#International AI Olympiad

[rashmislearningplanet]

Class 3 - I SSO 2022-23 | Question Paper Set 'B' with Answers | Get the Answer Key NOW!

[mariacallous]

ChatGPT has already wreaked havoc on classrooms and changed how teachers approach writing homework, since OpenAI publicly launched the generative AI chatbot in late 2022. School administrators rushed to try to detect AI-generated essays, and in turn, students scrambled to find out how to cloak their synthetic compositions. But by focusing on writing assignments, educators let another seismic shift take place in the periphery: students using AI more often to complete math homework too.

Right now, high schoolers and college students around the country are experimenting with free smartphone apps that help complete their math homework using generative AI. One of the most popular options on campus right now is the Gauth app, with millions of downloads. It’s owned by ByteDance, which is also TikTok’s parent company.

The Gauth app first launched in 2019 with a primary focus on mathematics, but soon expanded to other subjects as well, like chemistry and physics. It’s grown in relevance, and neared the top of smartphone download lists earlier this year for the education category. Students seem to love it. With hundreds of thousands of primarily positive reviews, Gauth has a favorable 4.8 star rating in the Apple App Store and Google Play Store.

All students have to do after downloading the app is point their smartphone at a homework problem, printed or handwritten, and then make sure any relevant information is inside of the image crop. Then Gauth’s AI model generates a step-by-step guide, often with the correct answer.

From our testing on high-school-level algebra and geometry homework samples, Gauth’s AI tool didn’t deliver A+ results and particularly struggled with some graphing questions. It performed well enough to get around a low B grade or a high C average on the homework we fed it. Not perfect, but also likely good enough to satisfy bored students who'd rather spend their time after school doing literally anything else.

The app struggled more on higher levels of math, like Calculus 2 problems, so students further along in their educational journey may find less utility in this current generation of AI homework-solving apps.

Yes, generative AI tools, with a foundation in natural language processing, are known for failing to generate accurate answers when presented with complex math equations. But researchers are focused on improving AI’s abilities in this sector, and an entry-level high school math class is likely well within the reach of current AI homework apps. Will has even written about how researchers at Google DeepMind are ecstatic about recent results from testing a math-focused large language model, called AlphaProof, on problems shown at this year’s International Math Olympiad.

To be fair, Gauth positions itself as an AI study company that’s there to “ace your homework” and help with difficult problems, rather than a cheating aid. The company even goes so far as to include an “Honor Code” on its website dictating proper usage. “Resist the temptation to use Gauth in ways that go against your values or school’s expectations,” reads the company’s website. So basically, Gauth implicitly acknowledges impulsive teenagers may use the app for much more than the occasional stumper, and wants them to pinkie promise that they’ll behave.

Prior to publication, a spokesperson for ByteDance did not answer a list of questions about the Gauth app when contacted by WIRED over email.

It’s easy to focus on Gauth’s limitations, but millions of students now have a free app in their pocket that can walk them through various math problems in seconds, with decent accuracy. This concept would be almost inconceivable to students from even a few years ago.

You could argue that Gauth promotes accessibility for students who don’t have access to quality education or who process information at a slower pace than their teacher’s curriculum. It’s a perspective shared by proponents of using AI tools, like ChatGPT, in the classroom. As long as the students all make it to the same destination, who cares what path they took on the journey? And isn’t this just the next evolution in our available math tools? We moved on from the abacus to the graphing calculator, so why not envision generative AI as another critical step forward?

I see value in teachers thoughtfully employing AI in the classroom for specific lessons or to provide students with more personalized practice questions. But I can’t get out of my head how this app, if students overly rely on it, could hollow out future generations’ critical thinking skills—often gleaned from powering through frustrating math classes and tough homework assignments. (I totally get it, though, as an English major.)

Educational leaders are missing the holistic picture if they continue to focus on AI-generated essays as the primary threat that could undermine the current approach to teaching. Instead of arduous assignments to complete outside of class, maybe centering in-class math practice could continue to facilitate positive learning outcomes in the age of AI.

If Gauth and apps like it eventually lead to the demise of math homework for high schoolers, throngs of students will breathe a collective sigh of relief. How will parents and educators respond? I’m not so sure. That remains an open question, and one for which Gauth can’t calculate an answer yet either.

[frank-olivier]

Mathematics in the Age of Automation: Navigating the Opportunities and Challenges of AI

The convergence of Artificial Intelligence and mathematics, exemplified by the Alpha Proof project, heralds a transformative era for the field, yet its full potential remains contingent upon addressing inherent challenges. A recent conversation with key contributors provided invaluable insights into the application of AI in mathematical reasoning, proof verification, and discovery.

Alpha Proof's architectural lineage from Alpha Zero underscores the viability of Reinforcement Learning in navigating the vast mathematical search space, as evidenced by its solutions to a subset of International Mathematical Olympiad problems. However, the project's true transformative potential lies not merely in its problem-solving prowess, but in its capacity to facilitate collaborative mathematics by automating proof verification, thereby freeing human mathematicians to pursue more abstract and innovative endeavors.

A significant impediment to the widespread adoption of such AI tools is their inaccessibility to the broader mathematical community. The development of intuitive interfaces and educational resources, particularly in formal proof systems like Lean, is crucial for democratizing access to these technologies. By doing so, not only can the collaboration between humans and AI be enhanced, but also personalized learning experiences can be offered, thereby bridging the gap between computational mathematics and traditional mathematical practices.

The symbiotic relationship between human creativity and AI capabilities emerges as a pivotal theme. While AI excels in the structured realm of theorem-proving, human ingenuity remains indispensable in the more ephemeral domain of theory-building, where the selection of problems and the formulation of novel questions dictate the trajectory of mathematical progress. This dichotomy suggests a future where AI augments human capabilities, enabling a deeper exploration of mathematical truths, while humans continue to drive the creative impetus behind theoretical advancements.

Google's DeepMind's AlphaProof Team (No Priors, November 2024)

Friday, November 15, 2024

[gamingavickreyauction]

I haven't seen anyone talk yet about the fact that an AI solved 4/6 of this year's IMO problems. Is there some way they fudged it so that it's not as big a deal as it seems? (I do not count more time as fudging- you could address that by adding more compute. I also do not count giving the question already formalised as fudging, as AIs can already do that).

I ask because I really want this not to be a big deal, because the alternative is scary. I thought this would be one of the last milestones for AI surpassing human intelligence, and it seems like the same reasoning skills required for this problem would be able to solve a vast array of other important problems. And potentially it's a hop and a skip away from outperforming humans in research mathematics.

I did not think we were anywhere near this point, and I was already pretty worried about the societal upheaval that neural networks will cause.

[thetechempire]

OpenAI's o1: The new era of reasoning in artificial intelligence

🔹 OpenAI has introduced its latest AI model, o1, which is distinguished by its advanced reasoning capabilities. This innovation enables the model to effectively handle complex tasks in fields such as science, programming, and mathematics, achieving performance levels akin to those of PhD students.

🔹 In a notable performance at the International Mathematical Olympiad, o1 achieved an impressive 83% accuracy, significantly surpassing the results of its predecessor. Sam Altman, co-founder of OpenAI, acknowledges that while the model has its limitations, it represents a significant advancement in tackling difficult challenges across various domains, including medical research and advanced physics.

🔹 The o1 model benefits from efficient training methodologies and is designed for continuous improvement in learning. This adaptability positions it to transform how professionals engage with complex problems in their everyday work.

🔹 Overall, OpenAI's o1 marks a significant leap forward in artificial intelligence, particularly in its reasoning capabilities, indicating a promising future for its application in various specialized fields.

[skoolz123]

Discover the Best Top Schools in Hyderabad, Montessori Schools, and IGCSE Schools for Quality Education

Hyderabad, the city of pearls, is also home to some of the finest educational institutions in India. Parents seeking the best education for their children often find themselves overwhelmed with choices. Whether you are looking for top schools in Hyderabad, specialized Montessori schools, or globally recognized IGCSE schools, Hyderabad has a plethora of options to offer. In this blog, we will explore the best schools in these categories to help you make an informed decision for your child's future.

Why Choose the Top Schools in Hyderabad?

Hyderabad boasts an extensive range of schools that provide high-quality education along with excellent infrastructure and extracurricular activities. The top schools in Hyderabad focus on holistic development, nurturing young minds with academic excellence, sports, arts, and leadership training. These institutions cater to different curricula, including CBSE, ICSE, IB, and IGCSE, ensuring that students receive a world-class education.

Features of the Best Schools in Hyderabad:

Highly Qualified Faculty: Experienced teachers dedicated to fostering academic excellence.

Advanced Infrastructure: Modern classrooms, libraries, laboratories, and sports facilities.

Holistic Development: Equal emphasis on academics, extracurriculars, and personality development.

Global Exposure: Opportunities for international exchange programs and Olympiads.

Innovative Learning Methods: Use of smart classrooms, AI-based learning, and project-based education.

Some of the best top schools in Hyderabad have consistently ranked high in national and international school rankings, making them an ideal choice for parents.

Benefits of Enrolling Your Child in a Montessori School in Hyderabad

Montessori education is known for its child-centric approach, fostering independence, creativity, and a love for learning. Hyderabad has several reputed Montessori schools in Hyderabad that follow this unique teaching methodology.

Why Choose Montessori Education?

Self-Paced Learning: Each child learns at their own pace, reducing pressure and enhancing understanding.

Hands-on Learning: Emphasis on practical activities and real-world experiences.

Encourages Independence: Children develop decision-making and problem-solving skills from an early age.

Focus on Social Skills: Encourages cooperation, teamwork, and conflict resolution.

Teacher as a Guide: Teachers act as facilitators, allowing children to explore and discover knowledge.

Parents looking for an innovative and student-friendly approach to early education should consider Montessori schools in Hyderabad for their young learners.

Advantages of Studying at an IGCSE School in Hyderabad

The International General Certificate of Secondary Education (IGCSE) is a globally recognized curriculum that prepares students for higher education and future careers worldwide. Several prestigious IGCSE schools in Hyderabad offer this curriculum, ensuring that students receive an internationally benchmarked education.

Why Choose an IGCSE School?

Global Recognition: Accepted by universities and employers worldwide.

Flexible Curriculum: Wide range of subjects with an emphasis on skill-based learning.

Critical Thinking and Research: Encourages students to analyze, research, and problem-solve effectively.

Balanced Assessment: Includes coursework, practicals, and written examinations.

Focus on Language and Communication: Enhances linguistic proficiency and communication skills.

Enrolling in an IGCSE school in Hyderabad ensures that students are prepared for competitive exams and global university admissions.

Conclusion

Choosing the right school for your child is a crucial decision that impacts their future. Whether you prefer the holistic approach of the top schools in Hyderabad, the self-directed learning environment of a Montessori school, or the internationally recognized curriculum of an IGCSE school, Hyderabad offers excellent educational institutions to suit every need.

Parents must consider factors like curriculum, faculty, infrastructure, and extracurricular activities before making a choice. With Hyderabad’s vast range of quality schools, your child is sure to receive the best education possible. Start exploring your options today and secure a bright future for your little one!

[school-dekho]

Shocking! This Hyderabad School Produces Toppers Every Year – Here’s Their Secret!

Education in Hyderabad is highly competitive, with parents looking for the best institutions to ensure their child’s success. Among the many schools in the city, one stands out for consistently producing toppers year after year. But what makes this school so special? How does it manage to help students excel in academics and beyond?

In this article, we uncover the secret formula behind the success of this extraordinary school, which ranks among the top schools in Hyderabad.

A Legacy of Excellence

This Hyderabad-based school has a long-standing reputation for academic brilliance. For years, its students have been securing top ranks in board exams, national-level competitive tests, and even international Olympiads. Parents trust this institution because of its consistent performance, and every year, the school only strengthens its position as one of the best schools in Hyderabad.

What’s the secret behind this success? Let’s dive into the key factors that set this school apart.

1. Expert Faculty and Personalized Teaching

One of the biggest reasons behind the school's success is its team of highly qualified and experienced teachers. Each teacher undergoes extensive training to ensure they can deliver lessons in the most effective way.

Here’s how the school ensures the best learning experience: ✔ Small class sizes for personalized attention ✔ Individual performance tracking for every student ✔ Doubt-solving sessions to strengthen weak areas

This personalized approach ensures that no student is left behind, leading to outstanding academic results year after year.

2. A Strong Focus on Conceptual Learning

Unlike many schools that emphasize rote memorization, this institution encourages deep understanding of concepts. The curriculum is designed to develop analytical and problem-solving skills.

Here’s how they do it: ✔ Hands-on learning through projects and experiments ✔ Case studies and real-world applications in every subject ✔ Interactive teaching methods, including smart classrooms

This approach not only helps students perform well in exams but also prepares them for future challenges.

3. Special Coaching for Competitive Exams

Many students from this school successfully crack IIT-JEE, NEET, NTSE, KVPY, and Olympiads. The school integrates competitive exam preparation into its daily schedule so that students don’t have to rely on extra coaching outside.

Some of the special features include: ✔ Regular practice tests based on competitive exam patterns ✔ Workshops by industry experts and toppers ✔ Study materials and mock tests to improve exam-taking strategies

By preparing students early, the school gives them a competitive edge over others.

4. Technology-Driven Education

This school goes beyond traditional teaching methods by incorporating advanced technology in education. It uses smart boards, AI-based assessments, and virtual reality tools to enhance learning.

Key benefits of tech-based learning: ✔ Engaging and interactive lessons ✔ AI-powered analytics to track student progress ✔ Online doubt-clearing sessions and revision classes

By adopting modern teaching techniques, students grasp concepts faster and retain knowledge longer.

5. Focus on Discipline and Time Management

Another major reason behind the school’s success is its strict discipline and structured learning schedule. Students are trained to manage time efficiently, balancing studies, extracurricular activities, and personal growth.

How they build discipline: ✔ Fixed study hours with time-bound assignments ✔ Encouraging goal-setting and self-discipline ✔ Stress management workshops for students

This structured approach ensures that students develop good study habits, leading to consistent success.

6. A Healthy Balance of Academics and Extracurriculars

While academics are a priority, the school strongly believes that a well-rounded education is essential for success. Students actively participate in sports, music, dance, drama, and debates, making them confident and capable individuals.

Some key programs include: ✔ Sports coaching by national-level trainers ✔ Leadership programs and public speaking workshops ✔ Art, music, and dance sessions to encourage creativity

This holistic approach ensures that students are not just toppers in exams but also leaders of the future.

7. Parental Involvement and Regular Feedback

The school believes that education is a partnership between teachers and parents. Regular parent-teacher meetings and progress reports help track a child’s performance.

✔ Monthly academic reports sent to parents ✔ Open-door policy for discussions with teachers ✔ Workshops for parents on guiding their children better

By keeping parents involved, the school creates a supportive learning environment at home and school.

The Results Speak for Themselves!

Year after year, students from this school achieve record-breaking results in board exams and entrance tests. The school takes immense pride in producing confident, knowledgeable, and disciplined individuals who excel in every field.

Whether your child dreams of becoming a scientist, doctor, engineer, or entrepreneur, this school lays the perfect foundation for their success.

Final Thoughts

Every parent wants the best for their child, and choosing the right school can make all the difference. This exceptional institution stands out because of its personalized teaching, competitive exam preparation, discipline, and holistic education.

If you are looking for a school that guarantees success, this one should be at the top of your list!

Would you like more recommendations on Hyderabad’s leading schools? Let us know in the comments! 😊

[gyanviharworld]

Welcome to Gyan Vihar World: A Journey Beyond Education

In the vibrant city of Jaipur, where culture meets modernity, parents seek more than just a school for their children. They desire a nurturing environment that fosters academic success, personal growth, and a global perspective. Gyan Vihar World proudly stands tall among the best schools in Jaipur, offering a transformative learning experience.

Our institution isn't just about textbooks and exams; it's about creating a community where young minds thrive. With innovative teaching methods, a dedicated faculty, and state-of-the-art facilities, Gyan Vihar World ensures every child unlocks their true potential. In this blog, we’ll explore what makes us one of the best CBSE schools in Jaipur, and why parents across the city choose Gyan Vihar World for their child's education.

Nurturing Holistic Development: The Gyan Vihar Difference

At Gyan Vihar World, we believe in educating the whole child. This means focusing not only on academics but also on emotional, social, and physical growth. Our curriculum is thoughtfully designed to ensure students excel in every aspect of life.

Innovative Academics

As one of the best schools in Jaipur, we pride ourselves on a curriculum that blends traditional knowledge with modern methodologies. Our classrooms are equipped with smart learning tools, ensuring lessons are interactive and engaging. From STEM-based projects to literature and arts, students are encouraged to explore a wide spectrum of subjects.

Extracurricular Activities

What’s education without a touch of fun? Gyan Vihar World offers an array of extracurricular activities like sports, drama, music, and robotics. These activities help students discover their passions and build essential life skills such as teamwork, leadership, and creativity.

Emotional and Social Growth

We’re deeply committed to creating a safe and supportive environment. Our counselors and teachers work closely with students to ensure their emotional well-being. Regular workshops and peer interaction programs foster empathy, resilience, and confidence.

Why CBSE? A Curriculum for Future Leaders

Choosing the right curriculum is pivotal for a child’s future. Gyan Vihar World is proud to follow the Central Board of Secondary Education (CBSE), which is renowned for its robust and student-friendly approach. Here’s why we’re among the best CBSE schools in Jaipur:

National Recognition

CBSE is India’s most recognized curriculum, preparing students for competitive exams like JEE and NEET. It ensures a seamless transition for families relocating within India or abroad.

Holistic Curriculum

CBSE goes beyond rote learning. It emphasizes conceptual understanding, practical knowledge, and co-curricular activities. At Gyan Vihar World, we take this a step further by integrating project-based learning and real-world applications into our lessons.

Global Opportunities

With CBSE’s globally accepted framework, Gyan Vihar World equips students to excel on international platforms. Our students are regularly encouraged to participate in global Olympiads, exchange programs, and Model United Nations (MUN).

Trending Topics We’re Excited About

Gyan Vihar World always stays ahead by embracing trending educational practices. Here are some exciting initiatives happening at our school:

Emphasis on Sustainability

We’re cultivating eco-conscious leaders by integrating sustainability into our curriculum. From tree-plantation drives to waste-management projects, our students are leading the charge in making Jaipur greener.

Digital Literacy

In today’s tech-driven world, being digitally literate is no longer an option—it’s a necessity. Our computer labs and coding programs ensure students are future-ready, mastering skills like AI, programming, and cybersecurity.

Mental Health Matters

We’re proud to host regular mindfulness and mental health sessions, ensuring students develop emotional intelligence alongside their academic prowess. This holistic approach reaffirms our position as one of the best schools in Jaipur.

A Glimpse into Campus Life at Gyan Vihar World

Our campus isn’t just a place to study; it’s a vibrant hub of creativity and collaboration. Designed with the student’s comfort and growth in mind, Gyan Vihar World provides:

State-of-the-Art Infrastructure

From well-lit classrooms to advanced science and computer labs, our infrastructure supports innovative learning. Our library houses a treasure trove of books, fostering a love for reading among students.

Sports and Fitness Facilities

We understand the importance of physical fitness. Our sports facilities include basketball courts, football fields, and indoor games, ensuring students stay active and healthy.

Cultural Celebrations

Diversity is our strength. Cultural events, festivals, and talent shows bring our school community closer, celebrating the rich heritage of Jaipur and beyond.

Why Parents Love Gyan Vihar World

Parents are our biggest advocates, and their testimonials speak volumes about our dedication to excellence. Here’s why Gyan Vihar World is the first choice for many:

Quality Education: Our results speak for themselves, with students consistently excelling in academics and extracurriculars.

Safety First: From CCTV surveillance to trained staff, we ensure a secure environment for every child.

Individual Attention: With small class sizes and dedicated teachers, every student receives personalized guidance.

How to Enroll: Start Your Child’s Journey Today

Ready to give your child the best education in Jaipur? Enrolling at Gyan Vihar World is simple:

Visit Our Website: Head to https://gyanviharworld.school/ and explore our offerings.

Schedule a Campus Tour: See our facilities and meet our teachers.

Submit the Application: Our admission team will guide you through every step.

Conclusion: Where Excellence Meets Opportunity

Gyan Vihar World isn’t just a school—it’s a place where dreams take flight. As one of the best CBSE schools in Jaipur, we’re committed to shaping future leaders who are compassionate, curious, and confident.

Join us in our mission to redefine education in Jaipur. Let’s create a brighter future together—one student at a time!

[john-hawks]

Bangladesh's Rising Star, Abdullah Al Junayed Leads the Way in Space and Technological Innovation

Abdullah Al Junayed, one of the young innovators in Bangladesh, has started creating his mark in the realms of space science and technological innovation with some startling feats and research works that leave the world amazed.

The bright young mind, distinguished in the international arena, has amassed a string of gold medals in various prestigious competitions. Multiple gold medals in the International Astronomy Olympiad, International Astronomy and Astrophysics Competition, International Space Olympiad, and ISC International Astronomy & Space Olympiads have evidenced his excellence in astronomy. His mathematical acumen earned him gold medals in the International Mathematical Kangaroo, International Informatics Olympiad, and International Statistics Olympiad, complemented by a silver medal in the World Math Championship.

He was selected for three papers to be published in Q1 journals, focusing on quantum computing and IoT applications as a researcher at SFISL. His innovative research portfolio has groundbreaking projects such as "RapidEdge," that introduced disrupting lightweight AI models for edge devices, and "QuickQuant," which addresses error correction on intermediate-scale quantum devices. His research also extends to advanced domains, including Hypersonic Inflatable Aerodynamic Decelerators for Planetary Entry, Additive Manufacturing of Functionally Graded Lattice Structures, and Swarm Robotics for Space Missions.

As an International Space Station Ambassador, Junayed has promoted space education to more than 200 peers through various activities and organized comprehensive space boot camps. His commitment to space exploration and public engagement earned him recognition for outstanding societal impact.

Junayed's entrepreneurial journeys stand as a hallmark of commitment towards social innovation. At RoadRidez, being the founder and CEO, he built Bangladesh's first-ever digital marketplace for used cars. His EdTech platform "Beyond The Box" has helped over 1,000 students in competitive examinations and extracurricular activities. His co-founded organization Puji Foundation has caused a serious ripple in social impact by raising $2,000 for the homeless community and providing free education to more than 300 children in need.

As the General Secretary at Right Talk Bangladesh, Junayed has organized several successful educational campaigns and workshops on employment, among others, for which he secured government funding of $20,000 to ensure the projects' sustainability, reaching more than 900 beneficiaries. In his role at GE Aerospace as a Virtual Engineering Intern, Junayed has collaborated on various space and defense projects related to advanced propulsion systems and enhanced system efficiency.

Junayed's leading work in magnetic propulsion using the "Magnetic Road Transportation System" project shows his dedication to sustainable urban mobility and environmental conservation. The project will bring a revolution to transportation infrastructures with reduced carbon emissions by means of magnetic levitation technology.

His research publications on ResearchGate, especially in the fields of aerodynamics and defense, have attracted the attention of the scientific community, with his datasets being cited in several research projects. These have made him a contributor to the global research community.

Currently focused on advanced research during his gap year, Junayed also explores new frontiers pertaining to space propulsion, quantum computing, and IoT applications. In the process, Junayed has created a good network wherein he is associated with international researchers, engineers, and innovators to push further the frontiers of human knowledge and technological capability.

With his many-sided achievements and plans, Junayed represents the generation of young Bangladeshi innovators working in the intersection of space technology, artificial intelligence, and sustainable development. His vision goes beyond personal achievement to inspiring future generations and helping Bangladesh move forward in space research and technology.

[hydrus]

Version 598

windows

zip

exe

macOS

app

linux

tar.zst

I had a great week fixing bugs and cleaning code.

full changelog

fixing some mistakes

First off, I apologise to those who were hit by the 'serialisation' problems where certain importers were not saving correctly. I screwed up my import folder deduplication code last week; I had a test to make sure the deduplication transformation worked, but the test missed that some importers were not saving correctly afterwards. If you were hit by an import folder, subscription, or downloader page that would not save, this is now completely fixed. Nothing was damaged (it just could not save new work), and you do not have to do anything, so please just unpause anything that was paused and you should return to normal.

I hate having these errors, which are basically just a typo, so I have rejigged my testing regime to explicitly check for this with all my weekly changes. I hope it will not happen again, or at least not so stupidly. Let me know if you have any more trouble!

Relatedly, I went on a code-cleaning binge this week and hammered out a couple hundred 'linting' (code-checking) warnings, and found a handful of small true-positive problems in the mess. I've cleared out a whole haystack here, and I am determined to keep it clean, so future needles should stick out.

other stuff

I moved around a bunch of the checkboxes in the options dialog. Stuff that was in the options->tags and options->search pages is separated into file search, tag editing, and tag autocomplete tabs. The drag and drop options are also overhauled and moved to a new options->exporting page.

I rewrote the main 'ListBook' widget that the options dialog uses (where you have a list on the left that chooses panels on the right). If you have many tag services and they do not fit with the normal tabbed notebook, then under the new options->tag editing, you can now set to convert all tag service dialogs to use a ListBook instead. Everything works the same, it is just a different shape of widget.

A page that has no files selected now only uses the first n files (default 4096) to compute its 'selection tags' list when there are no files selected. This saves a bunch of update CPU time on big pages, particularly if you are looking at a big importer page that is continuously adding new files. You can change the n, including removing it entirely, under options->tag presentation.

If you are an advanced downloader maker, 'subsidiary page parsers' are now import/export/duplicate-able under the parsing UI.

job listing

I was recently contacted by a recruiter at Spellbrush, which is a research firm training AI models to produce anime characters, and now looking to get into games. I cannot apply for IRL reasons, and I am happy working on hydrus, but I talked with the guy and he was sensible and professional and understood the culture. There are several anime-fluent programmers in the hydrus community, so I offered to put the listings up on my weekly post today. If you have some experience and are interested in getting paid to do this, please check it out:

Spellbrush design and train the diffusion models powering both nijijourney and midjourney -- some of the largest-parameter count diffusion models in the world, with a unique focus on anime-style aesthetics. Our team is one of the strongest in the world, many of whom graduated from top universities like MIT and Harvard, worked on AI research at companies like Tencent, Google Deepmind, and Meta, and we have two international math olympiad medalists on our team.

We're looking for a generalist engineer to help us with various projects from architecting and building out our GPU orchestrator, to managing our data pipelines. We have one of the largest GPU inference clusters in the world outside of FAANG, spanning multiple physical datacenters. There's no shortage of interesting distributed systems and data challenges to solve when generating anime images at our scale.

Please note that this is not a remote role. We will sponsor work visas to Tokyo or San Francisco if necessary!

Software Engineer

AI Infra Engineer

next week

I did not find time for much duplicates auto-resolution work this week, so back to that.

[rthidden]

AI's Brain Boost: Small Biz Gets Smarter

OpenAI's new o1 model just dropped jaws and raised eyebrows.

Why it matters:

This AI upgrade isn't just for tech giants. Small business owners can now tap into advanced problem-solving power that rivals human experts, potentially revolutionizing decision-making and operational efficiency.

The big picture:

OpenAI's o1 model scored a whopping 83% on the International Mathematics Olympiad qualifying exam, compared to its predecessor's 13%.

That's like your calculator suddenly becoming a math prodigy.

Overheard at the water cooler:

"Dude, my AI just solved a problem I've been stuck on for weeks. Should I be worried about job security or excited about my new super-smart sidekick?"

By the numbers:

83% score on math olympiad exam (up from 13%)

PhD-level accuracy on science problems

128K context window for deeper understanding

The bottom line:

AI isn't just getting smarter – it's thinking more like us.

For small businesses, this means access to genius-level problem-solving at the click of a button. Time to befriend the bots and level up your business game.

[education30and40blog]

AI achieves silver-medal standard solving International Mathematical Olympiad problems

See on Scoop.it - Education 2.0 & 3.0

Breakthrough models AlphaProof and AlphaGeometry 2 solve advanced reasoning problems in mathematics

[govindhtech]

OpenAI o1-preview, o1-mini: Advanced Reasoning Models

OpenAI o1-preview, OpenAI o1-mini, A new collection of models for reasoning that address challenging issues.

OpenAI o1-preview

OpenAI has created a new line of AI models that are meant to deliberate longer before reacting. Compared to earlier versions, they can reason their way through challenging tasks and tackle more challenging math, science, and coding challenges.

- Advertisement -

The first installment of this series is now available through ChatGPT and its API. OpenAI anticipates frequent upgrades and enhancements as this is only a preview. OpenAI is also including evaluations for the upcoming upgrade, which is presently being developed, with this release.

How it functions

These models were trained to think through situations more thoroughly before responding, much like a human would. They learn to try various tactics, improve their thought processes, and own up to their mistakes through training.

In OpenAI experiments, the upcoming model upgrade outperforms PhD students on hard benchmark tasks in biology, chemistry, and physics. It also performs exceptionally well in coding and math.��GPT-4o accurately answered only 13% of the questions in an exam used to qualify for the International Mathematics Olympiad (IMO), compared to 83% for the reasoning model. Their coding skills were tested in competitions, and in Codeforces tournaments, they scored in the 89th percentile.

Many of the functions that make ChatGPT valuable are still missing from this early model, such as posting files and photographs and searching the web for information. In the near future, GPT-4o will be more capable in many typical instances.

- Advertisement -

However, this marks a new level of AI power and a substantial advancement for complicated thinking tasks. In light of this, OpenAI is calling this series OpenAI o1-preview and resetting the counter to 1.

Security

In the process of creating these new models, OpenAI is also developed a novel method for safety training that uses the models’ capacity for reasoning to force compliance with safety and alignment requirements. It can implement their safety regulations more successfully by reasoning about them in the context of the situation.

Testing how effectively their model adheres to its safety guidelines in the event that a user attempts to circumvent a process known as “jailbreaking” is one method they gauge safety. GPT-4o received a score of 22 (out of 100) on one of OpenAI’s most difficult jailbreaking tests, but OpenAI o1-preview model received an 84. Further information about this can be found in their study post and the system card.

OpenAI has strengthened its safety work, internal governance, and federal government coordination to match the enhanced capabilities of these models. This includes board-level review procedures, such as those conducted by its Safety & Security Committee, best-in-class red teaming, and thorough testing and evaluations utilizing its Preparedness Framework.

OpenAI recently finalized collaborations with the AI Safety Institutes in the United States and the United Kingdom to further its commitment to AI safety. OpenAI has initiated the process of putting these agreements into practice by providing the institutes with preliminary access to a research version of this model. This was a crucial initial step in its collaboration, assisting in the development of a procedure for future model research, assessment, and testing both before and after their public release.

For whom it is intended

These improved thinking skills could come in handy while solving challenging puzzles in math, science, computing, and related subjects. For instance, physicists can use OpenAI o1-preview to create complex mathematical formulas required for quantum optics, healthcare researchers can use it to annotate cell sequencing data, and developers across all domains can use it to create and implement multi-step workflows.

OpenAI O1-mini

The o1 series is excellent at producing and debugging complex code with accuracy. OpenAI is also launching OpenAI o1-mini, a quicker, less expensive reasoning model that excels at coding, to provide developers with an even more effective option. For applications requiring reasoning but not extensive domain knowledge, o1-mini is a powerful and economical model because it is smaller and costs 80% less than o1-preview.

How OpenAI o1 is used

Users of ChatGPT Plus and Team will have access to o1 models as of right now. The model selector allows you to manually choose between o1-preview and o1-mini. The weekly rate limits at launch will be 30 messages for o1-preview and 50 for o1-mini. The goal is to raise those rates and make ChatGPT capable of selecting the appropriate model on its own for each request.

Users of ChatGPT Edu and Enterprise will have access to both models starting next week.

With a rate limit of 20 RPM, developers that meet the requirements for API usage tier 5(opens in a new window) can begin prototyping with both models in the API right now. Following more testing, OpenAI aims to raise these restrictions. Currently, these models lack support for system messaging, streaming, function calling, and other capabilities in their API. Check out the API documentation to get started.

OpenAI also intends to provide all ChatGPT Free users with access to o1-mini.

Next up

These reasoning models are now available in ChatGPT and the API as an early release. To make them more helpful to everyone, it plans to add browsing, file and image uploading, and other capabilities in addition to model updates.

In addition to the new OpenAI o1 series, OpenAI also wants to keep creating and publishing models in its GPT series.

Read more on govindhtech.com

[blaze-papers]

OpenAI Unveils Advanced ChatGPT with Enhanced Math, Coding, and Science Abilities

OpenAI has released an upgraded version of its popular chatbot, ChatGPT, now equipped with advanced capabilities to handle complex tasks in fields like math, coding, and science. This new iteration is powered by OpenAI o1, a breakthrough AI technology designed to address common issues found in previous models, such as struggling with basic math or generating incomplete code.

The updated ChatGPT, introduced on Thursday, is engineered to "reason" more effectively than its predecessors. Unlike earlier versions that provided immediate responses, the new ChatGPT takes a more deliberate approach to problem-solving. "This model can take its time, think through the problem in English, and break it down to find the best solution," said Jakub Pachocki, OpenAI’s chief scientist.

During a live demonstration, Pachocki and OpenAI technical fellow Szymon Sidor showcased the bot solving an intricate acrostic puzzle, answering a Ph.D.-level chemistry question, and diagnosing a patient based on detailed medical information. These examples highlighted the chatbot’s enhanced reasoning skills and its potential for tackling more sophisticated tasks.

OpenAI o1 technology represents a broader trend in AI development, where companies like Google, Meta, and Microsoft are all pushing to create systems that can reason through problems step by step, mimicking human logic. Microsoft's partnership with OpenAI ensures this technology will soon be integrated into its products, offering a range of practical applications, from helping programmers write code to serving as automated math tutors.

This structured problem-solving ability could also be valuable in fields like physics, where complex mathematical formulas need to be generated, or healthcare, where researchers can use AI to assist in experiments.

Since ChatGPT’s initial release in 2022, it has revolutionized AI interactions by responding to user queries, writing essays, and generating code. However, earlier models were not without their shortcomings—occasionally producing mistakes, buggy code, or repeating misinformation found online.

To overcome these challenges, OpenAI has employed reinforcement learning in the new system. This process allows the AI to learn from trial and error, improving its accuracy by repeatedly working through problems and identifying successful strategies. However, the system remains imperfect and can still make errors. "It’s not going to be perfect," Sidor admitted, "but it’s more likely to provide the right answer by working harder."

The upgraded ChatGPT is now available to ChatGPT Plus and ChatGPT Teams subscribers, as well as developers and businesses seeking to incorporate the technology into their own applications.

In standardized testing, OpenAI reports that its new model outperforms previous versions. On the International Mathematical Olympiad (IMO) qualifying exam, the prior iteration of ChatGPT scored 13%, while OpenAI o1 achieved an impressive 83%. However, experts caution that standardized tests may not fully reflect real-world performance, especially when it comes to tasks like tutoring students.

"There’s a difference between problem-solving and assistance," said Angela Fan, a research scientist at Meta. "New models that reason can solve problems, but that doesn’t necessarily mean they can guide someone through their homework."

Despite its limitations, OpenAI’s latest version of ChatGPT marks a significant leap forward in AI, with the potential to tackle more intricate, real-world challenges across multiple industries.