CONCLUSION: Specialist physiotherapy was not superior to treatment as usual for the primary outcome, the Short Form questionnaire-36 items Physical Functioning domain at 12 months. However, a number of secondary outcome measures favoured specialist physiotherapy at 6 and 12 months. There is a high probability that specialist physiotherapy is cost-effective. →

«`html Now It’s Claude’s World: How Anthropic Overtook OpenAI in the Enterprise AI Race The tides have turned in the enterprise AI landscape. According to Menlo Ventures’ 2025 “Mid-Year LLM Market Update,” Anthropic’s Claude has overtaken OpenAI as the leading language model provider for enterprise, now capturing 32% of market share compared to OpenAI’s 25%—a… →
7 Essential Layers for Building Real-World AI Agents in 2025: A Comprehensive Framework 7 Essential Layers for Building Real-World AI Agents in 2025: A Comprehensive Framework Building an intelligent agent goes far beyond clever prompt engineering for language models. To create real-world, autonomous AI systems that can think, reason, act, and learn, you need to… →
ByteDance Introduces Seed-Prover: An Advanced Formal Reasoning System for Automated Mathematical Theorem Proving Understanding the Target Audience The target audience for ByteDance’s Seed-Prover includes academic researchers, mathematicians, AI developers, and business professionals engaged in mathematical modeling or algorithm development. These individuals typically share the following characteristics: Pain Points: Difficulty in verifying the correctness of mathematical… →
«`html Tutorial: Exploring SHAP-IQ Visualizations In this tutorial, we’ll explore a range of SHAP-IQ visualizations that provide insights into how a machine learning model arrives at its predictions. These visuals help break down complex model behavior into interpretable components—revealing both the individual and interactive contributions of features to a specific prediction. Installing the Dependencies To… →
«`html A Technical Roadmap to Context Engineering in LLMs: Mechanisms, Benchmarks, and Open Challenges Estimated reading time: 4 minutes Table of contents What Is Context Engineering? Taxonomy of Context Engineering Key Insights and Research Gaps Applications and Impact Future Directions What Is Context Engineering? Context Engineering is defined as the science and engineering of organizing,… →
CONCLUSIONS: No reduction of inappropriateness was found although overall usage was reduced. Professionals focused on implementing alternatives to compensate for usage, rather than prescribing quality. Future studies may focus on changing physicians’ prescribing behaviors in combination with multicomponent and multidisciplinary psychosocial alternatives. →

«`html The Ultimate Guide to CPUs, GPUs, NPUs, and TPUs for AI/ML: Performance, Use Cases, and Key Differences Understanding the Target Audience The target audience for this guide includes technology and business professionals, including data scientists, machine learning engineers, IT managers, and business leaders interested in AI and machine learning hardware. Their pain points often… →
«`html Understanding the Target Audience The target audience for building an end-to-end object tracking and analytics system with Roboflow Supervision includes data scientists, machine learning engineers, and business analysts. These professionals are typically involved in projects that require advanced video analysis and object tracking capabilities. Pain Points: The audience often struggles with integrating various components… →