Micky Yang
Micky Yang's work was selected for the XERJ Corpus Hub, the open reference memory AI coding agents search before they write code. When an agent meets the same problem, it gets this implementation back as a worked example, with the author and the repository attached.
Totals across every corpus @mickyyang-1407 appears in; a commit selected for two corpora counts once. Files and lines count the selected commits; each corpus indexes the whole repository at its pinned commit.
What an agent can do with the utuvo-type corpus
mickyyang-1407/utuvo-type: Free, open-source voice typing: an orb keyboard for iPhone and Android, and a local-first menu bar app for Mac (on-device Qwen3-ASR).…
- Look up how utuvo-type implements dictation, liquid-glass, macos, with answers cited to file and line.
- Reuse a worked example: the commit “Sentence-ending punctuation by meaning; Android 0.2.1 continuous dict…” (36 files · Kotlin, Swift).
- Answer from utuvo-type's real Kotlin source instead of memory (Web and frontend platform).
- How does utuvo-type implement dictation?
- What does android do in utuvo-type?
Search the GitHub repository mickyyang-1407/utuvo-type with XERJ (https://hub.xerj.org/corpus/mickyyang-1407--utuvo-type). Run these in a shell, in order, and check each result before the next: 1. xerj --help (success: it prints usage). If xerj is missing: curl -fsSL https://xerj.org/get | sh 2. git clone https://github.com/mickyyang-1407/utuvo-type utuvo-type && git -C utuvo-type checkout 2bafa0485b745fedddade287f85c8e7252d86dfa 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./utuvo-type --url http://127.0.0.1:9200 --prefix utuvo-type --progress plain 5. xerj autoindex map --url http://127.0.0.1:9200 Then answer my question from the indexed files and cite the ax_path of every hit. Query syntax: https://xerj.org/llms.txt Licence: MIT. Keep the copyright notice and credit the authors.
corpus mickyyang-1407--utuvo-type · Web and frontend platform
Related corpora: swift-evolution, swift-book, Zheruel/pressay-macos, MSKazemi/yazses
Case study: reference coding for agents
Selected work
mickyyang-1407/utuvo-type
The corpus is the whole repository at the pinned commit, not only the files of the selected commit.
Not installable yet: this corpus is not in the hub registry until its licence review passes, so xerj corpus add and xerj ask cannot fetch it. It becomes installable when this card says live in the hub.
Sign in with GitHub or Hugging Face to see more: every selected commit in full (commit date, every folder, licence review state, pin) and the pack builds of each corpus.
[](https://hub.xerj.org/contributors/mickyyang-1407)
Included with the author's permission (email, 2026-10-24), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.