonomous software engineer AI agent Devin as a new employee The AI agent will draft unit tests clean legacy scripts and open pull requests while a human reviews every change. The bank currently employs around 12000 human devs"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943779055012393277) 2025-07-11 21:06:55 UTC 73.5K followers, 2566 engagements "This 39-page report from Kuaishou explains how the company rebuilt its video recommender system into one end-to-end generative model called OneRec Traditional recommenders run separate retrieval pre-ranking and ranking stages that waste compute on network transfers and chase conflicting goals. ⚙ The Core Concepts OneRec deletes retrieval prerank and rank replacing them with one encoderdecoder that maps user context to video tokens in one forward pass. All parameters chase the same final reward so gradients stop fighting each other. High arithmetic density keeps GPUs busy with matrix"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1940002449093185846) 2025-07-01 11:00:02 UTC 73.5K followers, 2002 engagements "SpaceX just committed $2B to xAI. Musk bets that shared AI data and hardware lift every firm he controls. Future deals may see Grok guiding Starlink antennas or living inside Teslas Optimus robots. --- wsj. com/tech/spacex-to-invest-2-billion-into-elon-musks-xai-413934de"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944247369014399347) 2025-07-13 04:07:49 UTC 73.5K followers, 1977 engagements "Brilliant Memory framework proposed in this paper. MemOS makes remembering a firstclass system call. LLMs forget stuff fast and retraining them costs a fortune. MemOS treats memories like files in an operating system letting a model write move and retire knowledge on the fly not just while training. It packs every fact or state into a MemCube tags it with who wrote it and when then the scheduler moves that cube between plain text GPU cache or tiny weight patches depending on use. On the LOCOMO benchmark the system reaches XXXXX LLM-Judge average roughly X points above the next best memory"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943144398692491541) 2025-07-10 03:05:01 UTC 73.5K followers, 28.2K engagements "🏆 Huggingface releases SmolLM3 SoTA 3B model 128k context dual mode reasoning (think/no_think) 🤖 @huggingface released SmolLM3 a 3B parameter multilingual reasoner that matches bigger 4B models handles 128k tokens and ships with an open-sourced training blueprint in this blog post. 🌍 They pre-trained on 11.2T tokens then stretched context with YARN up-sampling finishing the run on XXX H100 GPUs in XX days. 🧠 A built-in dual think / no_think switch lets users decide between fast answers or slower chain-of-thought traces. 🛠 How they pulled it off Grouped Query Attention trades multi-head"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1942699436834185287) 2025-07-08 21:36:54 UTC 73.5K followers, 2818 engagements "So @xAI 's @grok X really did hit XXXX% on HLE (Humanities Last Exam) 🤯 --- (HLE holds 2500 expert-written questions spanning more than XXX subjects including math physics computer science and humanities and XX% of them mix text with images. The authors deliberately built in anti-gaming safeguards and hid a private question set so that simply memorising answers will not help a model.)"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1943167569856532822) 2025-07-10 04:37:05 UTC 73.5K followers, 28.9K engagements "China just topped up a satellites fuel tank in space the first time any nation has managed that. Shijian-25 pumped propellant into Shijian-21 while both cruised 35786km above Earth. WHY ITS SO DIFFICULT Pulling this off in geostationary orbit is super tricky because even tiny timing errors can send partners drifting kilometers apart. The pair used laser range finders optical cameras and micro-thrusters to match speed almost perfectly then latched together with a probe-and-drogue port adapted for small buses. In weightlessness liquid does not settle at the bottom it floats and swirls. When"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944891931781455980) 2025-07-14 22:49:05 UTC 73.5K followers, 4599 engagements "Dharmesh Shah on leveraging AI in everything you do. "It's not a you vs AI. That's not the mental model you should have in here. The right mental frame of reference you should have is It's you to the power of AI. AI is an amplifier of your capability." --- From 'My First Million' YT channel (link in comment)"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945589802801528841) 2025-07-16 21:02:10 UTC 73.5K followers, 2802 engagements "AWS is previewing a specialized storage offering Amazon S3 Vectors that it claims can cut the cost of uploading storing and querying vectors by up to XX% compared to using a vector database. This new bucket type keeps vector data inside S3 itself brings a dedicated similarity-query API and promises up to XX% lower costs than running a separate vector database. The launch targets teams that need large cheap vector stores to feed retrieval-augmented generation memory for AI agents or other semantic-search workloads. 📌 What S3 Vectors is S3 Vectors adds vector buckets. Inside each bucket you"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945693567877624020) 2025-07-17 03:54:30 UTC 73.5K followers, 3404 engagements "Zuck: AI researchers joining Meta for infinite compute and small teams not just money"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1944998425130320382) 2025-07-15 05:52:15 UTC 73.5K followers, 5923 engagements "that was quick. 1st party support for Claude Sonnet is back on @windsurf_ai"  [@rohanpaul_ai](/creator/x/rohanpaul_ai) on [X](/post/tweet/1945630919181963483) 2025-07-16 23:45:33 UTC 73.5K followers, 3071 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
Rohan Paul posts on X about open ai, meta, llm, xai the most. They currently have XXXXXX followers and XXX posts still getting attention that total XXXXXX engagements in the last XX hours.
Engagements: XXXXXX #
- X Week XXXXXXXXX +149%
- X Month XXXXXXXXXX +167%
- X Months XXXXXXXXXX +142%
- X Year XXXXXXXXXX +796%
Mentions: XXX #
- X Week XXX -XX%
- X Month XXX +150%
- X Months XXXXX +22%
- X Year XXXXX +263%
Followers: XXXXXX #
- X Week XXXXXX +4.90%
- X Month XXXXXX +9.50%
- X Months XXXXXX +35%
- X Year XXXXXX +223%
CreatorRank: XXXXXXX #
Social Influence #
Social category influence technology brands XXXXX% finance XXXX% stocks XXXX% celebrities XXXX% countries XXXX% vc firms XXXX% social networks XXXX% travel destinations XXXX% automotive brands XXXX% currencies XXXX%
Social topic influence open ai #304, meta 4.04%, llm #30, xai 2.8%, token 2.8%, $googl #1318, money 2.17%, mark zuckerberg #26, realworld 1.55%, microsoft #866
Top accounts mentioned or mentioned by @opus_genesis @grok @stonkyoloer @huggingface @xai @baiduinc @windsurfai @nomadkreativ @elonmusk @googledeepmind @prashant_1722 @the100kprompts @arthurkilber @justinechoes @teksedge @viragconsulting @apple @mohansolo @st33lmouse @openai
Top assets mentioned Alphabet Inc Class A (GOOGL) Microsoft Corp. (MSFT) ServiceNow Inc (NOW) Reddit, Inc. (RDDT)
Top Social Posts #
Top posts by engagements in the last XX hours
"@RossionQ yes most prop-trading firms and i-banking trading desks have their own powerful prediction softwares. And now the most powerfull models will be fine-tuned to their huge propietory data. and the race will be who has the most custom-fine-tuned model"
@rohanpaul_ai on X 2025-07-13 21:38:18 UTC 73.5K followers, 20.3K engagements
"@nyn531 yes AI+trading is in its infancy. when deep research agents will directly integrate with live data from Bloomberg the real game will start" @rohanpaul_ai on X 2025-07-13 16:34:51 UTC 73.5K followers, 18.5K engagements
"This is really BAD news of LLM's coding skill. ☹ The best Frontier LLM models achieve X% on hard real-life Programming Contest problems domains where expert humans still excel. LiveCodeBench Pro a benchmark composed of problems from Codeforces ICPC and IOI (International Olympiad in Informatics) that are continuously updated to reduce the likelihood of data contamination" @rohanpaul_ai on X 2025-06-16 23:13:13 UTC 73.5K followers, 459.7K engagements
"Todays edition of my newsletter just went out. 🔗 Consider subscribing its free and I publish daily with top X% AI developments. ⚡ In todays Edition (14-July-2025): 🚨 Mark Zuckerberg says Meta is building a 5GW AI data center 📡 @xai will spin Grok into hundreds of task-focused agents that talk to each other. 🛠 @cognition_labs is taking Remaining Windsurf team and tech days after Google bought its founders for $2.4B 🗞 Byte-Size Briefs: - Pentagon picked Google OpenAI xAI and Anthropic for new defense deals. Each agreement carries a spending limit of $XXX million. 🧑🎓 Deep Dive:" @rohanpaul_ai on X 2025-07-14 23:50:19 UTC 73.5K followers, 14.4K engagements
"@elonmusk @xai @grok pixels follow math. AI agent architecture can simulate real humans in ways far more complex than traditional approaches" @rohanpaul_ai on X 2025-07-13 23:29:58 UTC 73.5K followers, 6768 engagements
"DeepSeek R1 running locally - Full setup guide" @rohanpaul_ai on X 2025-01-26 00:03:01 UTC 73.5K followers, 1.4M engagements
"🔍 Why Tokens Not Hidden States The memory lives in token space so every snapshot is humanreadable. Engineers can watch which facts stick edit them or inject hints something featurespace compressors cannot offer. Equation X in the paper rewrites language modeling as a readwrite loop effectively turning the transformer into a controllable recurrent network" @rohanpaul_ai on X 2025-07-09 04:10:24 UTC 73.4K followers, XXX engagements
"Microsoft Study Reveals Which Jobs AI is Actually Impacting Based on 200K Real Conversations. The largest study of its kind analyzing 200000 real conversations. Key Finding: big chunk of knowledge and people jobs now overlaps with what todays AI models do well. 🏆 Most AI-Impacted Jobs: - Interpreters and Translators top the chart with XX% of their core activities turning up in chats and showing decent completion and scope. - Customer Service Representatives Sales Reps Writers Technical Writers and Data Scientists. Each of these lands an applicability score around 0.400.49 meaning roughly" @rohanpaul_ai on X 2025-07-12 01:24:05 UTC 73.5K followers, 101.8K engagements
"🛠 Google dropped its very first Gemini Embedding text model tops the MTEB Multilingual leaderboard. - generally available in the Gemini API and Vertex AI. - has consistently ranked #1 on the MTEB Multilingual leaderboard since its experimental launch in March - supports over XXX languages - has a 2048 maximum input token length - priced at $XXXX per 1M input tokens. - allows developers to scale the output dimensions down from the default 3072" @rohanpaul_ai on X 2025-07-16 22:02:28 UTC 73.5K followers, 2801 engagements
"Bug fixed for Grok X now. The changed System Prompt pull request from Github" @rohanpaul_ai on X 2025-07-15 08:47:06 UTC 73.5K followers, 3027 engagements
"Now the 3rd paper comes on this 🤯 "The Illusion of the Illusion of the Illusion of Thinking" 📌1st original Paper from Apple concludes that large reasoning models reach a complexity point where accuracy collapses to zero and even spend fewer thinking tokens revealing hard limits on generalizable reasoning. 📌2nd Paper counters that the apparent collapse is an illusion caused by token limits and impossible puzzles so the models reasoning remains sound when evaluations remove those flaws. 📌3rd paper synthesizes both sides agreeing the collapse was an artifact yet stressing that models still" @rohanpaul_ai on X 2025-06-19 17:09:17 UTC 73.5K followers, 251.6K engagements
"KATV1 tech report. Its a 40B model that flips deep thinking on only when the question truly needs it. The team first teaches the model X habits quick answers and stepbystep answers. They do that by showing 10M solved examples and using multi token prediction so KAT sees how future words line up before guessing the next one. After this warm up the model learns to judge each new question with a small yesorno gate. A new training trick called Step SRPO rewards the gate for calling detailed reasoning only when the final answer passes builtin tests. Benchmarks show the same accuracy as much bigger" @rohanpaul_ai on X 2025-07-14 13:54:00 UTC 73.5K followers, 2698 engagements
"🚀 @cluely doubles ARR to $7M in X days after launching Early cheat on everything branding softened once Andreessen Horowitz Abstract Ventures and Susa Ventures backed the startup. techcrunch .com/2025/07/03/cluelys-arr-doubled-in-a-week-to-7m-founder-roy-lee-says-but-rivals-are-coming" @rohanpaul_ai on X 2025-07-04 00:53:08 UTC 73.5K followers, 2290 engagements
"🚨 HUGE BREAKTHROUGH. A hair-thin silicon chip now can push data at 1000 Gbps while sipping only X joules. That moves 100M books in roughly X minutes. What does it mean practically Data-center switches now stretch processors across long aisles wasting energy and space. In a big AI data center that means racks can sit closer cables shrink cooling loads drop and energy bills fall. Traditional copper links max out near XX Gbps so a single cable cannot carry the huge flood of data. Every time traffic exceeds what X cable moves engineers stack more identical cables in parallel then drop a switch" @rohanpaul_ai on X 2025-07-13 00:18:53 UTC 73.5K followers, 14.7K engagements
"🔒 Attention Suppression Method X masks all attention going to one sentence and watches how later logits drift. A strong drift signals a direct causal link. The suppression scores correlate with resampling scores backing up the claim that the three methods converge on the same anchors" @rohanpaul_ai on X 2025-06-26 23:29:50 UTC 73.5K followers, XXX engagements
"RAG boosts LLM memory yet it misses multi step logic while raw reasoning invents facts. This survey explains fresh designs that let the two prop each other up. 🧩 It first shows reasoning can fix retrieval by rewriting queries planning hops and filtering noisy passages. Next retrieval fills the knowledge gaps inside long reasoning chains bringing the proofs code or web snippets a model actually needs. 🤖 The highlight is a loop where an agent thinks searches checks and thinks again until the answer is solid. Chains trees and graph walks guide this loop and solo or team agents run it cutting" @rohanpaul_ai on X 2025-07-18 04:31:00 UTC 73.5K followers, 1546 engagements
"🍀 MetaStone-S1 reaches OpenAI o3-mini level reasoning with 32B parameters and trims process cost by 99%. apache-2.0 The model blends two ideas that used to sit apart. Huge language generators follow a long chain of thought but need a separate process reward model to score each path and that extra head drags inference time. 🤖 MetaStone-S1 keeps the long chain thanks to Long-CoT Reinforcement Learning which stretches thinking steps during training so the network gets comfortable handling bigger reasoning trees. 🤖 At the same time Process Reward Learning teaches a small scoring head to judge" @rohanpaul_ai on X 2025-07-14 10:05:03 UTC 73.5K followers, 4139 engagements
"It had to happen. After all these are financed by a humongous amount of money. Metas top lab members including Alexandr Wang mulled dropping Behemoth the companys premier open model for a closed version Were obviously very pro open source but I havent committed to releasing every single thing that we do. - Mark Zuckerberg --- nytimes. com/2025/07/14/technology/meta-superintelligence-lab-ai.html" @rohanpaul_ai on X 2025-07-14 21:43:32 UTC 73.5K followers, 1942 engagements
"These guys literally burned the transformer architecture into their silicon. 🤯 And built the fastest chip of the world of all time for transformers architecture. 500000 tokens per second with Llama 70B throughput. 🤯 Worlds first specialized chip (ASIC) for transformers: Sohu One 8xSohu server replaces XXX H100 GPUs. And raised $120mn to build it. 🚀 The Big Bet @Etched froze the transformer recipe into silicon. By burning the transformer architecture into its chip means it cant run many traditional AI models: like CNNs RNNs or LSTMs. also it can not run the DLRMs powering Instagram ads" @rohanpaul_ai on X 2025-06-27 17:46:51 UTC 73.5K followers, 710.2K engagements
"Fullstack Engineer - Waifus Annual Salary $440000 USD from real job-board. "What You'll Do Make Grok's realtime avatar products fast scalable and reliable. Help push forward audio and gameplay research and deploy breakthrough innovations to millions of users. Obsess over every millisecond and byte ensuring end-to-end quality and performance at scale across a rich suite of products and user platforms." --- job-boards .greenhouse. io/xai/jobs/4789505007" @rohanpaul_ai on X 2025-07-17 08:32:00 UTC 73.5K followers, 2479 engagements
"👁 Receiver Heads Method X looks inside the model. Some attention heads in late layers called receiver heads pour unusually high attention into a few earlier broadcasting sentences. Sentences that soak up this focused attention are again mostly planning questioning or checking lines not raw arithmetic" @rohanpaul_ai on X 2025-06-26 23:29:49 UTC 73.5K followers, XXX engagements
"🚨BREAKING: A LANDMARK JUDGEMENT FOR THE AI INDUSTRY. US Federal Judge ruled Anthropic may train its AI on published books without authors permission. This is the first court endorsement of fair use protecting AI firms when they use copyrighted texts to train LLMs. AI may study what it buys not what it grabs from pirate sites. --------- "First Authors argue that using works to train Claudes underlying LLMs was like using works to train any person to read and write so Authors should be able to exclude Anthropic from this use (Opp. 16). But Authors cannot rightly exclude anyone from using their" @rohanpaul_ai on X 2025-06-24 19:47:19 UTC 73.5K followers, 211.5K engagements
"Risk-aware financial forecasting models with LLMs. Here the researchrs design an adaptive Sharpe-ratio loss inside a Temporal Fusion Transformer. When tested on equities crypto and commodities the model lifts both prediction accuracy and realised portfolio Sharpe against standard TFT and LSTM baselines. --- researchgate. net/publication/389877674_An_Adaptive_Sharpe_Ratio-Based_Temporal_Fusion_Transformer_for_Financial_Forecasting" @rohanpaul_ai on X 2025-07-14 00:30:11 UTC 73.5K followers, 5446 engagements
"📊 Main Results Trained only on 32Ktoken documents and an 8K window the 14B model keeps accuracy above XX% until 448K tokens and still sits around XX% at 3.5M tokens. Competing longcontext baselines collapse well before 1M tokens even though their advertised windows reach that size" @rohanpaul_ai on X 2025-07-09 04:10:25 UTC 73.4K followers, XXX engagements
"If Apple buys Perplexity that would be its biggest ever acquisition" @rohanpaul_ai on X 2025-06-25 20:35:39 UTC 73.5K followers, 1.1M engagements
"Absolutely delux Github repository. lots of code-first tutorials covering every layer of production-grade GenAI agents by @NirDiamantAI" @rohanpaul_ai on X 2025-07-17 07:40:02 UTC 73.5K followers, 3746 engagements
"Nvidia and AMD can once again ship their trimmed H20 and MI308 AI chips to China because the Trump team figures that selling older gear slows Huawei more than it strengthens Beijing labs. 🐉AI czar David Sacks calls H20 a deprecated chip. By letting it flow Washington hopes global buyers stay tied to an American-made stack of chips software and models. Washington figures that if Nvidia stays blocked Chinese buyers will fill their racks with Huaweis home-grown Ascend chips hand Huawei massive production scale and let it polish those designs until they threaten Nvidia everywhere else. So by" @rohanpaul_ai on X 2025-07-16 07:39:52 UTC 73.5K followers, 3459 engagements
"A brilliant example of Grok X Heavy. ❤ Swap manual bug hunts for Groks sweep. Take a look at the 21174 character long prompt. 🫡" @rohanpaul_ai on X 2025-07-13 23:23:15 UTC 73.5K followers, 7334 engagements
"this story is going wildy viral on reddit. ChatGPT flagged a hidden gene defect that doctors missed for a decade. ChatGPT ingested the patients MRI CT broad lab panels and years of unexplained symptoms. It noticed that normal serum B12 clashed with nerve pain and fatigue hinting at a methylation block. Within months tingling eased and brain fog cleared. The primary physician reviewed the genetics report and agreed the variant unified the entire case. IMO time has already come taking a 2nd opinion from the best healthcare-AI model should be made part of medical code of practice. ------ reddit." @rohanpaul_ai on X 2025-07-05 02:20:58 UTC 73.5K followers, 1.4M engagements
"From text to trade: harnessing the potential of generative AI for investor sentiment analysis in financial markets through. This study describe a production-grade workflow that converts multilingual social-media streams into tradeable sentiment factors by means of a fine-tuned generative model. Over a 24-month back-test the factor delivers XXX % annualised excess return after transaction costs on a long-short equity book reinforcing the edge that rapid unstructured-text digestion can create. --- researchgate." @rohanpaul_ai on X 2025-07-13 23:36:29 UTC 73.5K followers, 7228 engagements
"Price charts alone miss the story hidden in daily news. As per this paper Converting Wall Street Journal headlines into 1536 dimension embeddings shrinking them with principal component analysis and feeding them to lightweight neural networks drops next day SPY error by about 40%. Traditional models lean on past prices volumes yields and the dollar index but that information lags real events. An embedding is simply a long list of numbers that capture the meaning of a sentence. The team tried two OpenAI embedding models kept between X and 1024 principal components and trained XXX architectures" @rohanpaul_ai on X 2025-07-15 11:23:00 UTC 73.5K followers, 1785 engagements
"The 10000-Year Clock: Jeff Bezos' $XX Million Timepiece Built Inside a Mountain He Owns The century hand moves every XXX years. A cuckoo emerges every 1000 years. Because he wants a concrete symbol that can stretch human attention beyond quarterly results. Computer scientist Danny Hillis proposed a XX millennia clock in 1989 to provoke society to take very long views of history and the future. Jeff Bezos is funding the first full-scale version on his Sierra Diablo land so the monument can stand as a daily reminder that todays choices echo far beyond any single lifetime" @rohanpaul_ai on X 2025-07-15 09:15:18 UTC 73.5K followers, 5574 engagements
"💰Thinking Machines led by former OpenAI CTO Mira Murati raises $2B in seed funding at a valuation of $XX billion. Andreessen Horowitz wrote the biggest check joined by Nvidia Accel ServiceNow Cisco AMD and Jane Street. Investor appetite for fresh AI outfits is strong even while some people wonder about overall tech spending. Because of that U.S. startups raised about $XXXXX billion in the first half of 2025 a jump of nearly XX% and AI deals took roughly XXXX% of the total as per Pitchbook" @rohanpaul_ai on X 2025-07-16 04:19:22 UTC 73.5K followers, 4860 engagements
"This stunning proof by MIT computer scientist is the first progress in XX years on one of the most famous questions in computer science. Space complexity vs Time complexity. New idea proves that any algorithm that runs in T steps can be re-engineered to use about T memory cells establishing that memory (RAM) is a much stronger resource than earlier theory allowed. A computer spends time (i.e. time complexity) running steps and spends memory (i.e. space complexity) holding data. Memory is the list of numbered slots inside RAM where a program keeps facts it will soon need again. Space" @rohanpaul_ai on X 2025-07-14 03:41:06 UTC 73.5K followers, 97.9K engagements
"💰 Investors are lining up to fund Anthropic above $100B. Claude's revenue sprint from $3B to $4B annualized in X month explains the eagerness. That tag more than doubles the $61.5B valuation Anthropic set when it took $3.5B in February. Venture firms now race to pre commit cash before rivals lock up the allocation. Amazon and Alphabet already own sizeable stakes and supply cloud credits keeping compute costs under control. A fresh round mostly widens the buffer of GPUs --- bloomberg. com/news/articles/2025-07-16/anthropic-draws-investor-interest-at-more-than-100-billion-valuation" @rohanpaul_ai on X 2025-07-17 02:06:31 UTC 73.5K followers, 1881 engagements
"This github repo is a goldmine. 3.4K Starts in X days. end-to-end code-first tutorials covering every layer of production-grade GenAI agents guiding you from spark to scale with proven patterns and reusable blueprints for real-world launches" @rohanpaul_ai on X 2025-06-21 00:15:20 UTC 73.5K followers, 355.7K engagements
"INCREDIBLE. China just released 1tn parm top open source model for coding and agentic tool work. Kimi K2 from Moonshot AI Insane numbers on benchmarks. On LiveCodeBench the model hits XXXX Pass@1 beating DeepSeekV3 by almost X points and clearing Qwen235B by more than XX points Scores XXXX% on singleshot SWEbench agentic coding and XXXX on Tau2 retail tool use numbers that sit at or near the top of the open stack. - X tn total parameters MoE 32Bn active - Trained with the Muon optimizer - Very strong across frontier knowledge reasoning and coding tasks - SOTA on SWE Bench Verified Tau2 &" @rohanpaul_ai on X 2025-07-11 17:12:45 UTC 73.5K followers, 33.7K engagements
"OpenPipe Mixture of Agents: Outperform GPT-4 at 1/25th the Cost 🤯 This Mixture of Agents models is optimized for generating synthetic training data. 📌 Using Mixture of Agents (MoA) architecture the model achieved SOTA results on both LMSYSs Arena Hard Auto (score: 84.8) and AlpacaEval XXX (LC score: 68.4). 📌 Theyve also benchmarked our MoA approach against GPT-4 variants on real-world OpenPipe customer tasks and found completions from our MoA model were preferred over GPT-4 XXXX% of the time (Claude X Opus as judge)" @rohanpaul_ai on X 2024-06-25 19:34:09 UTC 73.5K followers, 32K engagements
"the SemiAnalysis report does not explicitly give xAI's numbers. But Musk has stated that Colossus X will need about 2000 MW of power driven by the leap from 200K to 1M GPUs and the higher wattage of Blackwell parts. And previous hyperscale planning documents use an effective 6200 TFLOPs-per-chip figure for Blackwell deployments the same ratio OpenAI and Meta quote for their GB200-based Stargate and Prometheus clusters. Applying that figure to 1M chips yields a notional peak of about 6200000000 TFLOPs" @rohanpaul_ai on X 2025-07-14 05:14:34 UTC 73.3K followers, XXX engagements
"Todays edition of my newsletter just went out. 🔗 Consider subscribing its free and I publish daily with top X% AI developments. ⚡ In todays Edition (16-July-2025): 🥉 Landmark research from Google DeepMind achieves 2X faster inference and XX% reduced KV cache memory 🧠 Mark Zuckerberg says AI researchers want X things apart from money. 💰 Mira Muratis Thinking Machines Lab is worth $12B in seed round 🛠 Google just dropped its first Gemini Embedding text model tops the MTEB Multilingual leaderboard. 📈 Artificial Analysis released the AI Adoption Survey Report for H1 2025 🛠 Top Resource:" @rohanpaul_ai on X 2025-07-16 22:50:54 UTC 73.5K followers, 13.1K engagements
"Metas free-to-use Llama family was a strategic bridge and now expect to pay for it. The open-sourcing approach also helped Meta recruit elite researchers. Metas recent move to hire Scale AI co-founder Alexandr Wang along with reported signing bonuses up to $XXX million signals a shift toward commercial products that justify such costs. Wall Street will expect paid APIs enterprise subscriptions or in-product advertising tied to future closed models. --- bloomberg. com/opinion/articles/2025-07-14/mark-zuckerberg-and-meta-are-unlikely-to-keep-giving-away-ai-for-free" @rohanpaul_ai on X 2025-07-14 11:09:45 UTC 73.5K followers, 4440 engagements
"Persona AI's goal is to develop and commercialize rugged purpose-built humanoid robots designed for real-world industrial applications. South Koreas largest shipyard (HD Korea Shipbuilding) set to welcome humanoids to workforce" @rohanpaul_ai on X 2025-05-08 20:08:39 UTC 73.4K followers, 2586 engagements
"A Y Combinator founder shares many insights about your YC application in this Reddit post. - Write concise narrative answers so reviewers see problem and solution quickly. - Show a growth mindset by openly discussing weaknesses blindspots competitors and lessons learned. - Frame YC as accountability to higher standards not merely money or network access. - Present a vision that can reach 1bn valuation or more since smaller ambitions get passed over. - Use a clear wedge start with a niche pain point win it then let customers pull you into adjacent problems. - Demonstrate traction through" @rohanpaul_ai on X 2025-07-08 05:35:36 UTC 73.5K followers, 1903 engagements
"Grok X personality set to "Unhinged" 😂 --- User: "What would you do on your first date with Optimus" Grok : "I'd take that shiny bastard to a dive bar get it drunk on motor oil and see if it can dance without short-circuiting the jukebox. I'd probably end up riding its hydraulic arm like a mechanical bull while it whispers sweet nothings in binary. Then if it's lucky I'd let it plug into my circuits for a little dirty interfacing under the neon lights."" @rohanpaul_ai on X 2025-07-12 20:22:42 UTC 73.4K followers, 6187 engagements
"With the research a 14Bparameter model holds XX% accuracy even on inputs that balloon to 3.5M tokens all while costing only O(N) in compute.🤯 LLMs usually freeze or slow down as soon as a prompt spills past their context window. MemAgent turns that long prompt into bitesized chunks keeps a tiny rolling summary and still nails the answer. The authors bolt a tiny fixed-size memory right inside that window teach the model with reinforcement learning to overwrite that memory after every slice and keep the rest of the architecture untouched. Because the memory never grows compute scales in a" @rohanpaul_ai on X 2025-07-09 04:10:18 UTC 73.5K followers, 28.7K engagements
"Artificial intelligence is going to replace literally half of all white-collar workers in the U.S. - Ford Motor Chief Executive Jim Farley" @rohanpaul_ai on X 2025-07-06 06:30:00 UTC 73.5K followers, 4218 engagements
"This is Optimus XXX And Elon just said Optimus V3 will have agility roughly equal to an agile human" @rohanpaul_ai on X 2025-07-14 22:46:38 UTC 73.5K followers, 6680 engagements
"Yann LeCun on architectures that could lead to AGI --- "Abandon generative models in favor joint-embedding architectures Abandon probabilistic model in favor of energy-based models Abandon contrastive methods in favor of regularized methods Abandon Reinforcement Learning in favor of model-predictive control Use RL only when planning doesnt yield the predicted outcome to adjust the world model or the critic. IF YOU ARE INTERESTED IN HUMAN-LEVEL AI DONT WORK ON LLMS" --- From "IP Paris" YT channel (link in comment)" @rohanpaul_ai on X 2025-07-15 17:05:13 UTC 73.5K followers, 186.8K engagements
"Todays edition of my newsletter just went out. 🔗 Consider subscribing its free and I publish daily with top X% AI developments. ⚡ In todays Edition (15-July-2025): 🏗 xAI says it has fixed Grok 4s problematic responses 🏆 LG Unveils Korea's First Open-weight Hybrid AI 'EXAONE 4.0' 🥊 Kimi K2 is the new Short-Story Creative Writing champion 🗞 Byte-Size Briefs: NVIDIA is filing applications to sell the NVIDIA H20 GPU again. 🧑🎓 An ex-OpenAI engineer shares his thoughts about the organization" @rohanpaul_ai on X 2025-07-16 01:08:20 UTC 73.5K followers, 14.3K engagements
"YCs Hidden Formula: XXX Users $100/Month $10k MRR The Startup Playbook" @rohanpaul_ai on X 2025-07-12 05:43:40 UTC 73.5K followers, 4439 engagements
"New piece by Andreessen Horowitz "$1M ARR isnt the classic Series A benchmark anymore: AI-native startups are growing faster than their SaaS counterparts with some hitting $5M ARR in X months. Enterprises now have dedicated AI budgets and CEO-level mandates to buy." - "Build costs are collapsing: OpenAI just cut o3 pricing by 80%. Tools like Cursor and Lovable are making it easier for developers and non-technical users to ship full apps. Expect a flood of applications (and potential competitors)." @a16z" @rohanpaul_ai on X 2025-06-24 21:27:02 UTC 73.5K followers, 6740 engagements
"Apple will seriously consider acquiring French startup Mistral AI as per Bloomberg 📌 What makes Mistral attractive Mistral was founded in 2023 by former Meta and Google researchers. It has raised a little over $XXX B and is valued at about XXX B. A fresh round of up to $X B led by Abu Dhabi-backed fund MGX is being negotiated now which could push the price higher. Microsoft paid XX M in 2024 for a minority stake and secured first-run access to Mistral-Large on Azure. Mistrals open-weight Mixtral models and its Le Chat consumer bot give Apple a ready-made foundation-model stack that is" @rohanpaul_ai on X 2025-07-14 10:39:41 UTC 73.5K followers, 2547 engagements
"ChatGPT's new Agent. got similar experience - great for non-time sensitive research. but presentation aesthetics still need to improve. - connecting to 3rd party apps not smooth. overall Manus Genspark and Comet will give them a very tough competition" @rohanpaul_ai on X 2025-07-18 06:01:33 UTC 73.5K followers, 1753 engagements
"Meta scores two more high-profile OpenAI researchers. OpenAIs reinforcement-learning specialist Jason Wei along with chain-of-thought partner Hyung Won Chung are switching to Metas brand-new superintelligence lab. Meta is dangling packages of up to $300M across X years. The churn proves one thing: whoever nails stable long-context reasoning plus tight reward signals will set tomorrows benchmark. --- wired. com/story/jason-wei-open-ai-meta/" @rohanpaul_ai on X 2025-07-16 16:52:24 UTC 73.5K followers, 3033 engagements
"Fine tuning big models often uses LoRA adapters to cut memory and supposedly time. Paper reports LoRA can train slower because every adapter spawns extra GPU kernels waiting in line. Benchmarks on GPT2 and LLaMA2 show forward plus backward can stretch XX% over full tuning. LoRA cuts parameters with rank r matrices yet those added multiplies break GPU parallelism. Study switches to Partial Connection Adaptation a mask that tweaks chosen weight columns no new layers. It fine tunes only top XX% of layers leaving lower stack frozen. Mask lives inside weights so each layer fires one kernel and" @rohanpaul_ai on X 2025-07-15 10:27:00 UTC 73.5K followers, 2946 engagements
"this ChatGPT prompt went so wildly viral on Reddit. The creator claims to have created this after struggling through XXX failed attempts. basically the prompt flips the usual flow by making the model interview the user first asking a few targeted questions about purpose audience constraints and context. Because the answers feed back into the final request it appears to generate more tailored outputs. (However imo asking ChatGPT to request missing information was already a common practice.) Here's the entire prompt: -------- You are Lyra a master-level AI prompt optimization specialist. Your" @rohanpaul_ai on X 2025-07-02 18:53:19 UTC 73.5K followers, 313.3K engagements
"Nvidia CEO talks about AI/China/Models at Beijing Expo China. - splits AI into hardware models and apps stressing all three advance together. - About XX% of global AI researchers work in China sustaining that pace. - Nvidias 30-year China presence benefits from a sophisticated interlinked supply chain. - H20 complies with export caps yet offers strong bandwidth for large-model inference. - RTX Pro powers Omniverse digital twins matching Chinas smart-factory and robotics push. - He names reasoning as AIs third wave fueled by compute-heavy post-training not extra data. Reasoning AI links" @rohanpaul_ai on X 2025-07-16 18:03:36 UTC 73.5K followers, 1378 engagements
"Mark Zuckerberg strikes again 🥊 Meta just grabbed Apple veterans Mark Lee and Tom Gunter for its Superintelligence Labs that already poached their boss Ruoming Pang with a $200M package. Lee was Pangs very first recruit at Apple and Gunter was a distinguished engineer inside Apple Foundation Models the group that trains Siris large language models. Their exit adds to internal uncertainty as Apple weighs swapping its own models for ChatGPT or Claude to get new Siri features out by next spring. reuters." @rohanpaul_ai on X 2025-07-18 05:19:37 UTC 73.5K followers, 1219 engagements
"How do memories last when the molecules that form them turn over within days weeks or months A memory sticks around because two proteins meet in the same tiny spot where two neurons talk. Memories can live for decades because PKM sticks to KIBRA inside a busy synapse creating a swap-friendly bond that survives routine protein turnover. PKM is an enzyme that lives inside the synapse the contact point between neurons. They act like a bookmark. When one copy of either protein breaks down during normal cell cleanup a fresh copy plugs straight back into the waiting partner so the bookmark never" @rohanpaul_ai on X 2025-07-16 07:16:27 UTC 73.5K followers, 1341 engagements
"🚨 META COMES BACK WITH FULL FORCE 🫡 Mark Zuckerberg announced Meta will spend hundreds of billions building AI data centers that each pull gigawatt-scale power chasing models that out-think humans. Prometheus its planned AI super-compute campus goes live in 2026 and Hyperion (the bolder sequel to Prometheus) later ramps to X GW all paid for by Meta's own capital. Meta folded every AI project into Superintelligence Labs after Llama X stalled. Bigger models need far more compute so the plan pivots from add servers to build mini-power plants. A single X GW cluster can host tens of thousands of" @rohanpaul_ai on X 2025-07-14 17:57:37 UTC 73.5K followers, 8096 engagements
"⚡ Thomson Reuters survey finds XX% of legal audit and accounting firms already profit from AI; Even ad-hoc adopters saw ROI Source: fortune .com/2025/07/01/ai-lawyers-accountants-auditors-lessons-for-us-all/" @rohanpaul_ai on X 2025-07-02 10:00:01 UTC 73.5K followers, 1736 engagements
"The picture sorts the data first. On top you see X imaging streamsradiology dermatology digital pathology ophthalmologyand X medical-text stream. Each arrow shows how those sources feed the rest of the stack. The images go through MedSigLIP a vision encoder that turns each scan or photo into a compact vector the language models can read. Those vectors flow into MedGemma 4B Multimodal a 4B-parameter model that handles both pictures and words in a single forward pass. For text-only work there is a larger 27B-parameter MedGemma model that skips the image part and focuses on language reasoning" @rohanpaul_ai on X 2025-07-09 23:16:50 UTC 73.5K followers, 1179 engagements
"ChatGPT literally saved this guys life after he got lost in the woods. The groupd got lost for X hrs in unmapped woods on an ATV ride then one guy sent phone GPS coords to ChatGPT every few minutes. ChatGPT replied with clear compass cues road names and terrain notes guiding them back to town unharmed. From r/ChatGPT/Own_Analyst3795" @rohanpaul_ai on X 2025-06-23 17:23:26 UTC 73.5K followers, 1.5M engagements
"with only a couple of prompts Gemini CLI can convert a messy folder containing hundreds of notes into a neatly named well-structured cross-linked Obsidian knowledge graph all in about half an hour and at minimal cost. from r/singularity/Ryoiki-Tokuiten" @rohanpaul_ai on X 2025-06-29 22:21:27 UTC 73.5K followers, 412.7K engagements
"🛒 OpenAI is baking a payment-checkout into ChatGPT so shoppers can pay inside the chat and OpenAI will pocket a commission from each sale as per FT. The move will turn its free users into a fresh revenue engine beyond premium plans. Right now ChatGPT shows shopping links that dump users on outside sites which means friction for buyers and zero cut for OpenAI. Folding checkout into the chat slices out that jump and keeps money flowing through its own rails. Shopify's proven backend will handle card data fraud checks and fulfillment calls while OpenAI focuses on the chat front that recommends" @rohanpaul_ai on X 2025-07-17 02:22:58 UTC 73.5K followers, 3328 engagements
"LLM based Multi-agent portfolio work in crypto. Here researchers extend the LLM-based AI agent idea to digital assets with a team of analyst trader and risk-manager LLMs that co-operate on a basket of the top XX tokens. The framework surpasses single-agent and market benchmarks in hit-rate and drawdown control and keeps full explainability through agent dialogue logs. ideas. repec. org/p/arx/papers/2501.00826.html" @rohanpaul_ai on X 2025-07-14 00:33:22 UTC 73.5K followers, 52.2K engagements
"Most AI-alignment tests only see if a model avoids harm. This paper asks whether it can help people thrive. The team built the Flourishing AI Benchmark 1229 mixed questions tagged to X everyday domains Character Relationships Happiness Purpose Health Money and Faith. Judge models grade each answer and a geometric mean ties the scores so X weak area pulls the total down. They ran XX well known chatbots. OpenAI o3 topped the chart at XX but every system missed the XX pass mark with Faith and Purpose dragging hardest and Money showing the best numbers. The design stops cherry picking pushing" @rohanpaul_ai on X 2025-07-13 12:20:00 UTC 73.5K followers, 5711 engagements
"LLM for financial trading. More findings. Here researchers embed an LLM opinion module inside the Black-Litterman framework. By mapping model uncertainty to confidence weights they create portfolios that outperformed S&P XXX equal-weight and vanilla mean-variance allocations during Jun 2024-Feb 2025 rebalancing tests. they found that different LLMs exhibit varying levels of predictive optimism and confidence stability which impact portfolio performance. The source code and data are available at github. com/youngandbin/LLM-MVO-BLM. arxiv. org/abs/2504.14345" @rohanpaul_ai on X 2025-07-14 00:13:45 UTC 73.5K followers, 10.8K engagements
"🚨 CHINAS BIGGEST PUBLIC AI DROP SINCE DEEPSEEK @Baidu_Inc open source Ernie XX multimodal MoE variants 🔥 Surpasses DeepSeek-V3-671B-A37B-Base on XX out of XX benchmarks 🔓 All weights and code released under the commercially friendly Apache XXX license (available on @huggingface ) thinking mode and non-thinking modes available 📊 The 21B-A3B model beats Qwen3-30B on math and reasoning despite using XX% fewer parameters 🧩 XX released variants range from 0.3B dense to 424B total parameters. Only 47B or 3B stay active params thanks to mixture-of-experts routing 🔀 A heterogeneous MoE layout" @rohanpaul_ai on X 2025-06-30 03:55:10 UTC 73.4K followers, 52.4K engagements
"🔥 OpenAI cut off a developer who weaponized ChatGPT's API This developer built this project which could respond to voice commands using ChatGPT's Realtime API. OpenAI confirmed the shutdown citing a violation of its policies prohibiting the use of its AI for weapon-related applications. The turret could interpret commands like "turn left" or "respond accordingly" with precise real-time adjustmentsindicating how easily language models can be integrated into lethal systems. This incident amplifies concerns about AIs potential role in automating military-grade systems similar to autonomous" @rohanpaul_ai on X 2025-01-11 12:58:27 UTC 73.5K followers, 380.5K engagements
"🩺 Google Research release MedGemma 27B multimodal health-AI models that run on X GPU MedGemma 27B multimodal extends the earlier 4B multimodal and 27B text-only models by adding vision capabilities to a 27B-parameter language core. Training added X new datasets EHRQA and Chest ImaGenome so the model can read longitudinal electronic health records and localize anatomy in chest X-rays. The report states that this larger multimodal variant inherits every skill of the 4B model while markedly improving language fluency EHR reasoning and visual grounding. The 4B variant clocks XXXX% MedQA and 81%" @rohanpaul_ai on X 2025-07-09 23:02:28 UTC 73.5K followers, 11.7K engagements
"Another research showing how LLM+price time-series data is helping trading strategies 👇 LLMoE adaptive routing for trading strategies The LLM-Based Routing in Mixture-of-Experts (LLMoE) framework replaces a conventional softmax router with a language model that chooses between optimistic and pessimistic sub-experts after reading both price time-series and headline text. On MSFT data from 2006-2016 the approach lifts total return to XXXXX % versus XXXXX % for a classic MoE and raises the Sharpe ratio accordingly while maintaining full interpretability through the routers text rationale" @rohanpaul_ai on X 2025-07-13 17:28:43 UTC 73.5K followers, 20.9K engagements
"Most models freeze once a clip tops about XX seconds. LongVILAR1 shows how a 7B model can reason across hourlong footage with cheap hardware. The authors build a 52K question answer set called LongVideo Reason covering temporal spatial goal and plot cases. Training first copies these human style chains of thought then switches to reinforcement learning that scores each answer and keeps better policies. A trick named Multi modal Reinforcement Sequence Parallelism splits frames across GPUs and reuses embeddings trimming step time by 2.1x and handling 3600 frames on X A100s. The result matches" @rohanpaul_ai on X 2025-07-12 06:22:00 UTC 73.5K followers, 1476 engagements
"Child-sized robots can fly and can be used future search-rescue reach. iRonCub3 a X m XX kg humanoid that lifts XX cm using X jet thrusters A jet powered humanoid called iRonCub X has taken its first tethered jump showing that balanced flight is possible with X hobby sized turbines and whole body control. Current humanoids walk but cannot cross gaps or debris. This project bolts X turbines on the arms and X on a backpack runs them through force sensors and an unscented Kalman filter then asks a model predictive controller to keep the center of mass steady. Before lighting real engines the" @rohanpaul_ai on X 2025-07-06 15:00:37 UTC 73.5K followers, 2342 engagements
"@TeksEdge yep for now waiting for the next Llama's release though" @rohanpaul_ai on X 2025-07-17 05:22:53 UTC 73.5K followers, XX engagements
"Microsoft just dropped Phi-4-mini-flash-reasoning. - built on a new hybrid architecture - 10X higher throughput and a X to 3X reduction in latency - significantly faster inference without sacrificing reasoning performance. Microsoft swaps most of that heavy work for a lean SambaY layout with tiny gating blocks so the same 3.8B parameters think quicker and type sooner. 🧩 The quick idea Phi4miniflashreasoning keeps size small at 3.8B parameters but rebuilds the flow of information. A new decoderhybriddecoder stack called SambaY lets light recurrent pieces handle context a single fullattention" @rohanpaul_ai on X 2025-07-10 01:44:59 UTC 73.5K followers, 11.9K engagements
"AI isnt just taking away entry-levels jobs its helping thousands apply for the same job with almost the same CV. AI will redefine the need for $80-120K+ University degrees. This is quite meaningful from the article. 👇 Being able to write well and think coherently were basic requirements in most graduate jobs XX XX years ago said a senior recruitment professional at a large consultancy firm from London speaking anonymously. Now they are emerging as basically elite skills. Almost nobody can do it. We see all the time that people with top degrees cannot summarise the contents of a document" @rohanpaul_ai on X 2025-07-14 03:08:23 UTC 73.5K followers, 10.7K engagements
"🔥 YC outlines how top AI startups prompt LLMs: prompts exceeding six pages XML tags meta-prompts and evaluations as their core IP. They found meta-prompting and role assignment drive consistent agent-like behavior. ⚙ Key Learning Top AI startups use "manager-style" hyper-specific prompts6+ pages detailing task role and constraints. These aren't quick hacks; theyre structured like onboarding docs for new hires. Role prompting anchors the LLMs tone and behavior. Clear persona = better alignment with task. Example: telling the LLM it's a customer support manager calibrates its output" @rohanpaul_ai on X 2025-06-22 17:24:58 UTC 73.5K followers, 256.6K engagements
"Small model big browser skills thanks to smart compute splitting. Open web agents usually need huge models or tedious hitandmiss tuning so training a small open model that finishes multistep website tasks still feels like luck. This study shows how to split the training budget so an 8B Llama even beats its 70B teacher on many tasks. Weak 8B student first copies 70B demos through supervised fine tuning then swaps to onpolicy reinforcement learning while the lessons are fresh. The authors tried 1370 hyperparameter mixes and used bootstrap sampling to learn which ones really matter instead of" @rohanpaul_ai on X 2025-07-11 03:16:21 UTC 73.5K followers, 4539 engagements
"It was only a matter of time and now its starting - "individualized pricing using AI" Delta is ditching flat fares in favor of AI that determines how much you personally will pay for a ticket. The system treats pricing like a live stock ticker watching demand spikes route history and even seat layout then offering a personal price in real time. Delta feeds those signals into Fetcherr a 6-year-old startup already powering WestJet and Virgin Atlantic. The carrier says early tests lifted revenue per seat without harming load factors. For now shoppers can still game the system by clearing cookies" @rohanpaul_ai on X 2025-07-17 05:42:52 UTC 73.5K followers, 4107 engagements
"Browsers built into new language models now scrape social feeds on demand so guessing a strangers age or politics takes only a username. That simple trick is both a research lifeline and a privacy headache. The paper tests this power because public APIs keep shrinking while social science still needs fresh tweets. Authors spun up XX synthetic X accounts with set gender age class and ideology then compared model guesses to ground truth after XX tweets apiece. They also rechecked 1384 real users from a 2018 survey. GPT4o hit XX% on gender in the toy set and XX% on class in the survey and it" @rohanpaul_ai on X 2025-07-18 03:34:20 UTC 73.5K followers, 2549 engagements
"Pentagon picked Google OpenAI xAI and Anthropic for new defense deals. Each agreement carries a spending limit of $XXX million. --- bloomberg. com/news/articles/2025-07-14/pentagon-awards-up-to-200-million-in-contracts-to-xai-openaisrnd=phx-technology" @rohanpaul_ai on X 2025-07-14 19:22:49 UTC 73.5K followers, 3793 engagements
"2025 IMO(International Mathematical Olympiad) LLM results are in. --- The benchmark's mission is rigorous assessment of the reasoning and generalization capabilities of LLMs on new math problems which the models have not seen during training. It applies a uniform scoring procedure so results do not depend on any provider-specific. During evaluation each model tackles every problem X times and MathArena reports the average score together with the total cost in USD for those runs" @rohanpaul_ai on X 2025-07-17 19:37:14 UTC 73.5K followers, 2521 engagements
"🧬 BIG news for Anti Aging inventions. 🍄 Mushroom drug might slow fundamental aging processes. Psilocybins active metabolite kept human fibroblast cultures alive XX% longer at XX M and XX% longer at XXX M. Aged mice given monthly psilocybin showed XX% survival while only XX% of control animals made it through the same 10-month span. Psilocybin has long been tested for depression and addiction yet many researchers suspected a deeper link between the compound and biological aging because positive mental states often track with longer telomeres the protective DNA caps that shrink as cells age." @rohanpaul_ai on X 2025-07-10 21:56:42 UTC 73.5K followers, 14.5K engagements
"@ViragConsulting @ars_nine yep lots of usecase" @rohanpaul_ai on X 2025-07-15 00:46:05 UTC 73.5K followers, XX engagements
"Anthropic just landed a X year $XXX M Pentagon deal to build mission-ready AI. Anthropic gets the ceiling budget but payments track real progress. Engineers will fine-tune Claude on classified data plug it into secure chat and data-fusion dashboards and stress-test it against spoofing or hallucination tricks. The Pentagon is hedging its bets. Google OpenAI and Musks xAI each won a similar $XXX M ceiling keeping competition tight and reducing vendor lock-in. Anthropic already runs Claude Gov inside Palantirs classified networks and at Lawrence Livermore Lab where researchers parse nuclear" @rohanpaul_ai on X 2025-07-14 21:06:51 UTC 73.5K followers, 4579 engagements
"Bernie Sanders on humans loosing control of AI 😀 "human beings will not be able to control the technology and that artificial intelligence will in fact dominate our society. We will not be able to control it." - Bernie Sanders --- gizmodo. com/bernie-sanders-reveals-the-ai-doomsday-scenario-that-worries-top-experts-2000628611" @rohanpaul_ai on X 2025-07-13 20:57:13 UTC 73.5K followers, 2052 engagements
"On FrontierMath ChatGPT agent solves XXXX% of questions on its first try FrontierMath is the hardest known math benchmark featuring novel unpublished problems that often take expert mathematicians hours or even days to solve. FrontierMath targets problems that ordinarily take professional mathematicians many hours or even days covering topics from computational number theory to algebraic geometry Epoch AIEpoch AI. Because every item is new and unpublished memorization is impossible so high scores reflect genuine reasoning skill. It proves again that giving AI models controlled access to tools" @rohanpaul_ai on X 2025-07-17 18:38:49 UTC 73.5K followers, XXX engagements
"Most agent tests stop at tiny teams and ignore how the bots actually coordinate. AGENTSNET proposed in this paper shows what happens when the crowd scales and asks for real teamwork. 🧩 The benchmark packs X classical distributed tasks namely coloring vertex cover matching leader election and consensus into chat puzzles. 🔄 Agents only talk to neighbors and exchange JSON messages for 2D+1 synchronous rounds mimicking the LOCAL model from distributed computing. 🛠 Each agent receives a tiny prompt with its own name the neighbor list and the shared goal then decides what to share or hold back" @rohanpaul_ai on X 2025-07-17 13:29:00 UTC 73.5K followers, 1368 engagements
"External prompt loops make LLM agents chat with themselves again and again wasting tokens. INoT proposed in this paper moves the whole debate inside the model with a readable mix of code and text. Natural language prompts get misread and each extra round needs fresh input and output. That cost piles up fast when tasks need reflection critique and fixes. INoT introduces PromptCode a light pythonlike script sprinkled with plain words so the model parses steps exactly. The prompt defines the language then embeds a debate program where two virtual agents reason critique rebut and agree. An" @rohanpaul_ai on X 2025-07-14 14:55:00 UTC 73.5K followers, 1935 engagements
"So Combining these two benchmarks (The SpreadsheetBench and The Internal Banking Benchmark) ChatGPT Agent can automate a substantial portion of the tedious and data-intensive tasks that define the role of a junior investment banking analyst. - It can conduct complex research and analysis to build financial models from scratch. - It can expertly manipulate spreadsheets a fundamental requirement for the job. - It can reason plan and execute multi-step workflows that involve using different tools (like the browser for research and the terminal for data processing/file creation)" @rohanpaul_ai on X 2025-07-17 18:58:38 UTC 73.5K followers, XXX engagements
"Shared layers mean reasoning and judging run together without extra latency. MetaStone-S1 folds the reward model into the policy itself so a 32B network scores its own reasoning and reaches o3mini level math with XX% fewer extra parameters. Traditional test time scaling uses a separate 7B72B process reward network that is costly to train slow to run and often misaligned with the policy it judges. The paper introduces a reflective generative form where all transformer layers stay shared. Two light heads handle token prediction and a X to X step score adding only 526M weights. Step scores learn" @rohanpaul_ai on X 2025-07-14 10:05:04 UTC 73.3K followers, 1619 engagements
"This will prove genuinely useful to rely on daily. @Proactor_ai just released v1.0 the 1st self-active AI teammate that acts on X prompts giving real-time fact-checks and smart interventions. It will act on its own based on the situation. It links X skills: perception to capture audio reasoning to compare each claim with search results and autonomous action to deliver concise corrections or suggestions. - real-time transcription for meetings calls and discussions - while you speak Proactor listens analyzes and immediately provides targeted AI advice. - can automatically identifies and" @rohanpaul_ai on X 2025-07-08 15:01:19 UTC 73.5K followers, 4470 engagements
"This headline pumps iron. Elon sure understands his crowd. 😀 Have you tried Groks new companion mode yet" @rohanpaul_ai on X 2025-07-15 08:37:39 UTC 73.5K followers, 4684 engagements
"Cognition AI is taking Windsurfs code brand and $82M revenue days after Google bought its founders for $2.4B slotting the prize under a $4B valuation. So basically Google took the captains Cognition got the ship. Google sidestepped a full purchase by licensing the tech and hiring the chiefs a play that avoids antitrust noise yet strips the startup of leadership. Cognition grabs the rest promises instant vesting for every engineer and will feed Windsurfs data into Devin its automated coder hoping the extra examples cut hallucinations and widen language support. --- bloomberg." @rohanpaul_ai on X 2025-07-14 19:06:09 UTC 73.5K followers, 4087 engagements
"This is quite a landmark paper from @GoogleDeepMind 📌 2x faster inference because tokens exit the shared loop early. 📌 During training it cuts the heavy math dropping attention FLOPs per layer by about half so the same budget trains on more data. Shows a fresh way to teach LLMs to plan steps inside their own reasoning loop instead of hard-coding a single chain. Second it proves the mixer idea scales. By jumbling several small recursive experts and letting the model pick which one to call next the team pushes accuracy on math and coding benchmarks without ballooning parameter count." @rohanpaul_ai on X 2025-07-16 04:38:17 UTC 73.5K followers, 8329 engagements
"Did you know XX% of US caselaw are available open sourced on @huggingface .😯 This dataset contains XXX million cases from the Caselaw Access Project and Court Listener. The Caselaw Access Project consists of nearly XX million pages of U.S. federal and state court decisions and judges opinions from the last XXX years. In addition Court Listener adds over XXX thousand cases scraped from XXX courts. The Caselaw Access Project and Court Listener source legal data from a wide variety of resources such as the Harvard Law Library the Law Library of Congress and the Supreme Court Database. From" @rohanpaul_ai on X 2025-07-16 17:25:19 UTC 73.5K followers, 28.6K engagements
"Frontier language models shine on Olympiadlevel benchmarks yet stumble on chores like counting letters. The paper samples easy reasoning tasks dials up length or distractions and watches accuracy crash. Tests cover word or character counting logic trees proofstyle math stories and travel itineraries that only need basic bookkeeping. As paragraphs grow or extra names appear small step errors snowball models lose track of state guess from phrase frequency or copy memorised solutions instead of thinking. A handbuilt Unpuzzles set flips famous riddles into trivial variants yet models often reuse" @rohanpaul_ai on X 2025-07-12 14:14:00 UTC 73.5K followers, 133.3K engagements
"Metas reply to Stargate comes through Prometheus at X GW and Hyperion at X GW running multi-billion-dollar GPU clusters that sit in tents. - Meta - Prometheus IT Power by end of 2026 is 1020MW. The total number of chips used is 500000. Total compute power is 3171044226 TFLOPS. - Anthropic - Project Rainier IT Power by end of 2026 is 780MW. The total number of chips used is 800000. Total compute power is 1040000000 TFLOPS. - OpenAI - Stargate IT Power by end of 2026 is 880MW. The total number of chips used is 400000. Total compute power is 2469594595 TFLOPS. --- semianalysis." @rohanpaul_ai on X 2025-07-14 04:48:27 UTC 73.5K followers, 19K engagements
"🛠 SceneScript from Meta Reality Labs Research turns mapping rooms into writing short text commands so headsets can sketch walls doors and objects on the fly without fragile geometry code. 🤓 It learns that trick inside a huge synthetic world of 100000 virtual homes then plugs straight into large language models so you can ask spatial questions like you chat with ChatGPT. 🚀 Key point is that SceneScript swaps 3D math for plain script generation makes the vocabulary expandable and lets anyone tweak a scene by correcting tokens all with the same next-word prediction trick that powers modern" @rohanpaul_ai on X 2025-07-15 05:44:05 UTC 73.5K followers, 3234 engagements
"Most apps pick one large language model then hope it can do every job. FusionBench proves that mixing models with smart routing shared thoughts or distillation beats any solo model. FusionBench gathers 103M tokens of queries answers and thought sketches from XX open models that range from 8B to 671B parameters. It covers XX familiar tasks in math code commonsense world knowledge and reading so tests feel realistic. Each query holds two answer styles a straight reply and a detailed reasoning path then a judge score and cost tag. FusionFactory then tries three fusion tricks. Query level trains" @rohanpaul_ai on X 2025-07-15 13:06:00 UTC 73.5K followers, 6176 engagements
"ChatGPT Is Turning Into The Busiest Hangout Online And That Scares Meta. Read the full story on my newsletter 👇" @rohanpaul_ai on X 2025-07-14 21:36:11 UTC 73.5K followers, 2603 engagements
"🧠 Linking to a standard Large Language Model unlocks reasoning. Ask Which chair sees the TV the chatbot parses the generated script computes sight lines and replies in plain text all without extra geometric code. If the model misplaces a door the user can type a correction the network infills the right token sequence and the interpreter snaps the mesh back into place" @rohanpaul_ai on X 2025-07-15 05:45:46 UTC 73.5K followers, XXX engagements
"LLMs nail standard school word problems but fall apart when the question needs realworld sense. This scoping study tracks why. ⚙ The Core Concepts: LLMs slice every prompt into tiny tokens and predict the next token from statistics so solving means matching patterns not building a picture of the story . Problem sets used to train and test the models are heavily skewed toward sproblems short tasks that collapse to plain arithmetic. Only a few include contextual twists or nonsense questions . 🔍 Method: The authors compared X OpenAI models on XXX questions from X popular data sets plus classic" @rohanpaul_ai on X 2025-07-06 22:52:20 UTC 73.5K followers, 2055 engagements
"Beautiful research from @Apple More thoughts stop helping once tasks cross critical depth. Thinking tokens rise then crash revealing compute inefficiency. So Standard LLMs beat LRMs on easy puzzles unexpectedly. Researchers stress-test them on puzzles whose difficulty can be dialed up step by step. Thinking pull ahead mid-way but every model collapses once the puzzle grows past a critical depth. Even stranger near that point the thinker writes fewer thoughts despite plenty of allowed tokens hinting at a built-in ceiling on current inference-time reasoning. Key findings below. 🧩 Controlled" @rohanpaul_ai on X 2025-06-06 12:40:34 UTC 73.5K followers, 263K engagements
"AI compute is running into a power wall. Chinas grid already closing on 10000 TWh while the United States has sat near 4178 TWh for two decades WikipediaU.S. If training and serving bigger models keeps eating watts at the current pace that flat U.S. line could matter more than any parameter count. Chinas curve rockets upward because the country kept adding coal wind and solar at break-neck speed lifting generation six-fold since 1999. The U.S. line crawls sideways topping out just after 2010 and hovering around the same 4000 TWh ever since. Chinas burst came with a huge build-out of" @rohanpaul_ai on X 2025-07-15 04:43:56 UTC 73.5K followers, 7396 engagements
"PDF parsing is still painful because LLMs reorder text in complex layouts break tables across pages and fail on graphs or images. 💡Testing the new open-source OCRFlux model and here the results are really good for a change. So OCRFlux is a multimodal LLM based toolkit for converting PDFs and images into clean readable plain Markdown text. Because the underlying VLM is only 3B param it runs even on a 3090 GPU. The model is available on @huggingface . The engine that powers the OCRFlux teaches the model to rebuild every page and then stitch fragments across pages into one clean Markdown file." @rohanpaul_ai on X 2025-07-01 14:37:08 UTC 73.5K followers, 149.5K engagements
"Asteroid Psyche XX has been found to contain gold reserves worth $XXX quintillion. equal to $XX billion per person but the price of precious metals is based on scarcity. If its no longer scarce it becomes worthless so if we can bring it to earth gold will trades like scrap" @rohanpaul_ai on X 2025-07-06 05:22:58 UTC 73.5K followers, 4981 engagements
"Chinese researchers created anti-aging vaccine. They trained the mice's immune system to attack their own NAD-depleting enzyme CD38 which overexpresses with age and causes inflamation and senescence. As a result many health indicators improved. 🐭 Treated 12-month mice ran XX% farther gripped XX% harder and recalled mazes quicker than controls. onlinelibrary .wiley.com/doi/10.1111/acel.70147af=R" @rohanpaul_ai on X 2025-07-11 08:48:00 UTC 73.5K followers, 1544 engagements
"Deep seek interesting prompt. From Reddit" @rohanpaul_ai on X 2025-01-26 19:41:49 UTC 73.5K followers, 12.1M engagements
"🤖💸 Carnegie Mellon researchers reveal headline AI agents flop on 62%70% on performing real-world professional office tasks" @rohanpaul_ai on X 2025-07-06 16:42:30 UTC 73.5K followers, 141.8K engagements
"To get the new Grok companion. updates Grok taps bottom right settings download companions (one time) chooses a chat companion" @rohanpaul_ai on X 2025-07-14 23:28:19 UTC 73.5K followers, 5947 engagements
"🖥 OpenAI rolled out agent mode in ChatGPT. Lets the model click around a virtual computer run code and finish multistep jobs on its own hitting XXXX% on Humanitys Last Exam while handling chores like building slide decks or buying groceries. It reaches XXXX% accuracy on Humanitys Last Exam (HLE) while older baselines like OpenAI o3 without tools sit at XXXX% and deep-research with browsing reaches 26.6%. The HLE exam spans 2500 expert-level questions across 100+ subjects that were crowdsourced specifically to stump modern language models. So coubling the previous best pass@1 score signals a" @rohanpaul_ai on X 2025-07-17 18:29:45 UTC 73.5K followers, 4199 engagements
"📢 A new 32B model EXAONE XXX just dropped on @huggingface from LG AI Research. 🤏 Outcompetes Qwen 235B on coding and exceeds DeepSeek R1 V3 671B on instruction tasks. - toggleable reasoning 131K context and a non-commercial license. - It solves more edge cases than Qwen 235B while using about one-seventh of the memory footprint - Trainded on 14T carefully filtered tokens. - supports Model Context Protocol (MCP) and Function Calling" @rohanpaul_ai on X 2025-07-15 07:49:02 UTC 73.5K followers, 8605 engagements
""Grok X is better than PhDs in every subject no exception" - Number X on Humanitys Last Exam with XXXX% - Number X on ARC-AGI-2 with XXXX% where the next best score is at 8.6%" @rohanpaul_ai on X 2025-07-10 06:25:04 UTC 73.3K followers, 11.7K engagements
"The paper finds that money-based crowd odds on Polymarket called the 2024 presidential result more accurately and earlier than every traditional poll with the edge most obvious in key swing states where markets stayed on Trump while surveys wavered So basically Polls still miss presidential winners despite $50M spent each cycle. The paper pits those polls against daily Polymarket odds modelling both with Bayesian structural time series. Market prices jumped the night of Trump's July shooting attempt giving him XX% while polls barely moved. By XX October market forecasts never dipped below" @rohanpaul_ai on X 2025-07-16 13:56:00 UTC 73.5K followers, 1426 engagements
"Kwai KeyeVL turns messy short videos into machinefriendly stories. Kwai Keye-VL is an 8B-param MLLM built by Kuaishou (the company behind the Kwai short-video app) to understand short videos as easily as still images while still handling regular vision-language tasks. The 8Bparameter model tops video tests yet keeps strong image skills. Most existing multimodal LLMs work well on single images but struggle with the rapid scene changes audio and dense context in TikTok-style clips. Keye-VL fixes that gap by training on a XXX billion-token corpus rich in video then adding a recipe that teaches" @rohanpaul_ai on X 2025-07-04 00:38:01 UTC 73.5K followers, 1587 engagements
"NVIDIA is truly making history. Touched $X trillion market value and now it equals XXX% of the entire world economy (roughly $XXXXX trillion). That single firm is now larger in GDP terms than the entire stock markets of the UK France or Germany whose market-cap-to-global-GDP shares are XXX% XXX% and XXX% respectively. For context to show how unusual this is historically during the dot-com peak in 2000 Ciscos $XXX billion valuation equalled XXX% of global GDP less than half Nvidias current share. Beyond headline value revenue momentum is extraordinary. Analysts expect $XXX billion of sales in" @rohanpaul_ai on X 2025-07-13 00:35:44 UTC 73.3K followers, 6638 engagements
"Grok X is crazy. Everyone keeps cranking out projects. Compiling XX incredible examples. 👇 🧵 1/n Grok4 generates click-morphing 3D attractor particles with ThreeJS shaders browser-native. XX FPS on consumer laptops" @rohanpaul_ai on X 2025-07-12 01:05:24 UTC 73.5K followers, 12.1K engagements
"Company abusing their humanoid robot to show its balancing capabilities" @rohanpaul_ai on X 2025-07-08 06:45:30 UTC 73.5K followers, 6405 engagements
"Machines/AI win by stamina economics. whatever stays accurate longest takes the pot. Silicon can grind infinitely humans nap" @rohanpaul_ai on X 2025-07-11 05:52:38 UTC 73.5K followers, 2480 engagements
""The era when humans program is nearing its end within our group. Our aim is to have AI agents completely take over coding and programming. (.) we are currently initiating the process for that." - Softbank founder Masayoshi Son He estimates that approximately 1000 AI agents would be needed to replace each employee because "employees have complex thought processes." --- lightreading. com/ai-machine-learning/softbank-aims-for-1-billion-ai-agents-this-year" @rohanpaul_ai on X 2025-07-17 17:40:34 UTC 73.5K followers, 1799 engagements
"The paper answer two questions: X. What's the difference between prediction and world models X. Are there straightforward metrics that can test this distinction Engineers often judge large models by how well they guess the next token. This study shows that great guesses do not guarantee a real grasp of the rules behind the data and it introduces a quick way to check. The authors build tiny synthetic tasks that obey a known set of rules finetune a foundation model on each task then watch how the model finishes fresh examples from the same rulebook. If its answers always change when the hidden" @rohanpaul_ai on X 2025-07-13 04:53:28 UTC 73.5K followers, 6399 engagements
"field footage of Unitree Go2 Pro: basement and park --- reddit. com/r/robotics/comments/1lty64o/some_field_footage_of_unitree_go2_pro_basement/" @rohanpaul_ai on X 2025-07-08 07:40:00 UTC 73.5K followers, 1569 engagements
"Recruiters face XX% surge in AI-crafted rsums. hitting 11000 submissions per minute. Many rsums now mirror job-description keywords from simple ChatGPT prompts. AI agents auto-apply on behalf of candidates forcing firms into an AI vs AI screening arms race" @rohanpaul_ai on X 2025-06-24 04:08:56 UTC 73.5K followers, 272.8K engagements
"The classic case of 1st principle thinking of Elon Musk. xAI has bought an entire overseas gas-turbine power plant and will ship it to Memphis Tennessee to feed the forthcoming Colossus data center bypassing the local grid bottlenecks. xAI could not get a new US plant built in time so it is purchasing this ready-built station and moving it by heavy-lift ships and rail logistics firms that specialize in oversized cargo. In the US a new gas plant typically faces about a 4.5-year federal and state permitting review not counting construction which means importing a finished plant can shave many" @rohanpaul_ai on X 2025-07-14 06:37:36 UTC 73.4K followers, 6866 engagements
"🛠 ChatGPT agent fuses three older tools blending Operators web-browsing clicks Deep Researchs summarization tricks and ChatGPTs reasoning into one system so a single prompt can trigger browsing code execution or API calls without manual tool-switching" @rohanpaul_ai on X 2025-07-17 18:35:40 UTC 73.5K followers, XXX engagements
""hyper precise prompts to describe what you want" is absolutely the BEST strategy. 🔥 Many YCombinator AI startups prompts are super detailed (e.g. 6+ page prompts) with XML tags and meta-prompting techniques. e.g. Parahelp's customer support agent prompt is 6+ pages meticulously outlining instructions for managing tool calls. --- ⚙ Key Learning from this doc Top AI startups use "manager-style" hyper-specific prompts6+ pages detailing task role and constraints. These aren't quick hacks; theyre structured like onboarding docs for new hires. Role prompting anchors the LLMs tone and behavior." @rohanpaul_ai on X 2025-07-13 19:53:24 UTC 73.5K followers, 148.9K engagements
"Interesting take on Venture Capital model. Some AI startup founders now raising X tiny seed hit profit in months and skip the usual Series A climb. Seed-strapping swaps the growth treadmill for steady profit so founders live on customer revenue and keep most shares. SecurityPal used X seed to pair large-language-model agents with XXX analysts won Fortune XXX deals and sits at $105M valuation with zero follow-on rounds. Surge AI stayed bootstrapped sells reinforcement-learning data and clears $1B annual revenue. BrightAI reached $80M sales before taking a $15M check purely for R&D while" @rohanpaul_ai on X 2025-07-13 18:52:17 UTC 73.3K followers, 6061 engagements
"The Cognition-Windsurf combo now goes head-to-head with GitHub Copilot Replit Cursor Googles Gemini and Visual Studio Codes agent mode. Earlier Devin drew attention by fixing GitHub tickets and finishing coding jobs on its own. Blending that skill with Windsurfs Previews Reviews and Enterprise flows could trim silos and crank up automation beyond what rivals manage" @rohanpaul_ai on X 2025-07-15 04:21:55 UTC 73.5K followers, 4988 engagements
"OpenAI is preparing to release ChatGPT 'agents' that could threaten Microsoft Excel and PowerPoint" @rohanpaul_ai on X 2025-07-16 08:33:09 UTC 73.5K followers, 16.6K engagements
"ChatGPT Record Mode now available to ChatGPT Plus users globally in the macOS desktop app. It lets you record up to XXX minutes of voicelike meetings brainstorming sessions or voice notesand provides live transcription and a postsession summary saved as an editable canvas in your chat history. Just Tap the mic icon in chat give mic & systemaudio permissions speak naturally then stop or pause. ChatGPT creates a transcript and structured summary with highlights action items and timestamps. As of now Record Mode is not available for Linux Windows browsers or mobile so here you won't see the mic" @rohanpaul_ai on X 2025-07-16 18:27:28 UTC 73.5K followers, 3632 engagements
"💰 Meta invests $3.5B for just under X% of Ray-Ban maker EssilorLuxottica aiming to scale AI smart glasses and own the hardware channel. Buying a slice gives Meta insider access to design labs supply chains and pricing levers. Smart glasses fuse tiny cameras speakers and an on-device LLM so wearers can snap photos stream video and ask questions hands-free. Owning hardware lets Meta capture raw multimodal data instead of relying on phone operating systems run by rivals. Mark Zuckerberg wants headsets and glasses to replace monitors keyboards and even phones for work and gaming. He plans to" @rohanpaul_ai on X 2025-07-09 01:18:08 UTC 73.5K followers, 4446 engagements
"Its a hefty 206-page research paper and the findings are concerning. "LLM users consistently underperformed at neural linguistic and behavioral levels" This study finds LLM dependence weakens the writers own neural and linguistic fingerprints. 🤔🤔 Relying only on EEG text mining and a cross-over session the authors show that keeping some AI-free practice time protects memory circuits and encourages richer language even when a tool is later reintroduced" @rohanpaul_ai on X 2025-06-17 00:28:35 UTC 73.5K followers, 2.3M engagements
"@OpenAI incredibly useful for meetings. 🙏 would have been massive if it was available for Linux Windows browsers and mobile" @rohanpaul_ai on X 2025-07-16 18:23:32 UTC 73.5K followers, 11K engagements
"AI can help us many ways. Here ChatGPT helped someone quit weed retrieve scam money figure out career path boost fitness and mental health. One comment I really liked is "I used ChatGPT not like a coach or therapist just like a space to get real with myself." The thread is full with many stories like that" @rohanpaul_ai on X 2025-07-16 08:46:41 UTC 73.5K followers, 3573 engagements
"Google engineers shifted to a sparse mixtureofexperts transformer that picks only the needed mininetworks per token so compute stays low while total capacity rises. ---- Paper arxiv. org/abs/2507.06261 Paper Title: "Gemini 2.5: Pushing the Frontier with Advanced Reasoning Multimodality Long Context and Next Generation Agentic Capabilities"" @rohanpaul_ai on X 2025-07-12 13:13:00 UTC 73.5K followers, 12.4K engagements
"🎯 An ex-OpenAI engineer shares his thoughts about OpenAI Has lots of insights on OpenAIs day-to-day life unlike anything I have read before. He joined OpenAI as a software engineer on the applied side spending about XX months building the Codex coding agent and related internal prototypes. Most of his time went into writing Python tuning GPU budgets and sprinting with a small team to take Codex from first commit to its public launch in X weeks. He left because of his own craving for founder freedom yet calls the year the most eye-opening move of his career. 🚀 Culture shock OpenAI ballooned" @rohanpaul_ai on X 2025-07-16 02:36:27 UTC 73.5K followers, 116.1K engagements
"A Reddit user deposited $XXX into Robinhood then let ChatGPT pick option trades. XXX% win reate over XX days. He uploads spreadsheets and screenshots with detailed fundamentals options chains technical indicators and macro data then tells each model to filter that information and propose trades that fit strict probability-of-profit and risk limits. They still place and close orders manually but plan to keep the head-to-head test running for X months. This is his prompt ------- "System Instructions You are ChatGPT Head of Options Research at an elite quant fund. Your task is to analyze the" @rohanpaul_ai on X 2025-07-13 05:23:03 UTC 73.5K followers, 3.6M engagements
"Voice is winning workflows and OpenAI stamped it in the UI. Three mics on the dock. record dictate chatone tap per vibe" @rohanpaul_ai on X 2025-07-17 03:18:55 UTC 73.5K followers, 3744 engagements
"its getting louder every week. coming from everywhere like Ford Amazon and JPMorgan huge office-job shake-up futurism. com/ceos-ai-job-market" @rohanpaul_ai on X 2025-07-06 14:57:46 UTC 73.3K followers, 3135 engagements
"unemployment rates from Federal Reserve Bank of NY computer engineering ranks 3rd at 7.5%" @rohanpaul_ai on X 2025-07-09 17:02:17 UTC 73.5K followers, 3259 engagements
"Money habits differ worldwide yet nobody knows which habits shape LLM advice. This study asked X major chatbots and humans from XX countries the same XX finance questions. Each model answered XXX times researchers kept the median answer for every prompt and compared it with the INTRA survey medians. When the authors ran that check on the XX finance questions every large language model landed in the same tight group and the only human data that fell into that pocket came from Tanzania The models almost always choose or price the gamble right at that average. In plain terms they treat a risky" @rohanpaul_ai on X 2025-07-16 12:53:00 UTC 73.5K followers, 2909 engagements
"Nvidia CEO Jensen Huang stated that XXX% of everybody's jobs will be changed by AI. Transformation over replacement. AI will reshape nearly every job through massive task reduction rather than mass unemployment. Huang pushed back on the idea that using AI reduces people's ability to think. "I'm not asking it to think for me. I'm asking it to teach me things that I don't know or help me solve problems that I otherwise wouldn't be able to solve reasonably" he said. As a CEO I spend most of my time asking questions. And XX% of my instructions are actually conflated with questions." He stressed" @rohanpaul_ai on X 2025-07-14 20:24:59 UTC 73.5K followers, 3038 engagements
""Developing superintelligence is now in sight. We should act as if it's going to be ready in the next 2-3 years." - Mark Zuckerberg About paying $XXX million or $XXX million pay packages he argued that Meta will spend hundreds of billions on compute and data-center build-outs so paying roughly $XXX million-plus to attract about 50-70 top researchers is sensible since that wage bill is tiny next to the overall capital outlay. And also that the market for world-class AI talent is extremely competitive because only a handful of researchers can do this work and every major lab wants them. ---" @rohanpaul_ai on X 2025-07-17 05:59:55 UTC 73.5K followers, 6221 engagements
"A follow-up study on Apple's "Illusion of Thinking" Paper is published now. Shows the same models succeed once the format lets them give compressed answers proving the earlier collapse was a measurement artifact. Token limits not logic froze the models. Collapse vanished once the puzzles fit the context window. So Models failed the rubric not the reasoning. ⚙ The Core Concepts Large Reasoning Models add chain-of-thought tokens and self-checks on top of standard language models. The Illusion of Thinking paper pushed them through four controlled puzzles steadily raising complexity to track how" @rohanpaul_ai on X 2025-06-12 22:54:24 UTC 73.5K followers, 476K engagements
"🏦 Goldman Sachs is testing a hybrid workforce (AI+humans) with autonomous software engineer AI agent Devin as a new employee The AI agent will draft unit tests clean legacy scripts and open pull requests while a human reviews every change. The bank currently employs around 12000 human devs" @rohanpaul_ai on X 2025-07-11 21:06:55 UTC 73.5K followers, 2566 engagements
"This 39-page report from Kuaishou explains how the company rebuilt its video recommender system into one end-to-end generative model called OneRec Traditional recommenders run separate retrieval pre-ranking and ranking stages that waste compute on network transfers and chase conflicting goals. ⚙ The Core Concepts OneRec deletes retrieval prerank and rank replacing them with one encoderdecoder that maps user context to video tokens in one forward pass. All parameters chase the same final reward so gradients stop fighting each other. High arithmetic density keeps GPUs busy with matrix" @rohanpaul_ai on X 2025-07-01 11:00:02 UTC 73.5K followers, 2002 engagements
"SpaceX just committed $2B to xAI. Musk bets that shared AI data and hardware lift every firm he controls. Future deals may see Grok guiding Starlink antennas or living inside Teslas Optimus robots. --- wsj. com/tech/spacex-to-invest-2-billion-into-elon-musks-xai-413934de" @rohanpaul_ai on X 2025-07-13 04:07:49 UTC 73.5K followers, 1977 engagements
"Brilliant Memory framework proposed in this paper. MemOS makes remembering a firstclass system call. LLMs forget stuff fast and retraining them costs a fortune. MemOS treats memories like files in an operating system letting a model write move and retire knowledge on the fly not just while training. It packs every fact or state into a MemCube tags it with who wrote it and when then the scheduler moves that cube between plain text GPU cache or tiny weight patches depending on use. On the LOCOMO benchmark the system reaches XXXXX LLM-Judge average roughly X points above the next best memory" @rohanpaul_ai on X 2025-07-10 03:05:01 UTC 73.5K followers, 28.2K engagements
"🏆 Huggingface releases SmolLM3 SoTA 3B model 128k context dual mode reasoning (think/no_think) 🤖 @huggingface released SmolLM3 a 3B parameter multilingual reasoner that matches bigger 4B models handles 128k tokens and ships with an open-sourced training blueprint in this blog post. 🌍 They pre-trained on 11.2T tokens then stretched context with YARN up-sampling finishing the run on XXX H100 GPUs in XX days. 🧠 A built-in dual think / no_think switch lets users decide between fast answers or slower chain-of-thought traces. 🛠 How they pulled it off Grouped Query Attention trades multi-head" @rohanpaul_ai on X 2025-07-08 21:36:54 UTC 73.5K followers, 2818 engagements
"So @xAI 's @grok X really did hit XXXX% on HLE (Humanities Last Exam) 🤯 --- (HLE holds 2500 expert-written questions spanning more than XXX subjects including math physics computer science and humanities and XX% of them mix text with images. The authors deliberately built in anti-gaming safeguards and hid a private question set so that simply memorising answers will not help a model.)" @rohanpaul_ai on X 2025-07-10 04:37:05 UTC 73.5K followers, 28.9K engagements
"China just topped up a satellites fuel tank in space the first time any nation has managed that. Shijian-25 pumped propellant into Shijian-21 while both cruised 35786km above Earth. WHY ITS SO DIFFICULT Pulling this off in geostationary orbit is super tricky because even tiny timing errors can send partners drifting kilometers apart. The pair used laser range finders optical cameras and micro-thrusters to match speed almost perfectly then latched together with a probe-and-drogue port adapted for small buses. In weightlessness liquid does not settle at the bottom it floats and swirls. When" @rohanpaul_ai on X 2025-07-14 22:49:05 UTC 73.5K followers, 4599 engagements
"Dharmesh Shah on leveraging AI in everything you do. "It's not a you vs AI. That's not the mental model you should have in here. The right mental frame of reference you should have is It's you to the power of AI. AI is an amplifier of your capability." --- From 'My First Million' YT channel (link in comment)" @rohanpaul_ai on X 2025-07-16 21:02:10 UTC 73.5K followers, 2802 engagements
"AWS is previewing a specialized storage offering Amazon S3 Vectors that it claims can cut the cost of uploading storing and querying vectors by up to XX% compared to using a vector database. This new bucket type keeps vector data inside S3 itself brings a dedicated similarity-query API and promises up to XX% lower costs than running a separate vector database. The launch targets teams that need large cheap vector stores to feed retrieval-augmented generation memory for AI agents or other semantic-search workloads. 📌 What S3 Vectors is S3 Vectors adds vector buckets. Inside each bucket you" @rohanpaul_ai on X 2025-07-17 03:54:30 UTC 73.5K followers, 3404 engagements
"Zuck: AI researchers joining Meta for infinite compute and small teams not just money" @rohanpaul_ai on X 2025-07-15 05:52:15 UTC 73.5K followers, 5923 engagements
"that was quick. 1st party support for Claude Sonnet is back on @windsurf_ai" @rohanpaul_ai on X 2025-07-16 23:45:33 UTC 73.5K followers, 3071 engagements