Mohd shubair 🌱
1.8K posts

Mohd shubair 🌱
@Shubair313
shipping and building only the way to get in


Really liked the inference optimization section from Thinking Machines. Instead of treating voice inference like normal transactional LLM serving, they redesigned the stack around continuous low-latency interaction. The interesting part was how they optimized for tiny ~200ms chunks while maintaining conversational state across the entire stream instead of repeatedly doing expensive prefills and decodes. That’s a very different serving problem compared to standard chatbots. You can’t afford to rebuild context every turn because the latency budget is way too tight for natural conversation. They are pushing inference infra toward persistent stateful streaming systems instead of stateless request-response inference.

In continuation of its press release dated 10 May 2026, the National Testing Agency wishes to inform candidates, parents, and members of the public of the following decisions taken in respect of NEET (UG) 2026. NTA had, on 8 May 2026, referred the matters then under consideration to the central agencies for independent verification and necessary action, consistent with its standing commitment to the fair, secure, and credible conduct of the national examinations entrusted to it. 1. On the basis of the inputs subsequently examined by NTA in coordination with the central agencies, and the investigative findings shared by the law enforcement agencies and in order to ensure that there is transparency in the system, the National Testing Agency, with the approval of the Government of India, has decided to cancel the NEET (UG) 2026 examination conducted on 3 May 2026, and to re-conduct the examination on dates that will be notified separately. The inputs received by NTA, taken together with the findings shared by the law enforcement agencies, established that the present examination process could not be allowed to stand. The re-conducted examination dates, along with the re-issued admit-card schedule, will be communicated through the official channels of the Agency in the coming days. 2. The Government of India has further decided to refer the matter to the Central Bureau of Investigation for a comprehensive inquiry into the allegations therein. NTA will extend full cooperation to the Bureau and will provide all materials, records, and assistance the inquiry requires. 3. This decision has been taken in the interest of students and in recognition of the trust on which the national examination system rests. The Agency is conscious that re-conduct will cause real and significant inconvenience to candidates and their families. NTA does not take that consequence lightly. The decision has been taken because the alternative would have caused greater and more lasting damage to that trust. 4. The registration data, candidature, and examination centres opted for in the May 2026 cycle will be carried forward to the re-conducted examination. No fresh registration will be required, and no additional examination fee will be levied. In addition, fees already paid, will be refunded to the students and the exam will be re-conducted using NTA’s internal resources. 5. Further communications, including the re-conducted examination dates and the re-issued admit-card schedule, will be issued through the official channels of the Agency. Candidates and parents are requested to rely only on these official channels and to disregard unverified reports circulating on social media. Helpline: neet-ug@nta.ac.in | 011-40759000 / 011-69227700





The PM of the country as usual putting citizens on the spot. As if its our choice to WFH or WFO If you feel the country needs to save fuel, just mandate WFH.









I'm delighted that @coursera and @udemy have come together as one company to serve learners. Both Coursera and Udemy were founded with the belief that access to high-quality education changes lives. Over the years, both companies have advanced this goal, creating opportunities for individuals, organizations, and communities around the world. That role is even more important now, as AI is changing the nature of work and increasing the need for continuous learning. Helping people build job-relevant skills will be critical to how we create a better world. By combining the strengths of both companies, we can better serve this need. We bring together a broader range of learning content, trusted instructors and educators, and engaging learning experiences. This creates new opportunities to make learning more personalized, more applied, and more accessible at scale. I’m excited to serve as Chairman of the combined company, working alongside Greg Hart and the leadership team. There is a strong foundation in both organizations, and I look forward to what the teams will build together to expand access opportunity globally. Learn more: blog.coursera.org/coursera-and-u…
















