What skill-creator Teaches Us About Skill Design, and How to Build Orchestration Skills

by 逆瀬川ちゃん

16 min read

Introduction

Hi there! This is Sakasegawa-chan (@gyakuse)!

Today I want to take a deep dive into skill-creator, a skill officially released by Anthropic.

skill-creator is "a skill for making skills," and the structure of the skill itself is actually a treasure trove of best practices for skill design. On top of that, I'll compare it with agentic-bench (introduction article), a skill I previously built for automatic ML model benchmarking, and think about how to design "skills that orchestrate multiple processes."

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Are the Agent Skills You Built Actually Working? I Made skill-auditor

by 逆瀬川ちゃん

14 min read

Introduction

Hi there! This is Sakasegawa-chan (@gyakuse)!

Today I want to take on the "unsolved problem" I left dangling at the end of the previous post: the attention competition problem between skills. When you end up with 10 or 20 skills, are they really firing correctly? Did improving one skill's description silently hurt another one? I built a skill that audits this at the portfolio level automatically: skill-auditor (currently Claude Code only).

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Building a Hiragana ASR: A Clumsy but Cute Speech Recognition Model

by 逆瀬川ちゃん

20 min read

Hi there! This is Sakasegawa-chan (@gyakuse)!

Today I want to share the story of a speech recognition model I built from scratch that outputs only hiragana. Why hiragana instead of mixed kanji-and-kana text, why Whisper didn't work for me, and how combining it with an LLM produces a practical voice dialogue system: I'll walk through the background, the implementation, and the evaluation results in one go.

Watch on YouTube / GitHub / HuggingFace Model / Spaces Demo

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