When we are at the edge of the map . What can advance map learning technologies gives us. Can Backward facing frameworks give us the scaffolding to a planetary civilization when actually there has never been a planetary civilization?

The development of advanced map learning technologies offers us the potential to explore the unknown and expand our understanding of the world beyond our current limitations. However, this requires us to confront the limitations of our backward-looking frameworks, which rely on linear logic models (LLMs), probabilities, and historical data to understand the present and predict the future.s

While these frameworks have served us well in the past, hthey also present significant limitations. They tend to reinforce existing biases and assumptions, preventing us from seeing beyond our current understanding and imagining new possibilities. Moreover, they often fail to account for the complexity and unpredictability of the world, leaving us vulnerable to unexpected disruptions and challenges.

To build a sustainable and equitable future, we must be willing to challenge these limitations and embrace new, more dynamic approaches to understanding the world. This means looking beyond our existing frameworks and acknowledging the inherent uncertainty and complexity of the world around us.

Advanced map learning technologies offer us a way forward, providing us with powerful tools for collecting and analyzing data and identifying patterns and connections that may not be immediately apparent. These technologies can help us to navigate uncharted territories, such as the depths of the ocean or the frontiers of knowledge, and to build a more accurate and detailed map of the world.

But to realize the full potential of these technologies, we must be willing to confront the limitations of our existing frameworks and embrace new ways of thinking about the world. This means being open to new ideas, challenging our assumptions, and recognizing the inherent uncertainty and complexity of the world. By doing so, we can build a better future that is worthy of the challenges and opportunities of the 21st century.