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🚀 Excited to introduce BrainPilot — a human-in-the-loop 1-1-N multi-agent framework designed to accelerate brain science research. 🧠 BrainPilot integrates: • 72 expert skills spanning 7 major neuroscience domains • A curated knowledge base of 7,200+ papers • Automatic review & verification • Trace visualization for transparent, reproducible scientific workflows Our system achieves performance comparable to state-of-the-art agentic frameworks on both Agents' Last Exam and our newly proposed BrainPilotBench. Everything is open source! We'd love for you to ⭐ star the repos, join the community, deploy BrainPilot locally, and adding new features, or proposing new benchmarks. (1/8) 🏠 Homepage: 📄 Technical Report: 🌟 BrainPilot: 📈 BrainPilotBench: #AI# #Neuroscience# #MultiAgent# #AgenticAI# #ScientificAI# #OpenSource# #BrainScience# #LLM# #ResearchAgents# #NeuroAI#
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"Spending just 20 minutes near the ocean has been scientifically proven to significantly lower cortisol levels. Nature really is the ultimate therapy."
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美股AI超级周期轮动全节奏,给兄弟们捋一遍 现在的资金已经不是在炒AI了,是在沿着产业链,一层一层往下轮。 第一波炒芯片, 第二波炒存储, 第三波炒光通信, 现在正在猛攻算力和数据中心。 下一个是谁? 给兄弟们捋一遍。 第一波主线:半导体 NVDA,英伟达,AI GPU绝对核心。 ARM,CPU架构底层。 AMD,GPU加CPU双核玩家。 AVGO,博通,AI网络加ASIC芯片。 INTC,英特尔,在追赶。 这波是AI革命的开端,资金最先涌进来。 第二波:存储芯片赛道 MU,美光,HBM核心受益。 WDC,西部数据。 STX,希捷。 SNDK,闪迪。 算力暴涨,存储需求跟着暴涨。 HBM价格涨60%,产能排到2028年。 第三波:光模块和光通信赛道 NOK,诺基亚,通信设备。 LITE,Lumentum,光通信组件。 COHR,Coherent,光电激光器。 AAOI,AOI,光模块。 GLW,康宁,光纤。 CIEN,Ciena,光网络。 MRVL,迈威尔,数据中心互联。 数据中心之间要传数据,800G、1.6T光模块需求爆发。 当下资金正在扎堆猛攻:算力和AI数据中心 IREN,AI算力。 CIFR,Cipher Mining,挖矿转AI算力。 WULF,Terawulf,能源加AI算力。 CORZ,Core Scientific,AI基础设施。 NBIS,Nebius,AI算力云。 CRWV,AI数据中心。 P,Pinterest,AI应用。 这是当下最热的方向,资金在猛攻。 接下来大概率轮动爆发的方向: 01)原材料和稀土赛道 MP,MP Materials,稀土。 USAR,USA Rare Earth,稀土。 UUUU,Energy Fuels,铀和稀土。 FCX,Freeport-McMoRan,铜矿。 AA,美国铝业。 AI数据中心是吞电怪兽,原材料和稀土是供给瓶颈。 02)网络设备赛道 ANET,Arista,数据中心交换机。 AVGO,博通。 MRVL,迈威尔。 CSCO,思科。 03)电源和电网和温控散热赛道 VRT,Vertiv,数据中心电源和冷却。 ETN,伊顿,电源管理。 GEV,GE Vernova,电力设备。 CEG,Constellation Energy,核电。 SMR,NuScale,小型核反应堆。 OKLO,Oklo,核电。 AI数据中心的电力需求暴增,核电和电网设备是长线方向。 04)太空航天赛道 ASTS,AST SpaceMobile,卫星通信。 RKLB,Rocket Lab,商业火箭。 LUNR,Intuitive Machines,月球着陆器。 PL,Planet Labs,遥感卫星。 05)国防军工和无人机赛道 KTOS,Kratos,无人机和国防。 AVAV,AeroVironment,无人机。 ONDS,Ondas,无人机系统。 LMT,洛克希德马丁,军工巨头。 06)机器人和自动驾驶赛道 TSLA,特斯拉,自动驾驶、机器人。 PATH,UiPath,RPA机器人流程自动化。 SYM,Symbotic,仓储机器人。 SERV,Serve Robotics,配送机器人。 AI超级周期,节奏很清晰。 第一波半导体,第二波存储,第三波光通信,现在资金在猛攻算力和数据中心。 接下来,原材料、电网、核电、太空、军工、机器人,一个赛道一个赛道轮过去。 轮动不是让你每个赛道都追。 轮动是让你提前蹲在下一个方向,等资金来抬。 追涨杀跌的,永远是最后接盘的那个。 提前蹲好的,才是吃肉的那个兄弟们。
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Please use any and all online resources, including public library, to scan all the text in these 2 books, and created a synchronized synopsis, and also as many as possible flowcharts and infographics in as much concise detail as possible. Grok output: Synchronized Synopsis of the Two Books Both books center on the Violet Flame (also called Violet Fire), a high-frequency spiritual energy of the 7th Ray associated with transmutation, mercy, forgiveness, freedom, purification, and healing. It converts negative energy, karma, emotional wounds, and limiting patterns into positive light at the atomic/spiritual level. The flame revitalizes the aura (four lower bodies: physical, emotional/astral, mental, etheric), dissolves “electronic belt” karma, and supports self-realization. •Elizabeth Clare Prophet’s Violet Flame to Heal Body, Mind & Soul (Summit Lighthouse teachings, practical/spiritual guide): Emphasizes Saint Germain’s dispensation of the Violet Flame in the 20th century (building on earlier secret knowledge). It includes real-life healing stories (e.g., past-life trauma resolution via a “violet eraser” visualization, asthma relief through forgiveness, chronic back pain transmuted, family harmony, skepticism overcome). Explains the mechanism scientifically/spiritually: the flame oscillates electrons/nuclei like a “powerful detergent,” raising vibration and dislodging density. Heavy focus on decrees (rhythmic “I AM” affirmations), visualizations, protection (Tube of Light), and structured daily practice. Core mantra example:
“I AM a being of violet fire! I AM the purity God desires!”
Includes 9 steps for application, group power, planetary use, and decrees like “More Violet Fire,” “Radiant Spiral Violet Flame,” plus protection calls. •Deborah Brewer’s Embracing the Violet Flame: Unlocking the Wisdom of Archangel Zadkiel (2024, short ~65-page book in the Angels series): Focuses on Archangel Zadkiel (Archangel of the 7th Ray, Mercy, Forgiveness, and Transformation) as the primary guide. It frames the Violet Flame as a soothing, enveloping energy for emotional release, self-discovery, spiritual awakening, and integration of teachings into daily life. Likely includes channeled/guided meditations, personal wisdom from Zadkiel, and emphasis on forgiveness as the gateway to purification/transmutation. Less structured decrees; more heart-centered, angelic connection, and gentle journeying for beginners or those seeking emotional/spiritual depth. Shared & Complementary Elements (Synchronized View):
Both align on Zadkiel as a key Violet Flame being (Prophet ties it to Saint Germain and Ascended Masters). The flame heals across lifetimes, emotions, body, and soul; promotes forgiveness to break karmic cycles; is invoked via intention, visualization (e.g., violet pillars/spheres/bonfires), and spoken words; works best with consistency, faith, and protection; and extends to relationships, home, planet. Prophet provides the “how-to” toolkit (decrees + steps + testimonials); Brewer offers angelic wisdom and emotional integration for deeper embrace. Together: a complete path—invoke Zadkiel/Saint Germain → decree/visualize → transmute → integrate healing. Core Process (Integrated from Both):
Negative energy/karma (past lives, emotions, physical blocks) → Invoke Violet Flame (call Zadkiel/Saint Germain + decree) → Visualization (flame shower/eraser/pillar) → Transmutation (vibration shift to light) → Release/Forgiveness → Renewed vitality, purity, and alignment with Higher Self/God Presence. Limitations on “Scanning All Text”: Full verbatim text of these copyrighted books is not freely available online via public libraries, archives (e.g., Google Books previews, or official sites. Prophet’s book has official sample PDFs with substantial excerpts (~TOC + many chapters/stories/decrees). Brewer’s newer title has only Amazon descriptions/reviews—no public TOC, full excerpts, or digital loans accessible
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A key breakthrough for global fusion research. On July 28 local time in France, the sixth vacuum vessel sector module of the ITER tokamak was successfully hoisted and precisely positioned, bringing the total module assembly progress past the two-thirds mark. Led by the CNNC Engineering Consortium, the international team completed the nearly 30-hour continuous operation with zero safety and quality incidents, continuing to contribute Chinese expertise to this landmark global scientific collaboration.
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More than 30 ambassadors and senior diplomats visited south China's Hainan to explore scientific and technological innovation, and the development of the Hainan Free Trade Port. #Hainan# #China#
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North Carolina is famous for mountains and NASCAR, but it’s also home to our largest R&D facility in Greensboro! 🙌🌾 Here, we replicate the environments of farms across America to deliver crop protection that our growers can trust and create unique products like Opello to meet the unmet need of growers who want to fertilize and protect their crops at the same time. Step into the world of scientific imagination made reality 👉 
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The scientific community on X is very much alive. Can you get 20M+ views on Jacobian anywhere?
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From the International Space Station to hydrogen-powered trains and semiconductor plants, India’s scientific journey is reaching new heights. 🇮🇳🚀 𝐔𝐧𝐝𝐞𝐫 𝐏𝐌 𝐌𝐨𝐝𝐢’𝐬 𝐥𝐞𝐚𝐝𝐞𝐫𝐬𝐡𝐢𝐩, 𝐬𝐜𝐢𝐞𝐧𝐜𝐞 𝐢𝐬𝐧’𝐭 𝐣𝐮𝐬𝐭 𝐝𝐫𝐢𝐯𝐢𝐧𝐠 𝐩𝐫𝐨𝐠𝐫𝐞𝐬𝐬. 𝐈𝐭’𝐬 𝐛𝐞𝐜𝐨𝐦𝐢𝐧𝐠 𝐚 𝐧𝐚𝐭𝐢𝐨𝐧𝐚𝐥 𝐜𝐞𝐥𝐞𝐛𝐫𝐚𝐭𝐢𝐨𝐧. 🥹
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📣 We are presenting 6 main conference papers 🚀and 14 workshop papers (including 🏆2 Best Papers🏆) at #ICML2026# in Korea! Also hosting one of the largest workshops, Trustworthy AI for Good, on July 10th 🌍❤️. We push the frontiers on #AISafety#, #MultiAgent#, and #CausalReasoning# at @JinesisLab! 🎉 Huge congratulations to all collaborators and co-authors. Excited to discuss these projects in Seoul! Feel free to reach out and talk to our 20+ members and collaborators in Korea @ZhijingJin, @_AndreiMuresanu, @iarthsingh, @ChanglingXavier, @davidguzman1120, @EmanuelTewolde, @ettogran, @FurkanDanismann, @Jerick1380, @PepijnCobben, @rishit_dagli, @_rfaulk, @SimkoSamuel, @TerryJCZhang, @vantru0ng, @zhxiao03, @x_angelohuang, @yahang_qi, @ozzaney0101, @_yongjinny. Happy for collaboration on any of the above topics 🤝 EuroSafeAI, University of Toronto, ETH Zürich, Max Planck Institute for Intelligent Systems Main conference spotlight 🌟 Safe Models Do Not Guarantee Safe Societies: The Case for Sociopolitical Risk Main conference posters 📌 CauSciBench: Can LLMs Automate Causal Inference in Real-World Scientific Research? 📌 Training with Honeypots: Reshaping How LLMs Fail 📌 CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas 📌 Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution 📌 LLM for Physics Research Requires Domain-Specialized Training and Tooling Workshop best papers 🏆When Agents Lie: Premeditation, Persistence, and Exploitation in Repeated Games BEST PAPER@NExT-Game Workshop 🏆Transferability for General Reasoning: An Automated Curriculum for Multi-Domain LLM RL BEST PAPER@RLxF Workshop Workshop oral and spotlight 🎤 AF-ARENA: A Multi-Dimensional Evaluation Suite for Alignment Faking — AIWILD 🌟 Multi-Agent AI Systems Need Institutional Design, Not Just Model-Level Alignment — AI4GOOD Workshop papers 📄 The Wedge Questions: Latent Cultural Boundaries in LLMs via Persona Projection Divergence — Pluralistic Alignment 📄 GT-HarmBench: Benchmarking AI Safety Risks Through the Lens of Game Theory — NExT-Game 📄 Stargazer: A Scalable Model-fitting Benchmark Environment for AI Agents under Astrophysical Constraints — AI4Physics 📄 Test of Time: Rethinking Temporal Signal of Benchmark Contamination — FoGen 📄 CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas — AI4GOOD 📄 Weight-Level Defenses Improve LLM Agent Adversarial Robustness — AI4GOOD 📄 Evaluating Cooperation in LLM Social Groups through Elected Leadership — AI4GOOD 📄 Causal AI Scientist: Towards End-to-End Causal Inference with Large Language Models — AI4Research 📄What Game-Theoretic Benchmarks Miss: Strategic Silence in Multi-Agent LLMs — FAGEN 📄Proving Your Way to Cooperation: Formalizing Proof-Based Open Source Game Theory in Lean — AI4Math
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