Uzu013ai 2021 Link May 2026

Title: The Silent Tipping Point: Why 2021 Was the Year AI Woke Up

Safety Systems: Equipped with collision detection, an active bonnet for pedestrian safety, and a fire extinguisher. uzu013ai 2021

2. Historical Context and Motivation

2.1 From Supervised Dominance to Data‑Efficient AI

For a decade, the AI field was dominated by the “big‑data‑big‑model” paradigm. The success of models such as ResNet (2015), BERT (2018), and GPT‑3 (2020) relied heavily on massive curated datasets and compute resources. While this yielded impressive performance gains, it also exposed several systemic issues: Title: The Silent Tipping Point: Why 2021 Was

The year 2021 marked a significant shift in AI infrastructure, with many organizations focusing on: an active bonnet for pedestrian safety