sais4ran
sais4ran'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 @saisaran-m 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 bumblebee corpus
saisaran-m/bumblebee: an android app for communicate using chat and share photos, and send emergency SOS beacons without internet, SIM card, or Wi-Fi routers
- Reuse a worked example: the commit “implement improvement plan audit, receiver deduplication, failu…” (5 files · Kotlin).
- Answer from bumblebee's real Kotlin source instead of memory (Networking, protocols and serialisation).
- What does app/src do in bumblebee?
Search the GitHub repository saisaran-m/bumblebee with XERJ (https://hub.xerj.org/corpus/saisaran-m--bumblebee). 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/saisaran-m/bumblebee bumblebee && git -C bumblebee checkout 0e28027831516799941734df5d4ffbff772bc9f4 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./bumblebee --url http://127.0.0.1:9200 --prefix bumblebee --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 saisaran-m--bumblebee · Networking, protocols and serialisation
Related corpora: bebop, fory, protobuf, avro
Case study: reference coding for agents
Selected work
saisaran-m/bumblebee
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/saisaran-m)
Included with the author's permission (email, 2026-10-19), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.