Symbolica AI

Symbolica AI is a research-focused startup building a new foundation for enterprise-scale AI. They believe that current large language models, like ChatGPT, have limitations such as high training costs, complexity, and vulnerability to hallucinations. Their approach focuses on a redesigned learning process that utilizes a cognitive architecture modeled after human experts, leading to more reliable, controllable, and interpretable AI.

Symbolica's research program is centered around three key areas: structured cognition, symbolic reasoning, and reliability. Their models use explicit episodic memory and enable continuous interaction with validators, interpreters, and debuggers. This allows for more accurate outputs, reduced hallucinations, and greater data privacy compared to existing LLMs. Symbolica is headquartered in the Bay Area and London, and they are actively seeking talented individuals to join their team and shape the future of machine learning.

Symbolica is building the next generation of AI, focusing on creating models that are controllable, interpretable, reliable, and secure. They aim to address the limitations of current large language models, such as their high training costs, complexity, difficulty in validation, and susceptibility to hallucinations. By developing a new approach based on structured cognition and symbolic reasoning, Symbolica aims to create models that are more robust and reliable, enabling continuous control and guidance for enhanced confidence in their outputs.

Symbolica fosters a research-driven culture, emphasizing innovation and a deep understanding of machine learning. The company values collaboration and welcomes individuals who are passionate about pushing the boundaries of AI and building the next generation of AI technology. This is reflected in their open communication channels and focus on creating a positive and stimulating work environment.