| --- |
| pretty_name: InfraBench |
| license: apache-2.0 |
| task_categories: |
| - other |
| tags: |
| - agents |
| - infrastructure |
| - benchmark |
| - systems |
| - HotInfra |
| - evaluation |
| size_categories: |
| - n<1K |
| language: |
| - en |
| --- |
| |
| <!-- Machine-readable backlink (not shown in card UI): Medium essay https://medium.com/@gaoy31/your-ai-agent-passed-swe-bench-it-would-still-take-down-production-f1235315f112 --> |
|
|
|
|
| # InfraBench |
|
|
| **InfraBench** evaluates AI agents on realistic infrastructure incidents across the full stack (L1 hardware → L4 applications) and the operational lifecycle — durability, invariants, cleanup, and risk — not just binary pass/fail. |
|
|
| - **Website / leaderboard:** [https://infraben.ch](https://infraben.ch) |
| - **Paper (PDF):** [Beyond Pass/Fail: Evaluating Infrastructure Agents Across Layers, Lifecycle, and Risk](https://hotinfra.org/2026/papers/hotinfra26-final71.pdf) · HotInfra '26 (co-located with ISCA '26) |
| - **GitHub:** [XuanmiaoG/InfraBench](https://github.com/XuanmiaoG/InfraBench) |
|
|
| > There is **no arXiv id** for this paper yet. The canonical PDF is hosted by HotInfra: |
| > `https://hotinfra.org/2026/papers/hotinfra26-final71.pdf` |
|
|
| ## What's in this dataset |
|
|
| Public task packages (instruction, environment, verifier layout) mirrored from the open InfraBench repository: |
|
|
| | Task | Layer | Difficulty | Backend | |
| |------|:-----:|:----------:|---------| |
| | `hello-world` | — | Easy | Docker | |
| | `ipmi-node-power-recovery` | L1 | Easy | BM Cluster | |
| | `cassandra-nic-split-brain` | L2 | Medium | BM Cluster | |
| | `cassandra-dead-node-removal` | L3 | Medium | BM Cluster | |
| | `vm-ceph-bootstrap` | L3 | Hard | VM cluster | |
| | `db-wal-recovery` | L4 | Hard | Container | |
|
|
| Also included: |
|
|
| - `paper/hotinfra26-final71.pdf` — HotInfra '26 paper PDF |
| - `docs/assets/` — README figures |
| - `CONTRIBUTING.md` / `AGENTS.md` — task authoring notes |
| - `LICENSE` — Apache-2.0 |
|
|
| ## Not included |
|
|
| The closed evaluation runtime (**Syscraft**) is **not** published here. Treat these packages as layout + verifier references until a public runner ships. |
|
|
| ## Task package shape |
|
|
| ``` |
| my-task/ |
| ├── task.toml # env, resources, difficulty |
| ├── instruction.md # what the agent sees |
| ├── environment/ # Dockerfile —or— setup.sh + bootstrap.sh |
| ├── solution/ # optional reference solve.sh |
| └── tests/ # verifier → /logs/verifier/reward.{txt,json} |
| ``` |
|
|
| ## Citation |
|
|
| ```bibtex |
| @inproceedings{gao2026infrabench, |
| title = {Beyond Pass/Fail: Evaluating Infrastructure Agents Across Layers, Lifecycle, and Risk}, |
| author = {Gao, Yuan and Yang, Zeren and Li, Junnan and Zhong, Shawn (Wanxiang) and Dajani, Ahmed and Zheng, Mai and Arpaci-Dusseau, Andrea and Arpaci-Dusseau, Remzi}, |
| booktitle = {Workshop on Hot Topics in System Infrastructure (HotInfra)}, |
| year = {2026}, |
| note = {Co-located with ISCA '26}, |
| url = {https://hotinfra.org/2026/papers/hotinfra26-final71.pdf} |
| } |
| ``` |
|
|
| ## Links |
|
|
| - Site: https://infraben.ch/ |
| - PDF: https://hotinfra.org/2026/papers/hotinfra26-final71.pdf |
| - HotInfra '26: https://hotinfra.org/2026/ |
| - Scholar (Yuan Gao): https://scholar.google.com/citations?user=oD9j2NMAAAAJ&hl=en |
|
|