Business / Research & Trends

What the Scaling Laws Paper Actually Says About Your Next Architecture Decision

Oct 12, 2026Article

In architecture review conversations, the Chinchilla paper (Hoffmann et al., 2022, arXiv:2203.15556) is cited with high frequency and understood with low precision; specifically, t…

cross-industry

Business / Research & Trends

I Implemented the Self-Consistency Paper From Scratch. Here Is Where It Helps and Where It Does Not.

Oct 12, 2026Article

Self-consistency (Wang et al., 2022) is cited in 8,000 papers and used in almost zero production systems I know. I implemented it from scratch on two real tasks. On one it was a 9-…

cross-industry

Business / Research & Trends

From Attention to Inference: Three Papers That Will Reshape Enterprise AI Architecture in 2026

Oct 12, 2026Article

Academic research usually takes years to reach production—but three recent papers have immediate architectural implications for enterprise systems. This digest covers mixture-of-ex…

cross-industry