Generally Intelligent is a pioneering startup focused on advancing artificial intelligence (AI) by addressing the value alignment problem. This problem involves designing AI algorithms that accurately pursue the intended goals of their users, designers, and society at large. The company operates in the AI research and development market, with a particular emphasis on creating AI systems that align with human values and objectives.

The business primarily serves academic institutions, tech companies, and other organizations interested in the ethical and effective deployment of AI technologies. By tackling the value alignment problem, Generally Intelligent aims to ensure that AI systems do not deviate from their intended purposes, which can lead to unintended and potentially harmful consequences.

Generally Intelligent's business model revolves around conducting cutting-edge research and publishing influential papers, such as their recent work presented at NeurIPS. They explore complex AI issues through practical scenarios, like how AI systems interpret and optimize goals based on proxy objectives. Their research has shown that while initial outcomes may be positive, over-optimization can lead to negative results over time.

The company generates revenue through a combination of research grants, partnerships with tech firms, and possibly licensing their innovative AI solutions. By providing valuable insights and advanced AI models, Generally Intelligent positions itself as a leader in the ethical AI space, attracting clients who prioritize responsible AI development.

In summary, Generally Intelligent is dedicated to solving fundamental AI challenges to create more general and human-aligned machine intelligence. Their work is crucial for the future of AI, ensuring that these systems can perform complex tasks while adhering to human values.

Keywords: AI research, value alignment, ethical AI, machine learning, neural networks, computer vision, AI algorithms, tech partnerships, research grants, AI ethics.