Helyton Ronchi
Helyton Ronchi '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 @deegpnini 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 ARCTURUS_CLIMATIK corpus
deegpnini/ARCTURUS_CLIMATIK: Experimental flood-level forecasting research (LightGBM, Santa Catarina). Not an official warning system
- Reuse a worked example: the commit “insight.py + insight_parte2.py + patch ana_auth (paths relativo…” (4 files · Python).
- Answer from ARCTURUS_CLIMATIK's real Python source instead of memory (API design and specification).
- What does src/relatorios do in ARCTURUS_CLIMATIK?
Search the GitHub repository deegpnini/ARCTURUS_CLIMATIK with XERJ (https://hub.xerj.org/corpus/deegpnini--arcturus-climatik). 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/deegpnini/ARCTURUS_CLIMATIK ARCTURUS_CLIMATIK && git -C ARCTURUS_CLIMATIK checkout 84eef6b816c85d837e958a4aaf1be983bb894e5e 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./ARCTURUS_CLIMATIK --url http://127.0.0.1:9200 --prefix arcturus-climatik --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 deegpnini--arcturus-climatik · API design and specification
Related corpora: oasdiff, protovalidate, kubernetes-community, openapi-spec
Search an OpenAPI spec from an agent · Case study: reference coding for agents
Selected work
deegpnini/ARCTURUS_CLIMATIK
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/deegpnini)
Included with the author's permission (email, 2026-10-22), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.