Shanya
Shanya'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 @shanyashi2025 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 vates corpus
shanyashi2025/vates: Python framework, packages and example implementations for actuarial models
- Reuse a worked example: the commit “rebalancer.py: implement `_make_trade_orders_on_best_effort`” (3 files · Python).
- Answer from vates's real Python source instead of memory (API design and specification).
- Where does vates handle “rebalancer.py: implement `_make_trade_orders_on_best_effort`”?
- What does vates do in vates?
Search the GitHub repository shanyashi2025/vates with XERJ (https://hub.xerj.org/corpus/shanyashi2025--vates). 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/shanyashi2025/vates vates && git -C vates checkout b15563ef9264a131a591ebd09620b792da655ed4 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./vates --url http://127.0.0.1:9200 --prefix vates --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 shanyashi2025--vates · API design and specification
Related corpora: graphql-over-http, protovalidate, github-api-description, serverless-workflow-spec
Search an OpenAPI spec from an agent · Case study: reference coding for agents
Selected work
shanyashi2025/vates
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/shanyashi2025)
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.