“I’m planning to deploy a novel hydrogen production system in 2026 and instrument it extensively to test whether hard-constrained PINNs can optimize complex, nonlinear industrial processes in closed-loop control.”

“This is an excerpt of Sources by Alex Heath, a newsletter about AI and the tech industry...”

“Unsealed docs from Elon Musk's OpenAI lawsuit, set for a jury trial on April 27, show Sutskever's concerns about treating open-source AI as a “side show”, more”

“U.S. District Judge Yvonne Gonzalez Rogers recently decided that the case warranted going to trial, saying in court that "part of this …"”

“This high-profile dispute, described by some as 'Silicon Valley's messiest breakup,' will now be heard in court.”

“Boston-based Tulip announced today it has raised $120 million in a Series D funding round led by Mitsubishi Electric, at a valuation of $1.3 billion.”

“Chinese chip company SpacemiT raised more than 600 million yuan ($86 million) in a fresh funding round to speed up commercialization of its products and expand its business.”

“Approximately 89% of trials converged, supporting the theoretical prediction that transparency auditing acts as a contraction operator within the composite validation mapping.”

“The challenge is no longer whether AI can help, but how tightly it needs to be built into research and clinical work to improve decisions around trials and treatment.”

“NVIDIA founder and CEO Jensen Huang told attendees… ‘a blueprint for what is possible in the future of drug discovery’”

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“District Judge Yvonne Gonzalez Rogers said there was evidence suggesting OpenAI’s leaders made assurances that its original nonprofit structure would be maintained.”

“A team of Stanford Medicine researchers have introduced SleepFM Clinical, a multimodal sleep foundation model that learns from clinical polysomnography and predicts long term disease risk from a single night of sleep.”

“…the first drug generated entirely by generative artificial intelligence to reach mid-stage human clinical trials, and the first to target a novel AI-discovered biological pathway”

“Hyundaiは2028年から米国工場にAtlasを配備する計画で、産業現場での完全自律作業の実現を目指す。”

“Our findings reveal that the best detector is highly dependant on the total number of faulty examples in the training dataset, with additional healthy examples offering insignificant benefits in most cases.”

“AI chips, humanoid robots, AI glasses, and AI home appliances—this article gives you an exclusive preview of the core highlights of CES 2026.”

“The author's experience with a specific book and Kaggle.”

“I needed to build a custom proxy for my application and route it over to specific routes and allow specific paths. It looks like an easy, obvious thing to do, but once I started working on this, there were incredibly too many parameters in play like headers, origins, behaviours, CIDR, etc.”

“Terry Tao recently described this as mass-produced specialization complementing handcrafted work. That framing captures the shift precisely. We are not replacing human reasoning. We are industrializing certainty.”

“The article does not contain any direct quotes.”

“If AI led to a new medical drug that makes the average person 40 to 50% more calm and happier, and had fewer side effects than coffee, would you take this new medicine?”

“If seafloor weathering has a stronger feedback than continental weathering and accounts for a large portion of global silicate weathering, then the remaining lifespan of the terrestrial biosphere can be shortened, but a lifespan of more than 1 billion yr (Gyr) remains likely.”

“The paper proposes 'weighted geometric mean' odds ratios and relative risks, and 'weighted mean' risk differences as transparent summary measures for ordinal outcomes.”

“The paper highlights that the targeted Reasoning RL and Agentic RL stages yield significant gains in their respective capabilities.”

“The model achieves comparable performance with less than 5% of the task-specific data required by dedicated expert models.”

“Practitioners report a shift in development bottlenecks toward code review and concerns regarding code quality, maintainability, security vulnerabilities, ethical issues, erosion of foundational problem-solving skills, and insufficient preparation of entry-level engineers.”

“The core of the research likely focuses on how to effectively integrate zero-trust principles with federated learning and agentic systems to create a secure and resilient IIoT defense.”

“Students guided by LearnLM were 5.5 percentage points more likely to solve novel problems on subsequent topics (with a success rate of 66.2%) than those who received tutoring from human tutors alone (rate of 60.7%).”

“Fairness research remains largely academic, with limited industry collaboration and low to medium Technology Readiness Level (TRL), indicating that industrial transferability remains distant.”

“The article likely details the methodology, results, and potential advantages of the proposed approach.”

“The exponent $n$ entering the probability $P_{ m SCO}\sim 10^{-n}$ has dimensions of inverse time: it is an energy barrier divided by the Planck constant, rather than a dimensionless tunnelling action.”

“a company developing AI-designed proteins for industrial, manufacturing and defense purposes.”

“ECG-RAMBA achieves a macro ROC-AUC ≈ 0.85 on the Chapman--Shaoxing dataset and attains PR-AUC = 0.708 for atrial fibrillation detection on the external CPSC-2021 dataset in zero-shot transfer.”

“The paper introduces the Heterogeneous Collaborative Multi-Expert Reinforcement Learning (CME-CAD) paradigm, a novel training paradigm for CAD code generation.”

“The paper defines “axiomatic convergence” as a measurable reduction in inter-run and inter-model variability when generation is repeatedly performed under stable invariants and evaluation rules applied consistently across repeated trials.”

“The paper defines “axiomatic convergence” as a measurable reduction in inter-run and inter-model variability when generation is repeatedly performed under stable invariants and evaluation rules applied consistently across repeated trials.”

“The boundary function $B(\vec{x})$ functions as a spectral filter, reshaping the eigenspectrum of the neural network's native kernel.”

“PEG-DRNet achieves an overall AP of 29.8%, an AP$_{50}$ of 84.3%, and a small-object AP of 25.3%, surpassing the RT-DETR-R18 baseline.”

“The paper introduces a novel framework that leverages a pre-trained text-guided image-to-image translation model and image retrieval model to efficiently generate synthetic defect images.”

“Price counterfactuals are nonparametrically identified by recentered instruments -- which combine exogenous shocks to prices with endogenous product characteristics -- under a weaker index restriction and a new condition we term faithfulness.”

“PGOT achieves consistent state-of-the-art performance across four standard benchmarks and excels in large-scale industrial tasks including airfoil and car designs.”

“The online control problem is formulated as a convex optimization problem, despite the nonlinearity of the system dynamics and the original economic cost function.”

“The company's industrial intelligent computers, which have high real-time performance and strong computing capabilities, are highly compatible with the core needs of the embodied robotics industry.”

“The paper finds that the proper time in their simulations would desynchronize from the selenoid proper time up to 190 ns after a year with a frequency offset of 6E-15, which is solely 3.75% of the frequency difference in O2 caused by the lunar surface topography.”

“Despite billions in investment, startups say their androids mostly aren't useful for industrial or domestic work yet.”

“By leveraging temporal and depthwise separable convolutions, our most compact model reduces computational complexity to just 8,208 MACs while maintaining an F1 score of 0.972.”

“Your feedback would be much appreciated to get more photo réalisme.”

“The method eliminates stitching defects by continuous scanning and grayscale stitching; and provides real-time pattern streaming at a bandwidth that is one order of magnitude higher than previous TPL systems.”

“The study reveals a transition from a single axisymmetric vortex ring to azimuthally unstable, multi-vortex structures as film thickness decreases.”