Suikodenis finally set to make its long-awaited return with the imminent release ofSuikoden 1 and 2 HD Remaster.For fans of the RPG franchise, however, theres more to look forward to beyond that.At its recent Special Program broadcast,Konami announced Suikoden STAR LEAP, a new entry in the franchise, for iOS and Android devices. Developed by Mythril, the game will be free-to-play, which means it will feature microtransactions. Further details on how thatll work havent yet been shared.That said, Suikoden STAR LEAP will feature several elements that fans of the franchise will find familiar, including turn-based combat, a story revolving around meeting and befriending 108 stars, a retro pixel art aesthetic, and more. Players will play as the son of a village chief who, in company of their allies, will have to embark on a quest to return peace and stability to their home. Check out its announcement trailer below.A release date hasnt been announced forSuikoden STAR LEAP.

Close to two decades on from the launch of its last mainline release, like other fellow Konami franchises,Suikodenis finally returning to the limelight.Suikoden 1 and 2 HD Remaster: Gate Rune and Dunan Unification Warsis releasing imminently, and Konami has shared a launch trailer to commemorate the same. Check it out below.Suikoden 1 and 2 HD Remasterbrings the classic JRPG series original entries to modern hardware, touting several improvements to the visuals, lighting, reflections, and more. Beyond the technical enhancements, the remaster also brings several new quality-of-life features, such as a reworked UI, being able to fast forward battles, autosave functionality, and more.Suikoden 1 and 2 HD Remaster: Gate Rune and Dunan Unification Warslaunches for PS5, Xbox Series X/S, PS4, Xbox One, Nintendo Switch, and PC on March 6. Check out the remasters redone opening movies through here for a glimpse of its graphical changes.

The CTA warned today that the tariffs on foreign goods will fuel inflation and hurt U.S. consumer purchasing power by up to $143 billion.Read More

Insomniac's VR games are no longer for sale, suggesting that the VR market in particular may not be a welcome technology for older titles to thrive.Read More

Google is making some changes to Google Play on Android devices to better highlight apps that include widgets, according to a blog post. The changes include a new search filter for widgets, widget badges on app detail pages, and a curated editorial page dedicated to widgets.Historically, one of the challenges with investing in widget development has been discoverability and user understanding, product manager Yinka Taiwo-Peters says in the post. Youve asked for better ways for users to find and utilize your widgets, and were delivering. Yinka Taiwo-Peters also acknowledges that we understand that the effort required to build and maintain widgets needs to be justified by user adoption.With the search filter, users will be able to more easily search for apps with widgets. The badge eliminates guesswork for users and highlights your widget offerings, encouraging them to explore and utilize this capability, Taiwo-Peters says. And the curated editorial page will show off collections of excellent widgets.The updated widget discoverability tools will be coming soon, Taiwo-Peters says.

If youre looking for a top-notch gaming mouse you can use for both work and play, Logitechs G Pro X Superlight 2 is a great option thats currently on sale for its best price to date. Right now, you can buy it at Walmart in select colors starting at $113.99 ($45 off) or at Best Buy starting at $114.99 ($44 off); its also on sale at Amazon starting at $119.99 (about $39 off).RelatedThe wireless gaming mouse is Logitechs fastest, with a Hero 2 sensor that tracks at 500 inches per second (and up to 32,000 DPI) and a 4kHz polling rate. At just 60 grams (2.1 ounces), its also Logitechs lightest, making it easy to move quickly and accurately. It also boasts an attractive matte plastic design, meaning it wont look out of place at the office, even if it is perfectly suitable for tournament-level play. Despite the lightweight build, the Superlight 2 features clicky hybrid optical / mechanical switches and five programmable buttons, which can be customized via Logitechs companion software. The mouse also offers up to 95 hours of battery life, boasts USB-C charging, and supports both the original Logitech Powerplay mousepad and the upcoming Powerplay 2, which can keep your mouse continuously charged at $20 less than the original pad.Read our hands-on impressions.Logitech G Pro X Superlight 2$114$16029% off$114The G Pro X Superlight 2 is Logitechs lightest and most advanced mouse to date. It features a 32,000 DPI Hero 2 sensor and 4kHz polling rate as well as support for USB-C charging and Logitechs Powerplay mouse mat.Some more ways to saveNow until March 9th, Ankers 2-in-1 USB-C to USB-C Cable is on sale for $17.99 ($8 off) at Amazon and directly from Anker (with promo code WS7DV2FVJTOY). The four-foot cable comes with a pair of USB-C attachments, allowing you to charge two devices simultaneously. It also offers 140W of total output but can intelligently share power, automatically adjusting power distribution based on the connected gadget.Apple will likely introduce a new iPad this week, but if youre looking for something smaller, the latest iPad Mini is on sale at Amazon, Best Buy, and Walmart with Wi-Fi and 128GB of storage starting at $399 ($100 off), matching its best price to date. The 8.3-inch Mini is the smallest tablet in Apples lineup, rendering it the ideal form factor if you use your tablet to read a lot. Its A17 Pro chip isnt as powerful as the processors in the M4-powered iPad Pro or M2-powered Air, but its faster than that of the base iPad; it also supports Apple Intelligence, unlike the entry-level tablet. Read our review.Amazon, Best Buy, and B&H Photo are selling Amazons latest Fire TV Cube for $109.99 ($30 off), which is one of its better prices to date. The third-gen Cube is Amazons highest-end streaming device, one that comes with Wi-Fi 6E support and an HDMI input for connecting both cable boxes and gaming consoles. It also offers support for 4K streaming in multiple HDR formats including Dolby Vision while continuing to double as an Alexa-powered smart speaker you can use to play music, control smart home devices, and carry out other tasks. Read our review.See More:

Modern enterprises face a myriad of challenges when it comes to internal data research. Data today is scattered across various sourcesspreadsheets, databases, PDFs, and even online platformsmaking it difficult to extract coherent insights. Many organizations struggle with disjointed systems where structured SQL queries and unstructured documents do not easily speak the same language. This fragmentation not only hinders decision-making but also slows down innovation. Without an integrated approach, data analysts and business leaders spend precious time wrestling with data silos, manually merging insights, and reformatting data to answer critical questions.Defog AI Open Sources Introspect: MIT-licensed Deep-Research for your internal data. It works with spreadsheets, databases, PDFs, and web search. Has a remarkably simple architecture Sonnet agent armed with recursive tool calling and 3 default tools. Best for use-cases where you want to combine insights from SQL with unstructured data + data from the web. This open-source project streamlines the research process by integrating various data sources into a single, cohesive workflow. With a focus on simplicity, the tool enables users to conduct deep research across diverse datasets, automating the extraction of insights that were previously buried in disparate formats.Technical Details and BenefitsAt its core, Introspect employs a straightforward yet powerful design. It utilizes a Sonnet agent that orchestrates recursive tool calls to answer complex user queries. The agent is equipped with three primary tools: text_to_sql for querying databases, web_search for gathering external context, and pdf_with_citations for analyzing document-based content. By recursively querying until sufficient context is achieved, the system bridges the gap between structured data (such as SQL databases) and unstructured sources (like PDFs and web content). This innovative approach not only improves the efficiency of data research but also ensures that the insights generated are both comprehensive and contextually rich. Additionally, it supports most popular database connectorsincluding PostgreSQL, MySQL, SQLite, BigQuery, Redshift, Snowflake, and Databricksmaking it adaptable to varied enterprise environments.Results and InsightsThe GitHub repository showcases tangible results and a user-friendly demo environment, available at demo.defog.ai/reports (user id: admin, password: admin) that illustrates its capabilities in real-time. The repository includes detailed quick start guidessuch as setting up environment variables for API keys and running services via Docker Composewhich demonstrates its ease of deployment and immediate utility. With 31 stars and an active community of contributors, the project reflects a growing interest in leveraging AI for comprehensive internal data research. Furthermore, the integration of a 150-second demo video provides potential users with a clear overview of how the tool works in practice, showcasing the recursive tool-calling mechanism and the unified interface for diverse data sources.ConclusionIn conclusion, Defog AIs Introspect addresses a critical need in todays data-driven world. By seamlessly merging structured SQL insights with unstructured data and real-time web information, it empowers organizations to conduct deep research with minimal friction. Its MIT-licensed, open-source nature encourages community contributions and rapid innovation, ensuring the tool remains at the forefront of data research technology. Whether you are an enterprise looking to streamline your data workflows or a developer eager to experiment with advanced AI-driven research, Introspect offers a compelling, accessible solution to the challenges of modern internal data analysis.Check outthe GitHub Page.All credit for this research goes to the researchers of this project. Also,feel free to follow us onTwitterand dont forget to join our80k+ ML SubReddit. Asif RazzaqWebsite| + postsBioAsif Razzaq is the CEO of Marktechpost Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences.Asif Razzaqhttps://www.marktechpost.com/author/6flvq/Building a Collaborative AI Workflow: Multi-Agent Summarization with CrewAI, crewai-tools, and Hugging Face TransformersAsif Razzaqhttps://www.marktechpost.com/author/6flvq/DeepSeek AI Releases Smallpond: A Lightweight Data Processing Framework Built on DuckDB and 3FSAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Researchers from UCLA, UC Merced and Adobe propose METAL: A Multi-Agent Framework that Divides the Task of Chart Generation into the Iterative Collaboration among Specialized AgentsAsif Razzaqhttps://www.marktechpost.com/author/6flvq/DeepSeeks Latest Inference Release: A Transparent Open-Source Mirage? Recommended Open-Source AI Platform: IntellAgent is a An Open-Source Multi-Agent Framework to Evaluate Complex Conversational AI System' (Promoted)

NN#8 Neural Networks Decoded (Build your first NN in Python) 0 like March 3, 2025Share this postAuthor(s): RSD Studio.ai Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium.Welcome to the eighth article in our Neural Networks Decoded series! So far, weve covered the theoretical foundations of neural networks from perceptrons to activation functions, backpropagation and evaluation metrics. Today, well bridge theory and practice by building a complete neural network from scratch using Python.By the end of this tutorial, youll have created, trained, validated and deployed a neural network for a real-world classification problem. Lets take this journey step-by-step, connecting each practical component to the concepts weve explored in previous articles.First, lets install and import the necessary libraries:# Basic data manipulation and visualization librariesimport numpy as npimport pandas as pdimport matplotlib.pyplot as pltimport seaborn as sns# PyTorch for building our neural networkimport torchimport torch.nn as nnimport torch.optim as optimfrom torch.utils.data import Dataset, DataLoader# Scikit-learn for data preprocessing and evaluationfrom sklearn.preprocessing import StandardScalerfrom sklearn.model_selection import train_test_splitfrom sklearn.metrics import confusion_matrix, classification_report, accuracy_score# Set random seeds for reproducibilitynp.random.seed(42)torch.manual_seed(42)# For visualizing the model architecturefrom torchviz import make_dot# Enable interactive plots in Jupyter%matplotlib inlineplt.style.use('fivethirtyeight')In our setup, were using several libraries (You can install it using pip or conda):NumPy and Pandas: For data manipulation, just as wed need mathematical operations in our Read the full blog for free on Medium.Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming asponsor. Published via Towards AITowards AI - Medium Share this post

The 5 Best Cloud Platforms for Hosting AI Applications 0 like March 3, 2025Share this postAuthor(s): Aleti Adarsh Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium.Have you ever felt like youre drowning in a sea of cloud providers, each promising to be the best solution for your AI needs? Trust me, Ive been there. When I first started working on AI applications, I had no idea which cloud platform to choose. I mean, how do you even begin to compare services that all claim to be the most powerful, scalable, and cost-effective?Well, after testing multiple platforms, dealing with unexpected bills (ouch!), and even facing performance bottlenecks, I finally cracked the code. Today, Im sharing everything I learned about the five best cloud platforms for hosting AI applications. Lets dive in!AWS is like that overachieving student who excels at everything. It offers an extensive suite of AI and ML services, including:Amazon SageMaker for end-to-end ML model development.EC2 GPU instances (NVIDIA A100, V100, etc.) for powerful computing.AWS Lambda for serverless AI functions.Amazon Rekognition, Polly, and Lex for pre-built AI services.Scalability: Handle anything from small projects to enterprise-level AI.Rich ecosystem: Integrates seamlessly with data lakes, analytics, and security tools.Pay-as-you-go pricing (but watch out for hidden costs!).Complex pricing structure (seriously, who can predict AWS bills?).Steeper learning curve if Read the full blog for free on Medium.Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming asponsor. Published via Towards AITowards AI - Medium Share this post

A tire inflator is an essential part of car's emergency kit, but you don't need to pay a premium price for a fancy one. As part of a limited time Lightning Deal, Amazon is offering this AstroAI L7 cordless tire inflator for $22.99. This isn't the absolute lowest price we've seen, but it's still a great price for a cordless tire inflator that will get you out of a jam.AstroAI L7 Tire Inflator for $22.99AstroAI L7 Tire Inflator and Portable Air CompressorThe AstroAI L7 is a cordless tire inflator and portable air compressor with a 4,000mAh battery that hould be able to fill up all four of your tires least a few times over before needing a recharge. The compressor features a maximum pressure of 150 PSI and can fill a tire at a rate of 17L per minute. It can refill a 195/65R15 tire from 30 to 36 PSI in about 1.5 minutes.The L7 charges quickly over USB Type-C and if you don't have a cable on hand, a USB Type-A to USB Type-C is supplied in the package. A couple of different needle tips are provided so that you can also use this air compressor to fill up bicycle tires, balls, or inflatables as well. There's even a flashlight with three separate modes (flashlight, SOS, and strobe) for emergencies. The tire inflator is also compact, weighs about a pound, and stows away easily in your trunk or dash.Check out more of the best IGN deals of today.Why Should You Trust IGN's Deals Team?IGN's deals team has a combined 30+ years of experience finding the best discounts in gaming, tech, and just about every other category. We don't try to trick our readers into buying things they don't need at prices that aren't worth buying something at. Our ultimate goal is to surface the best possible deals from brands we trust and our editorial team has personal experience with. You can check out our deals standards here for more information on our process, or keep up with the latest deals we find on IGN's Deals account on Twitter.Eric Song is the IGN commerce manager in charge of finding the best gaming and tech deals every day. When Eric isn't hunting for deals for other people at work, he's hunting for deals for himself during his free time.