Markdown is essential for text generation and large language models (LLMs) in training and inference because it can provide structured, semantic, human, and machine-readable input. Likewise, Markdown facilitates chunking and structuring input data for better…

Estimating time requirements for tasks, both critical and mundane, remains a challenge in engineering, business, and everyday communication. Existing models fail due to inherent unpredictability and inconsistencies in human estimation. This document introduces…