NikSimDev
NikSimDev'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 @NikSimDev 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 brazier corpus
brazier-tech/brazier: Brazier is a modern C++ MVC framework designed for creating high-performance asynchronous APIs. The framework combines the power of…
- Look up how brazier implements asynchronous-programming, cpp, http, with answers cited to file and line.
- Reuse a worked example: the commit “module structure of https server” (5 files · C++).
- Answer from brazier's real C++ source instead of memory (Networking, protocols and serialisation).
- Where does brazier handle “module structure of https server”?
- How does brazier implement asynchronous-programming?
- What does brazier do in brazier?
Search the GitHub repository brazier-tech/brazier with XERJ (https://hub.xerj.org/corpus/brazier-tech--brazier). 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/brazier-tech/brazier brazier && git -C brazier checkout 8a54876deaffdca3036dd37dbf43b20b292d9d00 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./brazier --url http://127.0.0.1:9200 --prefix brazier --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: LGPL-3.0. Read it for the approach only, do not copy code.
corpus brazier-tech--brazier · Networking, protocols and serialisation
Related corpora: caddy, aiohttp, KytyPS5/KytyPS5, jmuehlig/perf-cpp
Case study: reference coding for agents
Selected work
brazier-tech/brazier
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/NikSimDev)
Included with the author's permission (email, 2026-10-14), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.