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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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Further reading and data sources

  1. Agentic evaluation frameworks from leading research labs (2025) – composite benchmarks covering planning, tools, and safety.
  2. Multilingual agent robustness studies (2024) – methodologies for cross-language evaluation.
  3. Safety red-teaming playbooks for autonomous agents (2025) – policy stress tests and scoring guides.
  4. Open-weight deployment retrospectives (2024–2025) – lessons from teams hosting local agent stacks.
  5. Tool orchestration reliability whitepapers (2025) – best practices for structured output and API validation.
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