Noos - Where Thought, Code, and Craft Converge

GitHub Actions Won't Charge You (Probably)

4 minute read Published: 2025-12-16

Breaking down GitHub's 2026 pricing changes for Actions—what's free, what's changing, and what it means for your projects.

Hieratic Prompt Compression: Ambitious Prototype or Superpower?

9 minute read Published: 2025-11-16

A proposal-style exploration of a rule-based, structure-aware prompt compression engine for Tokuin—and a call for expert feedback.

Tokuin: Token Intelligence for LLM Developers

4 minute read Published: 2025-11-07

A look at Tokuin, a ground-up token analysis and load-testing CLI for LLM prompts, why it exists, what it offers today, and where it's headed next.

mock: Build APIs with Shell Scripts, Not Frameworks

2 minute read Published: 2025-11-05

mock is a lightweight API framework that lets you build endpoints using shell scripts—perfect for prototyping, testing, and quick integrations.

Java vs Rust: A ROUGE-L Performance Comparison

5 minute read Published: 2025-11-02

Comparing ROUGE-L implementations in Java and Rust: same algorithm, same results, dramatically different performance. What I learned from this fun experiment.