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DOT Plans To Use Google Gemini AI To Write Regulations

The Trump administration is planning to use AI to write federal transportation regulations, ProPublica reported on Monday, citing the U.S. Department of Transportation records and interviews with six agency staffers. From the report: The plan was presented to DOT staff last month at a demonstration of AI's "potential to revolutionize the way we draft rulemakings," agency attorney Daniel Cohen wrote to colleagues. The demonstration, Cohen wrote, would showcase "exciting new AI tools available to DOT rule writers to help us do our job better and faster." Discussion of the plan continued among agency leadership last week, according to meeting notes reviewed by ProPublica. Gregory Zerzan, the agency's general counsel, said at that meeting that President Donald Trump is "very excited about this initiative." Zerzan seemed to suggest that the DOT was at the vanguard of a broader federal effort, calling the department the "point of the spear" and "the first agency that is fully enabled to use AI to draft rules." Zerzan appeared interested mainly in the quantity of regulations that AI could produce, not their quality. "We don't need the perfect rule on XYZ. We don't even need a very good rule on XYZ," he said, according to the meeting notes. "We want good enough." Zerzan added, "We're flooding the zone." These developments have alarmed some at DOT. The agency's rules touch virtually every facet of transportation safety, including regulations that keep airplanes in the sky, prevent gas pipelines from exploding and stop freight trains carrying toxic chemicals from skidding off the rails. Why, some staffers wondered, would the federal government outsource the writing of such critical standards to a nascent technology notorious for making mistakes? The answer from the plan's boosters is simple: speed. Writing and revising complex federal regulations can take months, sometimes years. But, with DOT's version of Google Gemini, employees could generate a proposed rule in a matter of minutes or even seconds, two DOT staffers who attended the December demonstration remembered the presenter saying.

Read more of this story at Slashdot.

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Quelles sont les meilleures alternatives gratuites à ChatGPT ?

ChatGPT occupe une place notable. Le chatbot d'OpenAI excelle pour des tâches parfois chronophages et permet de gagner beaucoup de temps. Mais il n'est pas la seule IA générative performante — une bonne nouvelle, puisque ChatGPT n'est pas infaillible. En cas de panne, il existe des alternatives à ChatGPT à considérer. Voici les meilleures.

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Fast, Precise, Automatic Background Removal with Aiarty Image Matting (Limited-time Exclusive Deal)

Fast, Precise, Automatic Background Removal with Aiarty Image Matting (Limited-time Exclusive Deal)

Extracting a subject from its background is often a tedious, mechanical chore, especially when dealing with fine edges like hair, cluttered backgrounds, or scenes where the foreground and background share similar colors.

Aiarty Image Matting aims to simplify this process using AI, turning what used to be time-consuming manual work into a much faster and more streamlined step in a photographer’s editing workflow.

What Is Aiarty Image Matting?

Aiarty Image Matting is an AI-powered image background remover that automatically separates subjects from their backgrounds with high accuracy, while also making it easy to replace the background with a solid color or a custom image when needed.

It features four dedicated AI models that adapt to different image types and subject characteristics, allowing it to handle a wide range of photographic scenarios. The software works fully offline, processes images quickly, and combines automatic background removal with simple manual tools for fine adjustments when needed.

New Year Exclusive Offer: Get Aiarty Image Matting with lowest-ever price

For photographers who regularly deal with background removal or subject isolation, Aiarty Image Matting is also currently more affordable than usual.

As part of its New Year promotion, Aiarty is offering 43% OFF the Aiarty Image Matting Lifetime License. This one-time purchase gives you full access to the software and all future updates with no subscription required.

  • Licensed for use on 3 Windows or Mac computers
  • Unlimited access to all features and lifetime updates, with no ongoing costs
  • 30-day money-back guarantee.

Exclusive time-limited discount: At checkout, enter the coupon code NYSPECIAL to enjoy additional $5 off on top of the discounted price. That’s the lowest price you can ever find. The coupon will expire on January 31.

Key Features That Matter for Photographers

Multiple AI Models Tailored to Different Subjects

Unlike basic background removal tools that rely on a single algorithm, Aiarty Image Matting uses multiple AI models optimized for different types of subjects. This allows photographers to select a model that best matches the content of the image rather than forcing every scene through the same processing logic.

In practical terms, some models are better suited for subjects with clean, well-defined edges such as products or vehicles, while others perform more reliably with semi-transparent materials, fine hair, or soft transitions. This flexibility helps produce more consistent results across portrait, product, and commercial photography without constant trial and error.

The overall workflow remains simple: import an image, choose the appropriate AI model, start the matting process, and export the result.

High-Precision Edge Detection for Fine Details

Edge quality is where most background removal tools struggle, and it is also where photographers notice problems immediately. Aiarty Image Matting places strong emphasis on preserving fine details around complex edges, including hair, fur, and overlapping elements.

Example of automatic background removal processed by Aiarty Image Matting

Even in situations where the subject blends into a busy background or shares similar colors, the extracted results tend to maintain natural transitions rather than overly hard or artificial outlines. This is particularly valuable for portrait, fashion, and pet photography, where realistic edges are essential for believable composites.

Example of automatic background removal processed by Aiarty Image Matting

The goal here is not just isolation, but extraction that remains visually convincing when placed into a new scene.

Automatic Extraction with Practical Manual Control

Aiarty Image Matting is designed to work automatically first, minimizing the need for manual masking. In many cases, a clean subject extraction can be achieved with a single click, making it suitable for repetitive or time-sensitive workflows.

When adjustments are needed, the software includes a small set of intuitive mask refinement tools that allow photographers to correct problem areas or fine-tune transparency. These tools are optional and focused, helping refine results without turning the process into a full manual selection job.

This balance keeps the workflow fast while still giving users enough control to handle challenging images.

Fully Offline Processing for Speed and Privacy

All processing in Aiarty Image Matting is performed locally, without uploading images to the cloud. For photographers working with client material, this offline approach offers both privacy and reliability.

Local processing also avoids delays caused by internet connections and makes it easier to work consistently with large images. This is especially useful in professional environments where stability and file control matter as much as speed.

Flexible Background Replacement for Practical Use Cases

Once a subject is extracted, Aiarty Image Matting allows it to be placed against a solid color or a custom background. This is particularly useful for product photography, catalogs, marketing visuals, and social media content where clean and consistent backgrounds are required.

Batch Processing for High-Volume Projects

For workflows involving large numbers of images, Aiarty Image Matting supports batch processing, allowing multiple photos to be handled in a single session. This can significantly reduce post-production time for e-commerce shoots, content libraries, or repeated background replacement tasks.

A Useful Extra: Built-In AI Enhancement

In addition to background removal, Aiarty Image Matting also includes a basic AI enhancement option that supports up to 2× image upscaling. While not a replacement for dedicated enhancement tools, it can be useful for preparing extracted subjects for different output sizes or platforms.

Final Thoughts: A Smarter, More Seamless Cutout Tool for Photographers

Background removal no longer has to be a slow, tedious process. Aiarty Image Matting combines AI-powered automatic extraction with optional manual refinement, making it a fast and reliable tool for photographers.

Right now, all PhotoRumors readers can save up to 43% on Aiarty Image Matting Lifetime License, which includes free updates forever and installation on up to three computers. Remember to enter the coupon code NYSPECIAL at checkout for an extra $5 off. Again, there are no subscriptions and no hidden fees. This limited-time deal ends January 31.

Get the Aiarty Image Matting Lifetime License Deal here.

The post Fast, Precise, Automatic Background Removal with Aiarty Image Matting (Limited-time Exclusive Deal) appeared first on Photo Rumors.

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