Author: Irma E

The number of scientific papers using AI has increased fourfold, and the range of problems AI can solve continues to grow rapidly. Modern artificial intelligence is the result of decades of rigorous scientific research. Today, it’s beginning to repay that investment by driving rapid advancements across the academic world. Since AI first emerged as a field of study, scientists have dreamed of creating intelligent tools capable of accelerating our quest for knowledge. The rise of deep learning in the 2010s brought that vision within reach. From 2012 to 2022, the share of scientific papers incorporating AI has quadrupled to nearly…

Windows 11 delivers a solid computing experience, but it comes with a few annoying quirks. Fortunately, with just a few quick tweaks, you can iron out those issues and tailor it to suit your needs. Manage Notification Overload with Ease You’ve been there — you’re deep in focus, and ding, another notification pops up in the corner. Maybe it’s the weather app warning about possible rain, or some random app you forgot even existed suddenly begging for attention. It’s annoying, distracting, and happens way too often. The good news? It’s actually pretty easy to take back control. Just open your…

Roku is widely recognized for its streaming sticks and smart TVs, but the company is also making waves in the smart home space. Its growing lineup includes video doorbells, smart lights, plugs, and motion sensors—forming a surprisingly comprehensive smart home ecosystem. Now, Roku is preparing to broaden its offerings even further with the introduction of two new security cameras: the Roku Battery Camera and the Roku Battery Camera Plus. Among the two, the Roku Battery Camera Plus stands out with an impressive battery life of up to two years on a single charge, while the standard Battery Camera offers up…

Apple’s WWDC 2025 keynote was jam-packed with announcements spanning its entire product lineup. Whether it was the iPhone, iPad, Apple Watch, Mac, Vision Pro, or Apple TV, there was something new and exciting for fans of every device. A revamped user interface is set to roll out across all Apple platforms, and new features were introduced in abundance. It truly felt like every corner of Apple’s ecosystem had its moment. But as I sat watching the 90-minute presentation, one lingering thought kept coming back: what happened to the smart home? Is anyone at Apple still paying attention? In past WWDC…

We’re already halfway through 2025, and the year has brought some seriously impressive smart home innovations. From robot vacuums with built-in arms to compact misting fans ready to tackle the summer heat, I’ve had the chance to test out a wide variety of clever gadgets. But surprisingly, the standout smart home product for me so far has been the Aera Smart Fragrance Diffuser — a small, unassuming device that quietly fills my space with refreshing, energizing scents. Living in a compact home has its challenges. The mix of odors from the kitchen, bathroom, and my little home gym can quickly…

The Scuba X1 Pro Max is easily one of the top cordless pool cleaners available today, offering powerful performance wrapped in a sleek, premium design. After being thoroughly impressed with the BeatBot AquaSense Pro during a previous review, I was eager to test Aiper’s latest flagship—the Scuba X1 Pro Max. This high-end unit comes from an eight-year-old company and stands among the most expensive cordless pool cleaners currently on the market. Aiper claims the Scuba X1 Pro Max delivers industry-leading suction power and one of the most advanced smart mapping systems in any robotic pool cleaner. Naturally, I had to…

Despite the remarkable progress of machine learning in areas like speech recognition, gaming, and numerous other applications, some critics continue to dismiss it as little more than sophisticated “curve fitting”—arguing that it lacks true cognitive reasoning and high-level thinking skills. Addressing this concern, researchers from Tsinghua University, Google, and ByteDance have introduced a novel neural-symbolic framework designed for both inductive learning and logical reasoning. Their model, called Neural Logic Machines (NLM), integrates neural networks with logic programming and has demonstrated strong performance across a range of reasoning and decision-making tasks. This work has been recognized and accepted at ICLR 2019.…

DeepSeek AI has officially released DeepSeek-Prover-V2, an advanced open-source large language model (LLM) designed for formal theorem proving in the Lean 4 environment. This second-generation model introduces a novel recursive proof-search framework and is trained using synthetic data generated by DeepSeek-V3. It delivers state-of-the-art results on the MiniF2F benchmark and debuts alongside ProverBench, a new evaluation suite for mathematical reasoning. Cold-Start Training with Self-Generated Data At the core of DeepSeek-Prover-V2’s innovation is a cold-start training method. The process begins with DeepSeek-V3 breaking down complex theorems into simpler subgoals, which are then formalized into Lean 4 code. These structured proof steps…

Kwai AI’s SRPO framework reduces large language model (LLM) reinforcement learning (RL) post-training steps by 90%, while still matching the performance of DeepSeek-R1 in tasks like math and coding. This two-stage RL strategy, which incorporates history resampling, effectively addresses the limitations of GRPO. The impressive results of OpenAI’s o1 series and DeepSeek-R1 clearly highlight how large-scale RL can unlock advanced reasoning abilities and significantly boost LLM performance. SRPO: A New Frontier in Reinforcement Learning for Multi-Domain Reasoning Despite major advances in reasoning models, the underlying training methodologies often remain opaque. Most recent efforts have emphasized mathematical reasoning, leaving cross-domain generalization—particularly…

Join the event enterprise leaders have trusted for nearly two decades. VB Transform 2025 unites the minds shaping real enterprise AI. At VB Transform 2025, Walmart revealed how it’s redefining enterprise AI by engineering trust into every layer of its operations. In the session titled “Trust in the Algorithm: How Walmart’s Agentic AI Is Redefining Consumer Confidence and Retail Leadership,” Desirée Gosby, VP of Emerging Technology, outlined how Walmart deploys thousands of AI use cases with one guiding principle: trust is not an afterthought — it’s an engineering mandate. From AI Pilot to Enterprise-Wide Strategy Walmart serves 255 million customers…