Talha Malik
Talha Malik'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 @tmalik258 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 duskie corpus
tmalik258/duskie: tmalik258/duskie (Rust)
- Reuse a worked example: the commit “add voice and AI settings controls” (70 files · TypeScript, Rust).
- Answer from duskie's real TypeScript source instead of memory (API design and specification).
- Where does duskie handle “add voice and AI settings controls”?
- What does apps/desktop do in duskie?
Search the GitHub repository tmalik258/duskie with XERJ (https://hub.xerj.org/corpus/tmalik258--duskie). 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/tmalik258/duskie duskie && git -C duskie checkout 8c77a7e238867e15e4b3eac239602647d305247c 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./duskie --url http://127.0.0.1:9200 --prefix duskie --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 tmalik258--duskie · API design and specification
Related corpora: zalando-restful-api-guidelines, digitalocean-openapi, openapi-moonwalk, siren-hypermedia
Search an OpenAPI spec from an agent · Case study: reference coding for agents
Selected work
tmalik258/duskie
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/tmalik258)
Included with the author's permission (email, 2026-10-21), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.