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Every piece of furniture — an almirah, a work desk, or even a stool — we buy is either based on our seeing it somewhere or liking it because we once owned something similar. This is especially true for vintage furniture that we don’t find at stores very often, for they are full of the latest designs and products. Besides, you might also like a piece at a friend or relative’s house, but may not be comfortable asking where they got it from. Some of us might not want the same item but a slightly tweaked version of it. However, we may not know where to find it.

To tackle all this, a team of researchers from the University of Washington and Shandong University have devised a method called “Fabrication-Aware Reverse Engineering for Carpentry”. The team’s method proposes to generate fabrication blueprints from images of carpentered items. 

How do they do it?

Researchers said that an individual may like a piece of furniture but may not want the same product in terms of its dimensions. You might want to make it slightly bigger and broader, they said, and for that, take a few pictures from different angles of the object that you want. This reverse engineering involves taking a set of images of a carpentered object as inputs, followed by generating a CAD model, ready to build a replica of the object or an edited version of it.

“Our method makes use of domain-specific constraints to recover not just valid geometry, but a semantically valid assembly of parts, using a combination of image-based and geometric optimisation techniques,” read the abstract of the paper

They added that the team has demonstrated the method on an array of wooden objects and furnishings. The team said that they can automatically obtain designs that are not just easy to edit but also accurate recreations of the ground truth. They further show how reverse engineering for carpentry can be used to fabricate a physical replica of the captured object. Besides, a customised version of the product can also be obtained by directly editing the reconstructed model in a CAD software.

There are some challenges too. “Arriving at a fabricable solution requires identifying the parts, and optimising for their precise shapes and the part-to-part connections constraining those shapes” are only some of the challenges researchers have highlighted in their paper. 

The paper will be published in Eurographics Symposium on Geometry Processing.


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Gemini North Telescope Spots Interstellar Comet 3I/ATLAS Racing Through Solar System

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Gemini North Telescope Spots Interstellar Comet 3I/ATLAS Racing Through Solar System

A rare interstellar object has been spotted in our solar system, making it the second known object to cross over from outside our cosmic neighbourhood and arrive near our planet. 3I/ATLAS is seen here while about 290 million miles (465 million kilometres) from Earth, when it was journeying inbound on its trip to our vicinity of the solar system. This icy wanderer, first detected by the ATLAS survey on July 1, marks just the third known object from beyond our solar system to be identified, following in the cosmic footsteps of 1I/’Oumuamua and 2I/Borisov.

Massive Interstellar Comet 3I/ATLAS Offers Rare Glimpse Into Alien Planetary System Origins

As per a statement from the National Science Foundation’s NOIRLab, which oversees the International Gemini Observatory, 3I/ATLAS offers a valuable chance to study the building blocks of alien planetary systems. “The sensitivity and scheduling agility of the International Gemini Observatory has provided critical early characterisation of this interstellar wanderer,” mentioned NSF program director Martin Still. At an estimated 12 miles (20 km) in diameter, 3I/ATLAS is much larger than its predecessors, making it easier to analyse.

Images show the comet with a bright, compact coma — the envelope of dust and gas surrounding its core — and other data suggest it could be older than our own solar system. Believed to have originated from the Milky Way’s outer thick disk, 3I/ATLAS may hold clues to the conditions in far-off star systems that once harboured it. Though the discovery is thrilling to some, the comet poses no threat to the Earth as it makes its fleeting visit.

Comet 3I/ATLAS is expected to make its closest pass by the Sun on Oct. 30, when it will fly 130 million miles inside the orbit of Mars. It comes closest to Earth in December, when it is 170 million miles away. Because of its odd orbit, it’s never coming back.

Astronomers around the world are turning toward a piece of an interstellar comet that broke off using a telescope too distant to study, by necessity, as a rare chance to probe the nature of an object from another star and its solar system of origin.

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NASA Grounds Boeing Starliner Until 2026 After Test Flight Failures

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NASA Grounds Boeing Starliner Until 2026 After Test Flight Failures

The Boeing CST-100 Starliner, a crew capsule for NASA’s Commercial Crew Program, has been plagued by persistent problems. Its first crewed test flight in June 2024 was cut short by technical failures, including helium pressurization leaks and multiple thruster malfunctions. NASA ultimately elected to return Starliner to Earth without its crew, keeping the astronauts aboard the station for safety. With those problems unresolved, NASA now says the capsule will remain grounded until around 2026, and its next mission will likely be uncrewed.

Technical Setbacks and Grounding

According to NASA, During its June 2024 Crew Flight Test, Starliner suffered serious propulsion issues. Multiple helium leaks were detected in the service module’s pressurization system, and five of the capsule’s 28 fine-control thrusters failed during approach to the ISS. NASA and Boeing extended the crew’s station stay while engineers traced the problems to thermal and seal failures in the thruster “doghouse” enclosures.

Ultimately NASA decided to bring Starliner back to Earth empty, concluding the test without its astronauts aboard. Boeing and NASA have since conducted extensive ground testing to validate fixes: engineers at NASA’s White Sands facility are firing thrusters in varied sequences to refine thermal models, and Boeing has added new insulation shunts and thermal barriers in the thruster housings to prevent overheating.

Future of the Starliner Program

Boeing’s delays have reshaped NASA’s Commercial Crew plans. NASA officials say Starliner may even fly one more uncrewed test before carrying astronauts. Starliner development is now billions over budget: its original $4.2 billion contract has grown by roughly $2 billion in extra costs. Meanwhile, SpaceX’s Crew Dragon has flown 11 ISS crew missions and its NASA contract has climbed toward $5 billion amid extra flights added while Starliner lagged. NASA still views Starliner as a critical backup to Dragon and aims to certify it for crew rotations by late 2025 or early 2026.

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Quantum Leap: Scientists Achieve Magic State Distillation on Logical Qubits for the First Time

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Quantum Leap: Scientists Achieve Magic State Distillation on Logical Qubits for the First Time

Scientists have shown the elusive phenomenon of quantum computing that could create the way for fault-tolerant machines, which are much powerful than any of the supercomputers. Magic state distillation is the process which was proposed 20 years ago; however, the use of logical qubits has puzzled scientists since then. It has long been considered crucial for making high-quality resources, called magic states, required to complete the quantum computer’s potential. It has been possible on plains, till now, by which the high-quality magic states are purified so that the complex algorithms can use them. It has not been possible on the logical qubits.

According to Science Daily, the groups of physical qubits sharing the same data are configured for detecting and correcting the errors which frequently disturb the quantum computing operations. However, the scientists with QuEra said that they have demonstrated magic state distillation for the first time on logical qubits. The findings were published on July 14, 2025, in the journal Nature.

Path to Fault-tolerant Quantum Computing

Quantum computers would not be fulfilling their promise without this process. They use qubits as their building blocks and make use of quantum logic, the set of rules and operations that control how quantum information is processed for running the algorithms and processing data. It is challenging to run the complex algorithms together with maintaining amazingly low error rates.

Physical qubits are noisy, which implies that the calculations are often disrupted by factors such as temperature fluctuations and electromagnetic radiation. This is the reason why so much research has taken place on Quantum Error Correction.

With the distillation process, the faithfulness of the magic state increased for any input. This shows that the fault-tolerant magic state distillation has worked in practice. Further, it implies that the quantum computer uses both logical qubits and magic states of higher quality for running non-Clifford gates.

Scientists say that the shift has been observed for a few years. It was challenging to make the quantum computers, with the detection and correction of errors. However, the scientists have successfully done it.

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