Akira

Akira

Corpus Hub contributor since 2026-10-28

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.

1corpus
1selected commit
7files
1,632lines
★ 2GitHub stars on repo

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…

Example questions
Paste it into your AI agent. It clones the repo at the pinned commit and indexes it on your machine.
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

GitHub ★ 2

ToppyMicroServices/YOLOZU

7f8989628c feat(inspection): compare part-level acceptance rules (#322)
selected commit: 7 files · 1,632 lines · Python · yolozu, tests, tools

The corpus is the whole repository at the pinned commit, not only the files of the selected commit.

live on the hub · licence clearedcorpus toppymicroservices--yolozuAIApache-2.0computer-visiondepth-estimationinstance-segmentationobject-detectiononnxonnxruntime agreed 2026-10-28
XERJ Corpus Hub contributor badge
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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.