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Scientists engineer microbe to help humanity settle Mars

Now, researchers at Pioneer Labs in Emeryville, California, have developed a microbe they suggest may be a useful, safe first step toward terraforming Mars.

“On Mars, nature will do the same jobs for us that she does on Earth — create fertile soil, shelter, oxygen and food,” Erika DeBenedictis, CEO of Pioneer Labs, told Space.com.

3: Our Most Powerful Foundation World Model

Odyssey-3: a new step toward world models for physical AI

Odyssey has unveiled Odyssey-3, its latest foundation world model, designed to learn how objects move, interact, and respond to actions over time. Unlike conventional video generation that primarily produces visual sequences, Odyssey-3 aims to generate interactive environments that evolve in response to human or AI actions, potentially providing a more useful foundation for physical AI.

Built as an autoregressive diffusion transformer, the model learns patterns of physics, dynamics, and cause-and-effect from video, annotated events, gameplay, and simulated physical interactions. Its applications include generating real-time environments, creating training grounds for AI agents, and adapting learned representations to control physical systems.

Odyssey reports that Odyssey-3 Pro achieved a score of 66.1 on the Physics-IQ Verified video-to-video benchmark, which the company describes as a state-of-the-art result. Its evaluations on WorldMark also placed it first in three of four environment categories. In demonstrations, policies built using Odyssey-3 have been applied to robot-arm manipulation, humanoid tasks, and autonomous driving. The company reports that its driving policy was trained using just 20 hours of driving data while keeping the model’s backbone frozen.

The broader ambition is to move world models beyond visual prediction toward systems that can help machines anticipate how their environments change and learn how to act within them. If these capabilities generalize reliably beyond demonstrations and benchmarks, world models could become useful infrastructure for robotics, autonomous systems, and training increasingly capable AI agents.

The important caveat: generating physically plausible video is not the same as possessing a complete or accurate model of the real world. Benchmark results and demonstrations are promising, but robust transfer to unfamiliar conditions, reliable long-horizon predictions, and safe real-world control still require independent validation.

#worldmodels #robotics #AutonomousSystems #ArtificialIntelligence

This Tool Turns Scientific Articles Into Agents That Answer Questions and Collaborate

In other words, Paper2Agent is like a translator between a human-written paper and a chatbot.

That might sound redundant. After all, it’s already possible to upload a paper to ChatGPT, Claude, or another chatbot and ask questions. The difference is in the training: A chatbot can summarize a paper’s results, but it doesn’t have a deeper understanding of how those results came to be or whether the underlying analysis holds up.

By trying to replicate results based on the paper, Paper2Agent’s AI gets a sort of hands-on experience, potentially making it less prone to hallucination. The agents can “provide much more in-depth insights to the readers,” Zou told Nature.

The story of mycodiesel

Recently, a number of endophytic fungi have been discovered that produce volatile organic compounds (VOCs) whilst growing on agricultural waste substrates, whose chemistry is best defined as hydrocarbon and hydrocarbon-like. These compounds have potential use as both ‘green chemicals’ and fuels. This report discusses the discovery of the first fungus proposed as a producer of ‘Mycodiesel’. Also mentioned are many examples of fungi making these VOCs and some of the novel methods that have been specifically developed and used to study the fungal production of hydrocarbons. Finally, the report concludes with a discussion of commercial scale up and feasibility of this approach in helping to solve the world’s need for liquid fuels.

Exploring the Role of Industrial Hemp in Sustainable Aviation

The aviation industry faces increasing pressure to mitigate its environmental impact while maintaining operational efficiency. Industrial hemp, a versatile and sustainable crop, offers transformative potential across multiple facets of aviation: sustainable aviation fuel (SAF), carbon-neutral manufacturing materials, and carbon offset programs. Hemp’s ability to grow rapidly, its high yield of usable biomass, and its adaptability to marginal lands make it an excellent candidate for reducing aviation’s carbon footprint. This paper explores the technical specifications, economic feasibility, and environmental implications of incorporating industrial hemp into aviation, presenting a comprehensive case for its adoption.

Hydrogen-powered ‘rocket car’ tops 400 mph in record-breaking test (video)

That’s the fastest that any car with a hydrogen internal combustion engine has traveled. “It was an amazing experience,” Green told Space.com on Aug. 12 about his record-breaking drives.

“Anything above about 350 miles an hour [563 kph], we’d have gone away really pleased,” he added. “It is performing better. It was more reliable than we expected, and it has blown away the hydrogen record. It’s in every way a real thrill for all of us yesterday to see that happen.”

Green is no stranger to breaking records. In 1997, he drove a jet-powered car 763.035 mph (1,227.985 kph, or Mach 1.02), setting a new land speed record while also becoming the first person to break the sound barrier on land.

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