Devonian Systems is developing tools to revolutionize how we discover and apply new ideas, particularly in addressing the global challenges we face today. We're focusing on making AI explainable in ways that align with human work and research, recognizing that current software and data management practices are often difficult to understand, verify, and reproduce. By introducing tools like Cherty, we aim to enhance transparency and improve human-machine collaboration in solving complex problems.