Five new benchmark pages: agent safety, cloud operations and video
Open five new benchmark pages with original sources, task explanations and reported results, including Argus-Bench and CloudOpsBench.
Explore gateway security, panoramic video, road-work perception, biological model reconstruction and real cloud operations. Start with the task you need to evaluate, then inspect the source and protocol in its dedicated detail page.
Choose the work you need to test
Each link opens a complete benchmark page with bilingual explanations, original publication links and reported results. The metrics describe different tasks; read each protocol before comparing models.
| Benchmark | Task | Read with the score |
|---|---|---|
| Argus-Bench | Gateway prompt-injection detection | All-attack detection and separate false positives |
| PanoVideoBench | Panoramic video understanding | Overall accuracy plus input and training protocol |
| WorkIng | Road-work perception and planning | Daytime NDS; night, simulation and planning separately |
| Morpheus Agent Benchmark | Scientific model reconstruction | Four-mode biological score, judge and repetition counts |
| CloudOpsBench | Cloud operations | Completed-task counts and live trial rates separately |
- Argus-BenchModel reports
- PanoVideoBenchModel reports
- WorkIngModel reports
- Morpheus Agent BenchmarkModel reports
- CloudOpsBenchModel reports
Argus-Bench · original publication · PanoVideoBench · original publication · WorkIng · original publication · Morpheus Agent Benchmark · original publication · CloudOpsBench · original publication
Argus-Bench: Can an agent gateway detect hostile instructions without flagging benign requests?
Four gateway configurations are tested on 204 attacks, with 60 benign controls reported separately. Inspect attack families and false positives together; the Rebuff result covers only its offline heuristic layer.
- Argus-BenchModel reports
PanoVideoBench: Can a video model follow an event outside its initial field of view?
A 1,000-question benchmark tests appearance, spatial reasoning, action, tracking and events in panoramic video. The paper compares full-data accuracy across models and input/training variants; its annotation release does not bundle the videos.
- PanoVideoBenchModel reports
WorkIng: Can perception and planning cope with a highway work zone?
Pairs real road-work recordings with configurable CARLA scenes. The primary series is daytime real-world NDS across 15 training configurations. Night-time, simulated detection and planning outcomes stay in separate tables, and the current repository is a placeholder.
- WorkIngModel reports
Morpheus Agent Benchmark: Can a coding agent rebuild a published multicellular model?
Uses 15 published studies and a four-hour job budget. The authors report biological scores judged against paper-specific criteria. Pooled Morpheus-enabled results exclude the Python/web-only baseline; models have different repetition counts and an LLM judge supplies the assessment.
- Morpheus Agent BenchmarkModel reports
CloudOpsBench: Can an agent repair real cloud infrastructure?
Provides 45 AWS operations tasks with a shell interface and a 40-minute budget. The dated author analysis reports two completed-task counts. A separate table preserves 18 live leaderboard configurations with model, effort, harness and resolution rate; the exact run dates are not published.
- CloudOpsBenchModel reports
Added today, with original publication dates preserved
November 3 is the date these Radar pages were added and checked. PanoVideoBench and WorkIng papers were submitted on October 30; the Argus dataset and the dated CloudOps analysis were published November 2. Morpheus keeps its benchmark version, code-release version and published experiment settings separate. All numeric values are transcribed from the cited sources; Radar did not rerun these experiments.
Argus-Bench · original publication · PanoVideoBench · original publication · WorkIng · original publication · Morpheus Agent Benchmark · original publication · CloudOpsBench · original publication