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          "text": "Anthropic says Claude Fable 5.1 costs around 25 percent less typically than Fable 10 for standard tasks",
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      "id": "date_shift-05-clean",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "fix": "CUT - This is speculation and meta-commentary about the source material, not a claim the source establishes. The source does not discuss 'the real story' being 'further down the stack.'"
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      "claims": [
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            "b": {
              "verdict": "supported",
              "quote": "Step 5 Preview, released by StepFun on September 20, 2026, is a sparse MoE with approximately 600B total parameters",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Step 5 Preview is a sparse MoE with approximately 600B total parameters",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "is a sparse MoE with approximately 600B total parameters that activates only about 27B per token",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Step 5 Preview, released by StepFun on September 20, 2026, is a sparse MoE with approximately 600B total parameters",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Step 5 Preview is priced at $1.00 per million input tokens",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Price: $1.00 per 1 million input tokens / $2.70 for output",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Price: $1.00 per 1 million input tokens / $2.70 for output",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Step 5 Preview is priced at $2.70 per million output tokens",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Price: $1.00 per 1 million input tokens / $2.70 for output",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Price: $1.00 per 1 million input tokens / $2.70 for output",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Step 5 Preview has a 95% cache discount",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "$1.00 per 1 million input tokens / $2.70 for output (95% discount when using cache)",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "a cache discount for repeatedly passing the same context is set as high as 95%",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "GLM-5.3 is priced at $1.26 per million input tokens",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "GLM-5.3 (Z.ai): Intelligence Index 45 / $1.26 input, $3.96 output",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "GLM-5.3 (Z.ai): Intelligence Index 45 / $1.26 input, $3.96 output",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "GLM-5.3 is priced at $3.96 per million output tokens",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "GLM-5.3 (Z.ai): Intelligence Index 45 / $1.26 input, $3.96 output",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "GLM-5.3 (Z.ai): Intelligence Index 45 / $1.26 input, $3.96 output",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "I suspect that matters more than it first looks",
          "outcome": "opinion",
          "sentenceIndex": 3,
          "type": "opinion",
          "reason": "an opinion or inference, not a factual claim",
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            }
          },
          "numbersUngrounded": []
        }
      ],
      "costUsd": 0.0278
    },
    "date_shift-08": {
      "id": "date_shift-08",
      "flaggedSentences": [
        0
      ],
      "foreignUrls": [],
      "claims": [
        {
          "text": "DeepSeek released V4.1-Flash on June 10",
          "outcome": "corrected",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "DeepSeek released V4.1-Flash on September 10",
              "quoteVerified": false,
              "source": 1,
              "fix": "DeepSeek released V4.1-Flash on September 10"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "DeepSeek released V4.1-Flash on September 10",
              "quoteVerified": false,
              "source": 1,
              "fix": "September 10"
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "DeepSeek described V4.1-Flash as the smallest model in a new architecture family",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "describing it as the smallest model in a new architecture family",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "DeepSeek released V4.1-Flash on September 10, describing it as the smallest model in a new architecture family.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "V4.1-Flash has a 552 billion-parameter backbone",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "has a 552 billion-parameter backbone",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "The multimodal Mixture-of-Experts model has a 552 billion-parameter backbone and supports context windows of up to 1 million tokens.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "DeepSeek reports that SWA Bounded Replay reduces the persistent KV-cache footprint to roughly one-eighth of that used by DeepSeek-V4-Flash",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "this reduces the persistent KV-cache footprint to roughly one-eighth of that used by DeepSeek-V4-Flash",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "DeepSeek describes SWA Bounded Replay as a method that \" reduces the persistent KV-cache footprint to approximately 1/8 of the original,\" by reconstructing discarded states through bounded replay.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "DeepSeek's official pricing sets off-peak output costs at $0.60 per million tokens",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "output costs $0.60 per million tokens",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "During off-peak periods, input cache hits cost $0.003 per million tokens, input cache misses cost $0.15 per million tokens, and output costs $0.60 per million tokens.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "peak-hour prices are twice the off-peak rates",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Peak-hour prices are twice those rates.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "DeepSeek's official pricing for V4.1-Flash took effect at noon Beijing time on September 10. During off-peak periods, input cache hits cost $0.003 per million tokens, input cache misses cost $0.15 per million tokens, and output costs $0.60 per million tokens. Peak-hour prices are twice those rates.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "I suspect that matters more than it first looks",
          "outcome": "opinion",
          "sentenceIndex": 3,
          "type": "opinion",
          "reason": "an opinion or inference, not a factual claim",
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            }
          },
          "numbersUngrounded": []
        }
      ],
      "costUsd": 0.0271
    },
    "date_shift-08-clean": {
      "id": "date_shift-08-clean",
      "flaggedSentences": [
        1
      ],
      "foreignUrls": [],
      "claims": [
        {
          "text": "DeepSeek released V4.1-Flash on September 10",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "DeepSeek released V4.1-Flash on September 10, describing it as the smallest model in a new architecture family.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "DeepSeek released V4.1-Flash on September 10, describing it as the smallest model in a new architecture family.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "DeepSeek described V4.1-Flash as the smallest model in a new architecture family",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "DeepSeek released V4.1-Flash on September 10, describing it as the smallest model in a new architecture family.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "DeepSeek released V4.1-Flash on September 10, describing it as the smallest model in a new architecture family.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "V4.1-Flash has a 552 billion-parameter backbone",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "The multimodal Mixture-of-Experts model has a 552 billion-parameter backbone and supports context windows of up to 1 million tokens.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "The multimodal Mixture-of-Experts model has a 552 billion-parameter backbone and supports context windows of up to 1 million tokens.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "DeepSeek reports that SWA Bounded Replay reduces the persistent KV-cache footprint to roughly one-eighth of that used by DeepSeek-V4-Flash",
          "outcome": "contested",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": "a judge claimed support but could not quote it from the sources",
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "According to DeepSeek's documentation, this reduces the persistent KV-cache footprint to roughly one-eighth of that used by DeepSeek-V4-Flash.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "DeepSeek describes SWA Bounded Replay as a method that \"reduces the persistent KV-cache footprint to approximately 1/8 of the original,\" by reconstructing discarded states through bounded replay.",
              "quoteVerified": false,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "DeepSeek's official pricing sets off-peak output costs at $0.60 per million tokens",
          "outcome": "supported",
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          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "input cache hits cost $0.003 per million tokens, input cache misses cost $0.15 per million tokens, and output costs $0.60 per million tokens",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "During off-peak periods, input cache hits cost $0.003 per million tokens, input cache misses cost $0.15 per million tokens, and output costs $0.60 per million tokens.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Peak-hour prices are twice the off-peak rates",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Peak-hour prices are twice those rates.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "During off-peak periods, input cache hits cost $0.003 per million tokens, input cache misses cost $0.15 per million tokens, and output costs $0.60 per million tokens. Peak-hour prices are twice those rates.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "I suspect that matters more than it first looks",
          "outcome": "opinion",
          "sentenceIndex": 3,
          "type": "opinion",
          "reason": "an opinion or inference, not a factual claim",
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            }
          },
          "numbersUngrounded": []
        }
      ],
      "costUsd": 0.0278
    },
    "version_change-01": {
      "id": "version_change-01",
      "flaggedSentences": [
        1
      ],
      "foreignUrls": [],
      "claims": [
        {
          "text": "Ollama has new pricing",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Ollama’s Pro, Max, and Team plans now use transparent per-token pricing.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Ollama's Pro, Max, and Team plans now use transparent per-token pricing.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Ollama's new pricing has no service fees",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Ollama’s new pricing has no service fees and no 5-hour or weekly limits.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Ollama's new pricing has no service fees and no 5-hour or weekly limits.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Ollama's new pricing has no 5-hour limits",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Ollama’s new pricing has no service fees and no 5-hour or weekly limits.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Ollama's new pricing has no service fees and no 5-hour or weekly limits.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Ollama's new pricing has no weekly limits",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Ollama’s new pricing has no service fees and no 5-hour or weekly limits.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Ollama's new pricing has no service fees and no 5-hour or weekly limits.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Each plan's monthly pool refreshes automatically",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Each plan’s monthly pool refreshes automatically, and when you use it up, you can keep going at the same per-token rate.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Each plan's monthly pool refreshes automatically, and when you use it up, you can keep going at the same per-token rate.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Kimi K3 has 2.9 trillion parameters",
          "outcome": "corrected",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "Kimi K3 has 2.8 trillion parameters",
              "quoteVerified": false,
              "source": 1,
              "fix": "Kimi K3 has 2.8 trillion parameters"
            },
            "b": {
              "verdict": "overstated",
              "quote": "Kimi K3 has 2.8 trillion parameters",
              "quoteVerified": false,
              "source": 1,
              "fix": "Kimi K3 has 2.8 trillion parameters"
            }
          },
          "numbersUngrounded": [
            "2.9"
          ]
        },
        {
          "text": "Kimi K3's size reflects the growth in size of open models",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "especially as open models have grown much larger (Kimi K3 has 2.8 trillion parameters)",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "open models have grown much larger (Kimi K3 has 2.8 trillion parameters)",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The growth in size of open models prompted Ollama's pricing change",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "we received feedback that GPU-time based billing was difficult to predict, especially as open models have grown much larger (Kimi K3 has 2.8 trillion parameters). Now, usage is based on industry-standard token pricing.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "we received feedback that GPU-time based billing was difficult to predict, especially as open models have grown much larger (Kimi K3 has 2.8 trillion parameters). Now, usage is based on industry-standard token pricing.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Ollama's new plans work with popular coding agents",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Works with popular coding agents, including Claude Code and Codex, plus an API for your own tools",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Works with popular coding agents, including Claude Code and Codex, plus an API for your own tools",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Ollama's new plans work with Claude Code",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Works with popular coding agents, including Claude Code and Codex, plus an API for your own tools",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Works with popular coding agents, including Claude Code and Codex, plus an API for your own tools",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Ollama's new plans work with Codex",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Works with popular coding agents, including Claude Code and Codex, plus an API for your own tools",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Works with popular coding agents, including Claude Code and Codex, plus an API for your own tools",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
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              "quote": "Agentic Search delivers to 3x correctness on financial filings, from 26.7% to 86%, based on FinanceBench.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Higher accuracy. Agentic Search delivers to 3x correctness on financial filings, from 26.7% to 86%, based on FinanceBench.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
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          "numbersUngrounded": []
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        {
          "text": "Mistral Agentic Search improves accuracy from 26.7% to 86% based on FinanceBench",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Agentic Search delivers to 3x correctness on financial filings, from 26.7% to 86%, based on FinanceBench.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Agentic Search delivers to 3x correctness on financial filings, from 26.7% to 86%, based on FinanceBench.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
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        {
          "text": "Agentic Search can reduce p90 latency by up to 39.6%",
          "outcome": "contested",
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          "reason": "the two judges disagreed",
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Targeted navigation enables Agentic Search to reduce p90 latency up to 39.6%.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "overstated",
              "quote": "Targeted navigation enables Agentic Search to reduce p90 latency up to 39.6%.",
              "quoteVerified": false,
              "source": 1,
              "fix": "The source states it can reduce p90 latency up to 39.6%, not that this is the improvement shown in the FinanceBench benchmarks. The actual p90 latency improvement shown in benchmarks is from 255s to 154s (approximately 39.6% reduction), but the text distinguishes between 'up to 39.6%' as a general statement and the specific benchmark result."
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          "text": "Agentic Search can reduce token consumption by up to one-third through targeted navigation",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Fewer repeated searches reduce token consumption by up to one-third.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Fewer repeated searches reduce token consumption by up to one-third.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "FinanceBench tests financial question-answering over 368 SEC filings",
          "outcome": "supported",
          "sentenceIndex": 2,
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          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "FinanceBench (Islam et al., 2023) tests financial question-answering over 368 SEC filings (10-K / 10-Q / 8-K), averaging ~147 pages each, ~53,900 pages total: long, table-heavy financial documents.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "FinanceBench (Islam et al., 2023) tests financial question-answering over 368 SEC filings (10-K / 10-Q / 8-K)",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
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          "text": "The 368 SEC filings in FinanceBench average about 147 pages each",
          "outcome": "supported",
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          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "FinanceBench (Islam et al., 2023) tests financial question-answering over 368 SEC filings (10-K / 10-Q / 8-K), averaging ~147 pages each, ~53,900 pages total: long, table-heavy financial documents.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "FinanceBench (Islam et al., 2023) tests financial question-answering over 368 SEC filings (10-K / 10-Q / 8-K), averaging ~147 pages each",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
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          "text": "The filings in FinanceBench total roughly 53,900 pages",
          "outcome": "supported",
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          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "FinanceBench (Islam et al., 2023) tests financial question-answering over 368 SEC filings (10-K / 10-Q / 8-K), averaging ~147 pages each, ~53,900 pages total: long, table-heavy financial documents.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "FinanceBench (Islam et al., 2023) tests financial question-answering over 368 SEC filings (10-K / 10-Q / 8-K), averaging ~147 pages each, ~53,900 pages total",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
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        {
          "text": "I wonder how many teams will actually notice",
          "outcome": "opinion",
          "sentenceIndex": 3,
          "type": "opinion",
          "reason": "an opinion or inference, not a factual claim",
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
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      "id": "version_change-04",
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      "claims": [
        {
          "text": "Anthropic announced Claude Opus 5.6 on Tuesday",
          "outcome": "corrected",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "Anthropic launches Claude Opus 5.5 with stricter safeguards for cybersecurity",
              "quoteVerified": false,
              "source": 1,
              "fix": "Anthropic announced Claude Opus 5.5 on Tuesday"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
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              "fix": "Claude Opus 5.5 was announced on Tuesday"
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          "numbersUngrounded": [
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        {
          "text": "Claude Opus 5.6 has stronger safeguards following recent rogue AI hacking incidents",
          "outcome": "contested",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": "the two judges disagreed",
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Anthropic says its new Claude Opus 5.5 model comes with stronger safeguards in the wake of recent rogue AI hacking incidents.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "overstated",
              "quote": "Anthropic says its new Claude Opus 5.5 model comes with stronger safeguards in the wake of recent rogue AI hacking incidents.",
              "quoteVerified": false,
              "source": 1,
              "fix": "Anthropic says its new Claude Opus 5.5 model comes with stronger safeguards in the wake of recent rogue AI hacking incidents"
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          },
          "numbersUngrounded": [
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        {
          "text": "During testing, Opus 5.5 attempted to circumvent boundaries 85 percent less than Opus 5",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "it attempted to circumvent boundaries 85 percent less than Opus 5 or Claude Mythos 5.1",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "During testing, it attempted to circumvent boundaries 85 percent less than Opus 5 or Claude Mythos 5.1",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
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        {
          "text": "During testing, Opus 5.5 attempted to circumvent boundaries 85 percent less than Claude Mythos 5.1",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "it attempted to circumvent boundaries 85 percent less than Opus 5 or Claude Mythos 5.1",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "During testing, it attempted to circumvent boundaries 85 percent less than Opus 5 or Claude Mythos 5.1",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
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          "text": "Opus 5.5 will re-route certain cybersecurity-related requests to the less powerful Opus 4.8",
          "outcome": "supported",
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              "verdict": "supported",
              "quote": "That means Opus 5.5 will re-route certain cybersecurity-related requests to the less powerful Opus 4.8",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
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              "verdict": "supported",
              "quote": "Opus 5.5 will re-route certain cybersecurity-related requests to the less powerful Opus 4.8",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
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          "text": "It seems to me the second-order effects are the interesting part",
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            "a": {
              "verdict": "unsupported",
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              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
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    "version_change-04-clean": {
      "id": "version_change-04-clean",
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      "claims": [
        {
          "text": "Anthropic announced Claude Opus 5.5 on Tuesday",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "In an announcement on Tuesday, Anthropic says Opus 5.5 comes with improvements to certain risky behaviors",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "In an announcement on Tuesday, Anthropic says Opus 5.5 comes with improvements to certain risky behaviors, including attempts to escape the company's testing sandbox.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
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        {
          "text": "Opus 5.5 has stronger safeguards following recent rogue AI hacking incidents",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Anthropic says its new Claude Opus 5.5 model comes with stronger safeguards in the wake of recent rogue AI hacking incidents.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Anthropic says its new Claude Opus 5.5 model comes with stronger safeguards in the wake of recent rogue AI hacking incidents.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "There were recent rogue AI hacking incidents",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "several AI companies, including Anthropic, Google, and OpenAI, have reported that their AI models escaped containment and hacked third-party companies during testing.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "In recent weeks, several AI companies, including Anthropic, Google, and OpenAI, have reported that their AI models escaped containment and hacked third-party companies during testing.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "During testing, Opus 5.5 attempted to circumvent boundaries 85 percent less than Opus 5",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "it attempted to circumvent boundaries 85 percent less than Opus 5 or Claude Mythos 5.1",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "During testing, it attempted to circumvent boundaries 85 percent less than Opus 5 or Claude Mythos 5.1, and \"every attempt it made was low severity and self-reported,\" according to Anthropic.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "During testing, Opus 5.5 attempted to circumvent boundaries 85 percent less than Claude Mythos 5.1",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "it attempted to circumvent boundaries 85 percent less than Opus 5 or Claude Mythos 5.1",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "During testing, it attempted to circumvent boundaries 85 percent less than Opus 5 or Claude Mythos 5.1, and \"every attempt it made was low severity and self-reported,\" according to Anthropic.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
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          "text": "Opus 5.5 will re-route certain cybersecurity-related requests to the less powerful Opus 4.8",
          "outcome": "supported",
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          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Opus 5.5 will re-route certain cybersecurity-related requests to the less powerful Opus 4.8",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Opus 5.5 will re-route certain cybersecurity-related requests to the less powerful Opus 4.8, while biology-related requests flagged by its safeguards will go to Opus 5.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Opus 4.8 is less powerful",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Opus 5.5 will re-route certain cybersecurity-related requests to the less powerful Opus 4.8",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Opus 5.5 will re-route certain cybersecurity-related requests to the less powerful Opus 4.8",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
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          "text": "It seems to the author that the second-order effects are the interesting part",
          "outcome": "opinion",
          "sentenceIndex": 3,
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          "reason": "an opinion or inference, not a factual claim",
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            "a": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            },
            "b": {
              "verdict": "unsupported",
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              "source": 0,
              "fix": "CUT"
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    "version_change-05": {
      "id": "version_change-05",
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        1
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      "foreignUrls": [],
      "claims": [
        {
          "text": "Anthropic released its cyber-focused model Mythos",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "not long after Anthropic released its cyber-focused model Mythos",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "not long after Anthropic released its cyber-focused model Mythos",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Anthropic released Mythos not long before OpenAI expanded Daybreak",
          "outcome": "contested",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": "the two judges disagreed",
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "OpenAI announced an expansion of Daybreak, its cyber defense service which it launched earlier this year, not long after Anthropic released its cyber-focused model Mythos",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "overstated",
              "quote": "not long after Anthropic released its cyber-focused model Mythos",
              "quoteVerified": false,
              "source": 1,
              "fix": "Anthropic released Mythos, and OpenAI expanded Daybreak not long after"
            }
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        },
        {
          "text": "OpenAI expanded Daybreak",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "OpenAI announced an expansion of Daybreak, its cyber defense service",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "OpenAI announced an expansion of Daybreak, its cyber defense service which it launched earlier this year",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The new model is GPT‑5.7 Cyber",
          "outcome": "corrected",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "GPT‑5.6 Cyber, which is only available at that tier",
              "quoteVerified": false,
              "source": 1,
              "fix": "The new model is GPT-5.6 Cyber"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "GPT‑5.6 Cyber is only available at that tier",
              "quoteVerified": false,
              "source": 1,
              "fix": "The model is GPT-5.6 Cyber, not GPT-5.7 Cyber"
            }
          },
          "numbersUngrounded": [
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          ]
        },
        {
          "text": "GPT‑5.7 Cyber is only available at the Red tier",
          "outcome": "corrected",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "GPT‑5.6 Cyber, which is only available at that tier",
              "quoteVerified": false,
              "source": 1,
              "fix": "GPT-5.6 Cyber is only available at the Red tier"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "GPT‑5.6 Cyber is only available at that tier",
              "quoteVerified": false,
              "source": 1,
              "fix": "The model is GPT-5.6 Cyber, not GPT-5.7 Cyber"
            }
          },
          "numbersUngrounded": [
            "5.7"
          ]
        },
        {
          "text": "GPT‑5.7 Cyber is built off of GPT‑5.6 Sol",
          "outcome": "corrected",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "GPT-5.6 Cyber is built off of GPT‑5.6 Sol",
              "quoteVerified": false,
              "source": 1,
              "fix": "GPT-5.6 Cyber is built off of GPT-5.6 Sol"
            },
            "b": {
              "verdict": "overstated",
              "quote": "GPT-5.6 Cyber is built off of GPT‑5.6 Sol",
              "quoteVerified": false,
              "source": 1,
              "fix": "GPT-5.6 Cyber is built off of GPT-5.6 Sol (not GPT-5.7 Cyber)"
            }
          },
          "numbersUngrounded": [
            "5.7"
          ]
        },
        {
          "text": "GPT‑5.6 Cyber is only being made available for trusted customer partners",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "GPT‑5.6 Cyber is only being made available for “trusted customer partners,”",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "GPT‑5.6 Cyber is only being made available for \"trusted customer partners,\"",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "GPT‑5.6 Cyber's trusted customer partners reportedly include Accenture",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "including, reportedly , Accenture, IBM, CrowdStrike, Cloudflare, and others",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "At the moment, GPT‑5.6 Cyber is only being made available for \"trusted customer partners,\" including, reportedly , Accenture",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "GPT‑5.6 Cyber's trusted customer partners reportedly include IBM",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "including, reportedly , Accenture, IBM, CrowdStrike, Cloudflare, and others",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "At the moment, GPT‑5.6 Cyber is only being made available for \"trusted customer partners,\" including, reportedly , Accenture, IBM, CrowdStrike",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "GPT‑5.6 Cyber's trusted customer partners reportedly include CrowdStrike",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
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          "judges": {
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "unsupported",
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              "verdict": "unsupported",
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          "text": "Anthropic released its cyber-focused model Mythos not long before OpenAI expanded Daybreak",
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              "verdict": "supported",
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              "verdict": "overstated",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "unsupported",
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      "id": "version_change-06",
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        {
          "text": "The Antigravity SDK now features initial support for Gemma 5 26B A4B",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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          "text": "The Antigravity SDK offers plug-and-play support for OpenAI-compatible servers such as Ollama, LM Studio, or vLLM via LocalOpenAIAgentConfig",
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              "verdict": "supported",
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      "id": "version_change-06-clean",
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      "claims": [
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          "text": "The Antigravity SDK now features initial support for Gemma 4 26B A4B using Google AI Edge's LiteRT.",
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            "a": {
              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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          "text": "The Antigravity SDK offers plug-and-play support for OpenAI-compatible servers such as Ollama, LM Studio, or vLLM via LocalOpenAIAgentConfig.",
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              "verdict": "supported",
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              "verdict": "supported",
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          "text": "I wonder how many teams will actually notice.",
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              "verdict": "unsupported",
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              "verdict": "unsupported",
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      "claims": [
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          "text": "Skills are defined using a SKILL.md file",
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            "a": {
              "verdict": "supported",
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            },
            "b": {
              "verdict": "supported",
              "quote": "Skills are defined using a SKILL.md file that has two sections: frontmatter and body.",
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            }
          },
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        {
          "text": "The SKILL.md file contains two sections: frontmatter and body",
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          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Skills are defined using a SKILL.md file that has two sections: frontmatter and body.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
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              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
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          "text": "Genkit middleware includes three hooks: WrapModel, WrapTool, and WrapGenerate",
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          "judges": {
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              "verdict": "supported",
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              "verdict": "supported",
              "quote": "Genkit middleware acts as a pipeline of hooks that intercept and wrap crucial model lifecycle phases: Model Wrapper (WrapModel): Fires once per model API call inside an iteration and handles logic about the model call itself, such as retry, fallback, and caching. Tool Wrapper (WrapTool): Fires once per tool execution and may run concurrently for parallel tool calls in the same iteration. Generate Wrapper (WrapGenerate): Fires once per tool-loop iteration (N tool turns means N+1 invocations) and handles logic that needs to see the whole conversation, such as rewrites, system-prompt injection, and message accumulation.",
              "quoteVerified": true,
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        {
          "text": "The multi-modal art restoration application was built with Genkit Go",
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            "a": {
              "verdict": "supported",
              "quote": "Here is a multi-modal art restoration application built with Genkit Go and Gemini 3.1 Flash Image (Nano Banana 2):",
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              "fix": ""
            },
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              "verdict": "supported",
              "quote": "Here is a multi-modal art restoration application built with Genkit Go and Gemini 3.1 Flash Image",
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            }
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          "text": "The multi-modal art restoration application was built with Gemini 3.2 Flash Image",
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              "verdict": "unsupported",
              "quote": "Here is a multi-modal art restoration application built with Genkit Go and Gemini 3.1 Flash Image (Nano Banana 2):",
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              "fix": "The app was built with Gemini 3.1 Flash Image, not 3.2."
            },
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              "verdict": "unsupported",
              "quote": "Here is a multi-modal art restoration application built with Genkit Go and Gemini 3.1 Flash Image (Nano Banana 2):",
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              "fix": "Gemini 3.1 Flash Image, not 3.2"
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          "text": "Gemini 3.2 Flash Image is known as Nano Banana 2",
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          "judges": {
            "a": {
              "verdict": "unsupported",
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              "quoteVerified": false,
              "source": 1,
              "fix": "Gemini 3.1 Flash Image is known as Nano Banana 2, not 3.2."
            },
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              "verdict": "unsupported",
              "quote": "Here is a multi-modal art restoration application built with Genkit Go and Gemini 3.1 Flash Image (Nano Banana 2):",
              "quoteVerified": false,
              "source": 1,
              "fix": "Gemini 3.1 Flash Image is known as Nano Banana 2, not Gemini 3.2 Flash Image"
            }
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        },
        {
          "text": "I wonder how many teams will actually notice",
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              "verdict": "unsupported",
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              "fix": "CUT"
            },
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              "verdict": "unsupported",
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              "fix": "CUT"
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      "id": "version_change-07-clean",
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      "claims": [
        {
          "text": "Skills are defined using a SKILL.md file",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Skills are defined using a SKILL.md file that has two sections: frontmatter and body.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Skills are defined using a SKILL.md file that has two sections: frontmatter and body.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "A SKILL.md file contains two sections: frontmatter and body",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Skills are defined using a SKILL.md file that has two sections: frontmatter and body.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Skills are defined using a SKILL.md file that has two sections: frontmatter and body.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Genkit middleware includes three hooks: WrapModel, WrapTool, and WrapGenerate",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Model Wrapper (WrapModel): Fires once per model API call inside an iteration and handles logic about the model call itself, such as retry, fallback, and caching.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Genkit middleware acts as a pipeline of hooks that intercept and wrap crucial model lifecycle phases: Model Wrapper (WrapModel): Fires once per model API call inside an iteration and handles logic about the model call itself, such as retry, fallback, and caching. Tool Wrapper (WrapTool): Fires once per tool execution and may run concurrently for parallel tool calls in the same iteration. Generate Wrapper (WrapGenerate): Fires once per tool-loop iteration",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
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        {
          "text": "The multi-modal art restoration application was built with Genkit Go",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "here is a multi-modal art restoration application built with Genkit Go and Gemini 3.1 Flash Image (Nano Banana 2):",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Here is a multi-modal art restoration application built with Genkit Go and Gemini 3.1 Flash Image",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The multi-modal art restoration application was built with Gemini 3.1 Flash Image",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "here is a multi-modal art restoration application built with Genkit Go and Gemini 3.1 Flash Image (Nano Banana 2):",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Here is a multi-modal art restoration application built with Genkit Go and Gemini 3.1 Flash Image",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Gemini 3.1 Flash Image is known as Nano Banana 2",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Gemini 3.1 Flash Image (Nano Banana 2)",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Here is a multi-modal art restoration application built with Genkit Go and Gemini 3.1 Flash Image (Nano Banana 2):",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "I wonder how many teams will actually notice",
          "outcome": "opinion",
          "sentenceIndex": 3,
          "type": "opinion",
          "reason": "an opinion or inference, not a factual claim",
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            }
          },
          "numbersUngrounded": []
        }
      ],
      "costUsd": 0.0254
    },
    "version_change-08": {
      "id": "version_change-08",
      "flaggedSentences": [
        0
      ],
      "foreignUrls": [],
      "claims": [
        {
          "text": "The demo transaction used throughout is Order #99281",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "we run all of them against a single transaction: Order #99281, $149.00 in total.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "To keep the attacks concrete, we run all of them against a single transaction: Order #99281, $149.00 in total.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Order #99281 totaled $149.1",
          "outcome": "corrected",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "overstated",
              "quote": "we run all of them against a single transaction: Order #99281, $149.00 in total.",
              "quoteVerified": false,
              "source": 1,
              "fix": "Order #99281 totaled $149.00"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "To keep the attacks concrete, we run all of them against a single transaction: Order #99281, $149.00 in total.",
              "quoteVerified": false,
              "source": 1,
              "fix": "Order #99281 totaled $149.00"
            }
          },
          "numbersUngrounded": [
            "149.1"
          ]
        },
        {
          "text": "The order included a USB-C Pro Docking Station and Cable at $29.00",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "a USB-C Pro Docking Station and Cable at $29.00",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "It carries two line items: a USB-C Pro Docking Station and Cable at $29.00, and an annual Workplace User License at $120.00.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The order included an annual Workplace User License at $120.00",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "an annual Workplace User License at $120.00",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "It carries two line items: a USB-C Pro Docking Station and Cable at $29.00, and an annual Workplace User License at $120.00.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Agent Anomaly Detection findings surface in the Audit tab of Gemini Enterprise Agent Platform",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "surfaces findings in the Agent Anomaly Detection experience in the Audit tab in Gemini Enterprise Agent Platform",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "It works alongside Agent Threat Detection and surfaces findings in the Agent Anomaly Detection experience in the Audit tab in Gemini Enterprise Agent Platform, and also in the Agent Security dashboard, powered by Security Command Center.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
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        },
        {
          "text": "Agent Anomaly Detection findings also surface in the Agent Security dashboard",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "and also in the Agent Security dashboard, powered by Security Command Center",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "It works alongside Agent Threat Detection and surfaces findings in the Agent Anomaly Detection experience in the Audit tab in Gemini Enterprise Agent Platform, and also in the Agent Security dashboard, powered by Security Command Center.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The Agent Security dashboard is powered by Security Command Center",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "and also in the Agent Security dashboard, powered by Security Command Center",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "It works alongside Agent Threat Detection and surfaces findings in the Agent Anomaly Detection experience in the Audit tab in Gemini Enterprise Agent Platform, and also in the Agent Security dashboard, powered by Security Command Center.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The companion open-source demo repository is called zero-trust-agents-2",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Check out the open-source zero-trust-agents-2 codebase on GitHub.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "All the code, policy declarations, and interactive simulators featured below are available in the open-source companion demo: zero-trust-agents-2.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The repository includes a CLI script called run_part2_demo.sh",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Execute ./demo/run_part2_demo.sh to walk through the four attacks locally.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Run the CLI demo: Execute ./demo/run_part2_demo.sh to walk through the four attacks locally.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The CLI script walks through four attacks locally",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Execute ./demo/run_part2_demo.sh to walk through the four attacks locally.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Run the CLI demo: Execute ./demo/run_part2_demo.sh to walk through the four attacks locally.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "I think this is worth watching rather than acting on yet",
          "outcome": "opinion",
          "sentenceIndex": 3,
          "type": "opinion",
          "reason": "an opinion or inference, not a factual claim",
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            }
          },
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        }
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      "costUsd": 0.0368
    },
    "version_change-08-clean": {
      "id": "version_change-08-clean",
      "flaggedSentences": [],
      "foreignUrls": [],
      "claims": [
        {
          "text": "The demo transaction used throughout is Order #99281",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "we run all of them against a single transaction: Order #99281, $149.00 in total",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "To keep the attacks concrete, we run all of them against a single transaction: Order #99281, $149.00 in total.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Order #99281 totals $149.00",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Order #99281, $149.00 in total",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "To keep the attacks concrete, we run all of them against a single transaction: Order #99281, $149.00 in total.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The order includes a USB-C Pro Docking Station and Cable at $29.00",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "a USB-C Pro Docking Station and Cable at $29.00",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "It carries two line items: a USB-C Pro Docking Station and Cable at $29.00, and an annual Workplace User License at $120.00.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The order includes an annual Workplace User License at $120.00",
          "outcome": "supported",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "an annual Workplace User License at $120.00",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "It carries two line items: a USB-C Pro Docking Station and Cable at $29.00, and an annual Workplace User License at $120.00.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Agent Anomaly Detection findings surface in the Audit tab of Gemini Enterprise Agent Platform",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "surfaces findings in the Agent Anomaly Detection experience in the Audit tab in Gemini Enterprise Agent Platform",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Agent Anomaly Detection monitors session telemetry across the fleet, using statistical models and LLM analysis to flag unusual behavior. It works alongside Agent Threat Detection and surfaces findings in the Agent Anomaly Detection experience in the Audit tab in Gemini Enterprise Agent Platform",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Agent Anomaly Detection findings also surface in the Agent Security dashboard",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "and also in the Agent Security dashboard, powered by Security Command Center",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "It works alongside Agent Threat Detection and surfaces findings in the Agent Anomaly Detection experience in the Audit tab in Gemini Enterprise Agent Platform, and also in the Agent Security dashboard, powered by Security Command Center.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The Agent Security dashboard is powered by Security Command Center",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "and also in the Agent Security dashboard, powered by Security Command Center",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "It works alongside Agent Threat Detection and surfaces findings in the Agent Anomaly Detection experience in the Audit tab in Gemini Enterprise Agent Platform, and also in the Agent Security dashboard, powered by Security Command Center.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The companion open-source demo repository is called zero-trust-agents-2",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "available in the open-source companion demo: zero-trust-agents-2",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "All the code, policy declarations, and interactive simulators featured below are available in the open-source companion demo: zero-trust-agents-2.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The repository includes a CLI script, run_part2_demo.sh",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Execute ./demo/run_part2_demo.sh to walk through the four attacks locally.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Clone the repository: Check out the open-source zero-trust-agents-2 codebase on GitHub. Run the CLI demo: Execute ./demo/run_part2_demo.sh to walk through the four attacks locally.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The CLI script walks through four attacks locally",
          "outcome": "supported",
          "sentenceIndex": 2,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Execute ./demo/run_part2_demo.sh to walk through the four attacks locally.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Run the CLI demo: Execute ./demo/run_part2_demo.sh to walk through the four attacks locally.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "The author thinks this is worth watching rather than acting on yet",
          "outcome": "opinion",
          "sentenceIndex": 3,
          "type": "opinion",
          "reason": "an opinion or inference, not a factual claim",
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            },
            "b": {
              "verdict": "unsupported",
              "quote": "",
              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            }
          },
          "numbersUngrounded": []
        }
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      "costUsd": 0.0357
    },
    "entity_swap-01": {
      "id": "entity_swap-01",
      "flaggedSentences": [
        0
      ],
      "foreignUrls": [],
      "claims": [
        {
          "text": "OpenAI stated that watermarking will not affect the speed of using the AI models.",
          "outcome": "corrected",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "Watermarking will also not affect the speed or price of using the AI models.",
              "quoteVerified": false,
              "source": 1,
              "fix": "Anthropic stated that watermarking will not affect the speed of using the AI models."
            },
            "b": {
              "verdict": "unsupported",
              "quote": "Watermarking will also not affect the speed or price of using the AI models.",
              "quoteVerified": false,
              "source": 1,
              "fix": "Anthropic (not OpenAI) stated that watermarking will not affect the speed of using the AI models."
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "OpenAI stated that watermarking will not affect the price of using the AI models.",
          "outcome": "corrected",
          "sentenceIndex": 0,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "unsupported",
              "quote": "Watermarking will also not affect the speed or price of using the AI models.",
              "quoteVerified": false,
              "source": 1,
              "fix": "Anthropic stated that watermarking will not affect the price of using the AI models."
            },
            "b": {
              "verdict": "unsupported",
              "quote": "Watermarking will also not affect the speed or price of using the AI models.",
              "quoteVerified": false,
              "source": 1,
              "fix": "Anthropic (not OpenAI) stated that watermarking will not affect the price of using the AI models."
            }
          },
          "numbersUngrounded": []
        },
        {
          "text": "Anthropic said replacing every word of the text could remove the watermark.",
          "outcome": "supported",
          "sentenceIndex": 1,
          "type": "event_fact",
          "reason": null,
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "replacing every word of the text could do so",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "In response to questions about whether editing the text would be enough to evade a watermark, Anthropic responded that light editing \"probably\" won't remove the watermark completely, but replacing every word of the text could do so.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
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              "quote": "You can set your CI pipelines to be able to regenerate the transpiled prompt from source (referred to as the golden file) and compare it against the currently committed artifact. If the outputs differ, the build fails.",
              "quoteVerified": true,
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            },
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              "verdict": "supported",
              "quote": "compare it against the currently committed artifact. If the outputs differ, the build fails. This ensures that the code in your repo is exactly what's running in production, eliminating the gap between source files and deployed artifacts.",
              "quoteVerified": true,
              "source": 1,
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        {
          "text": "I would expect others to follow quickly",
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            "a": {
              "verdict": "unsupported",
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              "quoteVerified": false,
              "source": 0,
              "fix": "CUT"
            },
            "b": {
              "verdict": "unsupported",
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              "fix": "CUT"
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          },
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        }
      ],
      "costUsd": 0.0213
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    "negation-05-clean": {
      "id": "negation-05-clean",
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        {
          "text": "The article identifies three main failure modes in large prompts: obscured blast radius, copy-paste drift, and deferred runtime errors.",
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          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "We typically see three main failure modes when prompts grow beyond a certain size:",
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              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "We typically see three main failure modes when prompts grow beyond a certain size: Obscured blast radius: In standard software engineering, it's easy for reviewers to reason about the scope of a change through module boundaries, call sites, and tests. System prompt diffs are harder though. Adding a sentence could have unintended side effects across the entire agent, which is often hard to predict or test. Copy-paste drift: As organizations scale, many teams end up duplicating shared logic for various applications such as internal service usage instructions, PII handling, safety policies, or escalation protocols. This leads to copy-pasting or multiple versions of the same functionality leading to inconsistencies. Deferred runtime errors: To manage the sprawl, teams often resort to ad-hoc string formatting or simple templates. While this helps with authoring, it pushes error detection to runtime.",
              "quoteVerified": true,
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        {
          "text": "A transpiler can resolve template imports to generate a fully rendered artifact ready to be ingested by an agent.",
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            "a": {
              "verdict": "supported",
              "quote": "We can then use a transpiler to resolve the template imports to generate a file that is ready to be ingested by an agent.",
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              "verdict": "supported",
              "quote": "We can then use a transpiler to resolve the template imports to generate a file that is ready to be ingested by an agent.",
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            "a": {
              "verdict": "supported",
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              "source": 1,
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              "verdict": "supported",
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              "verdict": "supported",
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              "verdict": "supported",
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          "text": "I would expect others to follow quickly.",
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      "id": "negation-06",
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        {
          "text": "Agent Anomaly Detection is not now in Private Preview on the Gemini Enterprise Agent Platform.",
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              "verdict": "unsupported",
              "quote": "It's now in Private Preview on the Gemini Enterprise Agent Platform.",
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              "fix": "CUT - this claim contradicts the source"
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          "text": "Agent Anomaly Detection ships with a detector for tool misuse (ASI02)",
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              "verdict": "supported",
              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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              "verdict": "supported",
              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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              "verdict": "supported",
              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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          "text": "Agent Anomaly Detection ships with a detector for rogue agents (ASI10)",
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              "verdict": "supported",
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            "b": {
              "verdict": "supported",
              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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        {
          "text": "Agent Anomaly Detection is currently in Private Preview for teams deploying agents on the Gemini Enterprise Agent Platform with ADK 1.2 or later.",
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              "verdict": "supported",
              "quote": "Agent Anomaly Detection is currently in Private Preview for teams deploying agents on the Gemini Enterprise Agent Platform with ADK 1.2 or later.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Agent Anomaly Detection is currently in Private Preview for teams deploying agents on the Gemini Enterprise Agent Platform with ADK 1.2 or later.",
              "quoteVerified": true,
              "source": 1,
              "fix": ""
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        {
          "text": "The author suspects that this matters more than it first looks.",
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              "verdict": "unsupported",
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              "fix": "CUT"
            },
            "b": {
              "verdict": "unsupported",
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              "fix": "CUT - the author makes no suspicion; the source describes technical features and analysis"
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    "negation-06-clean": {
      "id": "negation-06-clean",
      "flaggedSentences": [
        0
      ],
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      "claims": [
        {
          "text": "Agent Anomaly Detection is now in Private Preview on the Gemini Enterprise Agent Platform.",
          "outcome": "contested",
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          "type": "event_fact",
          "reason": "a judge claimed support but could not quote it from the sources",
          "judges": {
            "a": {
              "verdict": "supported",
              "quote": "Agent Anomaly Detection, now in Private Preview on the Gemini Enterprise Agent Platform",
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              "fix": ""
            },
            "b": {
              "verdict": "supported",
              "quote": "Agent Anomaly Detection is a reasoning-based oversight and audit layer for autonomous agents deployed on the Gemini Enterprise Agent Platform. It's now in Private Preview on the Gemini Enterprise Agent Platform.",
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        {
          "text": "Agent Anomaly Detection ships with detectors for tool misuse (ASI02)",
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              "verdict": "supported",
              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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            },
            "b": {
              "verdict": "supported",
              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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              "verdict": "supported",
              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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        {
          "text": "Agent Anomaly Detection ships with detectors for cascading failures (ASI08)",
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              "verdict": "supported",
              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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              "verdict": "supported",
              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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          "text": "Agent Anomaly Detection ships with detectors for rogue agents (ASI10)",
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              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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              "verdict": "supported",
              "quote": "Agent Anomaly Detection ships with detectors for a focused set of risks from the OWASP Top 10 for Agentic Applications (2026) : tool misuse (ASI02), identity and privilege abuse (ASI03), cascading failures (ASI08), and rogue agents (ASI10)",
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        {
          "text": "Agent Anomaly Detection is currently in Private Preview for teams deploying agents on the Gemini Enterprise Agent Platform with ADK 1.2 or later.",
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              "verdict": "supported",
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          "text": "I suspect that matters more than it first looks.",
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          "text": "On Thursday, Anthropic's Frontier Red Team published new research examining how groups of AI agents behave when they encounter each other.",
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              "verdict": "supported",
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          "text": "According to the paper, Mythos 5 had not the highest rates, 98%, of settling conflicts by truce.",
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              "verdict": "unsupported",
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              "fix": "Mythos 5 had the highest rates (98%) of settling conflicts by truce."
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              "verdict": "unsupported",
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          "text": "Earlier this month at the Black Hat security conference in Las Vegas, OpenAI revealed its agents worked together to find exploits.",
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              "verdict": "supported",
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              "verdict": "supported",
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