DOCS & DATA EXTRACTION: From "saga" to "Otter.ai", these tools can intelligently extract key information from documents, making data organization easy. Whether it is meeting minutes or daily notes, AI assistants can help you quickly capture the key points.
MEETING ASSISTANTS: Meeting assistants such as "Bearly" and "Watto Al" make your meetings more efficient. They can record and organize meeting content in real time and even provide follow-up action suggestions.
Slideshow (SLIDES): Tools such as "decktopus" and "SlidesAI" make slideshow creation easy and fun. They provide a wealth of templates and design elements to help you quickly create professional-level presentations.
BRAINSTORM: Tools such as "APrezo" and "DeckRobot" stimulate your creative thinking. They help you organize your thoughts and generate innovative ideas through intelligent algorithms.
Calendar management: Calendar management tools such as "reclaimai" and "Cal.ai" help you better plan your time. They can automatically schedule meetings, remind you of important schedules, and ensure that your life is well organized.
KNOWLEDGE COLLECTOR: Tools such as "Layer" and "Ore:collect" make your information collection work more efficient. They can extract valuable information from the Internet and help you build a knowledge base.
DATA ANALYSIS: Data analysis tools such as "OGenius Sheets" and "Dex" provide powerful data processing capabilities. They help you discover trends from data and make more informed decisions.
WORKFLOW AUTOMATION: Tools like “sparkA” and “Fabric” automate your workflow. They can automate repetitive tasks, giving you more time to focus on creative work.
Email and File Management (EMAIL & FILES): Tools such as "automaited" and "Hypertype" optimize your email and file management. They help you quickly organize emails, manage files efficiently, and improve work efficiency.
Browser/App-Based Companion: In this category, we see multi-character AI companions such as "Pornpen Al", "SoulGen" and "Kupid.ai", which provide rich interactive experiences and allow users to communicate with multiple characters in the virtual world.
Image Generators: Tools such as PixAI.Art, TensorArt, and Chub.ai allow users to create unique virtual images, whether it is artistic creation or personalized avatars, these tools can meet the needs of users.
Hardware Innovation: Hardware products such as “C Chaperoned.Live”, “circlelabs.xyz” and “QChai App” demonstrate the combination of AI technology and physical devices. These innovations not only enhance the functionality of the devices, but also bring a new interactive experience to users.
AI Companions: AI companions such as "GirlfriendGPT", "JanitorAl" and "Replika" provide companionship and support to users by simulating human emotions and behaviors. They can be your friends, assistants, and even emotional confidants.
Creator-Based Bots: For content creators, tools such as "Lillian AI", "Delphi" and "My Al" provide powerful creative support. They can help users generate text, images and evenmusic, making the creative process more efficient and interesting.
Single Character AI: Single Character AI such as "MomentoAl" and "Afterparty" focuses on providing a deeply personalized experience. Users can build a closer connection with these AI characters and enjoy one-on-one interaction.
Model Frontends: Model frontend tools such as "SillyTavern", "LM Studio" and "FFaraday.dev" provide user-friendly interfaces for AI models, making complex AI technology easier to understand and use.
AI+Agent
General/Personal Assistant:
In this area, we have seen tools such as “CuE”, “HyperWrite” and “GODMODE”, which help users handle daily affairs and improve the quality of life through intelligent dialogue and task management.
Developer Tools: For developers, tools such as "FLDE", "SMultiOn" and "Minion Al" provide powerful code generation and automation functions, greatly improving programming efficiency and project development speed.
Research: In the research field, tools such as "SweepAl" and "imbue" help users quickly obtain information and optimize the research process through deep learning and data analysis.
Task Automation: Tools like Lindy, Jrby AI, and Parcha automate routine tasks, allowing users to focus on more valuable work.
Voice Agents: Voice Agent tools such as “magic”, “oops” and “induced” use advanced speech recognition technology to provide users with a convenient voice interaction experience.
Digital Workers: Digital worker tools such as “Zzetalabs,” “Taxy Al,” and “Ccykel” automate repetitive tasks and improve work efficiency by simulating human workflows.
Hardware + Software: Products such as "hu.ma.ne", "NCX" and "Rewind" demonstrate the innovation of combining hardware and software. These solutions not only improve the functionality of the device, but also enhance the user experience through AI technology.
Simular: Simulation tools such as "automaited" and "goodcall" help users test and learn in a safe environment through virtual environments and scenario simulations.
AI+Content creation and editing
Content Editing & Generation: Tools such as "Pika", "B runway" and "XKaiber" provide intelligent editing and generation support for text creation. They can help users optimize copywriting and even automatically generate articles, making content creation more efficient.
Video production (VIDEO): In the field of video production, tools such as "VEED.IO", "CapCut" and "LALALAI" provide functions of video editing, special effects adding and audio editing, making video creation easier.
Music Creation (MUSIC): Music tools such as "beatoven.ai", "Moonvalley" and "MOD" allow creators to easily create professional-level music works. Whether it is rhythm arrangement or melody creation, AI can provide powerful assistance.
IMAGE & TEXTURES: Image tools such as Picsart, DEEPBRAIN AI, and PIXELCUT provide rich features for image editing and texture creation. Users can easily adjust image colors, add special effects, and even perform 3D modeling.
SOUND & PODCAST: Sound tools such as PhonicMind, Vocal emover, and soundyAI provide convenient solutions for audio production and podcast creation. They can optimize sound quality and even automatically generate background music.
AI Avatar (AVATAR): AI avatar tools such as “KREA”, “m nex” and “sevn” allow users to create personalized virtual characters. These tools aregameIt has wide applications in development, virtual reality, and social media.
COMICS & 3D: Tools such as 3D PhotoRoom, Vphotoleap, and ClipDrop provide powerful support for comic creation and 3D modeling. They allow creators to easily build complex scenes and characters.
AI+Music
Consumer: For ordinary consumers, AI music tools such as "CASSETTE", "Demucs" and "BandLabSongStarter" provide simple and easy-to-use interfaces, allowing users to easily create music and even generate personalized AI music covers.
Prosumers: For professional users who pursue a higher quality music experience, tools such as "Aini", "covers.ai" and "CASSETTE" provide more advanced functions such as track separation, music editing and copyright-free music generation to meet their high requirements for music creation and editing.
Professional: In the field of professional music production, tools such as "Aiva Technologies", "audioshake" and "Mawf" provide powerful technical support for music producers. These tools can not only handle complex audio editing tasks, but also help musicians create unique music works.
Streaming & Royalty-Free: Streaming platforms such as "Spotify" and "USICO" use AI technology to provide users with personalized music recommendations, while also providing copyright-free music resources, making music creation and sharing more convenient.
FOUNDATION MODELS: Harmonai, Jukebox, and Mousai provide a solid foundation for music creation. Through deep learning technology, they help users generate melodies, harmonies, and rhythms to inspire music creation.
AI+Games
GRAPHICS & WORLD BUILDING: In terms of graphic design, tools such as "Omirage", "KAEDIM" and "astroblox" provide powerful 3D and 2D graphics generation capabilities. At the same time, asset management systems such as "Layer" and "ARMORLAB" allow developers to efficiently manage and optimize game resources.
WORLD CONSTRUCTION (WORLDS): Tools such as "LUMAAI", "Loci" and "MASTERPIECE STUDIO" focus on building the game world, providing rich environment and scene design options to make the game world more vivid and real.
CHARACTERS & ANIMATIONS: In terms of character creation, tools such as "3Character.AI", "MO" and "LMNT" allow developers to design game characters with personalized characteristics. Animation tools such as "DEEPMOTION" and "XKinetix" provide smooth dynamic performance for characters.
Audio & SOUND FX/MUSIC: Audio tools such as "MUSICO", "VNAVOICEMOD" and "rct.ai" provide a wealth of sound effects and music resources for the game. These tools can not only generate background music, but also provide voice for NPCs (non-player characters) and chatbots.
Development and Operations (DEVOPS & LIVEOPS): During the testing and operation stages of the game, tools such as "modl.ai", "O9gwp" and "YJigAnalytics" provide testing and data analysis functions to help developers optimize game performance and player experience.
LLMOps
Contextual Data Pipelines: At this level, tools such as Databricks and Airflow help developers build data pipelines to process and organize large amounts of unstructured data. These data provide contextual information for LLM to ensure that its output is closely related to the application scenario.
Embedding Model: Embedding model tools such as "Pinecone", "Weaviate" and "Chroma" convert text into vectors so that LLM can understand and process them. These vector databases make data retrieval and model training more efficient.
Prompt & Few-shot examples: Tools such as Serp, Wolfram, and Zapier provide prompts and few-shot examples, which are inputs sent to the LLM to help the model better understand the user’s needs and expectations.
Orchestration: At the orchestration level, tools such as "Python/DIY" and "LangChain" allow developers to customize LLM APIs and managed services such as "Hugging Face" and "Replicate" to suit specific application needs.
Query & LLM Cache: Caching tools such as "Redis", "SQLite" and "GPTCache" are used to store LLM query results to improve response speed and user experience.
Logging and LLM operations (Logging/LLMops): Tools such as "Weights & Biases" and "Miflow" provide logging and operations support to help developers monitor and optimize LLM performance.
Cloud Provider: Cloud service providers such as AWS, GCP, and Azure provide powerful computing resources and hosting services for applications, ensuring the stability and scalability of applications.
Output & Validation: Output tools such as Vercel, Steamship, and Streamlit present the output results of LLM to users. At the same time, validation tools such as Guardrails and Rebuff ensure the quality and security of the output.
LEGEND: Grey boxes represent key components of the application stack, with leading tools/systems listed. Arrows show the flow of data through the stack. Contextual data provided by the application developer is used to condition the LLM output. The user submits a query and a small number of examples, and the output is returned to the user.
Summarize:
The construction of the LLM application stack is a complex process involving technical integration at multiple levels. From data processing to model training, from user interaction to output presentation, each link is crucial. With the continuous development of AI technology, we look forward to seeing more innovative applications that will bring users a more intelligent and personalized experience.