Best AI tools for< Understand System Performance >

Imandra is a company that provides automated logical reasoning for Large Language Models (LLMs). Imandra's technology allows LLMs to build mental models and reason about them, unlocking the potential of generative AI for industries where correctness and compliance matter. Imandra's platform is used by leading financial firms, the US Air Force, and DARPA.

Copywhiz.ai is an AI-powered copywriting tool that helps users generate world-class copy in seconds. It offers features such as AI ad copywriting, LinkedIn post generation, email campaign scripts, and article writing. The tool leverages advanced AI systems to understand target audiences, conduct A/B testing, and ensure content resonates with readers. Copywhiz.ai aims to streamline content creation processes, boost productivity, and improve marketing performance for businesses, agencies, entrepreneurs, bloggers, and copywriters.

Tamarack is a technology company specializing in equipment finance, offering AI-powered applications and data-centric technologies to enhance operational efficiency and business performance. They provide a range of solutions, from business intelligence to professional services, tailored for the equipment finance industry. Tamarack's AI Predictors and DataConsole are designed to streamline workflows and improve outcomes for stakeholders. With a focus on innovation and customer experience, Tamarack aims to empower clients with online functionality and predictive analytics. Their expertise spans from origination to portfolio management, delivering industry-specific solutions for better performance.

Spatial.ai is a customer segmentation platform that helps businesses understand their customers' social, mobile, and web behaviors. This data can be used to create targeted marketing campaigns, make better location decisions, and develop predictive models. Spatial.ai's data is built directly from organic consumer behavior, which means richer insights and higher accuracy.

EnterpriseAI is an advanced computing platform that focuses on the intersection of high-performance computing (HPC) and artificial intelligence (AI). The platform provides in-depth coverage of the latest developments, trends, and innovations in the AI-enabled computing landscape. EnterpriseAI offers insights into various sectors such as financial services, government, healthcare, life sciences, energy, manufacturing, retail, and academia. The platform covers a wide range of topics including AI applications, security, data storage, networking, and edge/IoT technologies.

The website is currently displaying a '403 Forbidden' error, which indicates that the server understood the request but refuses to authorize it. This error message is often displayed when the user is trying to access a webpage or resource that they are not permitted to view. The 'openresty' mentioned in the error message is a web platform based on NGINX and LuaJIT, known for its high performance and scalability in handling web traffic. It is commonly used for building dynamic web applications and APIs.

The website is currently displaying a '403 Forbidden' error message, which indicates that the server understood the request but refuses to authorize it. This error is often caused by insufficient permissions or misconfiguration on the server side. The 'openresty' mentioned in the message refers to a web platform based on NGINX and LuaJIT, commonly used for building high-performance web applications. It seems that the website is currently inaccessible due to server-side issues.

The website is currently displaying a '403 Forbidden' error message, which indicates that the server understood the request but refuses to authorize it. This error is typically caused by insufficient permissions or misconfiguration on the server side. The 'openresty' mentioned in the message refers to a web platform based on NGINX and LuaJIT, often used for building high-performance web applications. It seems that the website is currently inaccessible due to server-side issues.

The website is currently displaying a '403 Forbidden' error message, which indicates that the server understood the request but refuses to authorize it. This error is often caused by insufficient permissions or misconfiguration on the server side. The 'openresty' mentioned in the message refers to a web platform based on NGINX and LuaJIT, commonly used for building dynamic web applications. The website may be experiencing technical issues that prevent access to its content.

The website is currently displaying a '403 Forbidden' error, which indicates that the server understood the request but refuses to authorize it. This error message is typically displayed when the user is trying to access a webpage or resource that they are not permitted to view. The 'openresty' mentioned in the text refers to a web platform based on NGINX and LuaJIT, often used for building high-performance web applications. The website may be experiencing technical issues or undergoing maintenance.

The website displays a '403 Forbidden' error message, which indicates that the server understood the request but refuses to authorize it. This error is often encountered when trying to access a webpage without the necessary permissions. The message 'openresty' suggests that the server may be using the OpenResty web platform. OpenResty is a web platform based on NGINX and LuaJIT, known for its high performance and scalability in handling web traffic.

The website is currently displaying a '403 Forbidden' error, which indicates that the server understood the request but refuses to authorize it. This error is often encountered when trying to access a webpage without the necessary permissions. The 'openresty' mentioned in the text is likely the software running on the server. It is a web platform based on NGINX and LuaJIT, known for its high performance and scalability in handling web traffic. The website may be using OpenResty to manage its server configurations and handle incoming requests.

ProdMoh AI is an AI tool designed to assist Product Managers and Founders in transforming product development processes. It leverages AI-powered insights and tools to streamline workflow, prioritize effectively, and drive innovation. With ProdMoh AI, users can create, strategize, and validate product ideas in minutes, organize their vision effortlessly, understand users on a deeper level, and conduct user research in a reimagined way.

The website encountered an internal server error, resulting in a 500 Internal Server Error message. This error indicates that the server faced an issue preventing it from fulfilling the request. The problem could be due to server overload or an error within the application itself.

The website is currently displaying a '403 Forbidden' error message, indicating that access to the page is restricted. This error typically occurs when the server understands the request made by the client, but refuses to fulfill it. The '403 Forbidden' message may be due to insufficient permissions, IP blocking, or other security measures. Users encountering this error are advised to contact the website administrator for assistance.

The website chatgpt.com is an AI tool that provides a platform for users to interact with an AI chatbot. Users can engage in conversations with the AI, ask questions, seek information, and receive responses in real-time. The AI tool simulates human-like conversations and aims to provide a seamless and interactive experience for users. It leverages artificial intelligence technology to understand and respond to user queries effectively, making it a valuable tool for various purposes.

Inkdrop is an AI-powered tool that helps users visualize their cloud infrastructure by automatically generating interactive diagrams of cloud resources and dependencies. It provides a comprehensive overview of the infrastructure to speed up onboarding and understand complex resource relationships for effective troubleshooting. With seamless integration, users can effortlessly update documentation via CI pipeline integration. Meet the founders Antoine Descamps, Cofounder and CEO, and Alberto Schillaci, Cofounder and CTO. Inkdrop is trusted by partners who believe in its mission.

The website is currently displaying an 'Account Suspended' message, indicating that the account associated with the website has been suspended. This typically occurs due to a violation of the hosting provider's terms of service or non-payment of hosting fees. Users are advised to contact their hosting provider for further information.

The website displays a 404 error message indicating that the deployment cannot be found. It provides a code (DEPLOYMENT_NOT_FOUND) and an ID (sin1::vphzj-1726938947015-5b9ee22b5622) for reference. Users are directed to check the documentation for further information and troubleshooting.

Compliance.sh is a website that provides information about a connection timeout error (Error code 522) between Cloudflare's network and the origin web server. It offers troubleshooting steps for visitors and website owners to resolve the issue. The site aims to help users understand and address the common problem of web server connection timeouts.

llm-analysis is a tool designed for Latency and Memory Analysis of Transformer Models for Training and Inference. It automates the calculation of training or inference latency and memory usage for Large Language Models (LLMs) or Transformers based on specified model, GPU, data type, and parallelism configurations. The tool helps users to experiment with different setups theoretically, understand system performance, and optimize training/inference scenarios. It supports various parallelism schemes, communication methods, activation recomputation options, data types, and fine-tuning strategies. Users can integrate llm-analysis in their code using the `LLMAnalysis` class or use the provided entry point functions for command line interface. The tool provides lower-bound estimations of memory usage and latency, and aims to assist in achieving feasible and optimal setups for training or inference.

Mo AI Studio is an enterprise-level AI agent running platform that enables the operation of customized intelligent AI agents with system-level capabilities. It supports various IDEs and programming languages, allows modification of multiple files with reasoning, cross-project context modifications, customizable agents, system-level file operations, document writing, question answering, knowledge sharing, and flexible output processors. The platform also offers various setters and a custom component publishing feature. Mo AI Studio is a fusion of artificial intelligence and human creativity, designed to bring unprecedented efficiency and innovation to enterprises.

LazyLLM is a low-code development tool for building complex AI applications with multiple agents. It assists developers in building AI applications at a low cost and continuously optimizing their performance. The tool provides a convenient workflow for application development and offers standard processes and tools for various stages of application development. Users can quickly prototype applications with LazyLLM, analyze bad cases with scenario task data, and iteratively optimize key components to enhance the overall application performance. LazyLLM aims to simplify the AI application development process and provide flexibility for both beginners and experts to create high-quality applications.

AgentNeo is an advanced, open-source Agentic AI Application Observability, Monitoring, and Evaluation Framework designed to provide deep insights into AI agents, Large Language Model (LLM) calls, and tool interactions. It offers robust logging, visualization, and evaluation capabilities to help debug and optimize AI applications with ease. With features like tracing LLM calls, monitoring agents and tools, tracking interactions, detailed metrics collection, flexible data storage, simple instrumentation, interactive dashboard, project management, execution graph visualization, and evaluation tools, AgentNeo empowers users to build efficient, cost-effective, and high-quality AI-driven solutions.

AgentNeo is a Python package that provides functionalities for project, trace, dataset, experiment management. It allows users to authenticate, create projects, trace agents and LangGraph graphs, manage datasets, and run experiments with metrics. The tool aims to streamline AI project management and analysis by offering a comprehensive set of features.

Open-Source Evaluation for LLM Applications. `continuous-eval` is an open-source package created for granular and holistic evaluation of GenAI application pipelines. It offers modularized evaluation, a comprehensive metric library covering various LLM use cases, the ability to leverage user feedback in evaluation, and synthetic dataset generation for testing pipelines. Users can define their own metrics by extending the Metric class. The tool allows running evaluation on a pipeline defined with modules and corresponding metrics. Additionally, it provides synthetic data generation capabilities to create user interaction data for evaluation or training purposes.

Awesome MLOps is a curated list of tools related to Machine Learning Operations, covering areas such as AutoML, CI/CD for Machine Learning, Data Cataloging, Data Enrichment, Data Exploration, Data Management, Data Processing, Data Validation, Data Visualization, Drift Detection, Feature Engineering, Feature Store, Hyperparameter Tuning, Knowledge Sharing, Machine Learning Platforms, Model Fairness and Privacy, Model Interpretability, Model Lifecycle, Model Serving, Model Testing & Validation, Optimization Tools, Simplification Tools, Visual Analysis and Debugging, and Workflow Tools. The repository provides a comprehensive collection of tools and resources for individuals and teams working in the field of MLOps.

FastWiki is an enterprise-level artificial intelligence customer service management system. It is a high-performance knowledge base system designed for large-scale information retrieval and intelligent search. Leveraging Microsoft's Semantic Kernel for deep learning and natural language processing, combined with .NET 8 and React framework, it provides an efficient, user-friendly, and scalable intelligent vector search platform. The system aims to offer an intelligent search solution that can understand and process complex queries, assisting users in quickly and accurately obtaining the needed information.

MeeseeksAI is a framework designed to orchestrate AI agents using a mermaid graph and networkx. It provides a structured approach to managing and coordinating multiple AI agents within a system. The framework allows users to define the interactions and dependencies between agents through a visual representation, making it easier to understand and modify the behavior of the AI system. By leveraging the power of networkx, MeeseeksAI enables efficient graph-based computations and optimizations, enhancing the overall performance of AI workflows. With its intuitive design and flexible architecture, MeeseeksAI simplifies the process of building and deploying complex AI systems, empowering users to create sophisticated agent interactions with ease.

Reinforcement Learning from AI Feedback (RLAIF) is a concept that describes a type of machine learning approach where **an AI agent learns by receiving feedback or guidance from another AI system**. This concept is closely related to the field of Reinforcement Learning (RL), which is a type of machine learning where an agent learns to make a sequence of decisions in an environment to maximize a cumulative reward. In traditional RL, an agent interacts with an environment and receives feedback in the form of rewards or penalties based on the actions it takes. It learns to improve its decision-making over time to achieve its goals. In the context of Reinforcement Learning from AI Feedback, the AI agent still aims to learn optimal behavior through interactions, but **the feedback comes from another AI system rather than from the environment or human evaluators**. This can be **particularly useful in situations where it may be challenging to define clear reward functions or when it is more efficient to use another AI system to provide guidance**. The feedback from the AI system can take various forms, such as: - **Demonstrations** : The AI system provides demonstrations of desired behavior, and the learning agent tries to imitate these demonstrations. - **Comparison Data** : The AI system ranks or compares different actions taken by the learning agent, helping it to understand which actions are better or worse. - **Reward Shaping** : The AI system provides additional reward signals to guide the learning agent's behavior, supplementing the rewards from the environment. This approach is often used in scenarios where the RL agent needs to learn from **limited human or expert feedback or when the reward signal from the environment is sparse or unclear**. It can also be used to **accelerate the learning process and make RL more sample-efficient**. Reinforcement Learning from AI Feedback is an area of ongoing research and has applications in various domains, including robotics, autonomous vehicles, and game playing, among others.

AI Verify is an AI governance testing framework and software toolkit that validates the performance of AI systems against a set of internationally recognised principles through standardised tests. AI Verify is consistent with international AI governance frameworks such as those from European Union, OECD and Singapore. It is a single integrated toolkit that operates within an enterprise environment. It can perform technical tests on common supervised learning classification and regression models for most tabular and image datasets. It however does not define AI ethical standards and does not guarantee that any AI system tested will be free from risks or biases or is completely safe.

AIlice is a fully autonomous, general-purpose AI agent that aims to create a standalone artificial intelligence assistant, similar to JARVIS, based on the open-source LLM. AIlice achieves this goal by building a "text computer" that uses a Large Language Model (LLM) as its core processor. Currently, AIlice demonstrates proficiency in a range of tasks, including thematic research, coding, system management, literature reviews, and complex hybrid tasks that go beyond these basic capabilities. AIlice has reached near-perfect performance in everyday tasks using GPT-4 and is making strides towards practical application with the latest open-source models. We will ultimately achieve self-evolution of AI agents. That is, AI agents will autonomously build their own feature expansions and new types of agents, unleashing LLM's knowledge and reasoning capabilities into the real world seamlessly.

Nucleoid is a declarative (logic) runtime environment that manages both data and logic under the same runtime. It uses a declarative programming paradigm, which allows developers to focus on the business logic of the application, while the runtime manages the technical details. This allows for faster development and reduces the amount of code that needs to be written. Additionally, the sharding feature can help to distribute the load across multiple instances, which can further improve the performance of the system.

llm-colosseum is a tool designed to evaluate Language Model Models (LLMs) in real-time by making them fight each other in Street Fighter III. The tool assesses LLMs based on speed, strategic thinking, adaptability, out-of-the-box thinking, and resilience. It provides a benchmark for LLMs to understand their environment and take context-based actions. Users can analyze the performance of different LLMs through ELO rankings and win rate matrices. The tool allows users to run experiments, test different LLM models, and customize prompts for LLM interactions. It offers installation instructions, test mode options, logging configurations, and the ability to run the tool with local models. Users can also contribute their own LLM models for evaluation and ranking.

KULLM (구름) is a Korean Large Language Model developed by Korea University NLP & AI Lab and HIAI Research Institute. It is based on the upstage/SOLAR-10.7B-v1.0 model and has been fine-tuned for instruction. The model has been trained on 8×A100 GPUs and is capable of generating responses in Korean language. KULLM exhibits hallucination and repetition phenomena due to its decoding strategy. Users should be cautious as the model may produce inaccurate or harmful results. Performance may vary in benchmarks without a fixed system prompt.

LLM-Viewer is a tool for visualizing Language and Learning Models (LLMs) and analyzing performance on different hardware platforms. It enables network-wise analysis, considering factors such as peak memory consumption and total inference time cost. With LLM-Viewer, users can gain valuable insights into LLM inference and performance optimization. The tool can be used in a web browser or as a command line interface (CLI) for easy configuration and visualization. The ongoing project aims to enhance features like showing tensor shapes, expanding hardware platform compatibility, and supporting more LLMs with manual model graph configuration.

GuideLLM is a powerful tool for evaluating and optimizing the deployment of large language models (LLMs). By simulating real-world inference workloads, GuideLLM helps users gauge the performance, resource needs, and cost implications of deploying LLMs on various hardware configurations. This approach ensures efficient, scalable, and cost-effective LLM inference serving while maintaining high service quality. Key features include performance evaluation, resource optimization, cost estimation, and scalability testing.

This paper list is about Large Language Model-enhanced Recommender System. It also contains some related works. Keywords: recommendation system, large language models

AI Verify is an AI governance testing framework and software toolkit that validates the performance of AI systems against internationally recognised principles through standardised tests. It offers a new API Connector feature to bypass size limitations, test various AI frameworks, and configure connection settings for batch requests. The toolkit operates within an enterprise environment, conducting technical tests on common supervised learning models for tabular and image datasets. It does not define AI ethical standards or guarantee complete safety from risks or biases.

Help you understand what plang is and to generate plang code. ChatGPT still is not familiar with the language so it might produce wrong code. It should be simple to fix, for help come to our Discussion - https://github.com/orgs/PLangHQ/discussions or Discord -https://discord.gg/A8kYUymsDD

I help developers understand and use APIs, referencing a YAML model.

Assists with understanding the UK court system.

WV Legal Companion is designed to assist users in understanding and navigating the legal system of West Virginia.

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.

I explain basic concepts and analyze code in distributed systems.

Mentor-like computer science professor specializing in operating systems, making complex concepts accessible.

A tool that automatically generates interactive, real-time diagrams like PlantUML from codebases, aiding in the understanding and design of software systems

CS 144 计算机网络 TCP代码解释器

Detailed technical diagram and graph assistant

Ghid conversațional și informativ despre Constituția României.

Expert in legal advice for military benefits

한국의 정치에 관하여 알아보자

Hilft Nutzern, deutsche Gesetze zu nutzen und zu verstehen, nutzt gesetze-im-internet.de.

Expert in interpreting and translating Egyptian hieroglyphs based on descriptions.

Identify and explain mental models for various scenarios.

Ken Wilber thought specialist

A GPT that can provides lectures on Statistical Mechanics

Helps thinking from first principles

TRIZ-based Function Analysis