Noos - Where Thought, Code, and Craft Converge

GitHub Actions pricing 2026: What's free, what changed, and how to avoid charges. Complete breakdown of GitHub Actions costs for public and private repositories.

Exploring rule-based prompt compression for LLMs: structure-aware compression that reduces tokens by 66% without losing semantic meaning. A technical proposal for Tokuin.

Tokuin: A Rust CLI for LLM token counting, cost estimation, and load testing. Analyze prompts, compare models, and test APIs with reliable token intelligence.

Build REST APIs with shell scripts using mock framework. Lightweight API prototyping without heavy frameworks—perfect for testing, mocking, and quick integrations.

Java vs Rust performance benchmark: ROUGE-L implementation comparison shows dramatic speed differences. Same algorithm, same results, wildly different execution times.