#booking systems

[jcmarchi]

Large Action Models (LAMs): The Next Frontier in AI-Powered Interaction

New Post has been published on https://thedigitalinsider.com/large-action-models-lams-the-next-frontier-in-ai-powered-interaction/

Large Action Models (LAMs): The Next Frontier in AI-Powered Interaction

Almost a year ago, Mustafa Suleyman, co-founder of DeepMind, predicted that the era of generative AI would soon give way to something more interactive: systems capable of performing tasks by interacting with software applications and human resources. Today, we’re beginning to see this vision take shape with the development of Rabbit AI‘s new AI-powered operating system, R1. This system has demonstrated an impressive ability to monitor and mimic human interactions with applications. At the heart of R1 lies the Large Action Model (LAM), an advanced AI assistant adept at comprehending user intentions and executing tasks on their behalf. While previously known by other terms such as Interactive AI and Large Agentic Model, the concept of LAMs is gaining momentum as a pivotal innovation in AI-powered interactions. This article explores the details of LAMs, how they differ from traditional large language models (LLMs), introduces Rabbit AI’s R1 system, and looks at how Apple is moving towards a LAM-like approach. It also discusses the potential uses of LAMs and the challenges they face.

Understanding Large Action or Agentic Models (LAMs)

A LAM is an advanced AI agent engineered to grasp human intentions and execute specific objectives. These models excel at understanding human needs, planning complex tasks, and interacting with various models, applications, or people to carry out their plans. LAMs go beyond simple AI tasks like generating responses or images; they are full-fledge systems designed to handle complex activities such as planning travel, scheduling appointments, and managing emails. For example, in travel planning, a LAM would coordinate with a weather app for forecasts, interact with flight booking services to find appropriate flights, and engage with hotel booking systems to secure accommodations. Unlike many traditional AI models that depend solely on neural networks, LAMs utilize a hybrid approach combining neuro-symbolic programming. This integration of symbolic programming aids in logical reasoning and planning, while neural networks contribute to recognizing complex sensory patterns. This blend allows LAMs to address a broad spectrum of tasks, marking them as a nuanced development in AI-powered interactions.

Comparing LAMs with LLMs

In contrast to LAMs, LLMs are AI agents that excel at interpreting user prompts and generating text-based responses, assisting primarily with tasks that involve language processing. However, their scope is generally limited to text-related activities. On the other hand, LAMs expand the capabilities of AI beyond language, enabling them to perform complex actions to achieve specific goals. For example, while an LLM might effectively draft an email based on user instructions, a LAM goes further by not only drafting but also understanding the context, deciding on the appropriate response, and managing the delivery of the email.

Additionally, LLMs are typically designed to predict the next token in a sequence of text and to execute written instructions. In contrast, LAMs are equipped not just with language understanding but also with the ability to interact with various applications and real-world systems such as IoT devices. They can perform physical actions, control devices, and manage tasks that require interacting with the external environment, such as booking appointments or making reservations. This integration of language skills with practical execution allows LAMs to operate across more diverse scenarios than LLMs.

LAMs in Action: The Rabbit R1

The Rabbit R1 stands as a prime example of LAMs in practical use. This AI-powered device can manage multiple applications through a single, user-friendly interface. Equipped with a 2.88-inch touchscreen, a rotating camera, and a scroll wheel, the R1 is housed in a sleek, rounded chassis crafted in collaboration with Teenage Engineering. It operates on a 2.3GHz MediaTek processor, bolstered by 4GB of memory and 128GB of storage.

At the heart of the R1 lies its LAM, which intelligently oversees app functionalities, and simplifies complex tasks like controlling music, booking transportation, ordering groceries, and sending messages, all from a single point of interaction. This way R1 eliminates the hassle of switching between multiple apps or multiple logins to perform these tasks.

The LAM within the R1 was initially trained by observing human interactions with popular apps such as Spotify and Uber. This training has enabled LAM to navigate user interfaces, recognize icons, and process transactions. This extensive training enables the R1 to adapt fluidly to virtually any application. Additionally, a special training mode allows users to introduce and automate new tasks, continuously broadening the R1’s range of capabilities and making it a dynamic tool in the realm of AI-powered interactions.

Apple’s Advances Towards LAM-Inspired Capabilities in Siri

Apple’s AI research team has recently shared insights into their efforts to advance Siri’s capabilities through a new initiative, resembling those of LAMs. The initiative, outlined in a research paper on Reference Resolution As Language Modeling (ReALM), aims to improve Siri’s ability to understand conversational context, process visual content on the screen, and detect ambient activities. The approach adopted by ReALM in handling user interface (UI) inputs draws parallels to the functionalities observed in Rabbit AI’s R1, showcasing Apple’s intent to enhance Siri’s understanding of user interactions.

This development indicates that Apple is considering the adoption of LAM technologies to refine how users interact with their devices. Although there are no explicit announcements regarding the deployment of ReALM, the potential for significantly enhancing Siri’s interaction with apps suggests promising advancements in making the assistant more intuitive and responsive.

Potential Applications of LAMs

LAMs have the potential to extend their impact far beyond enhancing interactions between users and devices; they could provide significant benefits across multiple industries.   

Customer Services: LAMs can enhance customer service by independently handling inquiries and complaints across different channels. These models can process queries using natural language, automate resolutions, and manage scheduling, providing personalized service based on customer history to improve satisfaction.

Healthcare: In healthcare, LAMs can help manage patient care by organizing appointments, managing prescriptions, and facilitating communication across services. They are also useful for remote monitoring, interpreting medical data, and alerting staff in emergencies, particularly beneficial for chronic and elderly care management.

Finance: LAMs can offer personalized financial advice and manage tasks like portfolio balancing and investment suggestions. They can also monitor transactions to detect and prevent fraud, integrating seamlessly with banking systems to quickly address suspicious activities.

Challenges of LAMs

Despite their significant potential, LAMs encounter several challenges that need addressing.

Data Privacy and Security: Given the broad access to personal and sensitive information LAMs need to function, ensuring data privacy and security is a major challenge. LAMs interact with personal data across multiple applications and platforms, raising concerns about the secure handling, storage, and processing of this information.

Ethical and Regulatory Concerns: As LAMs take on more autonomous roles in decision-making and interacting with human environments, ethical considerations become increasingly important. Questions about accountability, transparency, and the extent of decision-making delegated to machines are critical. Additionally, there may be regulatory challenges in deploying such advanced AI systems across various industries.

Complexity of Integration: LAMs require integration with a variety of software and hardware systems to perform tasks effectively. This integration is complex and can be challenging to manage, especially when coordinating actions across different platforms and services, such as booking flights, accommodations, and other logistical details in real-time.

Scalability and Adaptability: While LAMs are designed to adapt to a wide range of scenarios and applications, scaling these solutions to handle diverse, real-world environments consistently and efficiently remains a challenge. Ensuring LAMs can adapt to changing conditions and maintain performance across different tasks and user needs is crucial for their long-term success.

The Bottom Line

Large Action Models (LAMs) are emerging as a significant innovation in AI, influencing not just device interactions but also broader industry applications. Demonstrated by Rabbit AI’s R1 and explored in Apple’s advancements with Siri, LAMs are setting the stage for more interactive and intuitive AI systems. These models are poised to enhance efficiency and personalization across sectors such as customer service, healthcare, and finance.

However, the deployment of LAMs comes with challenges, including data privacy concerns, ethical issues, integration complexities, and scalability. Addressing these issues is essential as we advance towards broader adoption of LAM technologies, aiming to leverage their capabilities responsibly and effectively. As LAMs continue to develop, their potential to transform digital interactions remains substantial, underscoring their importance in the future landscape of AI.

[bishy437]

oh, please don’t go!

i’ll eat you up i love you so!

[specialagentartemis]

Also picking up new books you’ve never heard of before because the premise sounds neat or the cover is pretty or it’s on a themed library display or you’re just trying to read your library’s entire catalogue of 90s cyberpunk is just fun. Sometimes it’s not your thing but you get to mull over new ideas or the diversity of people and opinions and thoughts in the world. Sometimes you discover your new favorite book of all time

[joker-ace]

some of my fav stuff about book 2 and book 3 of svsss which was mostly the misunderstanding in every page

[trans-axolotl]

one of the reasons it's really hard for a lot of intersex people when intersex topics are on the news cycle is because the public's reaction reveals how little anyone knows or cares about intersex people, including people who call themselves our allies. almost every time intersex topics are trending, the discourse surrounding them is filled with misinformation. people who only learned today what the word intersex means jump into conversations and act like an authority. endosex/dyadic/perisex people get tripped up over things that are basically intersex 101, with tons of endosex people incorrectly arguing about the definition of intersex, who "counts," DSD terminology, and so much more. i've seen multiple endosex people say today that they've been "warning intersex people" and that we should have known that transphobia would catch up with us eventually, which is an absolutely absurd thing to say given the fact that consistently over the past ten years, it has often been intersex people sounding the alarm on sex-testing policies and also the fact that many, many intersex people are also trans, and already are facing the impacts of transphobia. there is an absolute failure from the general public to take intersex identity seriously; people seem not even able to fathom that intersex people have a community, history, and our own political resources. instead, endosex people somehow seem to think they're helping by bringing up half-remembered information from their high school biology class which usually isn't even relevant at all.

and this frustrates me so fucking much. not because i want to deny the impacts of transphobic oppression--i'm a trans intersex person, trust me when i say i am intimately aware of transphobia. this frustrates me because there is no way we can achieve collective liberation if our "allies" fail to even engage with basic intersex topics and are seemingly unaware of the many forms of intersex oppression that we are already facing every fucking day. if you are not aware of compulsory dyadism, if you are not aware of interphobia, if you are not aware of the many different ways that intersex people are directly and often violently targeted--how the fuck do you think we're going to dismantle all of these systems of oppression?

if you were truly an intersex ally, you would already KNOW that this is not new, and would not be surprised--interphobia in sports has been going on for decades. you would know that we do have a community, an identity, a history--you would have already read/listened/watched to intersex resources that give you the background information you need for allyship. you would know that although there is a really distinct lack of resources and political education, that intersex people ARE developing a political understanding of ourselves and our oppression--Cripping Intersex by Celeste Orr and their framework of compulsory dyadism is one example of how we're theorizing our oppression. It's absolutely fucking wild to me how few people I've seen actually use words like "interphobia" "intersexism" "compulsory dyadism" or "intersex oppression"--endosex people are seemingly incapable of recognizing that there is already an entrenched system of oppression towards intersex people that violently reshapes our bodies, restricts our autonomy, and attempts to eradicate intersex through a variety of medical and legal means.

you cannot treat intersex people like an afterthought. not just because we're meaningful parts of your community and deserving of solidarity, but also because intersex oppression impacts everyone!!! especially trans community--trans people will not be free until intersex people are free, so much of transphobia is shaped by compulsory dyadism, the mythical sex binary, all these ideas of enforced "biological sex" that are just as fake as the gender binary.

it makes me absolutely fucking livid every time this shit happens because it becomes so abundantly clear to me how little the average endosex person knows about intersex issues and also how little the average endosex person cares about changing that. i don't know what to say to get you to care, to get you to change that, but we fucking need it to happen and i, personally, am tired of constantly being grateful when i meet an endosex person who knows the bare minimum. i think we have a right to expect better and to demand that if you're going to call yourself our ally, you actually fucking listen to us when we tell you what that means.

okay for endosex people to reblog.

[cn-alastair-lite]

[archivedotorgfan]

proposition 6 was an initiative by senator john briggs to expel gay and lesbian teachers from the school system. poster by a teacher's union, 1977.

[valtsv]

just got this email from the library confirming my reservation of house of leaves is finally available and i can't get over their decision to attribute it to the fictional made up author from the book instead of the actual guy who wrote it

[duckysprouts]

scum twilight (name in progress) episode 2 part 2

jacob wants to make friends with edward and decides to help him with his complexion for his meeting with bella tomorrow. edward doesn’t even know who this guy is. (also, no, edward can’t read jacob’s mind cause the system blocks his thoughts out)

bonus:

[benevolenterrancy]

honestly. if you decided to create giant fucking corpse-head-spiders to populate your world with then this is exactly what you deserve.

[jcmarchi]

Top 7 Must-Have Features In An Online Booking System - Technology Org

New Post has been published on https://thedigitalinsider.com/top-7-must-have-features-in-an-online-booking-system-technology-org/

Top 7 Must-Have Features In An Online Booking System - Technology Org

Who doesn’t like a well-functioning online booking system? It is a dream to get a properly functioning booking system for hassle-free bookings at any time. However, there are many online booking systems with less user-friendly features. Thus, in this exhaustive guide, you will get an idea of all the top features that an ideal online booking system must comprise. So, without wasting any more time, let’s dive deep into the details below.

Using an online booking system on a smartphone – illustrative photo. Image credit: Daria Nepriakhina via Unsplash, free license

7 Desirable Features of an Online Booking System

Take a sneak peek at the amazing features of the online booking system in the following section.

Real-Time 24/7 Access

Customers really enjoy 24/7 access to a system through which they can manage their bookings and perform modifications to various activities under one roof. An online booking system offering real-time access round the clock will be able to retain customers in the longer run and allow them to manage everything at their preferred time. Your clients can access the booking at any time through their smart device which gives them freedom to perform the modification even at the last minute in case of any emergency.

Interactive Interface

An interactive user interface is a pivotal feature of any online booking system, enhancing user experience and streamlining the reservation process. Intuitive design and user-friendly navigation allow customers to effortlessly browse available options, select preferred dates, and complete bookings with ease. 

Real-time updates and dynamic displays provide instant feedback, ensuring users stay informed throughout the booking journey. Customizable filters and search functions enable tailored results, catering to individual preferences. Moreover, interactive interfaces often incorporate multimedia elements such as images and videos, enriching the booking experience and offering a comprehensive overview of available offerings. Overall, an interactive user interface optimizes efficiency and satisfaction for both customers and service providers.

Responsive On All Screen Types

Since more people prefer to book online, it is essential that the online booking system provides good access to all screen sizes. Moreover, mobiles have become a natural extension of all human beings, so it is necessary for any system to work properly on different mobile screens. So, it is necessary for any online booking system to come with a responsive interface that works properly on any screen size be it PC/laptop, mobile, or tablet. This will allow more people to instantly make their bookings in just a few clicks.

Multi-Language  And Currency Support 

Multi-language and currency support is an important feature if you are running an international business to grow it further and attract customers from all over the world. With this feature, the system will be able to respond to the customer query in different languages and convert the payment to the preferred currency which will elevate their convenience level and keep them engaged for a longer time. Moreover, the complete communication process will be engaging for the customer which is a plus point for your business to retain them in the longer run.

High Customization Options

With a multitude of customizable options, an online booking system must enable businesses to have custom booking pages with different branding elements. Also, it should have custom messaging options and other add-on services for improved flexibility and booking experience.

Multiple Payment Method Support

Support for various payment methods is another vital feature of an online booking system. Customers have the freedom to choose any payment method and complete the transaction without any hassle. With multiple options, the customer will have the flexibility to choose any method and complete the whole payment process safely without going through any complex process.

Robust Support Facility

An online booking system must offer excellent support service to cater to the needs of the customers. You have to make sure that the system is capable of responding to the queries and issues of the customers in the least possible time with the best solution available.

Some Last Words

With this, you must have learned about all the top-notch features of the online booking system. It is now time to ensure that whatever booking system you choose comprises all the above-mentioned features for quick booking. This not only helps in imparting more customer-friendly options but also saves their time from standing in long queues later.

[superstar-supern0va]

Go Scum Villian Lovers. Feed.

[winkk-koo]

Babe wake up new quest just dropped

I decided to draw this scene and it somehow turned into a game screenshot type thing

Anyway im kinda proud of the details if you look at the map in the upper left corner you can see the yellow dots for the other disciples running away

[napoleanbonafarte]

me too, buddy. me fucking too

[muzsmoux]

I think we can all agree hualian invented love but I feel like bingqiu will also invent something at some point. Like hooking up in the backseat of a 2009 Honda Accord in the middle of a car crash. Something romantic like that.

[moupies]

You’re telling me a scum saved this villain