Coding & Development

Metrics is an open-source toolbox offering implementations of various supervised machine learning evaluation metrics across multiple programming languages. Developers and researchers can utilize this tool to assess model performance in Python, R, Haskell, and MATLAB/Octave environments. It includes a wide array of metrics such as Absolute Error, Area Under the ROC, F1 Score, Log Loss, Mean Absolute Error, Mean Squared Error, and Root Mean Squared Error. The project is currently in a beta release, focusing on ensuring compatibility and functionality across its supported language repositories. It aims to provide a comprehensive suite for evaluating machine learning models.

MIDI-3D is a cutting-edge 3D generative model designed for creating complex 3D scenes from a single input image. Unlike traditional methods that rely on reconstruction or multi-stage object generation, MIDI-3D leverages multi-instance diffusion models to simultaneously generate multiple high-quality 3D instances. This approach ensures accurate spatial relationships between objects and offers high generalizability, even with real and stylized image inputs, despite being trained on synthetic data. The tool is highly efficient, generating 3D scenes from segmented instance images without lengthy optimization steps. It also supports textured 3D scene generation, making it a powerful solution for various 3D content creation needs.

Inwedo is an AI and .NET development company specializing in delivering scalable, secure, and innovative software solutions for mid-size and enterprise organizations. They focus on transforming legacy processes into smart, digital workflows through digitization, process automation, and AI solutions. Key services include web development, AI integration using their Model Context Protocol (MCP), and legacy application modernization with Inwedo Continuum™. They also offer .NET software audits, maintenance, support, and comprehensive software testing and QA. Inwedo helps companies organize data, integrate AI without replacing existing systems, and regain control over stalled or failed IT projects, ensuring operational order and room for growth.

MotioNet is a deep neural network designed to reconstruct 3D human skeletal motion directly from monocular video. This library provides the source code for the network, which is based on a common motion representation. A key feature is its ability to output BVH files directly, eliminating the need for additional post-processing steps. The tool supports evaluation on both Human3.6m and wild videos, with integration for 2D pose detection tools like Openpose. Users can train models from scratch with customizable parameters or utilize provided pre-trained models for quick starts. It offers visualization through TensorBoardX for tracking training progress and includes detailed instructions for data preparation and testing. While powerful, it has limitations regarding moving cameras and dependence on 2D detection accuracy, which users should consider.

object-detection-opencv provides a Python-based solution for object detection using the YOLO (You Only Look Once) framework, integrated with OpenCV's dnn module. This tool allows developers to perform inference on pre-trained deep learning models from popular frameworks like Caffe, Torch, and TensorFlow. Specifically, it leverages YOLOv3 weights for efficient object detection in images. The project is open-source and available on GitHub, offering a practical example for computer vision tasks. It's particularly useful for those looking to implement object recognition capabilities in their applications using Python and OpenCV, providing a foundation for further development in areas like real-time video analysis or image processing.

Galent is an AI-native digital engineering firm that provides end-to-end, AI-enabled technology services for global enterprises. Leveraging its proprietary GalentAI platform, the company offers solutions for application development and modernization, managed services, data and platforms, and context engineering. GalentAI utilizes a NeuroQL Engine for deterministic prompt execution, an RCM Engine for neurosymbolic AI with rule enforcement, a Knowledge Graph for system mapping, and a Context Graph for governing AI actions. These capabilities aim to reduce TCO, accelerate time to value, and cut PoC-to-production failure rates by integrating AI across the entire software development lifecycle.

OpenChem is a deep learning toolkit specifically designed for computational chemistry and drug design research, built with a PyTorch backend. Its primary goal is to simplify the application of deep learning models for researchers in these fields. Key features include a modular design with a unified API, allowing for easy combination of different modules, and the ability to build new models using only a configuration file. The toolkit supports fast training with multi-GPU capabilities and provides utilities for data preprocessing. It also integrates with Tensorboard for visualization. OpenChem handles various tasks such as classification, regression, multi-task learning, and generative models, supporting data types like character sequences (SMILES, amino acids) and molecular graphs, with automatic conversion of SMILES to graphs.

Supercharge is a digital product innovation partner specializing in building AI-enabled digital products. They offer comprehensive services including digital product strategy, software engineering, data solutions, managed services, and agentic AI and AI engineering. Supercharge works with businesses to create impactful digital solutions, focusing on speed and quality. They have experience across various industries such as energy, healthcare, finance, insurance, mobility, and public sector. The company is committed to sustainability, aiming to maximize the positive impact of digital products and is a carbon-neutral company supporting charitable causes.

KANTINSLOT is an online platform specializing in slot games, offering a wide selection of 'gacor' (high-paying) slots with high Return to Player (RTP) rates. The platform aims to provide an easy and accessible gaming experience, emphasizing frequent 'maxwin' opportunities for both new and experienced players. It features popular games from renowned providers like Pragmatic Play, PG Soft, and Habanero, including titles such as Gates of Olympus and Sweet Bonanza. KANTINSLOT supports various secure payment methods, including local banks, e-wallets, and pulsa, ensuring safe and fast transactions for deposits and withdrawals. The platform also offers promotions and customer support.

Persimmons, Inc. is developing advanced AI inference systems, leveraging a unique chiplet architecture designed from first principles. This innovative approach aims to provide unmatched performance for growing AI models and deep context, scaling seamlessly from edge devices to enterprise and hyperscaler environments. The platform focuses on intelligent efficiency, delivering massive compute capabilities with a minimal footprint, and cognitive clarity for rapid prefill to decode operations. Its flexible growth model ensures power can flex along with evolving needs, offering solutions for various module configurations from 1 to 100+ modules. Persimmons positions itself as a foundational alternative to traditional GPU-based systems, offering a new paradigm for AI infrastructure.

F´ (F Prime) is a robust, open-source, component-driven framework designed for the rapid development and deployment of flight software and embedded systems. Originally developed at NASA's Jet Propulsion Laboratory, F´ has been successfully deployed on several space applications, including CubeSats, SmallSats, and instruments. The framework offers a C++ core with essential capabilities like message queues and threads, alongside modeling tools for specifying components and connections, which automatically generate code. It also includes a growing collection of ready-to-use components and testing tools for unit and integration level validation, making it a comprehensive solution for complex embedded software projects.

Floventra is an AI-assisted investing platform designed to help individuals build and automate diversified portfolios, optimize savings, and invest with confidence. The platform offers customizable or fully automated portfolios, smart cash management tools, and features specifically designed to improve after-tax outcomes. Users can choose to let the platform handle routine tasks or build and adjust their own portfolios. Floventra supports clients in London and across the UK, with experiences tailored to local currency and regulations. It emphasizes robust technical and organizational security measures, adhering to applicable UK/EU data protection standards to safeguard user information.

60-Second Web Builder & Deploy AI 'MOUSE-I' is an AI-powered application that facilitates the rapid creation and deployment of websites. While the specific features for website building are not detailed, the tool is positioned for quick development. The platform was hosted on Hugging Face Spaces by VIDraft, suggesting an environment for AI-driven applications. However, the current status indicates that the Space has been paused, and users are directed to the community tab to request its restart. This implies that while the tool's core functionality is website building, its availability is currently limited.

Apple is a global technology giant renowned for its innovative consumer electronics, software, and online services. The company's product ecosystem includes iconic devices such as the iPhone, iPad, and Mac computers, which are integrated with its proprietary operating systems like iOS, iPadOS, and macOS. Beyond hardware, Apple offers a suite of services including iCloud for cloud storage, Apple Music for streaming, and the App Store, which serves as a distribution platform for applications like VidCap. Apple's commitment to user experience, design, and a cohesive ecosystem has established it as a leading brand in the technology industry, catering to a vast global audience.

Uxcel is an interactive learning platform designed for professionals to acquire and enhance skills in UX design, product management, and AI. It offers over 50 interactive courses, structured career paths, and professional certifications, all delivered through bite-sized lessons that can be completed in just five minutes a day. The platform emphasizes practical, real-world application with skill assessments, project briefs, and live workshops. Uxcel aims to make career development accessible and effective, providing a gamified experience to keep learners motivated and track their progress. It caters to individuals and teams, helping organizations build role-specific skills and drive business impact.

Mythia is an AI-powered storytelling platform designed for interactive adventures and challenging dungeons. Users can delve into dynamic stories called "Memory Fragments" where decisions shape the narrative without game-overs, or test their skills in "Timelines," which are tactical, challenge-driven stories with puzzles, traps, and real risks. The platform is available on Android, iOS, and desktop, offering a seamless experience across devices. Mythia is free to play, with optional subscriptions providing additional perks like more choices and exclusive rewards, catering to users who want to deepen their engagement with the AI-driven narratives.

Ai Keeda offers a platform for short news summaries, covering a wide range of topics including world news, politics, lifestyle, sports, business, entertainment, and technology. The content is presented in a concise format, designed to be consumed quickly, often in under 60 seconds. While primarily focused on news, the website also features articles on health and lifestyle. The platform appears to monetize through affiliate links, promoting products when users make purchases through links on the site. The content is primarily in English, with some articles in French, and covers both international and India-specific news.

Site44 offers an absurdly simple web hosting solution by integrating directly with Dropbox. Users can sign in with their Dropbox account, grant Site44 access, and then create a new website. Site44 automatically creates a dedicated folder within Dropbox for the website, allowing users to modify its contents locally. Any changes made to the files in this Dropbox folder are immediately reflected live on the website. The service supports free site44.com subdomains and custom domains. It provides a personal plan for $4.95 per month, which includes 10 websites and 10GB of monthly traffic, with a 30-day free trial available. Advanced features and documentation are also provided.

Crypto Flash Tool provides software for simulating cryptocurrency transactions, specifically for USDT (Tether) and Bitcoin. This tool enables developers, crypto enthusiasts, and testers to create the appearance of real transactions with blockchain confirmations, without actually transferring any real funds. It's designed for risk-free simulation, allowing users to practice transfers, test wallet workflows, and demonstrate payment flows. Key features include simulated blockchain confirmations, input fields for amount and receiver address, unlimited device transfers, adjustable visibility duration, and zero network fees. The software is useful for educational purposes, developer testing, client product demos, wallet compatibility checks, and blockchain stress testing. It supports P2P compatibility on platforms like Binance and OKX, and allows splitting large flashes into smaller amounts.

Liberate Labs offers a specialized product growth engine designed for B2B SaaS founders, aiming to add over $300K ARR in 90 days with a performance-based payment model. The service integrates product strategy, development, and analytics into a cohesive system to accelerate acquisition, retention, and recurring revenue. By focusing on features that genuinely move the needle, Liberate Labs helps companies avoid wasted development efforts. They emphasize a hands-on approach, working closely with founders to implement growth strategies. Due to capacity constraints, they only accept a limited number of founders each month, ensuring dedicated attention and tailored solutions for their clients.

torch-residual-networks is a Torch implementation of the "Deep Residual Learning for Image Recognition" paper, which won the 2015 ILSVRC and COCO challenges. This open-source project enables researchers and developers to explore and reproduce the results of residual networks, particularly for image classification tasks. It includes working implementations for CIFAR convergence and provides experimental results on the effect of model size, architecture, alternate solvers, and batch normalization momentum. While CIFAR converges as per the paper, ImageNet implementation is noted as still under development. The project offers insights into different architectural strategies for residual networks, making it a valuable resource for those studying deep learning architectures.

Purple Block specializes in delivering enterprise-grade AI solutions and comprehensive data management services. The company collaborates with businesses to develop customized AI and data science solutions, aiming to enhance operational efficiency and foster growth. Their offerings are designed to democratize AI for enterprises of varying sizes, enabling them to leverage advanced technologies for strategic advantages. Purple Block focuses on building bespoke solutions tailored to specific business needs, ensuring that clients can effectively integrate AI and data science into their existing frameworks to achieve measurable results.

1xBet is a popular online betting platform that has gained significant traction in Saudi Arabia, offering a comprehensive suite of sports betting, casino games, and promotional activities. Users can easily register, download the mobile app for Android and iOS, and log in to access a diverse range of betting options. The platform emphasizes a user-friendly interface, live betting features, and a secure environment for personal information and financial transactions. It provides dedicated support in Arabic and local payment options for users in Saudi Arabia, enhancing accessibility and convenience. Additionally, 1xBet offers various bonuses and promotions for both new and existing users, aiming to make the betting experience more exciting and profitable.

Oxipital AI offers V-CORTX, a powerful, integrated AI vision platform designed to transform industrial manufacturing. It enables manufacturers and machine builders to deploy and scale machine vision for quality inspection and robotic guidance with an intuitive, no-code interface. The platform supports rapid deployment, providing quick, measurable results that drive smarter operations and higher efficiency. Key benefits include improved yield, enhanced product quality, increased throughput, and reduced waste and rework, all powered by real-time insights and process trend data. Oxipital AI is ISO-27001 certified, ensuring data security and customer data isolation.