Tri-global Solutions Group Inc.

Artificial Intelligence

• Develop, integrate, and deploy algorithms for Multi-Modal and 4D reasoning targeting physical applications.
• Handle the ingestion of large-scale datasets for training, including streaming, online, and continual learning.
• Contribute innovative solutions at the intersection of machine learning, computer vision, and robotics to improve real-world task performance.
• Work closely with robotics and machine learning researchers and engineers to understand theoretical and practical needs.
• Follow best practices producing maintainable code, both for internal use as well as for open-sourcing to the scientific community.
• Contribute to research publications and technical reports.

AI Resident – Learning From Videos

Research Scientist

• Develop chemically grounded hypotheses that guide materials discovery and help clarify which scientific relationships matter most.
• Translate fundamental chemical intuition into scientific inputs, constraints, evaluation criteria, and validation strategies for AI-assisted materials workflows.
• Analyze complex inorganic and functional materials systems to identify structure-property relationships relevant to batteries, fuel cells, and other emissions-free mobility technologies.
• Partner with ML researchers and software engineers to ensure that materials-design tools reflect sound chemical reasoning and are scientifically meaningful.
• Design and assess workflows that connect computational materials modeling, experimental data, literature evidence, and AI-assisted prediction or optimization.
• Evaluate model outputs using domain knowledge, first-principles calculations, experimental data, or other appropriate scientific benchmarks.
• Communicate scientific insights clearly through internal technical discussions, cross-functional collaborations, publications, and presentations.
• Collaborate with colleagues across TRI, Toyota, universities, and national labs to translate emerging materials-discovery methods into useful research capabilities.

Senior Research Scientist

Associate

• Network and take part in industry and VC events, organizations
• Help generate deal-flow and source high-potential target companies
• Meet with and evaluate companies to make recommendations on investing
• Participate in due diligence, competitive analyses, and industry deep dives
• Prepare memos and present potential investments to the Investment Committee
• Support deal negotiations and closings
• Analyze latest industry trends and author market research briefings
• Collaborate with Toyota Ventures platform team to support portfolio companies

VC Associate

General

• Scope the project to align with the core research efforts.
• Be the primary driver of the technical plan (e.g., model development, analysis plan) with regular feedback from mentors.
• Execute the project using TRI resources.
• Present the project’s approach and findings in research meetings.

Energy & Materials Intern – XRD Advanced Analysis

Robotics

• Contribute to the design of novel robotic systems through software development, including control, perception, planning, with classical and learned methods; applying state-of-the-art methods, or creating new ones as needed.
• Enable research into learned models by working with hardware engineers, technicians, and researchers to build and integrate new robotics technologies.
• Work with robotics research scientists toward applying and integrating research toward more robust, perceptive, and scalable systems.
• Design and integrate creative system solutions; combining actuation, structure, and sensing, as well as new mechanisms and sensory for human-scale manipulation and dexterity.

AI Resident – Learning From Videos

Senior Research Scientist

VC Associate

Energy & Materials Intern – XRD Advanced Analysis

Senior Robotics Research Engineer