December 2, 2025Open Access

Foundation Models and the AI Boom: Narrative Momentum vs. Architectural Resilience

View Full Paper

Ask AI

Bookmark

Authors

Discussion

Analysis highlights sustainability risks and reliability issues in foundation model architecture, suggesting a shift to durable infrastructure.

Reliability issues arise from hallucinations and unstable performance in foundation models, leading to risks of eventual model collapse.
The report identifies sustainability risks due to energy-intensive training pipelines that far exceed demonstrated returns and ROI.
Analysis of current AI architecture reveals a fragmented ecosystem lacking shared open standards and strong structural foundations.
Findings imply that focusing on architectural resilience and robust governance may shift the industry towards long-term sustainability.

Guo Xiangyu (2025) studied this question.

View Full Paper

Ask AI

Bookmark

Analysis highlights sustainability risks and reliability issues in foundation model architecture, suggesting a shift to durable infrastructure.