Is Grammarly Premium Worth It?
In my experience of building and supporting UX teams, most of them are significantly under-resourced. In fact, the term “team” can often be a stretch, with many user experience professionals finding themselves alone in their roles.
Typically, there are way more projects that impact the user experience than the team can realistically work on. Consequently, most UX teams are in a constant state of firefighting and achieve relatively little in improving the overall experience.
We can complain about being under-resourced as much as we want, but the truth is that our teams are unlikely to grow to a size where we have sufficient staff to address every detail of the experience. Therefore, in this post, I want to step back and reconsider the role of user experience professionals and how UX teams can best improve the user experience of an organization.
What Is The Role Of A UX Professional?
There is a danger that as UX professionals, we focus too much on the tools of our trade rather than the desired outcome.
In other words, we tend to think that our role involves activities such as:
Prototyping
User research
Interface design
Testing with users
But these are merely the means to an end, not the end goal itself. These activities are also time-consuming and resource-intensive, potentially monopolizing the attention of a small UX team.
Our true role is to improve the user experience as they interact with our organization’s digital channels.
In my experience of building and supporting UX teams, most of them are significantly under-resourced. In fact, the term “team” can often be a stretch, with many user experience professionals finding themselves alone in their roles.
Typically, there are way more projects that impact the user experience than the team can realistically work on. Consequently, most UX teams are in a constant state of firefighting and achieve relatively little in improving the overall experience.
We can complain about being under-resourced as much as we want, but the truth is that our teams are unlikely to grow to a size where we have sufficient staff to address every detail of the experience. Therefore, in this post, I want to step back and reconsider the role of user experience professionals and how UX teams can best improve the user experience of an organization.
What Is The Role Of A UX Professional?
There is a danger that as UX professionals, we focus too much on the tools of our trade rather than the desired outcome.
In other words, we tend to think that our role involves activities such as:
Prototyping
User research
Interface design
Testing with users
But these are merely the means to an end, not the end goal itself. These activities are also time-consuming and resource-intensive, potentially monopolizing the attention of a small UX team.
Our true role is to improve the user experience as they interact with our organization’s digital channels.
The ultimate goal for a UX team should be to tangibly enhance the customer experience, rather than solely focusing on executing design artifacts.
Vision-Language Models: An Introduction
They are trained on vast amounts of data that include images, videos, and text, allowing them to learn patterns and relationships between these modalities. In simple terms, a VLM can look at an image or video and generate a corresponding text description that accurately matches the visual content.
VLMs typically consist of three main components:
An image model that extracts meaningful visual information,
A text model that processes and understands natural language,
A fusion mechanism that combines the representations learned by the image and text models, enabling cross-modal interactions.
Generally speaking, the image model — also known as the vision encoder — extracts visual features from input images and maps them to the language model’s input space, creating visual tokens. The text model then processes and understands natural language by generating text embeddings. Lastly, these visual and textual representations are combined through the fusion mechanism, allowing the model to integrate visual and textual information.
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