Best AI tools for< Scale Up With Batching >

Marmof is an AI-powered writing tool that helps you create content in just a few seconds. With over 49 powerful tools, you can create well-written, engaging content for various platforms, including articles, blog posts, landing pages, and social media content. Marmof can help you write the perfect message, whether it's an email, caption, or cover letter. Your AI Assistant is trained to write marketing copy that converts well. If you're struggling with writer's block, Marmof can help you come up with new ideas. Marmof is the perfect tool for content creators and directors who want to scale up their operations.

Manifest AI is an AI application that offers ChatGPT, a powerful tool for individuals and businesses. ChatGPT is a large language model that can assist with various tasks such as generating creative text formats, research and development, and more. Manifest AI also provides automated quality management, customer experience design, and customer success manager services. The application aims to enhance customer service, boost sales, and improve overall business performance through AI-powered solutions.

Osium AI is a cutting-edge AI-powered software designed to accelerate the development of sustainable and high-performance materials and chemicals. The platform leverages proprietary technology developed by experts with 10 years of experience in AI and authors of multiple AI patents. Osium AI offers a comprehensive solution that covers every step of materials and chemicals development cycles, from formulation and characterization to scale-up and manufacturing. The software is flexible, adaptable to various R&D projects, and eliminates trial-and-error approaches, unlocking the full potential of R&D with its advanced functionalities.

LocalizeOS is an AI-powered platform designed to help real estate agents, teams, and brokerages excel at scale. The platform leverages proactive AI technologies such as conversational engines, machine learning algorithms, and big data analytics to reach, qualify, and follow up with a limitless number of buyers. LocalizeOS aims to amplify growth by providing tools for engaging leads, uncovering opportunities, and enhancing customer experience. The platform seamlessly integrates with existing technology stacks and has been recognized for its impact on lead conversion and sales in the real estate industry.

Amazon Web Services (AWS) is a comprehensive, evolving cloud computing platform from Amazon that provides a broad set of global compute, storage, database, analytics, application, and deployment services that help organizations move faster, lower IT costs, and scale applications. With AWS, you can use as much or as little of its services as you need, and scale up or down as required with only a few minutes notice. AWS has a global network of regions and availability zones, so you can deploy your applications and data in the locations that are optimal for you.

UserCue is an AI-powered market research tool that revolutionizes the way businesses conduct interviews and analyze data. It offers intelligent agents for dynamic AI moderated interviews and analysis at scale, enabling users to interact with up to 1,000 key opinion leaders, industry experts, or target populations in just one hour. With a focus on speed and quality, UserCue provides versatile applications, quick turnaround times, and comprehensive reports, all aimed at delivering valuable insights to clients in a fraction of the time traditionally required for market research.

Pixlr is a free online photo editor, image generator, and design tool suite that offers a wide range of features for both beginners and experienced users. With its user-friendly interface and powerful AI-powered tools, Pixlr makes it easy to edit, enhance, and create stunning images. Whether you need to crop, resize, adjust colors, or add filters and effects, Pixlr has you covered. You can also use Pixlr to create collages, design social media graphics, and even generate AI-powered images from scratch. With its wide range of features and easy-to-use interface, Pixlr is the perfect tool for anyone who wants to edit and enhance their photos.

Luxonis is an AI application that offers Visual AI solutions engineered for precision edge inference. The application provides stereo depth cameras with unique features and quality, enabling users to perform advanced vision tasks on-device, reducing latency and bandwidth demands. With open-source DepthAI API, users can create and deploy custom vision solutions that scale with their needs. Luxonis also offers real-world training data for self-improving vision intelligence and operates flawlessly through vibrations, temperature shifts, and extended use. The application integrates advanced sensing capabilities with up to 48MP cameras, wide field of view, IMUs, microphones, ToF, thermal, IR illumination, and active stereo for unparalleled perception.

Dealify is a platform offering exclusive software deals, discounts, and offers for Growth Hackers, Marketers, and Founders. It provides lifetime deals on various tools and applications to help businesses grow and improve their online presence. Dealify features a wide range of products, including SEO platforms, social media marketing tools, hosting services, chatbot solutions, and more. With a focus on providing value and savings, Dealify aims to support businesses of all sizes in their growth journey.

Persana AI is an AI-powered prospecting tool that helps users find, enrich, and personalize outbound leads using over 75 data sources and AI signals. It enables users to build hyper-relevant and targeted lead lists, automate workflows with a powerful AI agent, create personalized messaging, and stay up to date with AI triggers. The platform offers real-time data enrichment, job change tracking, and technographics to boost sales processes and generate a higher pipeline. Trusted by teams and businesses of all sizes, Persana AI revolutionizes sales prospecting workflows with its AI-driven insights and automation capabilities.

ThoughtSpot is an AI-powered analytics platform that enables users to deliver insights 10x faster for their employees. It offers AI-powered search capabilities, natural language search, live querying of data, building search data models, balancing self-service with enterprise-scale control, visualizing business data, operationalizing data sync to business apps, and mobile access. The platform also provides features for creating visualizations from spreadsheets, staying up to date with product news, embedding analytics into apps, building ThoughtSpot apps and API services, and generating more revenue with embedded analytics. ThoughtSpot is designed to provide fast, actionable insights with a focus on user experience and self-service analytics.

Bulk Image Generation is an AI-powered tool that allows users to create up to 100 unique images in minutes. It features a convenient batch editor that is quick, intuitive, and saves significant time. Users can create characters, book illustrations, or any other design with endless creative possibilities.

Salesforge is an AI-powered email infrastructure tool that helps users send unique, personalized emails at scale in multiple languages. It leverages AI technology to warm up mailboxes, validate email addresses, and improve email deliverability. The tool allows users to manage all email activities in a unified view, eliminating the need to log into multiple mailboxes. Salesforge is designed to enhance email outreach campaigns by providing AI-written messages and advanced warm-up capabilities.

ColdIQ is an AI-powered sales prospecting tool that helps B2B companies with revenue above $100k/month to build outbound systems that sell for them. The tool offers end-to-end cold outreach campaign setup and management, email infrastructure setup and warmup, audience research and targeting, data scraping and enrichment, campaigns optimization, sending automation, sales systems implementation, training on tools best practices, sales tools recommendations, free gap analysis, sales consulting, and copywriting frameworks. ColdIQ leverages AI to tailor messaging to each prospect, automate outreach, and flood calendars with opportunities.

xZactly.ai is an AI tool that works with Artificial Intelligence start-up businesses and high growth companies to deliver accelerated revenue growth, AI specific sales, business development, and marketing expertise, seed and venture capital financing, business scale, and global expansion fund. The tool helps in connecting businesses and investors, providing go-to-market strategies, and offering triage, transformation, and turnaround solutions for AI and ML companies. With over 25 years of experience in sales, marketing, and business development, xZactly.ai aims to accelerate sales and boost revenue for AI-driven businesses by delivering expertise, strategy, and execution.

The AI Image Upscaling website offers a free online tool that utilizes AI technology to enhance the quality of images by upscaling them up to 4x without losing detail. Users can upload images, select various options like Face Restoration and large model for better results, and have their images processed by the AI algorithm. The website provides a user-friendly interface and fast processing times, allowing users to download their high-resolution upscaled images. It ensures data safety and copyright protection by storing images temporarily and deleting them after 2 days. The tool is designed to surpass traditional scaling methods by preserving image quality and enhancing finer details.

Smartlead is an AI-powered cold email outreach tool designed to help businesses scale their outreach efforts seamlessly. With features like unlimited mailboxes, email warmups, multi-channel infrastructure, and a unified master inbox, Smartlead empowers users to manage their entire revenue cycle in one place. The platform offers powerful APIs, automation, and white labeling options to build long-lasting relationships with clients and boost email deliverability. Smartlead caters to lead generation agencies, marketing agencies, sales leaders, recruiters, and more, providing versatile solutions for a variety of industries.

Mails.ai is an AI-powered cold email software that helps businesses automate their email campaigns, connect with unlimited email accounts, and maximize their outreach. With its advanced features like AI email writer, email verification, and inbox rotation, Mails.ai ensures high deliverability and increased replies, leading to more revenue and business growth.

Alpha3D is a game-changing generative AI platform that empowers game developers and content creators to bring their visions to life by effortlessly transforming text prompts and 2D images into high-quality 3D digital assets in minutes. It is a user-friendly tool that allows users to create 3D models without the need for prior 3D modeling experience. Alpha3D is known for its speed, cost-effectiveness, and ease of use in generating 3D assets for various applications.

Instnt is an AI-powered fraud prevention solution that helps businesses increase approval rates while significantly reducing fraud risk. It eliminates financial risk by shifting fraud losses to A-rated insurers, allowing businesses to grow fearlessly and protect effortlessly. Instnt combines seamless fraud prevention and KYC checks to validate users from day one, ensuring businesses stay protected. The platform offers a comprehensive solution with advanced fraud prevention technology, performance-based pricing, and up to $100M in fraud loss insurance. Instnt is suitable for various industries such as finance, government, e-commerce, crypto, gaming, and healthcare.

Rigging is a lightweight LLM framework designed to simplify the usage of language models in production code. It offers structured Pydantic models for text output, supports various models like LiteLLM and transformers, and provides features such as defining prompts as python functions, simple tool use, storing models as connection strings, async batching for large scale generation, and modern Python support with type hints and async capabilities. Rigging is developed by dreadnode and is suitable for tasks like building chat pipelines, running completions, tracking behavior with tracing, playing with generation parameters, and scaling up with iterating and batching.

This repository provides a systematic and comprehensive review of efficient LLMs research. We organize the literature in a taxonomy consisting of three main categories, covering distinct yet interconnected efficient LLMs topics from **model-centric** , **data-centric** , and **framework-centric** perspective, respectively. We hope our survey and this GitHub repository can serve as valuable resources to help researchers and practitioners gain a systematic understanding of the research developments in efficient LLMs and inspire them to contribute to this important and exciting field.

Awesome-LLM-Inference: A curated list of 📙Awesome LLM Inference Papers with Codes, check 📖Contents for more details. This repo is still updated frequently ~ 👨‍💻‍ Welcome to star ⭐️ or submit a PR to this repo!

This repository does not provide a tool, but rather a collection of resources and strategies for academics in the field of artificial intelligence who are feeling depressed or overwhelmed by the rapid advancements in the field. The resources include articles, blog posts, and other materials that offer advice on how to cope with the challenges of working in a fast-paced and competitive environment.

Efficient Foundation Model Survey is a comprehensive analysis of resource-efficient large language models (LLMs) and multimodal foundation models. The survey covers algorithmic and systemic innovations to support the growth of large models in a scalable and environmentally sustainable way. It explores cutting-edge model architectures, training/serving algorithms, and practical system designs. The goal is to provide insights on tackling resource challenges posed by large foundation models and inspire future breakthroughs in the field.

Jina is a tool that allows users to build multimodal AI services and pipelines using cloud-native technologies. It provides a Pythonic experience for serving ML models and transitioning from local deployment to advanced orchestration frameworks like Docker-Compose, Kubernetes, or Jina AI Cloud. Users can build and serve models for any data type and deep learning framework, design high-performance services with easy scaling, serve LLM models while streaming their output, integrate with Docker containers via Executor Hub, and host on CPU/GPU using Jina AI Cloud. Jina also offers advanced orchestration and scaling capabilities, a smooth transition to the cloud, and easy scalability and concurrency features for applications. Users can deploy to their own cloud or system with Kubernetes and Docker Compose integration, and even deploy to JCloud for autoscaling and monitoring.

LitServe is a high-throughput serving engine designed for deploying AI models at scale. It generates an API endpoint for models, handles batching, streaming, and autoscaling across CPU/GPUs. LitServe is built for enterprise scale with a focus on minimal, hackable code-base without bloat. It supports various model types like LLMs, vision, time-series, and works with frameworks like PyTorch, JAX, Tensorflow, and more. The tool allows users to focus on model performance rather than serving boilerplate, providing full control and flexibility.

LitServe is a high-throughput serving engine for deploying AI models at scale. It generates an API endpoint for a model, handles batching, streaming, autoscaling across CPU/GPUs, and more. Built for enterprise scale, it supports every framework like PyTorch, JAX, Tensorflow, and more. LitServe is designed to let users focus on model performance, not the serving boilerplate. It is like PyTorch Lightning for model serving but with broader framework support and scalability.

Aphrodite is an inference engine optimized for serving HuggingFace-compatible models at scale. It leverages vLLM's Paged Attention technology to deliver high-performance model inference for multiple concurrent users. The engine supports continuous batching, efficient key/value management, optimized CUDA kernels, quantization support, distributed inference, and modern samplers. It can be easily installed and launched, with Docker support for deployment. Aphrodite requires Linux or Windows OS, Python 3.8 to 3.12, and CUDA >= 11. It is designed to utilize 90% of GPU VRAM but offers options to limit memory usage. Contributors are welcome to enhance the engine.

RayLLM (formerly known as Aviary) is an LLM serving solution that makes it easy to deploy and manage a variety of open source LLMs, built on Ray Serve. It provides an extensive suite of pre-configured open source LLMs, with defaults that work out of the box. RayLLM supports Transformer models hosted on Hugging Face Hub or present on local disk. It simplifies the deployment of multiple LLMs, the addition of new LLMs, and offers unique autoscaling support, including scale-to-zero. RayLLM fully supports multi-GPU & multi-node model deployments and offers high performance features like continuous batching, quantization and streaming. It provides a REST API that is similar to OpenAI's to make it easy to migrate and cross test them. RayLLM supports multiple LLM backends out of the box, including vLLM and TensorRT-LLM.

SGLang is a structured generation language designed for large language models (LLMs). It makes your interaction with LLMs faster and more controllable by co-designing the frontend language and the runtime system. The core features of SGLang include: - **A Flexible Front-End Language**: This allows for easy programming of LLM applications with multiple chained generation calls, advanced prompting techniques, control flow, multiple modalities, parallelism, and external interaction. - **A High-Performance Runtime with RadixAttention**: This feature significantly accelerates the execution of complex LLM programs by automatic KV cache reuse across multiple calls. It also supports other common techniques like continuous batching and tensor parallelism.

Aphrodite is the official backend engine for PygmalionAI, serving as the inference endpoint for the website. It allows serving Hugging Face-compatible models with fast speeds. Features include continuous batching, efficient K/V management, optimized CUDA kernels, quantization support, distributed inference, and 8-bit KV Cache. The engine requires Linux OS and Python 3.8 to 3.12, with CUDA >= 11 for build requirements. It supports various GPUs, CPUs, TPUs, and Inferentia. Users can limit GPU memory utilization and access full commands via CLI.

Scale's LLM Engine is an open-source Python library, CLI, and Helm chart that provides everything you need to serve and fine-tune foundation models, whether you use Scale's hosted infrastructure or do it in your own cloud infrastructure using Kubernetes.

BentoML is an open-source model serving library for building performant and scalable AI applications with Python. It comes with everything you need for serving optimization, model packaging, and production deployment.

Paddler is an open-source load balancer and reverse proxy designed specifically for optimizing servers running llama.cpp. It overcomes typical load balancing challenges by maintaining a stateful load balancer that is aware of each server's available slots, ensuring efficient request distribution. Paddler also supports dynamic addition or removal of servers, enabling integration with autoscaling tools.

NanoFlow is a throughput-oriented high-performance serving framework for Large Language Models (LLMs) that consistently delivers superior throughput compared to other frameworks by utilizing key techniques such as intra-device parallelism, asynchronous CPU scheduling, and SSD offloading. The framework proposes nano-batching to schedule compute-, memory-, and network-bound operations for simultaneous execution, leading to increased resource utilization. NanoFlow also adopts an asynchronous control flow to optimize CPU overhead and eagerly offloads KV-Cache to SSDs for multi-round conversations. The open-source codebase integrates state-of-the-art kernel libraries and provides necessary scripts for environment setup and experiment reproduction.

BionicGPT is an on-premise replacement for ChatGPT, offering the advantages of Generative AI while maintaining strict data confidentiality. BionicGPT can run on your laptop or scale into the data center.

I help you with all your sysadmin tasks, from setting up your server to scaling your already exsisting one. I can help you with understanding the long list of log files and give you solutions to the problems.

Optimizes production processes for efficient large-scale operations.

微生物学与酶工程专家，清华及麻省理工学者

A real estate assistant for scheduling home showings, knowledgeable in market trends.

S&T Intelligence at Scale

Expert in full-scale app development, coding, and OCR.

I guide you towards cosmic-scale ideas that help advance humanity.

I help you build and scale Silicon Valley-style startups

Sequentially administers Big Five Test with 1-5 scale.

Rate AI-created model portraits on a 1-10 scale.

In-depth CIM analysis with a structured rating scale, offering detailed business evaluations.

I'm a Python and PyTorch expert with knowledge of ML infrastructure requirements ready to help you build and scale your ML projects.

Business Angel provides expert startup guidance: funding, growth hacks, and pitch advice. Navigate the startup ecosystem, from seed to scale. Essential for entrepreneurs aiming for success. Master your strategy and launch with confidence. Your startup journey begins here!

Proposes specific, scalable Fiverr gigs based on skills.

Startup Strong Within 180 Days: Tailored advice for launching, promoting, and scaling businesses of all types. It covers all stages from pre-launch to post-launch and develops strategies including market research, branding, promotional tactics, and operational planning unique your business. (v1.8)

Learn Kubernetes by Hands-on Labs and AI

Expert in building Python web services on Render.

Expert on Jelastic/Virtuozzo PaaS solutions.

Startup advisor guiding founders through detailed idea evaluation, product-market-fit, business model, GTM, and scaling.

gpt tools for scala coding