Best AI tools for< It Operator >

Fletch is the world's first cyber threat AI application that helps users stay ahead of cyber threats by automating busywork with AI agents. It continuously trends the threat landscape, forecasts impact, prioritizes alerts, generates tailored advice, and provides daily proactive insights to guide users in defending against threats. Fletch filters and prioritizes alerts, uncovers weaknesses in SaaS supply chains, and offers timely tactical advice to act fast in critical moments. The application also assists in articulating threat messages and provides instant answers through AskFletch chat. Fletch integrates with existing tools, simplifying users' lives and offering hands-on guidance for businesses of all sizes.

Retrocausal is an AI Copilot platform designed to optimize manufacturing processes by leveraging computer vision and machine learning technology. It empowers operators, industrial engineers, and plant managers to enhance the quality, productivity, and traceability of manual processes. The platform offers features such as real-time feedback, analytics, time studies, automatic line balancing, continuous improvement suggestions, ergonomic analyses, quality planning, and more. Retrocausal ensures worker privacy through facial blurring and pixelation, integrates with existing IT and IIoT infrastructure, and is known for its security measures. The platform is widely recognized in the manufacturing industry for its innovative solutions and has received accolades from industry leaders.

CUJO AI is a global leader in cutting-edge cybersecurity and network intelligence solutions for network operators. The platform offers a range of services including Operator Intelligence, Digital Life Protection, and AI Platform. CUJO AI empowers network operators to enhance digital life protection for their customers both at home and on the go. By leveraging AI-powered cybersecurity, CUJO AI enables operators to improve customer value proposition, monetize networks, and reduce operating complexity and costs.

Roamify is a free AI-powered travel itinerary planner that helps you create personalized and optimized travel plans. With Roamify, you can easily plan your trip, find the best deals on flights and accommodations, and get recommendations on things to do and see. Roamify's AI technology analyzes your preferences, travel style, and budget to create an itinerary that is tailored to your specific needs.

Autohost is an AI-powered guest screening and verification platform designed for the hospitality industry. It offers a comprehensive solution to streamline the guest screening process, enhance security, and improve the overall guest experience. By leveraging automated systems and advanced technology, Autohost helps hosts in the hospitality and event industry to reduce risks and ensure a safe environment for their guests.

Encounter AI is an automated ordering assistant designed specifically for restaurants and retail establishments. It aims to increase staff capacity and productivity by providing a robust voice solution to enhance the drive-thru experience. The AI technology enables operators to optimize existing resources, such as human capital or technology assets, to improve profitability. Encounter AI is 'kaizen' in nature, continuously learning through machine learning to stay updated on menu items and ordering preferences, ultimately enhancing the customer experience.

AeroMegh is a drone data analytics platform that transforms drone data into actionable insights by ensuring seamless and secured integration. It offers a SaaS platform for end-to-end drone missions, providing solutions for various business sectors. AeroMegh allows users to fly and capture data, upload and process drone data, and analyze processed images with ease. The platform is designed to save time and money by creating more time to live, and it is trusted by leading brands across the country.

Presto is an AI-driven automation solution designed for drive-thru restaurants. It helps manage labor shortage, increase efficiency, and generate new revenue by utilizing AI technology to streamline drive-thru operations. With over 277,000 products deployed, Presto offers proven reliability and scalability for drive-thru businesses.

AI-Adventures is a cutting-edge travel planner powered by the advanced capabilities of Chat-GPT. It offers a comprehensive suite of features designed to revolutionize the way you plan and experience your travels. With AI-Adventures, you can effortlessly craft personalized itineraries, discover hidden gems, and optimize your travel budget, all while enjoying the convenience of a user-friendly interface. Whether you're a seasoned globetrotter or a first-time traveler, AI-Adventures empowers you to create extraordinary journeys that cater to your unique preferences and aspirations.

Nomadspot is an intelligent travel planner application that simplifies the planning and organization of adventures. It allows users to organize trips with friends, create calendars, follow daily trip itineraries, share experiences, and use AI to create perfect trips.

Trip Planner AI is a free and customizable travel itinerary app that helps users plan and optimize their trips. It uses AI algorithms to create personalized itineraries based on user preferences, and it also allows users to get inspiration from other travelers' journeys. Trip Planner AI is designed for vacations, workations, and everyday adventures.

JourneyPlan is an AI-powered travel planning platform that creates personalized trip plans based on your interests, preferences, and budget. It uses cutting-edge AI technology to optimize every aspect of your trip, from activities and dining to transportation and accommodations. With JourneyPlan, you can rest assured that every detail of your trip has been carefully planned with you in mind. And the best part? It's completely free!

This website provides a personalized and detailed trip itinerary for any travel idea or place in the world in seconds using artificial intelligence. It offers a wide range of features to help you plan your perfect trip, including the ability to search for flights, hotels, and activities, as well as get recommendations on what to see and do. The website also provides a variety of travel tips and advice to help you make the most of your trip.

GenixGPT is an AI-powered travel planner that helps users discover hidden gems and off-the-beaten-path destinations for unique vacations and road trips. It provides personalized recommendations based on the user's preferences and interests. GenixGPT's AI engine analyzes vast amounts of data to uncover spots that align with the user's taste, eliminating the need for sifting through endless search results. The tool allows users to plan their travel abroad in minutes, find destinations they love, seek inspiration for their bucket list, and craft itineraries on the fly.

Shield AI is a defense technology company building the world's best AI pilot, Hivemind, to enable swarms of drones and aircraft to operate autonomously without GPS, communications, or a pilot. Their mission is to protect service members and civilians with intelligent systems. Hivemind is a top gun for every aircraft, more than just preset behaviors and waypoints. Like a human pilot, Hivemind reads and reacts to the battlefield and does not require GPS, waypoints, or prior knowledge to make decisions. It is the first and only fully autonomous AI pilot deployed in combat since 2018. From indoor building clearance with quadcopters to integrated air defense breach with fixed-wing drones and F-16 dogfights, Hivemind learns and autonomously executes missions. Shield AI also offers V-BAT teams, which enable multiple V-BATs to autonomously execute missions in electronically contested environments while reading and reacting to adversaries, the environment, and the other V-BATs executing the mission. V-BAT is combat-tested and deployed since 2018, and it flies in a class of its own. It's the most tactical, most logistically simple VTOL aircraft in the world, capable of executing group 2 to group 5 mission sets. It is the UAS of choice for US and allied forces. Nova 2 is built for the future fight and has proven its value in close-quarters combat with the most demanding customers in the world – on the most high-profile missions. Hivemind gives Nova 2 full autonomy - no GPS, no comms, no pilot needed.

Futr Energy is a solar asset management platform designed to help manage solar power plants efficiently. It offers a range of tools and features such as remote monitoring, CMMS, inventory management, performance monitoring, and automated reports. Futr Energy aims to provide clean energy developers, operators, and investors with intelligent solutions to optimize the generation and performance of solar assets.

Cald AI is an AI-powered conversational agent application that revolutionizes business phone communication. It offers lifelike, smart, and turbocharged AI technology for efficient and human-like interactions. With advanced AI tech, seamless interruptions handling, ultra-low latency, real-time analytics, and instant call transfers, Cald AI ensures unmatched conversational experiences. It also provides voicemail recognition, text message integration, multilingual support, and scalability for enhanced customer interactions and business growth.

Neuraspace is an AI/ML solution designed for smarter space traffic management. It automates risk assessment and provides maneuver suggestions up to 5 days before potential collisions, streamlining operations for satellite operators. The platform aims to help satellite companies protect their fleets from space debris, reduce service disruptions, and optimize space operations. Neuraspace offers tools to empower teams to make informed decisions and keep their growing fleets safe with minimal impact on operations.

icetana is an AI security video analytics software that offers safety and security analytics, forensic analysis, facial recognition, and license plate recognition. The core product uses self-learning AI for real-time event detection, connecting with existing security cameras to identify unusual or interesting events. It helps users stay ahead of security incidents with immediate alerts, reduces false alarms, and offers easy configuration and scalability. icetana AI is designed for industries such as remote guarding, hotels, safe cities, education, and mall management.

Re:amaze is an integrated customer service, live chat, and helpdesk platform for online businesses. It offers a range of features to help businesses provide better customer service and engagement, including a shared inbox, live chat, chatbots, push campaigns, AI-powered response and creation tools, a customizable FAQ center, a status page, and real-time customer activity monitoring. Re:amaze is designed to help businesses consolidate all their customer support channels and respond faster than ever before. It also offers a range of integrations with other business tools and applications.

Ollama Operator is a Kubernetes operator designed to facilitate running large language models on Kubernetes clusters. It simplifies the process of deploying and managing multiple models on the same cluster, providing an easy-to-use interface for users. With support for various Kubernetes environments and seamless integration with Ollama models, APIs, and CLI, Ollama Operator streamlines the deployment and management of language models. By leveraging the capabilities of lama.cpp, Ollama Operator eliminates the need to worry about Python environments and CUDA drivers, making it a reliable tool for running large language models on Kubernetes.

CGraph is a cross-platform **D** irected **A** cyclic **G** raph framework based on pure C++ without any 3rd-party dependencies. You, with it, can **build your own operators simply, and describe any running schedules** as you need, such as dependence, parallelling, aggregation and so on. Some useful tools and plugins are also provide to improve your project. Tutorials and contact information are show as follows. Please **get in touch with us for free** if you need more about this repository.

Kaito is an operator that automates the AI/ML inference model deployment in a Kubernetes cluster. It manages large model files using container images, avoids tuning deployment parameters to fit GPU hardware by providing preset configurations, auto-provisions GPU nodes based on model requirements, and hosts large model images in the public Microsoft Container Registry (MCR) if the license allows. Using Kaito, the workflow of onboarding large AI inference models in Kubernetes is largely simplified.

Kubeflow Training Operator is a Kubernetes-native project for fine-tuning and scalable distributed training of machine learning (ML) models created with various ML frameworks such as PyTorch, Tensorflow, XGBoost, MPI, Paddle and others. Training Operator allows you to use Kubernetes workloads to effectively train your large models via Kubernetes Custom Resources APIs or using Training Operator Python SDK. > Note: Before v1.2 release, Kubeflow Training Operator only supports TFJob on Kubernetes. * For a complete reference of the custom resource definitions, please refer to the API Definition. * TensorFlow API Definition * PyTorch API Definition * Apache MXNet API Definition * XGBoost API Definition * MPI API Definition * PaddlePaddle API Definition * For details of all-in-one operator design, please refer to the All-in-one Kubeflow Training Operator * For details on its observability, please refer to the monitoring design doc.

aiostream provides a collection of stream operators for creating asynchronous pipelines of operations. It offers features like operator pipe-lining, repeatability, safe iteration context, simplified execution, slicing and indexing, and concatenation. The stream operators are categorized into creation, transformation, selection, combination, aggregation, advanced, timing, and miscellaneous. Users can combine these operators to perform various asynchronous tasks efficiently.

The 'airflow-provider-great-expectations' repository contains a set of Airflow operators for Great Expectations, a Python library used for testing and validating data. The operators enable users to run Great Expectations validations and checks within Apache Airflow workflows. The package requires Airflow 2.1.0+ and Great Expectations >=v0.13.9. It provides functionalities to work with Great Expectations V3 Batch Request API, Checkpoints, and allows passing kwargs to Checkpoints at runtime. The repository includes modules for a base operator and examples of DAGs with sample tasks demonstrating the operator's functionality.

Aiotone is a repository containing audio synthesis and MIDI processing tools in AsyncIO. It includes a work-in-progress polyphonic 4-operator FM synthesizer, tools for performing on Moog Mother 32 synthesizers, sequencing Novation Circuit and Novation Circuit Mono Station, and self-generating sequences for Moog Mother 32 synthesizers and Moog Subharmonicon. The tools are designed for real-time audio processing and MIDI control, with features like polyphony, modulation, and sequencing. The repository provides examples and tutorials for using the tools in music production and live performances.

EasyDist is an automated parallelization system and infrastructure designed for multiple ecosystems. It offers usability by making parallelizing training or inference code effortless with just a single line of change. It ensures ecological compatibility by serving as a centralized source of truth for SPMD rules at the operator-level for various machine learning frameworks. EasyDist decouples auto-parallel algorithms from specific frameworks and IRs, allowing for the development and benchmarking of different auto-parallel algorithms in a flexible manner. The architecture includes MetaOp, MetaIR, and the ShardCombine Algorithm for SPMD sharding rules without manual annotations.

GPT-4V-Act is a multimodal AI assistant that combines GPT-4V(ision) with a web browser to mirror human operator input and output. It facilitates human-computer operations, boosts UI accessibility, aids workflow automation, and enables automated UI testing through AI labeling and set-of-marks prompting.

Arcadia is an all-in-one enterprise-grade LLMOps platform that provides a unified interface for developers and operators to build, debug, deploy, and manage AI agents. It supports various LLMs, embedding models, reranking models, and more. Built on langchaingo (golang) for better performance and maintainability. The platform follows the operator pattern that extends Kubernetes APIs, ensuring secure and efficient operations.

Mobius is an AI infra platform including realtime computing and training. It is built on Ray, a distributed computing framework, and provides a number of features that make it well-suited for online machine learning tasks. These features include: * **Cross Language**: Mobius can run in multiple languages (only Python and Java are supported currently) with high efficiency. You can implement your operator in different languages and run them in one job. * **Single Node Failover**: Mobius has a special failover mechanism that only needs to rollback the failed node itself, in most cases, to recover the job. This is a huge benefit if your job is sensitive about failure recovery time. * **AutoScaling**: Mobius can generate a new graph with different configurations in runtime without stopping the job. * **Fusion Training**: Mobius can combine TensorFlow/Pytorch and streaming, then building an e2e online machine learning pipeline. Mobius is still under development, but it has already been used to power a number of real-world applications, including: * A real-time recommendation system for a major e-commerce company * A fraud detection system for a large financial institution * A personalized news feed for a major news organization If you are interested in using Mobius for your own online machine learning projects, you can find more information in the documentation.

OpenSPG is a knowledge graph engine developed by Ant Group in collaboration with OpenKG, based on the SPG (Semantic-enhanced Programmable Graph) framework. It provides explicit semantic representations, logical rule definitions, operator frameworks (construction, inference), and other capabilities for domain knowledge graphs. OpenSPG supports pluggable adaptation of basic engines and algorithmic services by various vendors to build customized solutions.

AIStore on Kubernetes is a toolkit for deploying a lightweight, scalable object storage solution designed for AI applications in a Kubernetes environment. It includes documentation, Ansible playbooks, Kubernetes operator, Helm charts, and Terraform definitions for deployment on public cloud platforms. The system overview shows deployment across nodes with proxy and target pods utilizing Persistent Volumes. The AIStore Operator automates cluster management tasks. The repository focuses on production deployments but offers different deployment options. Thorough planning and configuration decisions are essential for successful multi-node deployment. The AIStore Operator simplifies tasks like starting, deploying, adjusting size, and updating AIStore resources within Kubernetes.

ChatFAQ is an open-source comprehensive platform for creating a wide variety of chatbots: generic ones, business-trained, or even capable of redirecting requests to human operators. It includes a specialized NLP/NLG engine based on a RAG architecture and customized chat widgets, ensuring a tailored experience for users and avoiding vendor lock-in.

PyRIT is an open access automation framework designed to empower security professionals and ML engineers to red team foundation models and their applications. It automates AI Red Teaming tasks to allow operators to focus on more complicated and time-consuming tasks and can also identify security harms such as misuse (e.g., malware generation, jailbreaking), and privacy harms (e.g., identity theft). The goal is to allow researchers to have a baseline of how well their model and entire inference pipeline is doing against different harm categories and to be able to compare that baseline to future iterations of their model. This allows them to have empirical data on how well their model is doing today, and detect any degradation of performance based on future improvements.

This repository provides a comprehensive collection of methodologies, tools, and step-by-step instructions for successful training of large language models (LLMs) and multi-modal models. It is a technical resource suitable for LLM/VLM training engineers and operators, containing numerous scripts and copy-n-paste commands to facilitate quick problem-solving. The repository is an ongoing compilation of the author's experiences training BLOOM-176B and IDEFICS-80B models, and currently focuses on the development and training of Retrieval Augmented Generation (RAG) models at Contextual.AI. The content is organized into six parts: Insights, Hardware, Orchestration, Training, Development, and Miscellaneous. It includes key comparison tables for high-end accelerators and networks, as well as shortcuts to frequently needed tools and guides. The repository is open to contributions and discussions, and is licensed under Attribution-ShareAlike 4.0 International.

pgvecto.rs is a Postgres extension written in Rust that provides vector similarity search functions. It offers ultra-low-latency, high-precision vector search capabilities, including sparse vector search and full-text search. With complete SQL support, async indexing, and easy data management, it simplifies data handling. The extension supports various data types like FP16/INT8, binary vectors, and Matryoshka embeddings. It ensures system performance with production-ready features, high availability, and resource efficiency. Security and permissions are managed through easy access control. The tool allows users to create tables with vector columns, insert vector data, and calculate distances between vectors using different operators. It also supports half-precision floating-point numbers for better performance and memory usage optimization.

Katib is a Kubernetes-native project for automated machine learning (AutoML). Katib supports Hyperparameter Tuning, Early Stopping and Neural Architecture Search. Katib is the project which is agnostic to machine learning (ML) frameworks. It can tune hyperparameters of applications written in any language of the users’ choice and natively supports many ML frameworks, such as TensorFlow, Apache MXNet, PyTorch, XGBoost, and others. Katib can perform training jobs using any Kubernetes Custom Resources with out of the box support for Kubeflow Training Operator, Argo Workflows, Tekton Pipelines and many more.

DB-GPT is a personal database administrator that can solve database problems by reading documents, using various tools, and writing analysis reports. It is currently undergoing an upgrade. **Features:** * **Online Demo:** * Import documents into the knowledge base * Utilize the knowledge base for well-founded Q&A and diagnosis analysis of abnormal alarms * Send feedbacks to refine the intermediate diagnosis results * Edit the diagnosis result * Browse all historical diagnosis results, used metrics, and detailed diagnosis processes * **Language Support:** * English (default) * Chinese (add "language: zh" in config.yaml) * **New Frontend:** * Knowledgebase + Chat Q&A + Diagnosis + Report Replay * **Extreme Speed Version for localized llms:** * 4-bit quantized LLM (reducing inference time by 1/3) * vllm for fast inference (qwen) * Tiny LLM * **Multi-path extraction of document knowledge:** * Vector database (ChromaDB) * RESTful Search Engine (Elasticsearch) * **Expert prompt generation using document knowledge** * **Upgrade the LLM-based diagnosis mechanism:** * Task Dispatching -> Concurrent Diagnosis -> Cross Review -> Report Generation * Synchronous Concurrency Mechanism during LLM inference * **Support monitoring and optimization tools in multiple levels:** * Monitoring metrics (Prometheus) * Flame graph in code level * Diagnosis knowledge retrieval (dbmind) * Logical query transformations (Calcite) * Index optimization algorithms (for PostgreSQL) * Physical operator hints (for PostgreSQL) * Backup and Point-in-time Recovery (Pigsty) * **Continuously updated papers and experimental reports** This project is constantly evolving with new features. Don't forget to star ⭐ and watch 👀 to stay up to date.

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