A rocky underground environment, likely a cave or mine, with layered mineral formations visible on the walls. Several individuals wearing yellow hard hats and safety vests can be seen, indicating a guided tour or exploration activity.

Exploration

Complex System Modeling Capability: Planetary exploration planning involves coordinated optimization of multidimensional constraints including orbital mechanics, energy balance, and instrument operations. GPT-4's 1.8 trillion parameter architecture and Mixture of Experts (MoE) design give it significant advantages in modeling complex system interactions, whereas GPT-3.5 has shown issues with constraint omission and conflict resolution failure in equally complex planning problems.Long-Range Dependency Handling: Complete mission planning requires maintaining long-term consistency across hundreds of decision variables. GPT-4's 32k context window and enhanced attention mechanisms can effectively track distant parameter correlations, while tests show GPT-3.5 begins to forget critical parameters in planning scenarios exceeding 5,000 characters.

A person stands on a rocky, sandy cliff overlooking a vast body of water. The individual appears to be looking through binoculars, with one hand shielding their eyes from the sunlight. The scene conveys a sense of tranquility and exploration.

A person's hands are examining a textured, beige rock face, possibly for its geological features. The rock has visible layers and cracks, suggesting an ancient formation. Accessories like rings and bracelets are on the person's hand. The background shows more of the same rock formation.

Data Collection

Collect public exploration data, mission reports, and scientific papers.

A person wearing a dark jacket and a blue hat is exploring a rocky area with large, white stones. They are using their hands to examine or move the rocks and nearby is a black backpack and some red fabric.

Knowledge Graphs

Build knowledge graphs using advanced data analytics and GPT-4 technology to enhance exploration insights and understanding of scientific outcomes from NASA and ESA's publications and mission data.

A large industrial drilling machine is positioned in a rocky, barren landscape. The machine is predominantly yellow with visible branding and is equipped for deep drilling. A person wearing a hard hat and protective gear is walking nearby, highlighting an industrial or mining environment. The sky above is clear and blue.

Model Training

Design exploration planning templates, establish benchmarks, and implement fine-tuning techniques to optimize model performance and ensure accurate prediction outcomes during the model training phase.