Ryan Kolln, CEO at Appen – Interview Series

Ryan Kolln is the Chief Executive Officer and Managing Director of Appen. Ryan brings over 20 years of global experience in technology and telecommunications, along with a deep understanding of Appen’s business and the AI industry. His professional career began as an engineer, with a focus…

How climate change will impact outdoor activities in the US

It can be hard to connect a certain amount of average global warming with one’s everyday experience, so researchers at MIT have devised a different approach to quantifying the direct impact of climate change. Instead of focusing on global averages, they came up with the concept of “outdoor days”: the number days per year in a given location when the temperature is not too hot or cold to enjoy normal outdoor activities, such as going for a walk, playing sports, working in the garden, or dining outdoors.

In a study published earlier this year, the researchers applied this method to compare the impact of global climate change on different countries around the world, showing that much of the global south would suffer major losses in the number of outdoor days, while some northern countries could see a slight increase. Now, they have applied the same approach to comparing the outcomes for different parts of the United States, dividing the country into nine climatic regions, and finding similar results: Some states, especially Florida and other parts of the Southeast, should see a significant drop in outdoor days, while some, especially in the Northwest, should see a slight increase.

The researchers also looked at correlations between economic activity, such as tourism trends, and changing climate conditions, and examined how numbers of outdoor days could result in significant social and economic impacts. Florida’s economy, for example, is highly dependent on tourism and on people moving there for its pleasant climate; a major drop in days when it is comfortable to spend time outdoors could make the state less of a draw.

The new findings were published this month in the journal Geophysical Research Letters, in a paper by researchers Yeon-Woo Choi and Muhammad Khalifa and professor of civil and environmental engineering Elfatih Eltahir.

“This is something very new in our attempt to understand impacts of climate change impact, in addition to the changing extremes,” Choi says. It allows people to see how these global changes may impact them on a very personal level, as opposed to focusing on global temperature changes or on extreme events such as powerful hurricanes or increased wildfires. “To the best of my knowledge, nobody else takes this same approach” in quantifying the local impacts of climate change, he says. “I hope that many others will parallel our approach to better understand how climate may affect our daily lives.”

The study looked at two different climate scenarios — one where maximum efforts are made to curb global emissions of greenhouse gases and one “worst case” scenario where little is done and global warming continues to accelerate. They used these two scenarios with every available global climate model, 32 in all, and the results were broadly consistent across all 32 models.

The reality may lie somewhere in between the two extremes that were modeled, Eltahir suggests. “I don’t think we’re going to act as aggressively” as the low-emissions scenarios suggest, he says, “and we may not be as careless” as the high-emissions scenario. “Maybe the reality will emerge in the middle, toward the end of the century,” he says.

The team looked at the difference in temperatures and other conditions over various ranges of decades. The data already showed some slight differences in outdoor days from the 1961-1990 period compared to 1991-2020. The researchers then compared these most recent 30 years with the last 30 years of this century, as projected by the models, and found much greater differences ahead for some regions. The strongest effects in the modeling were seen in the Southeastern states. “It seems like climate change is going to have a significant impact on the Southeast in terms of reducing the number of outdoor days,” Eltahir says, “with implications for the quality of life of the population, and also for the attractiveness of tourism and for people who want to retire there.”

He adds that “surprisingly, one of the regions that would benefit a little bit is the Northwest.” But the gain there is modest: an increase of about 14 percent in outdoor days projected for the last three decades of this century, compared to the period from 1976 to 2005. The Southwestern U.S., by comparison, faces an average loss of 23 percent of their outdoor days.

The study also digs into the relationship between climate and economic activity by looking at tourism trends from U.S. National Park Service visitation data, and how that aligned with differences in climate conditions. “Accounting for seasonal variations, we find a clear connection between the number of outdoor days and the number of tourist visits in the United States,” Choi says.

For much of the country, there will be little overall change in the total number of annual outdoor days, the study found, but the seasonal pattern of those days could change significantly. While most parts of the country now see the most outdoor days in summertime, that will shift as summers get hotter, and spring and fall will become the preferred seasons for outdoor activity.

In a way, Eltahir says, “what we are talking about that will happen in the future [for most of the country] is already happening in Florida.” There, he says, “the really enjoyable time of year is in the spring and fall, and summer is not the best time of year.”

People’s level of comfort with temperatures varies somewhat among individuals and among regions, so the researchers designed a tool, now freely available online, that allows people to set their own definitions of the lowest and highest temperatures they consider suitable for outdoor activities, and then see what the climate models predict would be the change in the number of outdoor days for their location, using their own standards of comfort. For their study, they used a widely accepted range of 10 degrees Celsius (50 degrees Fahrenheit) to 25 C (77 F), which is the “thermoneutral zone” in which the human body does not require either metabolic heat generation or evaporative cooling to maintain its core temperature — in other words, in that range there is generally no need to either shiver or sweat.

The model mainly focuses on temperature but also allows people to include humidity or precipitation in their definition of what constitutes a comfortable outdoor day. The model could be extended to incorporate other variables such as air quality, but the researchers say temperature tends to be the major determinant of comfort for most people.

Using their software tool, “If you disagree with how we define an outdoor day, you could define one for yourself, and then you’ll see what the impacts of that are on your number of outdoor days and their seasonality,” Eltahir says.

This work was inspired by the realization, he says, that “people’s understanding of climate change is based on the assumption that climate change is something that’s going to happen sometime in the future and going to happen to someone else. It’s not going to impact them directly. And I think that contributes to the fact that we are not doing enough.”

Instead, the concept of outdoor days “brings the concept of climate change home, brings it to personal everyday activities,” he says. “I hope that people will find that useful to bridge that gap, and provide a better understanding and appreciation of the problem. And hopefully that would help lead to sound policies that are based on science, regarding climate change.”

The research was based on work supported by the Community Jameel for Jameel Observatory CREWSnet and Abdul Latif Jameel Water and Food Systems Lab at MIT.

Quantum Processing Units: The Future of Computing

Quantum computing, once a theoretical field, is now rapidly transforming into a groundbreaking technological frontier. At the heart of this revolution are Quantum Processing Units (QPUs) — the engines powering quantum computers. Unlike classical processors that rely on binary logic (bits representing 0s or 1s), QPUs…

Perplexity AI Races Toward $8B Valuation as Industry Heats Up

In a significant development that underscores the explosive growth of artificial intelligence technologies, Perplexity AI is reportedly in discussions to secure approximately $500 million in new funding. The potential investment round could catapult the AI search company’s valuation to $8 billion, marking a substantial increase from…

Unleash the Power of Scroll-Driven Animations

I’m utterly behind in learning about scroll-driven animations apart from the “reading progress bar” experiments all over CodePen. Well, I’m not exactly “green” on the topic; we’ve published a handful of articles on it including this neat-o one by Lee …

Unleash the Power of Scroll-Driven Animations…

Making it easier to verify an AI model’s responses

Despite their impressive capabilities, large language models are far from perfect. These artificial intelligence models sometimes “hallucinate” by generating incorrect or unsupported information in response to a query.

Due to this hallucination problem, an LLM’s responses are often verified by human fact-checkers, especially if a model is deployed in a high-stakes setting like health care or finance. However, validation processes typically require people to read through long documents cited by the model, a task so onerous and error-prone it may prevent some users from deploying generative AI models in the first place.

To help human validators, MIT researchers created a user-friendly system that enables people to verify an LLM’s responses much more quickly. With this tool, called SymGen, an LLM generates responses with citations that point directly to the place in a source document, such as a given cell in a database.

Users hover over highlighted portions of its text response to see data the model used to generate that specific word or phrase. At the same time, the unhighlighted portions show users which phrases need additional attention to check and verify.

“We give people the ability to selectively focus on parts of the text they need to be more worried about. In the end, SymGen can give people higher confidence in a model’s responses because they can easily take a closer look to ensure that the information is verified,” says Shannon Shen, an electrical engineering and computer science graduate student and co-lead author of a paper on SymGen.

Through a user study, Shen and his collaborators found that SymGen sped up verification time by about 20 percent, compared to manual procedures. By making it faster and easier for humans to validate model outputs, SymGen could help people identify errors in LLMs deployed in a variety of real-world situations, from generating clinical notes to summarizing financial market reports.

Shen is joined on the paper by co-lead author and fellow EECS graduate student Lucas Torroba Hennigen; EECS graduate student Aniruddha “Ani” Nrusimha; Bernhard Gapp, president of the Good Data Initiative; and senior authors David Sontag, a professor of EECS, a member of the MIT Jameel Clinic, and the leader of the Clinical Machine Learning Group of the Computer Science and Artificial Intelligence Laboratory (CSAIL); and Yoon Kim, an assistant professor of EECS and a member of CSAIL. The research was recently presented at the Conference on Language Modeling.

Symbolic references

To aid in validation, many LLMs are designed to generate citations, which point to external documents, along with their language-based responses so users can check them. However, these verification systems are usually designed as an afterthought, without considering the effort it takes for people to sift through numerous citations, Shen says.

“Generative AI is intended to reduce the user’s time to complete a task. If you need to spend hours reading through all these documents to verify the model is saying something reasonable, then it’s less helpful to have the generations in practice,” Shen says.

The researchers approached the validation problem from the perspective of the humans who will do the work.

A SymGen user first provides the LLM with data it can reference in its response, such as a table that contains statistics from a basketball game. Then, rather than immediately asking the model to complete a task, like generating a game summary from those data, the researchers perform an intermediate step. They prompt the model to generate its response in a symbolic form.

With this prompt, every time the model wants to cite words in its response, it must write the specific cell from the data table that contains the information it is referencing. For instance, if the model wants to cite the phrase “Portland Trailblazers” in its response, it would replace that text with the cell name in the data table that contains those words.

“Because we have this intermediate step that has the text in a symbolic format, we are able to have really fine-grained references. We can say, for every single span of text in the output, this is exactly where in the data it corresponds to,” Torroba Hennigen says.

SymGen then resolves each reference using a rule-based tool that copies the corresponding text from the data table into the model’s response.

“This way, we know it is a verbatim copy, so we know there will not be any errors in the part of the text that corresponds to the actual data variable,” Shen adds.

Streamlining validation

The model can create symbolic responses because of how it is trained. Large language models are fed reams of data from the internet, and some data are recorded in “placeholder format” where codes replace actual values.

When SymGen prompts the model to generate a symbolic response, it uses a similar structure.

“We design the prompt in a specific way to draw on the LLM’s capabilities,” Shen adds.

During a user study, the majority of participants said SymGen made it easier to verify LLM-generated text. They could validate the model’s responses about 20 percent faster than if they used standard methods.

However, SymGen is limited by the quality of the source data. The LLM could cite an incorrect variable, and a human verifier may be none-the-wiser.

In addition, the user must have source data in a structured format, like a table, to feed into SymGen. Right now, the system only works with tabular data.

Moving forward, the researchers are enhancing SymGen so it can handle arbitrary text and other forms of data. With that capability, it could help validate portions of AI-generated legal document summaries, for instance. They also plan to test SymGen with physicians to study how it could identify errors in AI-generated clinical summaries.

This work is funded, in part, by Liberty Mutual and the MIT Quest for Intelligence Initiative.

Panasonic Connect Expands 4K Camera Lineup and NDI Support for IP Vide – Videoguys

Panasonic Connect has announced an exciting expansion to its professional video equipment lineup, introducing three new 4K cameras and extending NDI (Network Device Interface) support to its popular range of 4K integrated cameras. This move is set to enhance video production workflows across various industries, from live events to corporate settings, by enabling seamless IP video production.

Panasonic’s New 4K Cameras for Live Events and Video Production

A key highlight of Panasonic Connect’s latest release is the AK-UCX100 4K studio camera, designed specifically for live events. Capturing high-quality video in challenging lighting conditions is made easier with this camera’s high sensitivity, wide dynamic range, and advanced colorimetry. It handles shifting lighting and dynamic environments, especially with LED lighting and large display walls. With 2000 TV lines of resolution, this camera produces crisp, ultra-high-definition content, whether used for in-person audiences or broadcast to viewers at home. It pairs seamlessly with the AK-UCU700 Camera Control Unit for traditional studio setups and ensures consistent, professional-grade production quality.

Alongside the AK-UCX100, Panasonic introduced two versatile 4K multi-purpose cameras—the AW-UB50 and AW-UB10. These compact, box-style cameras are equipped with large-format sensors and draw on cinema-grade technologies like Dual Native ISO and V-Log, delivering cinema-quality video production. These cameras are ideal for a variety of industries, including broadcast, live entertainment, education, and corporate environments. Their compact size and robust features make them perfect for remote productions where space and flexibility are critical.

Enhanced NDI Support for Seamless IP Video Production

Panasonic Connect is also extending NDI support to several of its 4K integrated cameras, including the AW-UE40, AW-UE50, AW-HE145, and AW-UE150, as well as the AG-CX350 Memory Card Camera Recorder. By integrating NDI, these cameras can connect with AV devices over standard gigabit IP networks, simplifying the process of building an IP video production workflow. This upgrade will be available via a free firmware update between December 2024 and April 2025, making NDI support more accessible than ever.

With NDI integration, Panasonic cameras offer low-latency connectivity, Power-over-Ethernet (PoE) control, and audio/video transmission through a single Ethernet cable, reducing setup complexity and cabling costs. This makes Panasonic’s lineup of NDI-supported products—such as PTZ cameras like the AW-UE160 and AW-UE100, and studio cameras like the AK-UCX100—ideal for scalable, high-quality video production across industries.

Why Panasonic’s 4K Cameras and NDI Support Are Game-Changers for IP Video Production

Panasonic’s expansion of its 4K camera lineup and enhanced NDI support is a game-changer for IP-based video production. With high-resolution imaging, advanced color reproduction, and seamless IP workflows, these cameras offer flexibility for a wide range of productions, from live events and broadcast to education and corporate video.

The AK-UCX100 delivers professional-grade content in live environments, while the AW-UB50 and AW-UB10 offer cinema-quality video production in a versatile form factor. The addition of NDI support simplifies the transition to IP video workflows, making it easier for production teams to integrate cameras into their networked environments.

Panasonic’s move to make NDI support a standard feature across its product range will allow video production teams to streamline their workflows, reduce costs, and create more engaging content for their audiences.

Read the full article from Panasonic Connect HERE

Learn more about Panasonic Connect below:

25+ Essential Event Stationery Templates for InDesign & Photoshop – Speckyboy

Putting together an in-person event can be a huge job. For example, consider all the printed stationery you’ll need.

First, you’ll need materials to promote the event like posters and brochures. They’re important tools for spreading the word and attracting attendees.

From there, it’s all about giving attendees the materials they need to enjoy the event. Think of tickets, badges, and name cards. These items are essential for getting in the door and helping guests get to know each other.

Then there are event calendars and programs. They serve as a guide to what’s happening and are a place to showcase sponsors.

That’s a lot of materials to put together. Using a high-quality InDesign or Photoshop template can help make quick work of the task. They already include great design and beautiful typography. Customize them to match your needs and have them printed. Just think of the time you’ll save!

We’ve put together a collection of outstanding event stationery templates. You’ll find everything you need to promote your get-together and inform guests. Look through the options and find the one that works for you.

Event Calendar & Program Templates

Calendars and programs are sure to be used a lot. Attendees will carry them around and frequently check to see what’s happening. As such, you’ll want this stationery to be easy to read and informative.

Event Pass & Ticket Templates

Tickets and passes serve a functional purpose by allowing attendees to enter your event. There’s also a promotional side, though. A well-designed ticket will reflect your brand and help generate anticipation. Their look should complement the rest of your print materials.

Name Card Templates

Help attendees get to know each other with an attractive and informative name card template. You might go the extra mile by adding attendee photos, website URLs, and social media handles. It’s a simple way for people to connect.

Lanyard & Badge Templates

Use a matching lanyard and badge template to create a cohesive branding experience. These items can sometimes be an afterthought. However, going the extra mile here says a lot about your professionalism and attention to detail.

Event Poster & Brochure Templates

An attention-getting poster or brochure is a great way to educate people about your event. Use these templates to highlight special guests and provide all the relevant details. Print plenty of flyers so that those interested can grab one.

Make Your Next Event a Hit

The right stationery can go a long way in promoting your event and satisfying your guests. But starting from scratch can also be a long and expensive proposition.

Thankfully, the templates above can save you time and money. They already feature breathtaking designs. Plus, they’re easy to customize. That means you can have a print-ready document within minutes.

So, download your favorite templates and fire up InDesign or Photoshop. You’ll be well on your way to a successful production!


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