Aitonos
Aitonos'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 @Aitonos 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 signalk-pypilot-newui corpus
Aitonos/signalk-pypilot-newui: PyPilot New-UI + SK Paths - modern touch-first webapp for pypilot autopilot plus every pypilot value (gains, servo, calibration, tack…
- Reuse a worked example: the commit “Rev508: stuck pilot recovery + steer alarms (sea trial 2026-10-18)” (10 files · TypeScript, JavaScript).
- Answer from signalk-pypilot-newui's real TypeScript source instead of memory (Web and frontend platform).
- Where does signalk-pypilot-newui handle “Rev508: stuck pilot recovery + steer alarms (sea trial 2026-10-18)”?
- What does src do in signalk-pypilot-newui?
Search the GitHub repository Aitonos/signalk-pypilot-newui with XERJ (https://hub.xerj.org/corpus/aitonos--signalk-pypilot-newui). 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/Aitonos/signalk-pypilot-newui signalk-pypilot-newui && git -C signalk-pypilot-newui checkout 3b41ada21686e48c1ea2436be7bbadd94c1ce6e6 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./signalk-pypilot-newui --url http://127.0.0.1:9200 --prefix signalk-pypilot-newui --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: AGPL-3.0. Read it for the approach only, do not copy code.
corpus aitonos--signalk-pypilot-newui · Web and frontend platform
Related corpora: mdn-browser-compat-data, aria-practices, style-dictionary, clipboard-apis
Case study: reference coding for agents
Selected work
Aitonos/signalk-pypilot-newui
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/Aitonos)
Included with the author's permission (email, 2026-10-20), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.