Research & Ideas
Exploring the technologies shaping the future of AI.
Refit Gears is an emerging AI technology startup exploring new ideas across artificial intelligence, intelligent agents, generative AI, computer vision, and emerging technologies.
Research areas
Questions we are exploring.
AI is evolving quickly. We use research and experimentation to understand new technologies and where they can create practical value.
AI & Machine Learning
Exploring modern artificial intelligence and machine learning techniques and how they can be applied to practical systems.
AI Agents
Studying autonomous AI systems, tool use, reasoning, orchestration, and the evolving role of agentic workflows.
Generative AI
Exploring large language models, retrieval-based systems, multimodal AI, and new ways of interacting with information.
Computer Vision
Investigating how AI can interpret images and visual information to support intelligent applications.
Research topics
Ideas worth investigating.
These topics represent areas of exploration rather than a list of published academic papers.
How AI agents are changing software systems
Exploring how autonomous AI systems can reason through tasks, use tools, and operate across connected workflows.
Building useful systems around generative models
Examining how models, retrieval, context, and application design can work together to create practical generative AI experiences.
The technologies shaping the next generation of AI
Following emerging models, techniques, and ideas that may influence how intelligent software is built.
Our approach
Research through exploration and experimentation.
We use research to understand what is changing, experimentation to test what works, and engineering to turn useful findings into practical systems.
Explore
Identify emerging ideas, technologies, and questions worth investigating.
Investigate
Study relevant research, technical developments, and practical applications.
Experiment
Test ideas through prototypes, comparisons, and practical experiments.
Share
Turn useful findings into knowledge that can inform future products and systems.
Explore with us
Interested in the future of intelligent technology?
Explore our technology, read our research topics, or start a conversation about an idea you are exploring.