Transformer Architecture & Attention Mechanisms
How self-attention revolutionized NLP and enabled modern large language models, breaking sequential processing bottlenecks.
Algorithmic Bias & Fairness in Automated Decision Systems
Examining historical data contamination, proxy discrimination, and emerging regulatory frameworks for ethical AI deployment.
Embodied AI & Physical Intelligence in Manufacturing
Bridging the gap between digital models and physical world interaction through reinforcement learning and sim-to-real transfer.
Adversarial Machine Learning & Model Hardening
Understanding gradient-based attacks, evasion techniques, and defensive distillation in high-stakes AI deployments.
Protein Folding & Generative Biology with Diffusion Models
How AI-driven structural prediction is accelerating drug discovery and enabling de novo enzyme design.
Reasoning Benchmarks & The Path Toward Artificial General Intelligence
Evaluating current LLM limitations in multi-step reasoning, causal inference, and world-model formation.