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Agentic Benchmarking Advances

Design benchmark suites that capture tool-use reliability, multilingual stability, and planning depth for frontier agent systems.

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Example benchmark evolution roadmap

1. **Quarter 1:** Establish core suite covering 20 high-impact workflows, baseline scores for current agent release.
2. **Quarter 2:** Expand with multilingual and safety-focused scenarios, integrate automated scoring pipelines.
3. **Quarter 3:** Introduce “context stress tests” with deliberately noisy data, evaluate resilience of retrieval and memory.
4. **Quarter 4:** Layer in human evaluation sampling to calibrate quantitative scores with qualitative judgments.
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