apex-pulse
F1 qualifying prediction system that turns free-practice telemetry into calibrated, leakage-aware forecasts of driver performance
What XERJ indexed
Snapshot
The whole repository at commit bb7fd4ad07 (2026-10-27). It is the newest commit on main.
Selected work

“Fix prediction diagnostics and season-aware production readiness”. 18 files, 626 lines in src/f1_prediction, tests, web.
Licence
The repository
LICENSE file checked at the pinned commit; the author agreed to inclusion.
The XERJ corpus
The author agreed by email on 2026-10-27. Same terms as the repository. Answers name the repo, the commit and the file:line.
selected for the XERJ Corpus Hublicence clearedsuggested use: adapt with attribution
backtestingclassificationdata-pipelinef1f1-data-analysisfastapifastf1formula1
Example questions
- How does apex-pulse implement backtesting?
- Where does apex-pulse handle “Fix prediction diagnostics and season-aware production readiness”?
- What does src/f1_prediction do in apex-pulse?
Inside the indexed corpus
- Languages by size: Python 91.8%, TypeScript 8.1%, CSS 0.1%, Dockerfile 0%, JavaScript 0%.
- On GitHub since 2026-06-13, last push 2026-10-27, 67 commits on main.
Licence on GitHub and in the corpus
GitHub reported MIT for matteosgobba/apex-pulse on 2026-10-29, and the LICENSE file at commit bb7fd4ad07 was reviewed as MIT. They match, so answers from this corpus carry the same terms as the live repository.
Contributors
Matteo Sgobba (@matteosgobba) has 1 selected repository on the hub.
Using XERJ with apex-pulse
- Find every place a config key is set in a repo The hub files it under Operations and SRE.
- Ask questions about a GitHub repo without cloning it
- Index a reference library for a coding agent
- ripgrep vs a code index for coding agents: 30 tasks
The prompt
Paste it into your AI agent. It clones matteosgobba/apex-pulse at the pinned commit and indexes it on your machine.
Search the GitHub repository matteosgobba/apex-pulse with XERJ (https://hub.xerj.org/corpus/matteosgobba--apex-pulse). 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/matteosgobba/apex-pulse apex-pulse && git -C apex-pulse checkout bb7fd4ad07b3ef940bef28d15786a5014e6b9cc8 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./apex-pulse --url http://127.0.0.1:9200 --prefix apex-pulse --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.
Related
Matteo SgobbaOperations and SRE corporacognitamisp-galaxyopennyai-legal-nlpaawhan0/ModelDockMrKyaw/Onnx_Rust_Web_Assembly_Triton_Promethus_Grafanaeyadstein/leaklens
Stats: GitHub API, fetched 2026-10-29. Selected work and consent: the XERJ registry.