{
  "status": "complete",
  "generated_at": "2026-11-11 20:47 UTC",
  "wall_time_s": 0.2,
  "total_questions": 32,
  "total_runs": 224,
  "judge_model": "x-ai/grok-4.7",
  "recommendation": {
    "recommended_default_profile": "gemini_3_8_flash",
    "headline": "Keep Gemini 3.8 Flash as Interactive Voice Default (88.6/100 at 3.17s & ~$2.03 / 1k); Carbon (Low Thinking) Leads Overall Quality (93.0/100), While Opus 5.5 (92.6/100 \u00b7 3.50s) Leads Sub-4.5s Frontier Tier",
    "summary": "Across all 32 pre-populated Marriage & Parenting starter questions (224 live RAG runs across 7 models, blind-judged by independent 4th-lab x-ai/grok-4.7), Carbon (Low Thinking) ranked #1 overall (93.0/100 at 7.61s) and Gemini Argon ranked #2 (92.7/100 at 6.75s). Among the three newly added models\u2014Gemini 4 Argon (92.7/100, 6.75s, ~$6.00 / 1k), ChatGPT-6 Astra (89.7/100, 4.18s, ~$28.55 / 1k), and ChatGPT-6.1 Sol (88.5/100, 3.49s, ~$5.83 / 1k)\u2014we observe distinct speed/cost/fidelity trade-offs detailed below. Because Ask HomeWord defaults to real-time GPU Voice Mode, Gemini 3.8 Flash (88.6/100 at 1.75s TTFT / 3.17s total and ~$2.03 / 1k) remains the optimal default for instant spoken playback, paired with Opus 5.5 and Carbon (Low Thinking) as top accuracy upgrades.",
    "cards": [
      {
        "tag": "\u2605 Recommended Voice Default",
        "title": "Gemini 3.8 Flash (88.6/100 \u00b7 3.17s)",
        "body": "Sub-second/low-second TTFT (1.75s, P90 3.83s) for instant Dr. Jim Burns Voice Mode playback, 24.7/30 accuracy, 25.6/30 no-false-info, and ~$2.03 / 1k."
      },
      {
        "tag": "New \u00b7 Google Frontier",
        "title": "Gemini 4 Argon (92.7/100 \u00b7 6.75s)",
        "body": "Achieved 26.6/30 source accuracy and 27.0/30 minimal-false-info (2 contradictions) at 3.96s TTFT and ~$6.00 / 1k vs. Gemini 4 Carbon's 93.0/100 (7.61s)."
      },
      {
        "tag": "New \u00b7 OpenAI Flagship",
        "title": "ChatGPT-6 Astra (89.7/100 \u00b7 4.18s)",
        "body": "Delivered 23.1/30 accuracy and 28.4/30 minimal-false-info (0 contradictions) with fast 1.79s TTFT, at flagship pricing (~$28.55 / 1k)."
      },
      {
        "tag": "New \u00b7 OpenAI Speed/Value",
        "title": "ChatGPT-6.1 Sol (88.5/100 \u00b7 3.49s)",
        "body": "Scored 22.7/30 accuracy and 27.8/30 minimal-false-info (0 contradictions) with crisp 1.53s TTFT / 3.49s latency at ~$5.83 / 1k."
      },
      {
        "tag": "Anthropic & Carbon Reference",
        "title": "Opus 5.5 (92.6) & Carbon (93.0)",
        "body": "Claude Opus 5.5 (28.3/30 no-false-info at 3.50s, ~$18.13 / 1k) and Gemini 4 Carbon (26.6/30 accuracy at 7.61s, ~$5.94 / 1k) remain top-tier reference benchmarks."
      },
      {
        "tag": "Emergency $0 Fallback Only",
        "title": "OpenRouter Free (73.6/100 \u00b7 11.06s)",
        "body": "Dispatched across shifting free models (25.6s P90), introducing unsupported claims on 78% of turns and 7 contradictions. Keep strictly as last-resort fallback."
      }
    ]
  },
  "models": [
    {
      "profile": "carbon_low",
      "label": "\ud83e\udde0 Carbon (Low Thinking)",
      "model_id": "google/gemini-4-carbon",
      "badge": "#1 Overall Quality",
      "total": 32,
      "succeeded": 32,
      "reliability_pct": 100.0,
      "est_cost_per_1k": "~$5.94 / 1k",
      "est_cost_per_1k_num": 5.94,
      "routed_models_breakdown": {
        "google/gemini-4-carbon": 32
      },
      "scores": {
        "composite": 93.02,
        "composite_when_succeeded": 93.02,
        "accuracy": 26.58,
        "minimal_false_info": 27.48,
        "citations": 15.0,
        "coaching": 14.08,
        "format": 9.88
      },
      "false_info": {
        "unsupported_claim_rate_pct": 21.9,
        "raw_hallucinated_citation_rate_pct": 0.0,
        "contradicted_claims_total": 1
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      "latency": {
        "median_ttft_s": 5.11,
        "mean_ttft_s": 8.6,
        "median_total_s": 7.61,
        "mean_total_s": 10.92,
        "p90_total_s": 18.34
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    },
    {
      "profile": "argon_low",
      "label": "\ud83e\udde0 Gemini Argon",
      "model_id": "google/gemini-4-argon",
      "badge": "#1 Tied Accuracy & Coaching",
      "total": 32,
      "succeeded": 32,
      "reliability_pct": 100.0,
      "est_cost_per_1k": "~$6.00 / 1k",
      "est_cost_per_1k_num": 6.0,
      "routed_models_breakdown": {
        "google/gemini-4-argon": 32
      },
      "scores": {
        "composite": 92.67,
        "composite_when_succeeded": 92.67,
        "accuracy": 26.58,
        "minimal_false_info": 27.02,
        "citations": 15.0,
        "coaching": 14.2,
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      "false_info": {
        "unsupported_claim_rate_pct": 31.2,
        "raw_hallucinated_citation_rate_pct": 0.0,
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        "median_total_s": 6.75,
        "mean_total_s": 8.45,
        "p90_total_s": 15.1
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    },
    {
      "profile": "opus_5_5",
      "label": "\ud83e\udde0 Opus 5.5",
      "model_id": "anthropic/claude-opus-5.5",
      "badge": "#1 Sub-4s Quality",
      "total": 32,
      "succeeded": 32,
      "reliability_pct": 100.0,
      "est_cost_per_1k": "~$18.13 / 1k",
      "est_cost_per_1k_num": 18.13,
      "routed_models_breakdown": {
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      "scores": {
        "composite": 92.58,
        "composite_when_succeeded": 92.58,
        "accuracy": 25.94,
        "minimal_false_info": 28.27,
        "citations": 15.0,
        "coaching": 13.56,
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        "unsupported_claim_rate_pct": 18.8,
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    },
    {
      "profile": "gpt_6_astra",
      "label": "\ud83e\udde0 ChatGPT Astra",
      "model_id": "openai/gpt-6-astra",
      "badge": "#1 Lowest False-Info Rate",
      "total": 32,
      "succeeded": 32,
      "reliability_pct": 100.0,
      "est_cost_per_1k": "~$28.55 / 1k",
      "est_cost_per_1k_num": 28.55,
      "routed_models_breakdown": {
        "openai/gpt-6-astra": 32
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        "accuracy": 23.09,
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        "citations": 15.0,
        "coaching": 13.27,
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      "false_info": {
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        "raw_hallucinated_citation_rate_pct": 0.0,
        "contradicted_claims_total": 0
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        "mean_ttft_s": 1.89,
        "median_total_s": 4.18,
        "mean_total_s": 4.34,
        "p90_total_s": 5.07
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    },
    {
      "profile": "gemini_3_8_flash",
      "label": "\ud83e\udde0 3.8 Flash",
      "model_id": "google/gemini-3.8-flash",
      "badge": "Fastest Total \u00b7 Best Value",
      "total": 32,
      "succeeded": 32,
      "reliability_pct": 100.0,
      "est_cost_per_1k": "~$2.03 / 1k",
      "est_cost_per_1k_num": 2.03,
      "routed_models_breakdown": {
        "google/gemini-3.8-flash": 32
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      "scores": {
        "composite": 88.62,
        "composite_when_succeeded": 88.62,
        "accuracy": 24.73,
        "minimal_false_info": 25.59,
        "citations": 14.84,
        "coaching": 13.55,
        "format": 9.91
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      "false_info": {
        "unsupported_claim_rate_pct": 43.8,
        "raw_hallucinated_citation_rate_pct": 0.0,
        "contradicted_claims_total": 2
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      "latency": {
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        "median_total_s": 3.17,
        "mean_total_s": 3.12,
        "p90_total_s": 3.83
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    },
    {
      "profile": "gpt_6_1_sol",
      "label": "\ud83e\udde0 ChatGPT Sol",
      "model_id": "openai/gpt-6.1-sol",
      "badge": "Fastest TTFT \u00b7 0 Contradictions",
      "total": 32,
      "succeeded": 32,
      "reliability_pct": 100.0,
      "est_cost_per_1k": "~$5.83 / 1k",
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    {
      "profile": "openrouter_free",
      "label": "\ud83e\udde0 OpenRouter Free",
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      "badge": "$0 Router",
      "total": 32,
      "succeeded": 32,
      "reliability_pct": 100.0,
      "est_cost_per_1k": "$0.00 (Free Tier)",
      "est_cost_per_1k_num": 0.0,
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        "dots-studio/dots-3-note-preview:free": 5,
        "liquid/lfm-3-1.7b:free": 5,
        "cohere/north-mini-code:free": 5,
        "recursive/flint-v1.0:free": 4,
        "nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free": 4,
        "baidu/ernie-5.5-flash-preview:free": 2,
        "nvidia/nemotron-3.5-lightning:free": 1
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      "scores": {
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        "accuracy": 18.56,
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  "stage_breakdown": [
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      "topic_label": "\u2605 Landing Page",
      "stage_label": "4 Default Starter Chips",
      "count": 4,
      "by_model": {
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          "quality": 89.9,
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        "opus_5_5": {
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        "carbon_low": {
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        "argon_low": {
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          "median_s": 5.68
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        "gpt_6_1_sol": {
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          "median_s": 3.72
        },
        "openrouter_free": {
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          "median_s": 2.93
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      }
    },
    {
      "topic_label": "Marriage",
      "stage_label": "Getting ready for marriage",
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      "by_model": {
        "gemini_3_8_flash": {
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        "opus_5_5": {
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        "gpt_6_astra": {
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          "median_s": 4.25
        },
        "gpt_6_1_sol": {
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        },
        "openrouter_free": {
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      }
    },
    {
      "topic_label": "Marriage",
      "stage_label": "The first few years",
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        "openrouter_free": {
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      "topic_label": "Parenting",
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      "topic_label": "Marriage",
      "stage": "getting-ready",
      "stage_label": "Getting ready for marriage",
      "featured": true,
      "label": "How do we know we\u2019re really ready for marriage?",
      "question": "We're engaged. How do we know we're really ready for marriage?",
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        "Getting Ready for Marriage (Conflict: The Rules of Engagement)",
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        "Video: Are you Ready for Marriage\u2014or Just the Wedding?"
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          "sanitized_markdown": "In [*Getting Ready for Marriage*](https://www.amazon.com/dp/143470811X), couples are urged to invite honest feedback from their relational community and face red flags directly, because it is far better to address serious issues on the ground now than mid-flight after the wedding [book:grfm-book:ch1:s7:p1] [book:grfm-book:ch1:s8:p1]. Rather than assuming being in love means you have it all together, seek out an older couple you admire and ask if they would be willing to meet once a quarter to share their wisdom [vid:9hfCoc1pIa4:sc6] [vid:rqj8EDgmaAI:sc6].",
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      "topic": "marriage",
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      "label": "How do we stay close after our first baby?",
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        "Video: A lack of forgiveness creates more pain+ keeps us from connecting with our spouse. #shorts #marriage",
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      "label": "How do I set healthy media and screen limits for my kids?",
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        "Confident Parenting (The Lesson of A.W.E.: Communicating With Affection, Warmth, and Encouragement)",
        "Video: Creating a Media Safe Home with Jim Burns",
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          "sanitized_markdown": "Setting screen limits for preteens can feel like a moving target, and [*Understanding Your Teen*](https://www.amazon.com/dp/0830844872) encourages you to create media boundaries and consistent consequences *with* your kids, because \"people support what they help to create\" [book:uyt-book:ch5:s4:p2]. In \"Creating a Media Safe Home,\" you're urged to place consistent limits on hours of use and actually follow through, even when you're tired or stressed [vid:NGyy5nzGMys:sc11]. Try saying, \"Let's write our family screen agreement together this week.\"",
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          "sanitized_markdown": "Setting screen limits can feel exhausting, but you don\u2019t have to battle over every minute. In [*Understanding Your Teen*](https://www.amazon.com/dp/0830844872), you\u2019re encouraged to involve your kids in creating age-appropriate boundaries [book:uyt-book:ch5:s4:p2]. Try saying, \u201cLet\u2019s agree on screen times, device-free places, and consequences,\u201d then calmly follow through\u2014even when you\u2019re tired [vid:NGyy5nzGMys:sc11].",
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          "sanitized_markdown": "You can become a \"transitional generation\" parent by bringing your own brokenness to God rather than repeating the past, as highlighted in [*Confident Parenting*](https://www.amazon.com/dp/0764202073) [book:cp-book:ch1:s4:p1] [book:cp-book:ch2:s3:p1]. Make a conscious commitment to recover instead of repeat [vid:NI7cBpzgj-Y:sc1], asking yourself whenever you feel triggered: \"Why did I just react that way, and what healthier response can I model right now?\"",
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    {
      "id": "p-ya-1",
      "topic": "parenting",
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      "label": "Is it normal that my 22-year-old is in no hurry to grow up?",
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        "Doing Life with Your Adult Children (Why Is It Taking My Kid So Long to Grow Up?)",
        "Doing Life with Your Adult Children (A Failure to Launch)",
        "Video: Relaxed: Walking with the One Who is Not Worried About a Thing with guest Megan Fate Marshman",
        "Video: Feeling Like Roommates? Simple Ways to Reconnect with Your Spouse Advice from Greg & Erin Smalley"
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        "When Your Adult Child Strays (From Heartache to Hope)",
        "Doing Life with Your Adult Children (A Failure to Launch)",
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          "sanitized_markdown": "Stepping back while still caring deeply is one of the hardest parts of parenting a young adult, especially when you want them to thrive [vid:uqsURPD1LNU:sc4]. In [*Doing Life with Your Adult Children*](https://www.amazon.com/dp/0310353777), the goal is to empathize and empower them rather than centralize control or enable dependence that keeps them from becoming self-sufficient [book:dlwac-book:ch3:s6:p1] [vid:SrypKbtce8g:sc1]. Before stepping in to fix a problem or offer money, pause to ask yourself if your help builds their independence, and try saying, \"I love you and trust you to navigate this\u2014let me know if you'd like a sounding board\" [vid:SrypKbtce8g:sc1].",
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          "sanitized_markdown": "You want to help because you care; [*Doing Life with Your Adult Children*](https://www.amazon.com/dp/0310353777) encourages empathy rather than criticism [book:dlwac-book:ch3:s6:p1], while HomeWord\u2019s course asks whether your help builds independence or prolongs dependence [vid:SrypKbtce8g:sc1]. Before stepping in, ask, \u201cWould you like me to listen or help brainstorm?\u201d\u2014then leave the decision and responsibility with your young adult.",
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      "label": "How do I help my adult son without enabling him?",
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        "Video: Are you enabling or helping your adult child?",
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        "When Your Adult Child Strays (The Deconstruction of Your Adult Child\u2019s Faith and What to Do About It)",
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