Muhammad Dicky Isra
Muhammad Dicky Isra'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 @DaDecky 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 codex-transcribe corpus
DaDecky/codex-transcribe: Standalone Go transcription proxy using Codex ChatGPT authentication
- Reuse a worked example: the commit “Add Test All connection testing and multi-account upstream failover” (6 files · Go).
- Answer from codex-transcribe's real Go source instead of memory (Networking, protocols and serialisation).
- Where does codex-transcribe handle “Add Test All connection testing and multi-account upstream failover”?
Search the GitHub repository DaDecky/codex-transcribe with XERJ (https://hub.xerj.org/corpus/dadecky--codex-transcribe). 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/DaDecky/codex-transcribe codex-transcribe && git -C codex-transcribe checkout 2a7f9e3d96f693d86558196f4da7db055cc517a4 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./codex-transcribe --url http://127.0.0.1:9200 --prefix codex-transcribe --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 dadecky--codex-transcribe · Networking, protocols and serialisation
Related corpora: fory, enet, nginx, brpc
Case study: reference coding for agents
Selected work
DaDecky/codex-transcribe
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/DaDecky)
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.