The Synthetic Intelligence Transition: From Data Curation to Generative Self-Improvement (2024-2025)

1. The Synthetic Data Imperative: Beyond the Data Wall The trajectory of Large Language Model (LLM) development has historically been defined by the aggressive consumption of human-generated data. Scaling laws, Read More …

The Emergence of Autonomic Infrastructure: A Reinforcement Learning Approach to Self-Evolving Systems

Part I: The Foundations of Autonomy This report provides a definitive analysis of Self-Evolving Infrastructure, an emergent operational paradigm where digital systems autonomously mutate their own topologies and configurations using Read More …