Sakshi Jain
Sakshi Jain'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 @sakshi04-ui 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 semantica corpus
semantica-agi/semantica: Graph-Native Infrastructure for Context and Accountable AI Systems
- Look up how semantica implements ai, ai-governance, artificial-intelligence, with answers cited to file and line.
- Reuse a worked example: the commit “give PathFinder a traversable graph view for path rout…” (3 files · Python).
- Answer from semantica's real Python source instead of memory (AI, prompts and agents).
- How does semantica implement ai?
- What does tests do in semantica?
Search the GitHub repository semantica-agi/semantica with XERJ (https://hub.xerj.org/corpus/semantica-agi--semantica). 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/semantica-agi/semantica semantica && git -C semantica checkout 7f980e6a73e67786d9a92eab8383c8ce56fd0c84 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./semantica --url http://127.0.0.1:9200 --prefix semantica --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 semantica-agi--semantica · AI, prompts and agents
Related corpora: haystack, adalflow, vmDeshpande/Arcon, headroomlabs-ai/headroom
AI search and retrieval with XERJ · Case study: reference coding for agents
Selected work
semantica-agi/semantica
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/sakshi04-ui)
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.