Guillaume PUTIER
Guillaume PUTIER'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 @gputier 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 Strata corpus
Niko1221/Strata: Qwen3.8-Flash-Next on any consumer hardware: one-click install for Windows / Linux. Strata inference engine, OpenAI/Anthropic API on…
- Reuse a worked example: the commit “faster grouped and per-hit Q2_0 expert kernels, bitwise iden…” (3 files · C++, CUDA).
- Answer from Strata's real C++ source instead of memory (AI, prompts and agents).
- What does src/kernels do in Strata?
Search the GitHub repository Niko1221/Strata with XERJ (https://hub.xerj.org/corpus/niko1221--strata). 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/Niko1221/Strata Strata && git -C Strata checkout e155b07b9e0545d60d0b4c3e092c16874085d237 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./Strata --url http://127.0.0.1:9200 --prefix strata --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 niko1221--strata · AI, prompts and agents
Related corpora: autogen, gemini-cookbook, ell, jsonformer
AI search and retrieval with XERJ · Case study: reference coding for agents
Selected work
Niko1221/Strata
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/gputier)
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.