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Aily Labs and Mila Join Forces

In a groundbreaking development for AI decision-making, Aily Labs GmbH has partnered with Mila, the Quebec Artificial Intelligence Institute, to embark on two pioneering research initiatives focused on revolutionizing decision intelligence. This collaboration, announced on December 17, 2024, aims to leverage large language models (LLMs) to build domain-specific knowledge graphs and enhance the self-assessment capabilities of AI systems.

What This Partnership Entails

The first of the two initiatives seeks to establish the framework for reasoning-augmented generation (RAG) systems that will empower LLMs with enhanced reasoning abilities. This improvement is particularly crucial for complex business applications, including competitive analysis, merger and acquisition assessments, and the formulation of business strategies.

The second initiative aims to bolster the reliability of LLMs in decision-making scenarios, utilizing algorithms that empower these models to self-evaluate their confidence in the recommendations provided. When faced with uncertainty, these algorithms will allow the LLMs to autonomously gather supplementary information, thereby promoting informed decision-making practices.

Knowledge graphs are essential for aiding computers in comprehending and organizing intricate data. By representing information as interconnected points, they facilitate the identification and analysis of relationships among diverse datasets, such as company products, employee roles, and competitive metrics. This advanced mapping enables businesses to gain profound insights and a clearer understanding of their multifaceted environments.

Visionary Statements

Adam Elwood, Head of Research and Development at Aily Labs, expressed enthusiasm about the collaboration, emphasizing that it represents a significant advancement in agentive AI tailored to meet the demands of international enterprises. He remarked, "Aily's AI Agents already assist global companies in navigating intricate decisions with personalized insights. By combining our AI expertise with Mila's research on knowledge graphs, we are setting a new benchmark in enterprise decision intelligence."

Dr. Bang Liu, an Associate Academic Member at Mila, emphasized the importance of making research outcomes and development code accessible to the broader scientific community, reaffirming their commitment to the principles of open science: "I look forward to leveraging Mila's expertise to contribute to this project, ensuring that the results benefit researchers globally."

Adding to this, Dr. Sarath Chandar, a Core Academic Member at Mila, highlighted the significance of enhancing AI reliability in business contexts. He stated, "As LLMs become more prevalent in business environments, improving their precision is vital for cultivating trust in AI systems."

Open Science Commitment

Both projects are dedicated to promoting open science; research results and development code will be shared publicly with the research community through a dedicated repository, encouraging collaborative progress across academia and industry.

About Aily Labs and Mila

Founded in 2020, Aily Labs specializes in transforming business needs into practical AI solutions. Their user-friendly application integrates AI capabilities to facilitate expansive digital transformation for large organizations. In contrast, Mila, headed by Professor Yoshua Bengio, boasts a strong lineage in deep learning research, training specialists in various advanced AI fields and exemplifying international excellence in scientific innovation.

This partnership positions both organizations at the forefront of pushing the boundaries of AI, promising a significant impact on the evolution of decision intelligence and the overall efficacy of AI systems used in corporate environments.

For more information on Aily Labs, visit ailylabs.com. To learn more about Mila, explore mila.quebec.