Akira
Akira'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 @thinksyncs 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 YOLOZU corpus
ToppyMicroServices/YOLOZU: ToppyMicroServices commercial product, provided free of charge, for validating and fairly evaluating existing vision predictions through a…
- Look up how YOLOZU implements computer-vision, depth-estimation, instance-segmentation, with answers cited to file and line.
- Reuse a worked example: the commit “compare part-level acceptance rules” (7 files · Python).
- Answer from YOLOZU's real Python source instead of memory (AI, prompts and agents).
- Where does YOLOZU handle “compare part-level acceptance rules”?
- How does YOLOZU implement computer-vision?
- What does yolozu do in YOLOZU?
Search the GitHub repository ToppyMicroServices/YOLOZU with XERJ (https://hub.xerj.org/corpus/toppymicroservices--yolozu). 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/ToppyMicroServices/YOLOZU YOLOZU && git -C YOLOZU checkout 7f8989628c8072361ed031d580643a8f3749d50e 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./YOLOZU --url http://127.0.0.1:9200 --prefix yolozu --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: Apache-2.0. Keep the copyright notice and credit the authors.
corpus toppymicroservices--yolozu · AI, prompts and agents
Related corpora: deepeval, ann-benchmarks, MrKyaw/Vehicle-Inspection-System-Cross-Platform-Models-, Pwatermelon/hot-dog-alerter
AI search and retrieval with XERJ · Case study: reference coding for agents
Selected work
ToppyMicroServices/YOLOZU
The corpus is the whole repository at the pinned commit, not only the files of the selected commit.
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/thinksyncs)
Included with the author's permission (email, 2026-10-28), under each repository's own licence, with attribution. Own more repositories? Sign in with GitHub and add them. Want something removed? Reply to the email, withdraw it on /add, or open an issue on xerj-org/xerj.