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ai-benchmarking

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ai-agents-reality-check

Benchmarking the gap between AI agent hype and architecture. Three agent archetypes, 73-point performance spread, stress testing, network resilience, and ensemble coordination analysis with statistical validation.

  • Updated Apr 2, 2026
  • Python

Grades agent completion outputs across weighted multi-criteria rubrics, computes inter-rater agreement variance, and flags inconsistent outlier score distributions | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

  • Updated Oct 18, 2026
  • Python

Grades agent completion outputs across weighted multi-criteria rubrics, computes inter-rater agreement variance, and flags inconsistent outlier score distributions | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

  • Updated Oct 18, 2026
  • Python
CompassionWare

NVIQ by Noct-Tech is an open-source AI benchmarking and reliability evaluation framework. Built to test speech cognition, conversational accuracy, uncertainty, context preservation, and decision-making, with reproducible benchmarks, provider integrations, and detailed reliability reports.

  • Updated Oct 31, 2026
  • Python

Uncertainty & Confidence Management (UCM): A healthcare AI benchmark suite for uncertainty recognition, justification boundaries, confidence calibration, proportionate action, and reassessment.

  • Updated Jul 14, 2026

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