theck1 IT/AI news

OpenAI has dumped 722 maths papers – now it must clean up the mess

AI-rewritten: This is a summary of an article from New Scientist, rewritten by AI (Qwen, running locally) to make it easier to read. The facts come from the original article – read it for the full story.

New Scientist • Jacob Aron • October 7, 2026

OpenAI recently released 722 mathematics papers on GitHub, addressing over 4,000 open problems using an internal model. Each result reportedly required the equivalent of three hours of "ChatGPT Pro thinking compute," though OpenAI has not provided a true cost figure for these outputs. While one specific problem previously solved by the company took around 88 hours and cost approximately $15 million, the average effort here is likely lower. The release aims to test the limits of AI models rather than create a dedicated mathematics machine, as part of a broader goal toward artificial general intelligence.

Changing Your Career Isn’t Easy

8Octobertheck1Science & Discovery

AI-rewritten: This is a summary of an article from IEEE Spectrum, rewritten by AI (Qwen, running locally) to make it easier to read. The facts come from the original article – read it for the full story.

IEEE Spectrum • Brian Jenney • October 7, 2026

Erik Vrielink, who changed careers to become a software engineer at age 30, expected the process to be difficult but did not anticipate the lack of support from others. He notes that people often project their own fears onto those changing careers, leading to discouragement rather than enthusiasm. The current job market for entry-level software developers has seen employment fall nearly 20 percent since late 2022, according to Stanford’s 2026 AI Index. While some social media content suggests moving into trades like plumbing or goat herding, Vrielink warns that there is no easy path in any field.

IEEE Report Predicts Tech That Will Transform Lives

8Octobertheck1Science & Discovery

IEEE Spectrum • Liz Wegerer • October 7, 2026

According to the IEEE 2030 Technology Megatrends Report, genetic engineering and gene therapy will be used frequently by 2028 to treat various diseases. This prediction relies on advances in artificial intelligence (AI), which is described as general-purpose infrastructure deeply connected to energy and physical systems. The report was developed by 166 experts from 38 countries who identified 30 breakthrough technologies across five megatrends: AI, energy, health, space, and physical AI.

Many drugs have mirror chemical structures, one helpful and the other harmful – a Nobel-winning discovery allows chemists to make either on demand

8Octobertheck1Science & Discovery

AI-rewritten: This is a summary of an article from The Conversation, rewritten by AI (Qwen, running locally) to make it easier to read. The facts come from the original article – read it for the full story.

The Conversation • Sajish Mathew, Associate Professor of Pharmaceutical Sciences, University of Maryland Eastern Shore • October 7, 2026

The 2026 Nobel Prize in Chemistry was awarded to researchers who developed asymmetric organic synthesis. This process allows chemists to create only one specific version of a molecule that has mirror-image chemical structures. These versions are called isomers and have the same atoms but different three-dimensional arrangements. The discovery helps pharmaceutical developers produce beneficial forms of drugs while avoiding harmful ones.

IceCube is built on decades of research into tiny ‘ghost particles’ – but it was the first to find neutrinos coming from deep space

8Octobertheck1Science & Discovery

The Conversation • Doug Cowen, Professor of Physics and Professor of Astronomy and Astrophysics, Penn State • October 8, 2026

Visible matter in the universe consists of 12 fundamental particles, with neutrinos being the lightest and most abundant yet least visible. These "little neutral ones" pass through Earth constantly, leaving no trace due to their low energy. Physicists study them because they can penetrate almost anything, making them ideal for understanding how particles interact and why the universe is made mostly of matter rather than equal parts matter and antimatter. Detecting them requires specialized materials at industrial scales, a challenge addressed by the IceCube Neutrino Observatory located at the South Pole.

The most interesting mathematical discoveries in OpenAI’s 722 new papers

8Octobertheck1Science & Discovery

New Scientist • Leah Crane • October 8, 2026

On October 7, OpenAI released 722 mathematical papers generated by an AI model covering topics from major mysteries to minor curiosities. Many of these documents are hundreds of pages long and contain complex computations that have not yet been formalized into steps verifiable by a computer. Consequently, there is little assurance regarding their accuracy, though three papers have already been retracted. Despite this uncertainty, preliminary reviews suggest some results could be significant.

I stopped reading bad news for 48 hours. Here’s what happened

7Octobertheck1Positive News

AI-rewritten: This is a summary of an article from Positive News, rewritten by AI (Qwen, running locally) to make it easier to read. The facts come from the original article – read it for the full story.

Positive News • Oliver Balch • September 30, 2026

Oliver Balch stopped reading bad news for 48 hours to try constructive journalism, which focuses on solutions rather than problems. He chose a weekend detox because he rarely watches TV or uses social media like TikTok and X. His editor told him there would be no crisis-focused stories, only those highlighting what is working.

A future worth building. What to expect in the new issue of Positive News magazine

7Octobertheck1Positive News

Positive News • Lucy Purdy • October 7, 2026

The new issue of Positive News magazine features stories about people acting for a future they may never see. Journalist Caitlin Moran explains that thinking about the future does not require grand, decades-long projects. Instead, she argues that hope is a decision to act through small, tangible choices like planting a garden or picking up litter.

US Launches $215 Million Race to Build an Error-Corrected Quantum Computer by 2028

7Octobertheck1Positive News

AI-rewritten: This is a summary of an article from Singularity Hub, rewritten by AI (Qwen, running locally) to make it easier to read. The facts come from the original article – read it for the full story.

Singularity Hub • Edd Gent • September 28, 2026

The US Department of Energy has launched a $215 million competition to challenge private companies in building a fault-tolerant quantum computer by 2028. Current quantum machines are too error-prone for practical work, relying on fragile qubits that make calculations easily derail. To fix this, the technology must use error-correction schemes to spread information across many physical qubits and create "logical qubits," which are more stable but require much larger devices than have been demonstrated so far.

This Robot Dog Crushed a Marathon Without Stopping to Recharge

7Octobertheck1Positive News

Singularity Hub • Shelly Fan • September 29, 2026

A robot dog named RAIBO2 recently completed a marathon in South Korea without stopping to recharge, covering over 40 miles on a single charge. This distance is roughly three times farther than other current robot designs. The event took place at the Sangju Dried Persimmon Marathon, where the machine finished in four hours, 19 minutes, and 52 seconds, slightly faster than the average human runner. Despite this impressive speed, the primary achievement was endurance; the robot used only 66 percent of its battery power by the end, leaving it with enough charge to travel approximately 40 miles total.