Dennis K
Dennis K'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 @aziaya 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 piihush corpus
aziaya/piihush: Fast PII and secret masking for RAG and LLM pipelines. piihush is a Rust extension for Python that removes sensitive data from your text…
- Reuse a worked example: the commit “Add Python bindings and test suite” (4 files · Python, Rust).
- Answer from piihush's real Python source instead of memory (AI, prompts and agents).
- Where does piihush handle “Add Python bindings and test suite”?
- What does tests do in piihush?
Search the GitHub repository aziaya/piihush with XERJ (https://hub.xerj.org/corpus/aziaya--piihush). 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/aziaya/piihush piihush && git -C piihush checkout e7125e6c6d7b7e8bb7272ab0dc5d7b86e67c318f 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./piihush --url http://127.0.0.1:9200 --prefix piihush --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 aziaya--piihush · AI, prompts and agents
Related corpora: dspy, awesome-ai-system-prompts, kotaemon, vectra-core
AI search and retrieval with XERJ · Case study: reference coding for agents
Selected work
aziaya/piihush
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/aziaya)
Included with the author's permission (email, 2026-11-02), 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.