Thoughts

AI Loops: How Interconnected AI Models Will Shape Our Future

19 Sept 2024
3 min read
Loop 1: Foundational AI and Humans

You may have heard of the term "human-in-the-loop," where humans interact with AI systems to refine and guide their outputs. Currently, we see this in action with conversational AIs like ChatGPT (based on GPT-4, a foundational model). This collaboration between humans and AI is how we work together today, but it's only the beginning.

Example: A student uses an AI assistant to help with homework. The AI provides explanations, and the student asks follow-up questions, leading to a better understanding of the subject through a conversational loop.

Loop 2: Foundational AI and Enterprise AI

Specialized proprietary AI models are becoming essential to businesses as companies use AI to automate processes, develop strategies, and unlock deep insights. Here, foundational AI models may loop with enterprise models directly, removing the human from the process of creating novel outputs and business decisions.

Example: A retail company might use a foundational AI model to analyze massive datasets of consumer behavior. By looping it with their proprietary sales models, they can automate inventory management and create personalized marketing campaigns.

Loop 3: Foundational AI and Personal AI

The future lies in personal AI, where individuals create their own AI models based on their personal data. These models may store a professional body of work, personal beliefs and preferences, creative ideas and insights, hopes, dreams, memories etc, making them an incredibly precious repository of personal identity and individual economic value.  Individuals will be empowered and incentivized to loop their own models with both foundational and enterprise models.

Example 1: A photographer creates a personal AI model based on her life's work of photographs. She licenses this model to an online magazine to generate new images in her distinctive style for their specific needs.

Example 2: An actor develops a personal AI model using all his footage and sound clips. He then licenses his model to an advertising company to generate new commercials featuring him without the need for physical presence.

Example 3:
Consider a famous deceased musician whose estate creates a personal AI model based on all of their recorded music. This model is used to compose new songs posthumously, allowing fans to experience new works from the artist. 

See at bottom for 100 examples of Personal AI that I generated using a foundational reasoning model.

Loop 4: AI Networks and the AI Ecosystem

Envision a future where AI networks include all three types of models—foundational, enterprise, and personal—all interconnected and "communicating" with each other to make decisions. These smaller networks will eventually scale into an AI ecosystem: a constellation of diverse AIs interacting to create outputs and decisions based on an immense plurality of data and algorithms.

Example: In a smart city, traffic systems use foundational AI models for real-time data analysis, enterprise AI models from transportation companies for route optimization, and individual AI models from citizens for personal preferences. Together, they create an efficient mass transit system that adapts to everyone's needs.

Mark Rubbo

100 Examples of Personal AI

Example 1: A photographer creates a personal AI model based on her life's work of photographs. She licenses this model to an online magazine to generate new images in her distinctive style for their specific needs.

Example 2: An actor develops a personal AI model using all his footage and sound clips. He then licenses his model to an advertising company to generate new commercials featuring him without the need for physical presence.

Example 3: A famous deceased musician's estate creates a personal AI model based on all of their recorded music. This model is used to compose new songs posthumously, allowing fans to experience new works from the artist.

Example 4: A novelist trains a personal AI model on her previous books and writing style. She uses it to co-author new stories, speeding up the writing process while maintaining her unique voice.

Example 5: A teacher develops a personal AI model that incorporates all his lesson plans and teaching methods. Schools use this model to provide personalized tutoring to students, even when the teacher isn't available.

Example 6: A chef creates a personal AI model based on his recipes and culinary techniques. Restaurants license the model to generate new dishes inspired by his cuisine.

Example 7: An architect builds a personal AI model from her design portfolio. Construction firms use the model to generate building designs that reflect her signature style.

Example 8: A fashion designer trains an AI model on her past collections. Clothing retailers license the model to create new apparel that aligns with her brand.

Example 9: A stand-up comedian develops a personal AI model using recordings of his performances. Streaming platforms use the model to generate new comedy specials in his style.

Example 10: A painter creates a personal AI model based on his artwork. Art enthusiasts use the model to generate custom paintings for their homes.

Example 11: A language translator develops an AI model trained on her expertise. Businesses use the model to translate documents while preserving cultural nuances.

Example 12: A personal trainer creates an AI model based on his fitness programs. Individuals use the model to receive personalized workout plans.

Example 13: A financial advisor builds a personal AI model incorporating her investment strategies. Clients use the model for tailored financial advice.

Example 14: A historian develops an AI model based on his research. Educational institutions use the model to teach interactive history lessons.

Example 15: A journalist creates a personal AI model trained on her investigative methods. News agencies use the model to generate articles that mirror her approach.

Example 16: A psychologist develops an AI model based on her therapeutic techniques. Mental health apps use the model to provide users with coping strategies.

Example 17: A motivational speaker builds a personal AI model using recordings of his speeches. Event organizers use the model to inspire their audiences.

Example 18: A gardener creates an AI model based on her knowledge of plants. Homeowners use the model for personalized gardening advice.

Example 19: A game designer develops an AI model from his previous games. Indie developers use the model to create new games inspired by his style.

Example 20: A software engineer builds a personal AI model incorporating his coding practices. Companies use the model to develop software solutions more efficiently.

Example 21: A choreographer creates an AI model based on her dance routines. Dance studios use the model to generate new choreography.

Example 22: A poet develops an AI model trained on his poems. Literature enthusiasts use the model to generate new poetry in his voice.

Example 23: A scientist builds a personal AI model from her research data. Other researchers use the model to advance studies in the same field.

Example 24: A coach creates an AI model based on his strategies. Sports teams use the model to improve player performance.

Example 25: A director develops an AI model using his filmmaking techniques. Film students use the model to create short films inspired by his work.

Example 26: A custom car designer creates an AI model based on his designs. Car enthusiasts use the model to visualize modifications to their vehicles.

Example 27: A makeup artist develops an AI model trained on her techniques. Individuals use the model for personalized makeup tutorials.

Example 28: A wedding planner builds an AI model incorporating her event planning expertise. Couples use the model to plan their weddings seamlessly.

Example 29: A dietitian creates an AI model based on her nutritional plans. People use the model for personalized meal plans.

Example 30: A children's book author develops an AI model trained on her storytelling style. Educational apps use the model to generate new stories for kids.

Example 31: A motivational athlete builds an AI model from his training routines. Fitness apps use the model to inspire users.

Example 32: An interior designer creates an AI model based on her design principles. Homeowners use the model for interior design recommendations.

Example 33: A language tutor develops an AI model incorporating her teaching methods. Learners use the model for personalized lessons.

Example 34: A wildlife photographer creates an AI model trained on his animal photographs. Conservation groups use the model for awareness campaigns.

Example 35: A life coach builds an AI model based on her coaching techniques. Individuals use the model for personal development.

Example 36: A cybersecurity expert develops an AI model with his knowledge of security threats. Companies use the model to enhance their cybersecurity.

Example 37: A DJ creates an AI model trained on his music mixes. Event organizers use the model to generate playlists.

Example 38: A bartender develops an AI model based on his cocktail recipes. Restaurants use the model to expand their drink menus.

Example 39: A yoga instructor builds an AI model incorporating her routines. Users employ the model for guided yoga sessions.

Example 40: A genealogist creates an AI model based on her methods. Individuals use the model to explore their ancestry.

Example 41: A pet trainer develops an AI model trained on her techniques. Pet owners use the model to train their animals.

Example 42: A philanthropist builds an AI model incorporating her strategies for giving. Nonprofits use the model to optimize fundraising.

Example 43: A travel blogger creates an AI model based on her experiences. Travelers use the model to plan personalized trips.

Example 44: A language interpreter develops an AI model trained on her expertise. Conferences use the model for real-time translation.

Example 45: A jewelry designer creates an AI model based on her designs. Customers use the model to create custom pieces.

Example 46: A fitness influencer develops an AI model incorporating her workout routines. Followers use the model to adopt her fitness regimen.

Example 47: A meteorologist builds an AI model based on his prediction methods. News stations use the model for weather forecasts.

Example 48: A sustainability expert creates an AI model based on her eco-friendly practices. Businesses use the model to become more sustainable.

Example 49: A comic book artist develops an AI model trained on his artwork. Fans use the model to create new stories in his universe.

Example 50: A ceramic artist builds an AI model incorporating her techniques. Hobbyists use the model to learn pottery.

Example 51: A marine biologist creates an AI model based on her research. Educational programs use the model to teach about oceans.

Example 52: A financial analyst develops an AI model trained on his market analysis. Investors use the model for informed decisions.

Example 53: A human rights activist builds an AI model incorporating her advocacy strategies. Organizations use the model for campaigns.

Example 54: A UX designer creates an AI model based on her design principles. Tech companies use the model to improve interfaces.

Example 55: A philosopher develops an AI model trained on his theories. Students use the model to explore philosophical concepts.

Example 56: A linguist builds an AI model incorporating her research on languages. Software uses the model to improve language learning tools.

Example 57: A nutritionist creates an AI model based on her dietary advice. Health apps use the model for personalized nutrition.

Example 58: A legal consultant develops an AI model trained on his expertise. Clients use the model for basic legal advice.

Example 59: A social media influencer builds an AI model incorporating her content style. Brands use the model for marketing content.

Example 60: An environmental scientist creates an AI model based on her climate research. Policymakers use the model for legislation.

Example 61: A sound engineer develops an AI model trained on his mixing techniques. Musicians use the model to enhance recordings.

Example 62: A behavioral economist builds an AI model incorporating his studies. Businesses use the model to understand consumers.

Example 63: A conflict mediator creates an AI model based on her negotiation strategies. Organizations use the model to resolve disputes.

Example 64: A prosthetics designer develops an AI model trained on her designs. Medical facilities use the model for custom prosthetics.

Example 65: A speech therapist builds an AI model incorporating her methods. Individuals use the model to improve speech.

Example 66: A wildlife conservationist creates an AI model based on her efforts. Zoos use the model to enhance programs.

Example 67: A disaster response coordinator develops an AI model trained on her strategies. Emergency services use the model for better responses.

Example 68: A mythologist builds an AI model incorporating his knowledge of legends. Creators use the model for story development.

Example 69: A human resources expert creates an AI model based on her recruitment strategies. Companies streamline hiring with the model.

Example 70: A home organizer develops an AI model trained on her decluttering methods. Individuals use the model to organize spaces.

Example 71: A wine sommelier builds an AI model incorporating his tasting notes. Restaurants use the model to enhance wine lists.

Example 72: A fashion stylist creates an AI model based on her sense of style. Users get personalized fashion advice from the model.

Example 73: A dermatologist develops an AI model trained on her knowledge. People use the model for skincare recommendations.

Example 74: A mindfulness coach builds an AI model incorporating her techniques. Wellness apps use the model for meditation guidance.

Example 75: A career counselor creates an AI model based on her strategies. Job seekers use the model for career planning.

Example 76: A data scientist develops an AI model trained on his analytical methods. Businesses use the model to interpret data.

Example 77: A political strategist builds an AI model incorporating his tactics. Politicians use the model for campaign strategies.

Example 78: A handwriting analyst creates an AI model based on her expertise. Law enforcement uses the model for forensics.

Example 79: A vocal coach develops an AI model trained on her techniques. Aspiring singers use the model for training.

Example 80: A storyteller builds an AI model incorporating his narrative skills. Platforms use the model to generate content.

Example 81: A spiritual leader creates an AI model based on his teachings. Followers use the model for guidance.

Example 82: A pet behaviorist develops an AI model trained on her methods. Owners use the model to understand pets.

Example 83: A body language expert builds an AI model incorporating her analysis. Security firms use the model for surveillance.

Example 84: A dance instructor creates an AI model based on her teaching. Students use the model for virtual lessons.

Example 85: A genealogist develops an AI model trained on her methods. People explore ancestry with the model.

Example 86: A branding expert builds an AI model incorporating her strategies. Startups use the model for brand development.

Example 87: A community organizer creates an AI model based on her initiatives. Activists use the model for planning.

Example 88: A film critic develops an AI model trained on his analysis. Platforms use the model for reviews.

Example 89: A florist builds an AI model incorporating her arrangements. Customers design bouquets with the model.

Example 90: A policy analyst creates an AI model based on her research. Governments use the model for policy impacts.

Example 91: A personal shopper develops an AI model trained on her selections. Shoppers get recommendations from the model.

Example 92: A numerologist builds an AI model incorporating her interpretations. Individuals use the model for insights.

Example 93: A child psychologist creates an AI model based on her approaches. Parents use the model to understand behavior.

Example 94: A physical therapist develops an AI model trained on her programs. Patients continue therapy with the model.

Example 95: A social worker builds an AI model incorporating her methods. Centers use the model to support communities.

Example 96: A marine navigator creates an AI model based on his expertise. Sailors use the model for navigation.

Example 97: A color therapist develops an AI model trained on psychology. Designers use the model for color schemes.

Example 98: A wedding officiant builds an AI model incorporating her scripts. Couples create vows with the model.

Example 99: A hobbyist astronomer creates an AI model based on his observations. Enthusiasts learn with the model.

Example 100: A paramedic develops an AI model trained on her techniques. First aid apps guide users in emergencies.