AI Guide
Technology
Micron's New Memory Chips
Micron has announced its first 1y (1-gamma) DDR5 memory chip samples, aimed at enhancing systems for AI processing.
News List
VentureBeat
2 hours ago
Micron launches new memory chips to keep up with AI processing
Micron announced its first 1y (1-gamma) DDR5 memory chip samples this week, and it says this is part of its contribution to systems that keep up with AI.
AI Guide
3D Object Detection
Advancements in Omnidirectional 3D Object Detection
Several advancements have been made in omnidirectional 3D object detection, which aims to identify objects in space and predict properties like 3D location, size, and velocity, crucial for applications such as robot navigation and obstacle avoidance. Current methods often utilize LiDAR sensors or multiple cameras to provide a 360° perception range. Recent camera-based detectors aggregate information from multiple camera images into a bird’s-eye-view (BEV) space, offering a top-down representation of the surrounding 3D space.
Panopticus: Optimizing for Edge Devices
Panopticus is designed for resource-constrained edge devices to maximize detection accuracy while meeting latency objectives. It uses an omnidirectional 3D detection model equipped with multiple inference branches to accommodate camera views with varying inference requirements. This system dynamically schedules the inference configuration of a multi-branch model at runtime to maximize detection accuracy within the latency target. The selection of branch and image combinations is determined by a spatial-adaptive execution scheduler, predicting expected accuracy and latency.
Key Components and Implementation Details
The system predicts its expected performance based on short-term future dynamics in spatial distribution, crucial for mobile scenarios and enhances estimation of object's 3D location and velocity. It has been implemented using Python and CUDA for GPU-based acceleration, with neural networks developed using PyTorch and trained on the nuScenes dataset. The 3D object detection neural networks are based on MMDetection3D. For camera motion, a customized network was trained to produce consistent relative poses between consecutive frames. Performance predictors use the GPU-accelerated XGBoost library and linear model in scikit-learn, with PuLP for the ILP solver.
Improving Accuracy and Addressing Challenges
Research has focused on improving the accuracy of the baseline BEVDet model. Evaluation metrics used include average precision (AP), assessing detection accuracy, and true positive (TP) errors. The design of Panopticus incorporates combinations of ResNet backbones and input resolutions, such as ResNet34 with a resolution of 256×448 (BEVDet-R34).
Artificial Intelligence
Next-Gen AI Capabilities
Next-generation AI is becoming smarter and more capable, with examples like OpenAI's 'Deep Research' and DeepMind's 'AI co-scientist'.
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VentureBeat
5 hours ago
2025 has already brought us the most performant AI ever: What can we do with these supercharged capabilities (and what’s next)?
From OpenAI’s ‘Deep Research’ to DeepMind’s ‘AI co-scientist,’ next-gen AI is smarter and astoundingly capable.
HackerNoon
9 hours ago
Advancements in Adaptive and 3D Object Detection for Edge AI
Computer vision systems designed for resource-constrained edge devices have achieved efficient resource utilization by adapting to the video content or computing budgets. Existing adaptive methods fall short in supporting resource-efficient omnidirectional 3D detection. This type of detection requires processing each camera view using different 3D perception capabilities, such as enhanced estimation of objects’ 3D location and velocity. To process each view optimally, Panopticus predicts its expected performance based on short-term future dynamics in the spatial distribution, which is crucial for mobile scenarios.

HackerNoon
9 hours ago
How Panopticus Uses AI to Detect Objects in 3D
Panopticus was implemented using Python and CUDA for GPU-based acceleration. All neural networks were developed using PyTorch and trained on the training set in the nuScenes dataset. The neural networks for 3D object detection are developed based on MMDetection3D. For the camera motion network, we customized and trained to produce consistent relative poses between two consecutive frames for any given camera view. We used the GPU-accelerated XGBoost library and linear model in scikit-learn for performance predictors, and PuLP for the ILP solver.

HackerNoon
9 hours ago
Optimizing AI for Real-Time Object Tracking
Panopticus dynamically schedules the inference configuration of the multi-branch model at runtime to maximize detection accuracy within the latency target. Specifically, the goal of the scheduler is to find the optimal selection 𝑐∗ for 𝑁 image-branch pairs, given the possible inference branches { 𝐵𝑖}𝑀𝑖=0 and multi-view images {𝐼𝑗𝑡}𝑁𝑗=0 at time 𝑡. Panopticus first predicts the expected accuracy and latency of each pair. As described in Section 3, the model’s detection capabilities are influenced by spatial characteristics, such as the number, location, and movement of objects.

HackerNoon
9 hours ago
Efficient 3D Object Detection for Edge Devices
Panopticus is an omnidirectional 3D object detection system designed for resource-constrained edge devices that aims to maximize detection accuracy while meeting the latency objective with a given edge device. To accommodate camera views with varying inference requirements, we propose an omnidirectional 3D detection model equipped with multiple inference branches. At runtime, each of 𝑁 multi-view images at time 𝑡 is processed by the proper branch to generate accurate 3D bounding boxes. The optimal selection of branch and image combinations is determined by a spatial-adaptive execution scheduler.

HackerNoon
9 hours ago
Optimizing Omnidirectional 3D Object Detection for Edge AI
We present in-depth observations on methods to improve the accuracy of the baseline BEVDet model mentioned in Section 2. Based on the results, we derived key insights and challenges in the design of Panopticus. Each variant utilizes one of four combinations of ResNet backbones and input resolutions listed in Table 1, such as ResNet34 backbone with a resolution of 256×448, which we refer to as BEVDet-R34. For evaluation metrics, we used average precision (AP), widely employed to assess detection accuracy, and true positive (TP) errors.

HackerNoon
9 hours ago
How 3D Object Detection Helps AI Avoid Obstacles
3D object detection aims to identify objects in space and predict their properties such as 3D location, size, and velocity. The predicted object information is utilized by application functionalities such as obstacle avoidance for robot navigation. Existing methods for omnidirectional 3D object detection utilize LiDAR sensors or multiple cameras providing a 360° perception range. Recent camera-based detectors aggregate information from multiple camera images into a bird’s-eye-view (BEV) space, providing a top-down representation of the surrounding 3D space.

AI Guide
Artificial Intelligence & Machine Learning
OpenAI's GPT-4.5 "Orion"
OpenAI has released GPT-4.5 "Orion", which demonstrates enhanced capabilities in both coding and creative tasks. However, this improved performance comes with a higher operational cost.
Fabi.ai's Text-to-SQL Solution
Fabi.ai was created with the goal of leveraging LLMs for text-to-SQL conversion. This enables non-technical users to perform self-service analytics, fostering a data-driven organizational culture where strategic decisions are based on empirical evidence.
Software Development & Technology
Bun Updates and Performance Enhancements
Bun versions 1.2.3 and 1.2.4 feature updates including frontend bundling, built-in routing, SQL enhancements, and a speed boost on macOS.
Doom Runs on TypeScript
Dimitri Mitropoulos successfully ran the classic game "Doom" within the TypeScript type system.
Firefox Privacy Concerns
Recent controversy surrounding Firefox's privacy practices.
Computer Vision & Edge Computing
Panopticus for 3D Object Detection
Panopticus is a new system designed for omnidirectional and camera-based 3D object detection on edge devices. It uses an adaptive multi-branch detection scheme to address computational limitations by dynamically adjusting the model’s architecture. Testing shows it improves accuracy by 62% and reduces latency by 2.1x compared to baselines.
News List
HackerNoon
9 hours ago
This AI Model Gives Edge Devices Eyes on the Back of Their Heads
The paper introduces Panopticus, a system designed for omnidirectional and camera-based 3D object detection on edge devices. It addresses the challenges of computational limitations by employing an adaptive multi-branch detection scheme that accounts for spatial complexities. Panopticus dynamically adjusts the model’s architecture and operations based on available edge resources and spatial characteristics to optimize accuracy within latency limits. Experiments conducted on edge devices in real-world environments demonstrate that Panopticus improves accuracy by 62% on average, given a strict latency objective of 33ms, and achieves a 2.1x latency reduction compared to baselines.

HackerNoon
12 hours ago
Text-to-SQL Was Supposed to Be AI’s Killer App. It’s Not.
The author recounts the inspiration behind Fabi.ai, stemming from the idea of using LLMs for text-to-SQL to empower non-technical users with self-service analytics. After validating the concept, the author and their CTO embarked on a journey to create Fabi.ai. The core idea is to create an AI that can answer any questions about an organization’s data and create a “data-driven” organization where every leader is leaning on empirical evidence to make their strategic decisions. They also share core learnings from working with LLMs for data analysis.

HackerNoon
14 hours ago
Bun just got 60% faster, Doom now runs on TypeScript, and OpenAI launched GPT 4.5 – This Week in JS
This week in JavaScript includes OpenAI’s release of GPT-4.5 “Orion,” which excels in coding tasks and creative scenarios but comes at a higher cost. Dimitri Mitropoulos ran the classic game Doom within TypeScript’s type system. Bun versions 1.2.3 and 1.2.4 are packed with updates including frontend bundling, built-in routing, SQL enhancements, and a macOS speed boost. Lastly, Firefox’s privacy controversy is also mentioned.

AI Guide
Technology and AI
Lenovo's AI-Enhanced Laptops
Lenovo introduced new laptops with generative AI capabilities at MWC 2024. The Yoga Pro 9i Aura Edition, equipped with an Intel Core Ultra processor and NVIDIA GeForce RTX 5070 GPU, was created with Intel to offer personalized computing experiences. It features a 16-inch 3.2K PureSight Pro display. The Lenovo Creator Zone facilitates the use of third-party video, photo, and music apps.
The IdeaPad Slim 3x, a Copilot+ PC powered by a Snapdragon X chip, can handle AI tasks on-device and includes an open SSD slot for storage expansion.
The Yoga Pro 9i Aura Edition will be available in Q2 2025, starting at $1,799, while the IdeaPad Slim 3x will be available this month, starting at $649.
News List
Engadget
8 hours ago
Lenovo’s new AI laptops for MWC include the Yoga Pro 9i Aura edition and the IdeaPad Slim 3x
Lenovo has unveiled new laptops with generative AI features at MWC 2024, including the Yoga Pro 9i Aura edition, which is powered by the Intel Core Ultra processor and NVIDIA GeForce RTX 5070 GPU. The Aura edition laptops have been created in partnership with Intel to deliver personalized, productive, and protected computing experiences. The Yoga Pro 9i Aura edition features a 16-inch 3.2K PureSight Pro display with increased brightness and color accuracy. It also features the Lenovo Creator Zone to make third-party video, photo, and music applications easier to use. The IdeaPad Slim 3x, a Copilot+ PC powered by Snapdragon X chip, can process AI tasks on-device and offers an open SSD slot for expanded storage. The Yoga Pro 9i Aura Edition will be available in the second quarter of 2025, starting at $1,799, while the IdeaPad Slim 3x will be available this month starting at $649.
AI Guide
Technology
Apple's Siri Overhaul
According to Bloomberg's Mark Gurman, Apple is reportedly working on rebuilding Siri for the age of generative AI. A truly modernized, conversational version might not arrive until iOS 20 in 2027. A new version of Siri, incorporating Apple Intelligence features, is expected in May, featuring two 'brains': one for basic commands and another for advanced queries using user data. An 'LLM Siri' system merging these brains may be announced at WWDC in June, launching in spring 2026. Only then will Apple fully pursue advanced capabilities, potentially rolling them out the following year.
News List
TechCrunch
9 hours ago
Apple might not release a truly ‘modernized’ Siri until 2027
According to Bloomberg’s Mark Gurman, Apple is working on rebuilding Siri for the age of generative AI, but a truly modernized, conversational version may not arrive until iOS 20 in 2027. A new version of Siri, incorporating Apple Intelligence features, is expected in May, featuring two ‘brains’: one for basic commands and another for advanced queries using user data. An ‘LLM Siri’ system merging these brains may be announced at WWDC in June, launching in spring 2026. Only then will Apple fully pursue advanced capabilities, potentially rolling them out the following year.
AI Guide
AI and Creative Tools
Flora's AI-Powered Infinite Canvas for Creative Professionals
Weber Wong founded Flora, a new startup designed to revolutionize creative work. Flora offers an "infinite canvas" that integrates with existing AI models, aiming to overcome the limitations of current AI tools and time-consuming creative software. The platform provides a visual interface for generating blocks of text, images, and video, promoting creative control and collaboration. Initially targeting visual design agencies, Flora seeks to enable designers to substantially increase their creative output by rapidly generating design variations. Wong draws parallels to the evolution of music composition, where technology empowers individual artists to independently create and share their work.
News List
TechCrunch
9 hours ago
Flora is building an AI-powered ‘infinite canvas’ for creative professionals
Flora, a new startup founded by Weber Wong, aims to revolutionize creative work with its “infinite canvas” that integrates with existing AI models. Unlike current AI tools that generate AI slop or creative software that is time-consuming, Flora focuses on providing a visual interface where users can generate blocks of text, images, and video, fostering creative control and collaboration. Flora is initially focused on working with visual design agencies, with the goal of enabling designers to significantly increase their creative output by generating numerous variations of designs rapidly. Wong compares this to the evolution of music composition, where technology empowers individual artists to create and share their work independently.
AI Guide
Comics
Batman: Hush 2 Announced
Jeph Loeb and Jim Lee are returning to create Batman: Hush 2 (or H2SH), a 12-issue story arc. The story begins in Batman #158 on March 26 and concludes part one with Batman #163 in August. Part two will launch at a later date. This follows Absolute Batman being the top-selling comic of 2024. Matt Fraction and Jorge Jiménez will helm the next chapter in Batman's life after this arc.
News List
Gizmodo
11 hours ago
DC Really Hopes Hush 2 Gets You to Read More Batman Comics
The next chapter in Batman’s life will be helmed by Matt Fraction and Jorge Jiménez. But before that, the hero will face off against a returning foe in the pages of Batman: Hush 2 (or H2SH, as it looks in the logo). Like the original 2002 comic, the story arc—told across 12 issues—will be penned by Jeph Loeb and drawn by Jim Lee, with inks and letters from Scott Williams and Richard Starkings. According to the Hollywood Reporter, Absolute Batman was the top-selling comic of 2024, and DC would very much like Hush 2 to be one of 2025’s top-selling books. We’ll find out how true that is when Hush 2 begins in the pages of March 26’s Batman #158 and concludes part one with Batman #163 in August. Part two will launch at a later date.
AI Guide
AI & Business
Teleperformance Invests in AI for Accent Neutralization
Teleperformance, the world's largest call center operator, has invested $13 million in AI startup Sanas to neutralize the accents of its Indian and Filipino agents. This aims to address difficulties some customers face in understanding them and reduce accent-based discrimination. The technology also features background noise removal. Deputy CEO Thomas Mackenbrock highlighted the AI's ability to neutralize accents with zero latency. Teleperformance plans to invest an additional $104 million in AI for transcribing calls and coaching new employees.
News List
Mashable
13 hours ago
Worlds largest call center using AI to neutralize Indian employees accents
Teleperformance, the world’s largest call center operator, has invested $13 million in AI startup Sanas to “neutralize” accents of its Indian and Filipino agents, addressing difficulties some customers face in understanding them. Sanas’ technology aims to reduce accent-based discrimination and also features background noise removal to mask the call center’s location. Teleperformance Deputy Chief Executive Officer Thomas Mackenbrock said that the AI technology can neutralize the accent of the Indian speaker with zero latency. In addition to accent neutralization, Teleperformance is also using AI for transcribing calls and coaching new employees, with plans to invest an additional $104 million in AI.

AI Guide
AI Development and Applications
AI-Enhanced Media Remastering
Playmates and Hasbro are collaborating to re-release "Mighty Morphin Power Rangers" on YouTube and Netflix in July. The new version, titled "Re-Ignition," will use generative AI to digitally enhance the series, starting with Season 1. This has sparked controversy due to previous criticisms of AI use in films and cover art.
Siri Upgrade Delays
Apple is expected to roll out an LLM-powered Siri upgrade in iOS 18.5, but a fully modernized, conversational version might not arrive until iOS 20 in 2027. The current upgrade will function separately from the old Siri, with plans to merge them in iOS 19.4. The project is behind schedule due to limitations in Apple's AI models and difficulties in securing AI training hardware.
Honor's AI-Driven Ecosystem
Honor is developing Honor UI Agent, a GUI-based mobile AI agent that can handle tasks by understanding a device's graphical user interface. Demonstrated at Mobile World Congress 2025, the AI agent booked a restaurant through OpenTable. This is part of Honor's $10 billion Alpha Plan, prioritizing AI development for personal technology devices, aiming to create an "intelligent phone." Honor also announced its "Alpha Plan," investing $10 billion over five years to transition into an AI-driven device ecosystem, collaborating with Google and Qualcomm to create interconnected devices. Honor will provide seven years of Android OS and security updates to its flagship smartphones, starting with the Magic7 Pro and Magic7 RSR. Honor also introduced AIMAGE, an AI-powered imaging brand with features like old portrait restoration and deepfake detection, and a new way to transfer data between Android and Apple platforms.
News List
ZDNet.AI
14 hours ago
There’s a new AI contender in mobile – and it’s taking on Samsung in every way imaginable
At the Mobile World Congress 2025, Honor announced its “Alpha Plan,” investing $10 billion over five years to transition into an AI-driven device ecosystem, collaborating with Google and Qualcomm to create interconnected devices. Honor will provide seven years of Android OS and security updates to its flagship smartphones, starting with the Magic7 Pro and Magic7 RSR. Honor also introduced AIMAGE, an AI-powered imaging brand with features like old portrait restoration and deepfake detection, and a new way to transfer data between Android and Apple platforms.
Wired
14 hours ago
Exclusive: Honor Debuts a New AI Agent That Can Read and Understand Your Screen
Honor is developing Honor UI Agent, a GUI-based mobile AI agent designed to handle tasks by understanding a device’s graphical user interface. In a demo at Mobile World Congress 2025, the AI agent was shown booking a restaurant through OpenTable. This development is part of Honor’s $10 billion Alpha Plan, which focuses on prioritizing AI development for personal technology devices. The company aims to create an “intelligent phone” and “co-create a new paradigm for civilization.”
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The Verge
15 hours ago
Siri’s real AI upgrade could still be years away
Apple is expected to roll out an LLM-powered Siri upgrade in iOS 18.5, but a fully modernized, conversational version of Siri may not arrive until iOS 20 in 2027. The current upgrade will function as a separate model from the old Siri, with plans to merge the two into a new architecture in iOS 19.4. However, the project is running behind schedule due to limitations in Apple’s AI models and difficulties in securing necessary AI training hardware, compounded by leadership issues and employee departures.
Gizmodo
15 hours ago
Power Rangers May Get an AI-Boosted Remaster
Playmates and Hasbro are collaborating to re-release “Mighty Morphin Power Rangers” on YouTube and Netflix in July, aiming to attract new audiences. This new version, titled “Re-Ignition,” will employ generative AI to digitally enhance the series, starting with Season 1. The use of AI for remastering has sparked controversy, with viewers previously criticizing studios for using it in films and cover art. Hasbro and Playmates have not yet showcased the AI-enhanced version, but the announcement has already drawn backlash from fans.
AI Guide
Artificial Intelligence
AI Glossary and Concepts
This article provides a glossary of essential AI terms used in the industry, including definitions for concepts like AI agent, chain-of-thought reasoning, and deep learning.
TechCrunch Sessions: AI
TechCrunch Sessions: AI is offering Super Early Bird pricing until 11:59 p.m. PT tonight, allowing attendees to save up to $325 on passes. The event, held on June 5 at UC Berkeley, will feature expert-led sessions, demos, interactive breakouts, and networking opportunities focused on the cutting-edge world of AI. Speakers include Jae Lee, CEO of TwelveLabs, Oliver Cameron, co-founder and CEO of Odyssey, and Kanu Gulati, partner at Khosla Ventures. The event is designed for both AI experts and those new to the field.
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TechCrunch
17 hours ago
Last chance! Last 24 hours to save up to $325 on TechCrunch Sessions: AI
TechCrunch Sessions: AI is offering Super Early Bird pricing until 11:59 p.m. PT tonight, allowing attendees to save up to $325 on passes. The event, held on June 5 at UC Berkeley, will feature expert-led sessions, demos, interactive breakouts, and networking opportunities focused on the cutting-edge world of AI. Speakers include Jae Lee, CEO of TwelveLabs, who will discuss building on foundational models; Oliver Cameron, co-founder and CEO of Odyssey, who will talk about competing in the AI market; and Kanu Gulati, partner at Khosla Ventures. The event is designed for both AI experts and those new to the field.
TechCrunch
17 hours ago
The TechCrunch AI glossary
This article provides a glossary of essential AI terms used in the industry. It includes definitions for concepts like AI agent, which refers to a tool using AI technologies to perform tasks beyond basic chatbot capabilities. Chain-of-thought reasoning, a method where AI breaks down problems into smaller steps to improve result quality, is also explained. Additionally, the glossary defines deep learning as a subset of machine learning using multi-layered neural networks.
AI Guide
Technology
Revolution R180 Connect Plus Smart Toaster Review
The Revolution R180 Connect Plus Smart Toaster, priced at $400, enhances its predecessor with features like Wi-Fi connectivity, firmware updates, photo display, and weather updates. A key improvement addresses uneven toasting, particularly at the bottom of the bread, by concentrating more coils at the bottom of each slot. While the new model toasts more evenly, questions arise regarding the necessity of a touchscreen and internet connectivity, especially when a simple dial could suffice. The toaster's performance in achieving the desired darkness level was inconsistent.
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Wired
18 hours ago
Can Algorithms, a Touchscreen, and an Internet Connection Make the Perfect Piece of Toast?
The Revolution R180 Connect Plus Smart Toaster, priced at $400, improves upon its predecessor with features like Wi-Fi connectivity, firmware updates, photo display, and weather updates. A key improvement is addressing the issue of uneven toasting, particularly at the bottom of the bread, by concentrating more coils at the bottom of each slot. While the new model toasts more evenly, questions remain about the necessity of a touchscreen and internet connectivity in a toaster, especially when a simple dial could suffice. Additionally, the toaster’s performance in achieving the desired darkness level was inconsistent.
