Deep Dive into AI & ML

Ai Ml

The ASML-Tata Deal: Less About Geopolitics, More About EUV Mask Blank Scarcity

This blueprint analyzes the ASML-Tata Electronics partnership for chip manufacturing in India, moving beyond the geopolitical narrative to focus on the critical bottleneck: EUV mask blank production. It aims to explore the technical and supply chain implications of this joint venture, particularly concerning ASML's proprietary EUV technology and the current global shortage of high-quality mask blanks.
7 min read
The ASML-Tata Deal: Less About Geopolitics, More About EUV Mask Blank Scarcity
Ai Ml

Beyond Page 1: The Real Engineering Cost of Kindle Jailbreaking

This blueprint outlines a deep-dive into the engineering challenges and trade-offs associated with jailbreaking Amazon Kindle devices. It moves beyond the 'how-to' to explore the underlying mechanisms, the fragility of exploits, and the ongoing cat-and-mouse game between Amazon's security team and the hobbyist community. The focus is on the technical debt incurred by users and the hidden effort required to maintain custom firmware.
7 min read
Beyond Page 1: The Real Engineering Cost of Kindle Jailbreaking
Ai Ml

The Mirage of Emergent Capabilities in LLMs: A Case Study in Data Contamination

This post dissects the phenomenon of 'emergent capabilities' in large language models, arguing that many observed phenomena are artifacts of training data contamination rather than genuine algorithmic breakthroughs. It will explore the technical mechanisms by which contamination occurs, present evidence from community benchmarks and academic critiques, and discuss the implications for AI safety and future research.
9 min read
The Mirage of Emergent Capabilities in LLMs: A Case Study in Data Contamination