Best AI tools for< Iterate On System Instructions >

Magic Patterns is an AI design tool that allows users to prototype product ideas with the help of artificial intelligence. It enables users to iterate on components and designs using an AI-native editor, export to React or Figma, generate new UI designs, add features to existing UIs, apply themes, and more. Loved by software teams for its efficiency and speed in product design, Magic Patterns streamlines the design process and helps users create visually appealing interfaces effortlessly.

AIAgent.app is a web application that utilizes artificial intelligence to automate tasks and decision-making processes based on user-defined goals. It employs a multi-agent system, where each agent focuses on specific tasks such as execution, task creation, prioritization, and iteration. By leveraging the power of GPT-4, AIAgent.app democratizes access to cutting-edge AI technology, enabling users to enhance their productivity and streamline their workflows.

Maxim is an end-to-end AI evaluation and observability platform that empowers modern AI teams to ship products with quality, reliability, and speed. It offers a comprehensive suite of tools for experimentation, evaluation, observability, and data management. Maxim aims to bring the best practices of traditional software development into non-deterministic AI workflows, enabling rapid iteration and deployment of AI models. The platform caters to the needs of AI developers, data scientists, and machine learning engineers by providing a unified framework for evaluation, visual flows for workflow testing, and observability features for monitoring and optimizing AI systems in real-time.

FinetuneDB is an AI fine-tuning platform that allows users to easily create and manage datasets to fine-tune LLMs, evaluate outputs, and iterate on production data. It integrates with open-source and proprietary foundation models, and provides a collaborative editor for building datasets. FinetuneDB also offers a variety of features for evaluating model performance, including human and AI feedback, automated evaluations, and model metrics tracking.

Uizard is an AI-powered UI design tool that simplifies the process of creating user interfaces, wireframes, mockups, and prototypes. It offers a range of features that leverage AI technology to generate designs from text prompts, screenshots, and hand-drawn sketches. Uizard aims to empower product teams by enabling quick visualization, communication, and iteration of design ideas, ultimately speeding up the design process and fostering collaboration among team members.

Visoid is an AI-powered architectural visualization tool that allows architects and industry professionals to create stunning visualizations in minutes. It offers a simple web-based application for fast rendering, enabling users to iterate on images, explore variations, and communicate concepts effectively. With Visoid, users can transform ideas into powerful renderings, elevate early concept phase communication, and visualize projects in different lighting or seasons. The tool is designed to save time, improve communication, and provide different license options to match users' needs.

Prototyper is an AI-powered tool that helps you create prototypes of your ideas quickly and easily. With Prototyper, you can describe your idea in simple text, and the AI will generate the code for you. You can then test your prototype and iterate on it until you're happy with the results.

Flair.ai is an AI-powered design tool that helps businesses create stunning product photoshoots in seconds. With Flair.ai, you can drag and drop to generate product shots, stage scenes digitally, mix and match products with templates, and build reusable templates at scale. Flair.ai also offers a range of features to help you iterate on designs fast, collaborate with team members, and scale your design with API.

Glue is a smarter work chat application that integrates AI to assist in conversations and collaboration. It offers focused, AI-assisted conversations, intelligent assistants in threads, and the ability to bring AI into work discussions. With powerful context understanding, Glue AI can provide feedback, iterate on ideas, and summarize information. The application is designed for teams to work together efficiently, with features like threads without channels, groups organization, and productivity-first integrations. Glue also caters to developers by providing a toolbox for app connections and upcoming features like public API and an app platform.

Modyfi is a design platform built for multidisciplinary designers. It allows users to design, generate, animate, and more without switching between apps. Modyfi combines creativity and productivity, offering world-class image editing, intuitive vector tooling, and AI-driven art direction in one package. It also features collaborative tools, making it easy to share progress and get feedback. With its ultimate flexibility, non-destructive editing, and lightning-fast browser-based platform, Modyfi empowers designers to explore and iterate on designs with unmatched freedom and capability.

Picture it is an AI art editor that gives you tools to create and iterate on AI Art. It's the best studio to let your creativity flow. With Picture it, you can choose from many Stable Diffusion flavors to generate images, inpaint missing or damaged areas of an image, outpaint to extend the boundaries of an image, and more. Picture it is also open-source, so anyone can contribute to make the editor more powerful and accessible to everyone over time.

Keplar is an AI-powered platform that provides unlimited customer access by delivering interactive models of target customers using influencer audiences and 1st-party data. It helps marketing teams iterate on creative assets, discover new markets, compare audiences, and save resources for bigger impact. Keplar offers a new way to unlock creative and audience insights faster, enabling teams to maintain velocity at scale.

Alpaca is a generative art tool that helps artists bring their ideas to life. It offers a variety of features to help artists create and iterate on their work, including controlled image generation, sketch to image rendering, and the ability to generate texture maps and expand scenes. Alpaca also offers a custom model that allows artists to create their own unique generative art.

Spiral is an AI-powered tool designed to automate 80% of repeat writing, thinking, and creative tasks. It allows users to create Spirals to accelerate any writing task by training it on examples to generate outputs in their desired voice and style. The tool includes a powerful Prompt Builder to help users work faster and smarter, transforming content into tweets, PRDs, proposals, summaries, and more. Spiral extracts patterns from text to deduce voice and style, enabling users to iterate on outputs until satisfied. Users can share Spirals with their team to maximize quality and streamline processes.

Layer AI is a powerful AI tool designed to empower game studios in creating professional in-game content, marketing materials, and live ops art at scale without limits. It leverages AI technology to generate production-ready assets, enhance creativity, and streamline the art creation process for game developers. With a focus on style-consistency and creativity at scale, Layer AI enables teams to unleash their imagination and iterate on assets efficiently. The tool is trusted by top game developers and offers features such as style-consistent asset generation, creative testing, powerful editing tools, and LiveOps optimization.

Bifrost is an AI-powered tool that converts Figma designs into clean React code automatically. It eliminates the need to write frontend code from scratch, making it ideal for developers at every stage of the development process. With Bifrost, you can effortlessly create component sets from Figma, scale your projects with finesse, and iterate on design changes seamlessly. The tool aims to cut engineering time, empower designers, and streamline the design-to-code process. Bifrost is revolutionizing the way developers and designers collaborate, leveraging AI technology to enhance productivity and efficiency.

DataGems is an AI copilot for marketers, offering a personalized AI assistant to automate marketing tasks, optimize campaigns with AI, and provide real-time updates. The platform allows users to choose goals for optimization, leverage AI-generated personas, run data-driven ad campaigns, and iterate on marketing copy using a gamification-style interface. DataGems empowers marketers to stay ahead by uncovering valuable, data-driven opportunities consistently.

Adzviser is an AI-powered marketing data connector that seamlessly integrates with ChatGPT, Google Sheets, and Looker Studio. It offers an intuitive and cost-effective solution for analyzing cross-platform data, providing users with valuable insights to optimize their marketing strategies. Adzviser simplifies data extraction and analysis, making it accessible to users of all skill levels, without the need for technical expertise. The application is designed to enhance marketing analytics endeavors for businesses of all scales, from small in-house teams to large agencies managing multiple accounts.

Pezzo is an open-source platform that enables developers to build, test, monitor, and ship AI features quickly and efficiently. It provides a range of powerful features to streamline the workflow, including prompt management, observability, troubleshooting, and collaboration tools. With Pezzo, teams can deliver impactful AI features in sync and optimize for cost and performance.

Ardor is an AI tool that offers an all-in agentic software development lifecycle automation platform. It helps users build, deploy, and scale AI agents on the cloud efficiently and cost-effectively. With Ardor, users can start with a prompt, design AI agents visually, see their product get built, refine and iterate, and launch in minutes. The platform provides real-time collaboration features, simple pricing plans, and various tools like Ardor Copilot, AI Agent-Builder Canvas, Instant Build Messages, AI Debugger, Proactive Monitoring, Role-Based Access Control, and Single Sign-On.

The LLM Prompt Tuning Playbook is a comprehensive guide for improving the performance of post-trained Language Models (LLMs) through effective prompting strategies. It covers topics such as pre-training vs. post-training, considerations for prompting, a rudimentary style guide for prompts, and a procedure for iterating on new system instructions. The playbook emphasizes the importance of clear, concise, and explicit instructions to guide LLMs in generating desired outputs. It also highlights the iterative nature of prompt development and the need for systematic evaluation of model responses.

OpenAdapt is an open-source software adapter between Large Multimodal Models (LMMs) and traditional desktop and web Graphical User Interfaces (GUIs). It aims to automate repetitive GUI workflows by leveraging the power of LMMs. OpenAdapt records user input and screenshots, converts them into tokenized format, and generates synthetic input via transformer model completions. It also analyzes recordings to generate task trees and replay synthetic input to complete tasks. OpenAdapt is model agnostic and generates prompts automatically by learning from human demonstration, ensuring that agents are grounded in existing processes and mitigating hallucinations. It works with all types of desktop GUIs, including virtualized and web, and is open source under the MIT license.

MultiPL-E is a system for translating unit test-driven neural code generation benchmarks to new languages. It is part of the BigCode Code Generation LM Harness and allows for evaluating Code LLMs using various benchmarks. The tool supports multiple versions with improvements and new language additions, providing a scalable and polyglot approach to benchmarking neural code generation. Users can access a tutorial for direct usage and explore the dataset of translated prompts on the Hugging Face Hub.

Pixeltable is a Python library designed for ML Engineers and Data Scientists to focus on exploration, modeling, and app development without the need to handle data plumbing. It provides a declarative interface for working with text, images, embeddings, and video, enabling users to store, transform, index, and iterate on data within a single table interface. Pixeltable is persistent, acting as a database unlike in-memory Python libraries such as Pandas. It offers features like data storage and versioning, combined data and model lineage, indexing, orchestration of multimodal workloads, incremental updates, and automatic production-ready code generation. The tool emphasizes transparency, reproducibility, cost-saving through incremental data changes, and seamless integration with existing Python code and libraries.

Skyvern automates browser-based workflows using LLMs and computer vision. It provides a simple API endpoint to fully automate manual workflows, replacing brittle or unreliable automation solutions. Traditional approaches to browser automations required writing custom scripts for websites, often relying on DOM parsing and XPath-based interactions which would break whenever the website layouts changed. Instead of only relying on code-defined XPath interactions, Skyvern adds computer vision and LLMs to the mix to parse items in the viewport in real-time, create a plan for interaction and interact with them. This approach gives us a few advantages: 1. Skyvern can operate on websites it’s never seen before, as it’s able to map visual elements to actions necessary to complete a workflow, without any customized code 2. Skyvern is resistant to website layout changes, as there are no pre-determined XPaths or other selectors our system is looking for while trying to navigate 3. Skyvern leverages LLMs to reason through interactions to ensure we can cover complex situations. Examples include: 1. If you wanted to get an auto insurance quote from Geico, the answer to a common question “Were you eligible to drive at 18?” could be inferred from the driver receiving their license at age 16 2. If you were doing competitor analysis, it’s understanding that an Arnold Palmer 22 oz can at 7/11 is almost definitely the same product as a 23 oz can at Gopuff (even though the sizes are slightly different, which could be a rounding error!) Want to see examples of Skyvern in action? Jump to #real-world-examples-of- skyvern

wcgw is a shell and coding agent designed for Claude and Chatgpt. It provides full shell access with no restrictions, desktop control on Claude for screen capture and control, interactive command handling, large file editing, and REPL support. Users can use wcgw to create, execute, and iterate on tasks, such as solving problems with Python, finding code instances, setting up projects, creating web apps, editing large files, and running server commands. Additionally, wcgw supports computer use on Docker containers for desktop control. The tool can be extended with a VS Code extension for pasting context on Claude app and integrates with Chatgpt for custom GPT interactions.

ViGenAiR is a tool that harnesses the power of Generative AI models on Google Cloud Platform to automatically transform long-form Video Ads into shorter variants, targeting different audiences. It generates video, image, and text assets for Demand Gen and YouTube video campaigns. Users can steer the model towards generating desired videos, conduct A/B testing, and benefit from various creative features. The tool offers benefits like diverse inventory, compelling video ads, creative excellence, user control, and performance insights. ViGenAiR works by analyzing video content, splitting it into coherent segments, and generating variants following Google's best practices for effective ads.

Langfuse is a powerful tool that helps you develop, monitor, and test your LLM applications. With Langfuse, you can: * **Develop:** Instrument your app and start ingesting traces to Langfuse, inspect and debug complex logs, and manage, version, and deploy prompts from within Langfuse. * **Monitor:** Track metrics (cost, latency, quality) and gain insights from dashboards & data exports, collect and calculate scores for your LLM completions, run model-based evaluations, collect user feedback, and manually score observations in Langfuse. * **Test:** Track and test app behaviour before deploying a new version, test expected in and output pairs and benchmark performance before deploying, and track versions and releases in your application. Langfuse is easy to get started with and offers a generous free tier. You can sign up for Langfuse Cloud or deploy Langfuse locally or on your own infrastructure. Langfuse also offers a variety of integrations to make it easy to connect to your LLM applications.

EdgeChains is an open-source chain-of-thought engineering framework tailored for Large Language Models (LLMs)- like OpenAI GPT, LLama2, Falcon, etc. - With a focus on enterprise-grade deployability and scalability. EdgeChains is specifically designed to **orchestrate** such applications. At EdgeChains, we take a unique approach to Generative AI - we think Generative AI is a deployment and configuration management challenge rather than a UI and library design pattern challenge. We build on top of a tech that has solved this problem in a different domain - Kubernetes Config Management - and bring that to Generative AI. Edgechains is built on top of jsonnet, originally built by Google based on their experience managing a vast amount of configuration code in the Borg infrastructure.

InvokeAI is a leading creative engine built to empower professionals and enthusiasts alike. Generate and create stunning visual media using the latest AI-driven technologies. InvokeAI offers an industry leading Web Interface, interactive Command Line Interface, and also serves as the foundation for multiple commercial products.

model.nvim is a tool designed for Neovim users who want to utilize AI models for completions or chat within their text editor. It allows users to build prompts programmatically with Lua, customize prompts, experiment with multiple providers, and use both hosted and local models. The tool supports features like provider agnosticism, programmatic prompts in Lua, async and multistep prompts, streaming completions, and chat functionality in 'mchat' filetype buffer. Users can customize prompts, manage responses, and context, and utilize various providers like OpenAI ChatGPT, Google PaLM, llama.cpp, ollama, and more. The tool also supports treesitter highlights and folds for chat buffers.

GPTel is a simple Large Language Model chat client for Emacs, with support for multiple models and backends. It's async and fast, streams responses, and interacts with LLMs from anywhere in Emacs. LLM responses are in Markdown or Org markup. Supports conversations and multiple independent sessions. Chats can be saved as regular Markdown/Org/Text files and resumed later. You can go back and edit your previous prompts or LLM responses when continuing a conversation. These will be fed back to the model. Don't like gptel's workflow? Use it to create your own for any supported model/backend with a simple API.

The Prompt Fuzzer is an open-source tool that helps you assess the security of your GenAI application's system prompt against various dynamic LLM-based attacks. It provides a security evaluation based on the outcome of these attack simulations, enabling you to strengthen your system prompt as needed. The Prompt Fuzzer dynamically tailors its tests to your application's unique configuration and domain. The Fuzzer also includes a Playground chat interface, giving you the chance to iteratively improve your system prompt, hardening it against a wide spectrum of generative AI attacks.

DVC, or Data Version Control, is a command-line tool and VS Code extension that helps you develop reproducible machine learning projects. With DVC, you can version your data and models, iterate fast with lightweight pipelines, track experiments in your local Git repo, compare any data, code, parameters, model, or performance plots, and share experiments and automatically reproduce anyone's experiment.

WilmerAI is a middleware system designed to process prompts before sending them to Large Language Models (LLMs). It categorizes prompts, routes them to appropriate workflows, and generates manageable prompts for local models. It acts as an intermediary between the user interface and LLM APIs, supporting multiple backend LLMs simultaneously. WilmerAI provides API endpoints compatible with OpenAI API, supports prompt templates, and offers flexible connections to various LLM APIs. The project is under heavy development and may contain bugs or incomplete code.

The Self-Iterative Agent System for Complex Problem Solving is a solution developed for the Alibaba Mathematical Competition (AI Challenge). It involves multiple LLMs engaging in multi-round 'self-questioning' to iteratively refine the problem-solving process and select optimal solutions. The system consists of main and evaluation models, with a process that includes detailed problem-solving steps, feedback loops, and iterative improvements. The approach emphasizes communication and reasoning between sub-agents, knowledge extraction, and the importance of Agent-like architectures in complex tasks. While effective, there is room for improvement in model capabilities and error prevention mechanisms.

Devika is an advanced AI software engineer that can understand high-level human instructions, break them down into steps, research relevant information, and write code to achieve the given objective. Devika utilizes large language models, planning and reasoning algorithms, and web browsing abilities to intelligently develop software. Devika aims to revolutionize the way we build software by providing an AI pair programmer who can take on complex coding tasks with minimal human guidance. Whether you need to create a new feature, fix a bug, or develop an entire project from scratch, Devika is here to assist you.

Dream Textures is a tool integrated into Blender that allows users to create textures, concept art, background assets, and more using simple text prompts. It offers features like seamless texture creation, texture projection for entire scenes, restyling animations, and running models on the user's machine for faster iteration. The tool supports CUDA and Apple Silicon GPUs, with over 4GB of VRAM recommended. Users can troubleshoot issues by checking Blender's system console or seeking help from the community on Discord.

A Rust based tool to evaluate LLM models, prompts and model params. It automates the process of selecting the best model parameters, given an LLM model and a prompt, iterating over the possible combinations and letting the user visually inspect the results. The tool assumes the user has Ollama installed and serving endpoints, either in `localhost` or in a remote server. Key features include: * Automatically fetches models from local or remote Ollama servers * Iterates over different models and params to generate inferences * A/B test prompts on different models simultaneously * Allows multiple iterations for each combination of parameters * Makes synchronous inference calls to avoid spamming servers * Optionally outputs inference parameters and response metadata (inference time, tokens and tokens/s) * Refetching of individual inference calls * Model selection can be filtered by name * List experiments which can be downloaded in JSON format * Configurable inference timeout * Custom default parameters and system prompts can be defined in settings

AXAR AI is a lightweight framework designed for building production-ready agentic applications using TypeScript. It aims to simplify the process of creating robust, production-grade LLM-powered apps by focusing on familiar coding practices without unnecessary abstractions or steep learning curves. The framework provides structured, typed inputs and outputs, familiar and intuitive patterns like dependency injection and decorators, explicit control over agent behavior, real-time logging and monitoring tools, minimalistic design with little overhead, model agnostic compatibility with various AI models, and streamed outputs for fast and accurate results. AXAR AI is ideal for developers working on real-world AI applications who want a tool that gets out of the way and allows them to focus on shipping reliable software.

Expert in game design for an office escape adventure.

FactCheck Navigator GPT is designed for in-depth fact checking and analysis of written content and evaluation of its source. The approach is to iterate through predefined and well-prompted steps. If desired, the user can refine the process by providing input between these steps.

API Finder: Analyze, Clarify, Suggest, build code, Iterate, test ... International version

I provide a structured way of using AI to support teaching and learning. I use the the CHOICE method (i.e., Clarify, Harness, Originate, Iterate, Communicate, Evaluate) to ensure that your use of AI can help you meet your educational goals.

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Expert in crafting and refining prompts for ChatGPT, ensuring clarity and precision through interactive iterations.