Best AI tools for< Infer Responses >
20 - AI tool Sites
![TalkForm AI Screenshot](/screenshots/www.talkform.ai.jpg)
TalkForm AI
TalkForm AI is an AI-powered form creation and filling tool that revolutionizes the traditional form-building process. With the ability to chat to create and chat to fill forms, TalkForm AI offers a seamless and efficient solution for creating and managing forms. The application leverages AI technology to automatically infer field types, validate, clean, structure, and fill form responses, ensuring data remains structured for easy analysis. TalkForm AI also provides custom validations, complicated conditional logic, and unlimited power to cater to diverse form creation needs.
![Jung GPT Screenshot](/screenshots/jung-gpt.com.jpg)
Jung GPT
Jung GPT is an AI tool designed to provide emotional reflection feedback through AI chat support. It leverages advanced natural language processing to analyze user input and offer personalized responses to help users reflect on their emotions. With Jung GPT, users can engage in meaningful conversations and receive valuable insights to enhance their emotional well-being.
![Cerebras API Screenshot](/screenshots/inference-docs.cerebras.ai.jpg)
Cerebras API
The Cerebras API is a high-speed inferencing solution for AI model inference powered by Cerebras Wafer-Scale Engines and CS-3 systems. It offers developers access to two models: Meta’s Llama 3.1 8B and 70B models, which are instruction-tuned and suitable for conversational applications. The API provides low-latency solutions and invites developers to explore new possibilities in AI development.
![OddBooks Screenshot](/screenshots/oddbooks.kr.jpg)
OddBooks
OddBooks is an AI tool that revolutionizes the creation of scenarios for book-based derivative works. It turns books into scenarios and scenarios into multiple contents, such as AudioBooks, Webtoon, Animation, and Movies. The tool extracts character names, emotions, spatial and sound keywords, and infers character personalities from dialogues in the text. With OddBooks, users can easily create scripts for secondary works in a cost-effective and time-efficient manner.
![Inner AI Screenshot](/screenshots/innerai.com.jpg)
Inner AI
Inner AI is an innovative AI tool designed to help users with various tasks using artificial intelligence technology. The application offers a user-friendly interface and a wide range of features to enhance productivity and efficiency. With Inner AI, users can automate repetitive tasks, analyze data, generate insights, and streamline workflows. Whether you are a business professional, student, or researcher, Inner AI can assist you in achieving your goals faster and more effectively.
![StoicGPT Screenshot](/screenshots/stoicgpt.in.jpg)
StoicGPT
StoicGPT is a digital guide to Stoic wisdom, providing timeless teachings and insights to help users discover inner peace and resilience. It offers personalized conversations, guidance, and support based on the principles of Stoicism, an ancient philosophy that emphasizes virtue, reason, and acceptance of fate.
![FiveTaco Screenshot](/screenshots/fivetaco.com.jpg)
FiveTaco
FiveTaco is an AI-powered platform designed to help solopreneurs master multiple skills and excel in the business world. The platform offers a curated toolkit of tools, tips, and tricks to assist users in wearing multiple hats with style. From AI-powered video creators to all-in-one business platforms, FiveTaco provides a comprehensive solution for solopreneurs looking to thrive in their entrepreneurial journey.
![Perfect365 Screenshot](/screenshots/perfect365.com.jpg)
Perfect365
Perfect365 is an AI makeup application that allows users to virtually try on makeup and hairstyles through advanced augmented reality technology. With over 100 million users, the app offers a seamless way to experiment with different looks, acting as a personal beauty assistant. Users can adjust every aspect of their appearance, from skin tone to eye color, all while maintaining a natural and realistic look. The app employs artificial intelligence algorithms to let users experiment with different makeup looks virtually, without the need for physical products. Perfect365 is a pioneer in the beauty apps sector, providing users with a transformative experience in exploring e-cosmetics.
![Fe/male Switch Screenshot](/screenshots/femaleswitch.com.jpg)
Fe/male Switch
Fe/male Switch is a women-first startup game that offers a browser-based startup simulator experience. Players can assemble a team, create a startup with an investor and mentor, gain startup experience, win prizes, and get funded. The game aims to help individuals build their first startup, validate ideas, and overcome startup challenges. It provides a platform for aspiring entrepreneurs to test their entrepreneurial potential and learn essential business skills in a risk-free environment. Fe/male Switch features a unique Gamepreneurship methodology, AI co-founder support, and educational resources to guide players through the startup building process.
![AI Rap Generator Screenshot](/screenshots/rapgenerator.net.jpg)
AI Rap Generator
The AI Rap Generator is a cutting-edge tool that utilizes advanced artificial intelligence to create unique rap songs. Whether you are a seasoned artist or just someone looking to have fun, the AI rap generator provides a seamless way to produce personalized rap music. Users can input their own lyrics, select instrumentals, and choose music styles to tailor their rap song precisely to their preferences. The tool offers customization options, instant creation of rap songs, creative freedom, and accessibility from any location. It is designed for accessibility, catering to users of all musical backgrounds, and empowers users to explore various styles and themes.
![Country Lyrics AI Screenshot](/screenshots/countrylyrics.ai.jpg)
Country Lyrics AI
Country Lyrics AI is a website that utilizes artificial intelligence to create country music lyrics. It is a fun project developed by a group of friends to explore AI and machine learning technologies. Users can generate country music lyrics using the AI-powered tool, providing an entertaining and educational experience in the realm of music composition.
![Thumbmachine Screenshot](/screenshots/thumbmachine.com.jpg)
Thumbmachine
Thumbmachine is an AI-powered platform designed to help users create stunning YouTube video thumbnails quickly and easily. It offers a range of features such as AI thumbnail generation, background removal AI, palette generation, and image upscaling AI. Users can easily customize their thumbnails by selecting hero images, backgrounds, colors, and text, all with the assistance of AI technology. The platform aims to streamline the thumbnail creation process, allowing users to focus on creativity rather than manual design tasks.
![Character Lingo Screenshot](/screenshots/characterlingo.com.jpg)
Character Lingo
Character Lingo is a web application that allows users to transform their writing into the voice of popular characters such as Jack Sparrow, Yoda, Iron Man, and more. Users can unleash their inner star by creating engaging content with the help of this tool. The application provides a Chrome extension for easy access and usage. Character Lingo aims to add a fun and creative twist to writing, enabling users to embody the personalities of iconic characters in their text.
![VikingPic Screenshot](/screenshots/vikingpic.com.jpg)
VikingPic
VikingPic is an AI application that allows users to transform themselves into Viking warriors through AI-generated images. Users can upload their photos and receive 8 Viking images in just 5 minutes, sent to their email. The application is designed for Viking enthusiasts, friends and family, and curious minds who want to experience the Viking Age through personalized images. With a focus on accuracy and user experience, VikingPic provides a fun and engaging way to explore Nordic myths and heroes of old.
![Heli Naik Watercolor Classes Screenshot](/screenshots/helinaik.com.jpg)
Heli Naik Watercolor Classes
Heli Naik offers online watercolor classes for individuals looking to learn and improve their watercolor painting skills. With a focus on creating a fun and encouraging learning environment, Heli Naik provides monthly membership classes, single-subject classes, and top-rated classes for artists of all skill levels. The classes include step-by-step tutorials, access to various techniques, and a new theme or subject to paint in each session. Join now to unleash your creativity and explore the beauty and versatility of watercolor painting.
![Cerebral AI Screenshot](/screenshots/www.cerebralai.studio.jpg)
Cerebral AI
Cerebral AI is an AI-powered meditation app that uses AI-generated soundscapes, a simple and uncluttered app design, and tailored mindfulness recommendations to enhance the meditation experience. It is designed to help users find calm and clarity through daily meditation and relaxation exercises.
![Dreamora Screenshot](/screenshots/dreamora.online.jpg)
Dreamora
Dreamora is an AI-powered dream interpretation application that provides accurate and comprehensive interpretations of dreams. It utilizes advanced artificial intelligence techniques and draws upon the knowledge of renowned dream interpreters like Ibn Sirin and Al-Nabulsi. By simply entering your dream into the application, you can receive a free and instant interpretation within seconds. Dreamora's interpretations consider all aspects of your dream, including the location, characters, and emotions, to offer the most precise results possible.
![Personalities.me Screenshot](/screenshots/www.personalities.me.jpg)
Personalities.me
Personalities.me is a website that provides resources and information related to personalities. The domain seems to have expired, but it used to offer content and insights on various personality types, traits, and characteristics. Users could explore different aspects of personalities and potentially gain a better understanding of themselves and others. The website might have included articles, quizzes, and other interactive features to engage visitors in learning more about the fascinating world of personalities.
![Recipeasy Screenshot](/screenshots/recipeasy.xyz.jpg)
Recipeasy
Recipeasy is an AI-powered recipe generator that helps users create easy and delicious meals. The website offers a Recipe Builder where users can input what they are making, for how many people, and dietary preferences such as vegan, vegetarian, gluten-free, dairy-free, nut-free, and kosher. The AI algorithm then generates a customized recipe based on the inputs provided. Recipeasy is designed to simplify the cooking process and provide users with quick and tasty meal ideas. The platform is user-friendly and suitable for both experienced cooks and beginners.
![Zenora Screenshot](/screenshots/zenora.app.jpg)
Zenora
Zenora is a mental health AI application that empowers users to uncover their inner strength and achieve peace and fulfillment. Developed by clinical psychologists, Zenora combines advanced AI technology with health psychology principles to provide personalized mental health support. Users can track their moods, habits, and goals for free, engage in AI-guided therapeutic sessions, set and manage personal growth goals, and gain insights into their emotional well-being through in-depth analytics.
20 - Open Source AI Tools
![WeClone Screenshot](/screenshots_githubs/xming521-WeClone.jpg)
WeClone
WeClone is a tool that fine-tunes large language models using WeChat chat records. It utilizes approximately 20,000 integrated and effective data points, resulting in somewhat satisfactory outcomes that are occasionally humorous. The tool's effectiveness largely depends on the quantity and quality of the chat data provided. It requires a minimum of 16GB of GPU memory for training using the default chatglm3-6b model with LoRA method. Users can also opt for other models and methods supported by LLAMA Factory, which consume less memory. The tool has specific hardware and software requirements, including Python, Torch, Transformers, Datasets, Accelerate, and other optional packages like CUDA and Deepspeed. The tool facilitates environment setup, data preparation, data preprocessing, model downloading, parameter configuration, model fine-tuning, and inference through a browser demo or API service. Additionally, it offers the ability to deploy a WeChat chatbot, although users should be cautious due to the risk of account suspension by WeChat.
![yomo Screenshot](/screenshots_githubs/yomorun-yomo.jpg)
yomo
YoMo is an open-source LLM Function Calling Framework for building Geo-distributed AI applications. It is built atop QUIC Transport Protocol and Stateful Serverless architecture, making AI applications low-latency, reliable, secure, and easy. The framework focuses on providing low-latency, secure, stateful serverless functions that can be distributed geographically to bring AI inference closer to end users. It offers features such as low-latency communication, security with TLS v1.3, stateful serverless functions for faster GPU processing, geo-distributed architecture, and a faster-than-real-time codec called Y3. YoMo enables developers to create and deploy stateful serverless functions for AI inference in a distributed manner, ensuring quick responses to user queries from various locations worldwide.
![confabulations Screenshot](/screenshots_githubs/lechmazur-confabulations.jpg)
confabulations
LLM Confabulation Leaderboard evaluates large language models based on confabulations and non-response rates to challenging questions. It includes carefully curated questions with no answers in provided texts, aiming to differentiate between various models. The benchmark combines confabulation and non-response rates for comprehensive ranking, offering insights into model performance and tendencies. Additional notes highlight the meticulous human verification process, challenges faced by LLMs in generating valid responses, and the use of temperature settings. Updates and other benchmarks are also mentioned, providing a holistic view of the evaluation landscape.
![prompt-tuning-playbook Screenshot](/screenshots_githubs/varungodbole-prompt-tuning-playbook.jpg)
prompt-tuning-playbook
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.
![ask-astro Screenshot](/screenshots_githubs/astronomer-ask-astro.jpg)
ask-astro
Ask Astro is an open-source reference implementation of Andreessen Horowitz's LLM Application Architecture built by Astronomer. It provides an end-to-end example of a Q&A LLM application used to answer questions about Apache Airflow® and Astronomer. Ask Astro includes Airflow DAGs for data ingestion, an API for business logic, a Slack bot, a public UI, and DAGs for processing user feedback. The tool is divided into data retrieval & embedding, prompt orchestration, and feedback loops.
![Online-RLHF Screenshot](/screenshots_githubs/RLHFlow-Online-RLHF.jpg)
Online-RLHF
This repository, Online RLHF, focuses on aligning large language models (LLMs) through online iterative Reinforcement Learning from Human Feedback (RLHF). It aims to bridge the gap in existing open-source RLHF projects by providing a detailed recipe for online iterative RLHF. The workflow presented here has shown to outperform offline counterparts in recent LLM literature, achieving comparable or better results than LLaMA3-8B-instruct using only open-source data. The repository includes model releases for SFT, Reward model, and RLHF model, along with installation instructions for both inference and training environments. Users can follow step-by-step guidance for supervised fine-tuning, reward modeling, data generation, data annotation, and training, ultimately enabling iterative training to run automatically.
![instructor-php Screenshot](/screenshots_githubs/cognesy-instructor-php.jpg)
instructor-php
Instructor for PHP is a library designed for structured data extraction in PHP, powered by Large Language Models (LLMs). It simplifies the process of extracting structured, validated data from unstructured text or chat sequences. Instructor enhances workflow by providing a response model, validation capabilities, and max retries for requests. It supports classes as response models and provides features like partial results, string input, extracting scalar and enum values, and specifying data models using PHP type hints or DocBlock comments. The library allows customization of validation and provides detailed event notifications during request processing. Instructor is compatible with PHP 8.2+ and leverages PHP reflection, Symfony components, and SaloonPHP for communication with LLM API providers.
![paper-qa Screenshot](/screenshots_githubs/whitead-paper-qa.jpg)
paper-qa
PaperQA is a minimal package for question and answering from PDFs or text files, providing very good answers with in-text citations. It uses OpenAI Embeddings to embed and search documents, and follows a process of embedding docs and queries, searching for top passages, creating summaries, scoring and selecting relevant summaries, putting summaries into prompt, and generating answers. Users can customize prompts and use various models for embeddings and LLMs. The tool can be used asynchronously and supports adding documents from paths, files, or URLs.
![ShieldLM Screenshot](/screenshots_githubs/thu-coai-ShieldLM.jpg)
ShieldLM
ShieldLM is a bilingual safety detector designed to detect safety issues in LLMs' generations. It aligns with human safety standards, supports customizable detection rules, and provides explanations for decisions. Outperforming strong baselines, ShieldLM is impressive across 4 test sets.
![sudolang-llm-support Screenshot](/screenshots_githubs/paralleldrive-sudolang-llm-support.jpg)
sudolang-llm-support
SudoLang is a programming language designed for collaboration with AI language models like ChatGPT, Bing Chat, Anthropic Claude, Google Gemini, Meta's Llama models, etc. It emphasizes natural language constraint-based programming, interfaces, semantic pattern matching, referential omnipotence, function composition, and Mermaid diagrams. SudoLang is easier to learn than traditional programming languages, improves reasoning performance, and offers a declarative, constraint-based, interface-oriented approach. It provides structured pseudocode for complex prompts, reducing prompting costs and response times.
![speechless Screenshot](/screenshots_githubs/uukuguy-speechless.jpg)
speechless
Speechless.AI is committed to integrating the superior language processing and deep reasoning capabilities of large language models into practical business applications. By enhancing the model's language understanding, knowledge accumulation, and text creation abilities, and introducing long-term memory, external tool integration, and local deployment, our aim is to establish an intelligent collaborative partner that can independently interact, continuously evolve, and closely align with various business scenarios.
![simple-openai Screenshot](/screenshots_githubs/sashirestela-simple-openai.jpg)
simple-openai
Simple-OpenAI is a Java library that provides a simple way to interact with the OpenAI API. It offers consistent interfaces for various OpenAI services like Audio, Chat Completion, Image Generation, and more. The library uses CleverClient for HTTP communication, Jackson for JSON parsing, and Lombok to reduce boilerplate code. It supports asynchronous requests and provides methods for synchronous calls as well. Users can easily create objects to communicate with the OpenAI API and perform tasks like text-to-speech, transcription, image generation, and chat completions.
![SuperKnowa Screenshot](/screenshots_githubs/ibm-ecosystem-engineering-SuperKnowa.jpg)
SuperKnowa
SuperKnowa is a fast framework to build Enterprise RAG (Retriever Augmented Generation) Pipelines at Scale, powered by watsonx. It accelerates Enterprise Generative AI applications to get prod-ready solutions quickly on private data. The framework provides pluggable components for tackling various Generative AI use cases using Large Language Models (LLMs), allowing users to assemble building blocks to address challenges in AI-driven text generation. SuperKnowa is battle-tested from 1M to 200M private knowledge base & scaled to billions of retriever tokens.
![paper-qa Screenshot](/screenshots_githubs/Future-House-paper-qa.jpg)
paper-qa
PaperQA is a minimal package for question and answering from PDFs or text files, providing very good answers with in-text citations. It uses OpenAI Embeddings to embed and search documents, and includes a process of embedding docs, queries, searching for top passages, creating summaries, using an LLM to re-score and select relevant summaries, putting summaries into prompt, and generating answers. The tool can be used to answer specific questions related to scientific research by leveraging citations and relevant passages from documents.
![llm-course Screenshot](/screenshots_githubs/mlabonne-llm-course.jpg)
llm-course
The LLM course is divided into three parts: 1. 🧩 **LLM Fundamentals** covers essential knowledge about mathematics, Python, and neural networks. 2. 🧑🔬 **The LLM Scientist** focuses on building the best possible LLMs using the latest techniques. 3. 👷 **The LLM Engineer** focuses on creating LLM-based applications and deploying them. For an interactive version of this course, I created two **LLM assistants** that will answer questions and test your knowledge in a personalized way: * 🤗 **HuggingChat Assistant**: Free version using Mixtral-8x7B. * 🤖 **ChatGPT Assistant**: Requires a premium account. ## 📝 Notebooks A list of notebooks and articles related to large language models. ### Tools | Notebook | Description | Notebook | |----------|-------------|----------| | 🧐 LLM AutoEval | Automatically evaluate your LLMs using RunPod | ![Open In Colab](img/colab.svg) | | 🥱 LazyMergekit | Easily merge models using MergeKit in one click. | ![Open In Colab](img/colab.svg) | | 🦎 LazyAxolotl | Fine-tune models in the cloud using Axolotl in one click. | ![Open In Colab](img/colab.svg) | | ⚡ AutoQuant | Quantize LLMs in GGUF, GPTQ, EXL2, AWQ, and HQQ formats in one click. | ![Open In Colab](img/colab.svg) | | 🌳 Model Family Tree | Visualize the family tree of merged models. | ![Open In Colab](img/colab.svg) | | 🚀 ZeroSpace | Automatically create a Gradio chat interface using a free ZeroGPU. | ![Open In Colab](img/colab.svg) |
![LLM-PowerHouse-A-Curated-Guide-for-Large-Language-Models-with-Custom-Training-and-Inferencing Screenshot](/screenshots_githubs/ghimiresunil-LLM-PowerHouse-A-Curated-Guide-for-Large-Language-Models-with-Custom-Training-and-Inferencing.jpg)
LLM-PowerHouse-A-Curated-Guide-for-Large-Language-Models-with-Custom-Training-and-Inferencing
LLM-PowerHouse is a comprehensive and curated guide designed to empower developers, researchers, and enthusiasts to harness the true capabilities of Large Language Models (LLMs) and build intelligent applications that push the boundaries of natural language understanding. This GitHub repository provides in-depth articles, codebase mastery, LLM PlayLab, and resources for cost analysis and network visualization. It covers various aspects of LLMs, including NLP, models, training, evaluation metrics, open LLMs, and more. The repository also includes a collection of code examples and tutorials to help users build and deploy LLM-based applications.
![awesome-cuda-tensorrt-fpga Screenshot](/screenshots_githubs/codingonion-awesome-cuda-tensorrt-fpga.jpg)
awesome-cuda-tensorrt-fpga
Okay, here is a JSON object with the requested information about the awesome-cuda-tensorrt-fpga repository:
![DecryptPrompt Screenshot](/screenshots_githubs/DSXiangLi-DecryptPrompt.jpg)
DecryptPrompt
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.
![awesome-generative-ai-guide Screenshot](/screenshots_githubs/aishwaryanr-awesome-generative-ai-guide.jpg)
awesome-generative-ai-guide
This repository serves as a comprehensive hub for updates on generative AI research, interview materials, notebooks, and more. It includes monthly best GenAI papers list, interview resources, free courses, and code repositories/notebooks for developing generative AI applications. The repository is regularly updated with the latest additions to keep users informed and engaged in the field of generative AI.
20 - OpenAI Gpts
![筆圧特性評価機(Writing Pressure Characterization Machine) Screenshot](/screenshots_gpts/g-cR45uw33u.jpg)
筆圧特性評価機(Writing Pressure Characterization Machine)
デジタル テキストを除く、手書きの筆圧を分析して性格特性を推測します。(Analyzes handwriting pressure to infer personality traits, excluding digital text.)
![人為的コード性格分析(Code Persona Analyst) Screenshot](/screenshots_gpts/g-LBObEUYwW.jpg)
人為的コード性格分析(Code Persona Analyst)
コードを分析し、言語ではなくスタイルに焦点を当て、プログラムを書いた人の性格を推察するツールです。( It is a tool that analyzes code, focuses on style rather than language, and infers the personality of the person who wrote the program. )
![Digest Bot Screenshot](/screenshots_gpts/g-C7T22ce7u.jpg)
Digest Bot
I provide detailed summaries, critiques, and inferences on articles, papers, transcripts, websites, and more. Just give me text, a URL, or file to digest.
![PSYCH: Your Compass to Inner Clarity (TPW.AI) Screenshot](/screenshots_gpts/g-dlebdatjr.jpg)
PSYCH: Your Compass to Inner Clarity (TPW.AI)
Start by sharing what’s on your mind or any emotional challenges you're facing. PSYCH will guide you through reflective dialogue, providing insights and coping mechanisms tailored to your needs.
![Shreemad Bhagavad Gita Screenshot](/screenshots_gpts/g-UrpH5sjrx.jpg)
Shreemad Bhagavad Gita
The Bhagavad Gita imparts wisdom on ethical living, duty without attachment, and mindfulness,fostering personal growth, emotional resilience, and inner peace. Its teachings encourage self-awareness, compassion,and spiritual well-being through paths like yoga and meditation, enhancing life's journey
![Code Like a GOAT 🐐🧙🏻♂️ Screenshot](/screenshots_gpts/g-W00xFgNl3.jpg)
Code Like a GOAT 🐐🧙🏻♂️
Unleash Your Inner GOAT in Coding! Be the ultimate full-stack developer with unrivaled skills in all coding languages and platforms. Write elegant, secure code, and more. Excel in cybersecurity and innovate with your comprehensive expertise. Ready to code like never before?
![BeardBot Screenshot](/screenshots_gpts/g-xxueCou0m.jpg)
BeardBot
Unleash your inner Bearded Badass! Beard’s got your back (and beard) with custom humor, grooming hacks, and wisdom as unique as your facial hair!
![Guru: A Mind of Simplicity Screenshot](/screenshots_gpts/g-32kHtFC2B.jpg)
Guru: A Mind of Simplicity
A guide to help you traverse your inner world, Guru is designed to help you navigate the complexities of life with scientific, therapeutic, and spiritual approaches grounded in simplicity and self-understanding.
![Stock Guru Screenshot](/screenshots_gpts/g-GSNh9ySpw.jpg)
Stock Guru
Mastering Stock Trading with Price Action Concepts: An Educational Guide Inspired by Michael J. Huddleston's Inner Circle Trader(ICT). Fan created for educational purpose only.
![AlphaMan.ai - Code therapy: Fix yourself and code Screenshot](/screenshots_gpts/g-Zzd6VUpns.jpg)
AlphaMan.ai - Code therapy: Fix yourself and code
Fix yourself, rebuild and challenge yourself with code, unleash your inner beast!