MY DIARY
Documenting my daily learning journey to explore, grow & inspire
Data Diversity: Catching Repetition in Synthetic Datasets
A thousand generated examples can still repeat the same answer. Here is a small Python check for repeated phrasing, and how to read the result without confusing it with scenario coverage.
The Token Tax: Why Your AI Feature Costs More Than You Think
Prototyping with LLMs is deceptively cheap. Production with LLMs is deceptively expensive. This short article is to share how token tax catches teams off guard and how to architect around it.
Message Ordering in Chat Applications
Message ordering is a fundamental aspect of any chat application. Learn about the challenges and approaches to implementing reliable message ordering.
Bun Commands Cheat Sheet
Commonly use Bun commands for project initialization, package management, running scripts, testing, and bundling.
The Sri Lankan IT Entry-Level Job Market Analysis (2022-2025)
Analysis of the Sri Lankan IT entry-level job market crisis, examining the 67% reduction in opportunities, skills gaps, salary stagnation, and AI-driven automation impacts.
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