LinkedIn reduces AI training time by up to 65%

LinkedIn has significantly improved its AI recommendation system, reducing training time by up to 65%. The new system uses a more advanced model that considers user behavior over a longer period. This change required updates to the company's data pipeline and computing infrastructure.

Amazon SageMaker was used to train Azerbaijani language models. The project involved developing a custom tokenizer, continued pre-training, and supervised fine-tuning. The goal was to create a conversational assistant that can understand and respond in Azerbaijani.

AI adoption in the US has grown, with over 30% of the working-age population using AI. However, adoption rates vary significantly across regions and industries. Metropolitan areas have a higher adoption rate compared to rural areas.

The UK's cyberspying chief, Anne Keast-Butler, warned that AI is an 'unstoppable force' that can be used for malicious purposes. She emphasized the need for increased investment in cybersecurity and international cooperation.

A new study examines how global trade affects the distribution of gains from AI. The study finds that countries with lower AI adoption rates may benefit from cheaper imports of AI-intensive goods but may also lose out on AI-driven productivity growth.

Co-founder of Oceans, Joshua Rahn, notes that many companies are investing heavily in AI research and development, and that AI will become ubiquitous in the next few years. Career experts warn that working overtime is not a guarantee of job security in the age of AI.

Penn Medicine has partnered with K Health to deploy AI clinical agents across its electronic health record system. The goal is to improve patient outcomes and reduce healthcare costs. The BEYOND Expo 2026 in Macao showcases the latest AI products and technologies.

Hugging Face and Scale AI are also making significant contributions to the AI landscape, with Hugging Face providing open-source tools like PyTorch and Transformers, and Scale AI providing data annotation and labeling services.

Key Takeaways

• LinkedIn improved its AI recommendation system, reducing training time by up to 65%. • Amazon SageMaker was used to train Azerbaijani language models. • AI adoption in the US has grown, with over 30% of the working-age population using AI. • The UK's cyberspying chief warned that AI is an 'unstoppable force' that can be used for malicious purposes. • A new study examines how global trade affects the distribution of gains from AI. • Oceans co-founder Joshua Rahn notes that many companies are investing heavily in AI research and development. • Penn Medicine partnered with K Health to deploy AI clinical agents. • Hugging Face provides open-source tools like PyTorch and Transformers. • Scale AI provides data annotation and labeling services. • The BEYOND Expo 2026 showcases the latest AI products and technologies.

LinkedIn Speeds Up AI Recommendations

LinkedIn improved its AI recommendation system, reducing training time by up to 65%. The new system uses a more advanced model that considers user behavior over a longer period. This change required significant updates to the company's data pipeline and computing infrastructure. The improvements include a custom C++ loader, advanced kernels, and optimized metrics calculation. These changes enable LinkedIn to provide more personalized recommendations to users.

Azerbaijani Language Models Trained on Amazon SageMaker

Amazon SageMaker was used to train Azerbaijani language models. The project involved three stages: developing a custom tokenizer, continued pre-training, and supervised fine-tuning. The goal was to create a conversational assistant that can understand and respond in Azerbaijani. The team used open-source tools like PyTorch and Hugging Face Transformers to build the models.

US AI Adoption Grows but Remains Uneven

AI adoption in the US has grown, with over 30% of the working-age population using AI. However, the adoption rate varies significantly across different regions and industries. Metropolitan areas have a higher adoption rate compared to rural areas. The report highlights the need for increased investment in AI education and training.

UK Cyberspying Chief Warns About AI Threats

Global Trade and AI Gains

Current State of AI Investments

The co-founder of Oceans, Joshua Rahn, discusses the current state of AI investments. He notes that many companies are investing heavily in AI research and development, and that AI will become ubiquitous in the next few years.

Overtime Not a Guarantee of Job Security

Career experts warn that working overtime is not a guarantee of job security in the age of AI. They advise employees to prioritize their well-being and not overwork themselves.

Penn Medicine Partners with K Health

Penn Medicine has partnered with K Health to deploy AI clinical agents across its electronic health record system. The goal is to improve patient outcomes and reduce healthcare costs.

BEYOND Expo 2026 Showcases AI Products

The BEYOND Expo 2026 in Macao showcases the latest AI products and technologies. The event highlights the growing commercialization of AI in various industries.

Hiring AI Engineers Changed Everything

A founder shares their experience of trying to DIY their AI strategy and then hiring an AI engineer. They emphasize the importance of having a dedicated AI expert to scale AI adoption.