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  "generated_at_utc": "20260522_201409",
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        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Robotics & automation picks-shovels",
        "ticker": "002184.SZ",
        "name": "Shanghai Hi-Tech Control System Co., Ltd",
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        "rating": "undervalued",
        "cagr_5y_percent": 31.71,
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        "llm_status": "blocked_data_quality",
        "priority_score": 208.7798170294357,
        "ai_second_order_score": 88.5,
        "reasons": "automation/robotics component supplier; deterministic undervalued; 5Y CAGR 31.7%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Robotics & automation picks-shovels",
        "ticker": "688015.SS",
        "name": "Traffic Control Technology Co., Ltd.",
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        "current_price": 21.81,
        "rating": "undervalued",
        "cagr_5y_percent": 32.57,
        "buy_below_5y": 39.61,
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        "llm_status": "blocked_data_quality",
        "priority_score": 208.7769589259027,
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        "reasons": "automation/robotics component supplier; deterministic undervalued; 5Y CAGR 32.6%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
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    ],
    "Financial-market plumbing under AI efficiency": [
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "BGC",
        "name": "BGC Group, Inc.",
        "sector": "Finance",
        "industry": "Investment Bankers/Brokers/Service",
        "market_cap_usd": 5389427200.0,
        "current_price": 11.1,
        "rating": "undervalued",
        "cagr_5y_percent": 31.38,
        "buy_below_5y": 19.62,
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        "llm_status": "blocked_data_quality",
        "priority_score": 209.73154260988093,
        "ai_second_order_score": 88.5,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 31.4%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
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      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "3649.T",
        "name": "FINDEX Inc.",
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        "market_cap_usd": 122307083.0,
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        "rating": "undervalued",
        "cagr_5y_percent": 28.02,
        "buy_below_5y": 1200.19,
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        "llm_status": "blocked_data_quality",
        "priority_score": 408.08745160845694,
        "ai_second_order_score": 86.22,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 28.0%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "LSAK",
        "name": "Lesaka Technologies, Inc.",
        "sector": "Finance",
        "industry": "Investment Bankers/Brokers/Service",
        "market_cap_usd": 401092128.0,
        "current_price": 5.01,
        "rating": "undervalued",
        "cagr_5y_percent": 27.3,
        "buy_below_5y": 7.57,
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        "llm_status": "blocked_data_quality",
        "priority_score": 408.60324413842216,
        "ai_second_order_score": 85.39,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 27.3%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "SF",
        "name": "Stifel Financial Corp.",
        "sector": "Finance",
        "industry": "Investment Bankers/Brokers/Service",
        "market_cap_usd": 12198835200.0,
        "current_price": 77.955,
        "rating": "undervalued",
        "cagr_5y_percent": 27.02,
        "buy_below_5y": 116.4,
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        "llm_status": "blocked_data_quality",
        "priority_score": 210.08631836425155,
        "ai_second_order_score": 85.07,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 27.0%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "RJF",
        "name": "Raymond James Financial, Inc.",
        "sector": "Finance",
        "industry": "Investment Bankers/Brokers/Service",
        "market_cap_usd": 30809073664.0,
        "current_price": 158.49,
        "rating": "undervalued",
        "cagr_5y_percent": 26.98,
        "buy_below_5y": 236.36,
        "data_quality_gate": "review_fallback_or_source_warnings_before_gpt55",
        "llm_status": "blocked_data_quality",
        "priority_score": 210.48867864058695,
        "ai_second_order_score": 85.03,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 27.0%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "IBKR",
        "name": "Interactive Brokers Group, Inc.",
        "sector": "Financials",
        "industry": "Investment Banking & Brokerage",
        "market_cap_usd": 35426541568.0,
        "current_price": 84.05,
        "rating": "undervalued",
        "cagr_5y_percent": 36.04,
        "buy_below_5y": 188.38,
        "data_quality_gate": "review_extreme_target_or_currency_unit_risk",
        "llm_status": "blocked_data_quality",
        "priority_score": 210.54932875743492,
        "ai_second_order_score": 82.5,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 36.0%; extreme target/currency review; SEC-backed financial coverage",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "SCHW",
        "name": "The Charles Schwab Corporation",
        "sector": "Financials",
        "industry": "Investment Banking & Brokerage",
        "market_cap_usd": 160572555264.0,
        "current_price": 92.29,
        "rating": "undervalued",
        "cagr_5y_percent": 24.53,
        "buy_below_5y": 124.85,
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        "llm_status": "blocked_data_quality",
        "priority_score": 211.20567131855202,
        "ai_second_order_score": 82.21,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 24.5%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "LIO.L",
        "name": "Liontrust Asset Management PLC",
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        "rating": "undervalued",
        "cagr_5y_percent": 24.4,
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        "llm_status": "blocked_data_quality",
        "priority_score": 408.3350866961348,
        "ai_second_order_score": 82.06,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 24.4%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "VIN.WA",
        "name": "Gielda Praw Majatkowych Vindexus Spolka Akcyjna",
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        "market_cap_usd": 43783201.0,
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        "rating": "undervalued",
        "cagr_5y_percent": 34.41,
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        "llm_status": "blocked_data_quality",
        "priority_score": 407.6413075097631,
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        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 34.4%; data quality review; very small cap outside micro bucket",
        "next_action": "fix_or_verify_data_quality_before_llm"
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      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "IND-R.BK",
        "name": "Index International Group Public Company Limited",
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        "market_cap_usd": 12365591.0,
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        "rating": "undervalued",
        "cagr_5y_percent": 34.83,
        "buy_below_5y": 2.21,
        "data_quality_gate": "review_fallback_or_source_warnings_before_gpt55",
        "llm_status": "blocked_data_quality",
        "priority_score": 407.09221487782673,
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        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 34.8%; data quality review; very small cap outside micro bucket",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "USIO",
        "name": "Usio Inc. Common Stock",
        "sector": "Finance",
        "industry": "Investment Bankers/Brokers/Service",
        "market_cap_usd": 32185601.0,
        "current_price": 1.35,
        "rating": "undervalued",
        "cagr_5y_percent": 29.36,
        "buy_below_5y": 2.21,
        "data_quality_gate": "review_fallback_or_source_warnings_before_gpt55",
        "llm_status": "blocked_data_quality",
        "priority_score": 407.5076616230982,
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        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 29.4%; data quality review; very small cap outside micro bucket",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "NAVI",
        "name": "Navient Corporation",
        "sector": "Finance",
        "industry": "Investment Bankers/Brokers/Service",
        "market_cap_usd": 868462208.0,
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        "rating": "undervalued",
        "cagr_5y_percent": 23.27,
        "buy_below_5y": 11.2,
        "data_quality_gate": "review_fallback_or_source_warnings_before_gpt55",
        "llm_status": "blocked_data_quality",
        "priority_score": 208.93875092443636,
        "ai_second_order_score": 80.76,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 23.3%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "1359.HK",
        "name": "China Cinda Asset Management Co., Ltd.",
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        "market_cap_usd": 5357006934.0,
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        "rating": "undervalued",
        "cagr_5y_percent": 23.14,
        "buy_below_5y": 1.42,
        "data_quality_gate": "review_fallback_or_source_warnings_before_gpt55",
        "llm_status": "blocked_data_quality",
        "priority_score": 209.7289222085151,
        "ai_second_order_score": 80.61,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 23.1%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "SAMG",
        "name": "Silvercrest Asset Management Group Inc. Class A Common Stock",
        "sector": "Finance",
        "industry": "Investment Managers",
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        "current_price": 13.5106,
        "rating": "undervalued",
        "cagr_5y_percent": 22.24,
        "buy_below_5y": 16.66,
        "data_quality_gate": "review_fallback_or_source_warnings_before_gpt55",
        "llm_status": "blocked_data_quality",
        "priority_score": 408.19058742791725,
        "ai_second_order_score": 79.58,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 22.2%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
      },
      {
        "bucket": "Financial-market plumbing under AI efficiency",
        "ticker": "ARYACAPM.BO",
        "name": "Aryaman Capital Markets Limite",
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        "rating": "undervalued",
        "cagr_5y_percent": 22.17,
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        "llm_status": "blocked_data_quality",
        "priority_score": 407.7417125797367,
        "ai_second_order_score": 79.5,
        "reasons": "market infrastructure/data/execution layer; deterministic undervalued; 5Y CAGR 22.2%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
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    ],
    "Micro/small-cap illiquidity alpha": [
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "AUDC",
        "name": "AudioCodes Ltd.",
        "sector": "Utilities",
        "industry": "Telecommunications Equipment",
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        "rating": "undervalued",
        "cagr_5y_percent": 32.04,
        "buy_below_5y": 16.43,
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        "llm_status": "done",
        "priority_score": 10000.0,
        "ai_second_order_score": 140.5,
        "reasons": "below $500M: possible illiquidity/coverage edge; deterministic undervalued; 5Y CAGR 32.0%; validated for GPT-5.5 memo; SEC-backed financial coverage; micro/small cap",
        "next_action": "review_existing_gpt55_memo_for_portfolio_fit"
      },
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "TCX",
        "name": "Tucows Inc.",
        "sector": "Technology",
        "industry": "EDP Services",
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        "rating": "undervalued",
        "cagr_5y_percent": 32.19,
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        "data_quality_gate": "validated_for_gpt55_queue",
        "llm_status": "done",
        "priority_score": 10000.0,
        "ai_second_order_score": 140.5,
        "reasons": "below $500M: possible illiquidity/coverage edge; deterministic undervalued; 5Y CAGR 32.2%; validated for GPT-5.5 memo; SEC-backed financial coverage; micro/small cap",
        "next_action": "review_existing_gpt55_memo_for_portfolio_fit"
      },
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "SND",
        "name": "Smart Sand, Inc.",
        "sector": "Industrials",
        "industry": "Mining & Quarrying of Nonmetallic Minerals (No Fuels)",
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        "rating": "undervalued",
        "cagr_5y_percent": 28.51,
        "buy_below_5y": 8.78,
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        "llm_status": "done",
        "priority_score": 10000.0,
        "ai_second_order_score": 138.79,
        "reasons": "below $500M: possible illiquidity/coverage edge; deterministic undervalued; 5Y CAGR 28.5%; validated for GPT-5.5 memo; SEC-backed financial coverage; micro/small cap",
        "next_action": "review_existing_gpt55_memo_for_portfolio_fit"
      },
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "CZWI",
        "name": "Citizens Community Bancorp, Inc.",
        "sector": "Finance",
        "industry": "Savings Institutions",
        "market_cap_usd": 199793696.0,
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        "rating": "undervalued",
        "cagr_5y_percent": 27.09,
        "buy_below_5y": 33.71,
        "data_quality_gate": "validated_for_gpt55_queue",
        "llm_status": "done",
        "priority_score": 10000.0,
        "ai_second_order_score": 137.15,
        "reasons": "below $500M: possible illiquidity/coverage edge; deterministic undervalued; 5Y CAGR 27.1%; validated for GPT-5.5 memo; SEC-backed financial coverage; micro/small cap",
        "next_action": "review_existing_gpt55_memo_for_portfolio_fit"
      },
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "RDCM",
        "name": "RADCOM Ltd.",
        "sector": "Technology",
        "industry": "Computer peripheral equipment",
        "market_cap_usd": 267144496.0,
        "current_price": 15.97,
        "rating": "undervalued",
        "cagr_5y_percent": 25.3,
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        "data_quality_gate": "validated_for_gpt55_queue",
        "llm_status": "done",
        "priority_score": 10000.0,
        "ai_second_order_score": 135.09,
        "reasons": "below $500M: possible illiquidity/coverage edge; deterministic undervalued; 5Y CAGR 25.3%; validated for GPT-5.5 memo; SEC-backed financial coverage; micro/small cap",
        "next_action": "review_existing_gpt55_memo_for_portfolio_fit"
      },
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "ULBI",
        "name": "Ultralife Corporation",
        "sector": "Miscellaneous",
        "industry": "Industrial Machinery/Components",
        "market_cap_usd": 114929872.0,
        "current_price": 7.12,
        "rating": "undervalued",
        "cagr_5y_percent": 24.78,
        "buy_below_5y": 10.36,
        "data_quality_gate": "validated_for_gpt55_queue",
        "llm_status": "done",
        "priority_score": 10000.0,
        "ai_second_order_score": 134.5,
        "reasons": "below $500M: possible illiquidity/coverage edge; deterministic undervalued; 5Y CAGR 24.8%; validated for GPT-5.5 memo; SEC-backed financial coverage; micro/small cap",
        "next_action": "review_existing_gpt55_memo_for_portfolio_fit"
      },
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "NL",
        "name": "NL Industries, Inc.",
        "sector": "Basic Materials",
        "industry": "Major Chemicals",
        "market_cap_usd": 293176416.0,
        "current_price": 5.86,
        "rating": "undervalued",
        "cagr_5y_percent": 24.06,
        "buy_below_5y": 8.28,
        "data_quality_gate": "validated_for_gpt55_queue",
        "llm_status": "done",
        "priority_score": 10000.0,
        "ai_second_order_score": 133.67,
        "reasons": "below $500M: possible illiquidity/coverage edge; deterministic undervalued; 5Y CAGR 24.1%; validated for GPT-5.5 memo; SEC-backed financial coverage; micro/small cap",
        "next_action": "review_existing_gpt55_memo_for_portfolio_fit"
      },
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "RCKY",
        "name": "Rocky Brands, Inc.",
        "sector": "Consumer Discretionary",
        "industry": "Shoe Manufacturing",
        "market_cap_usd": 276519776.0,
        "current_price": 36.39,
        "rating": "undervalued",
        "cagr_5y_percent": 23.49,
        "buy_below_5y": 50.26,
        "data_quality_gate": "validated_for_gpt55_queue",
        "llm_status": "done",
        "priority_score": 10000.0,
        "ai_second_order_score": 133.01,
        "reasons": "below $500M: possible illiquidity/coverage edge; deterministic undervalued; 5Y CAGR 23.5%; validated for GPT-5.5 memo; SEC-backed financial coverage; micro/small cap",
        "next_action": "review_existing_gpt55_memo_for_portfolio_fit"
      },
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "HNVR",
        "name": "Hanover Bancorp, Inc.",
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        "market_cap_usd": 169756000.0,
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        "rating": "undervalued",
        "cagr_5y_percent": 23.15,
        "buy_below_5y": 31.37,
        "data_quality_gate": "validated_for_gpt55_queue",
        "llm_status": "done",
        "priority_score": 10000.0,
        "ai_second_order_score": 132.62,
        "reasons": "below $500M: possible illiquidity/coverage edge; deterministic undervalued; 5Y CAGR 23.1%; validated for GPT-5.5 memo; SEC-backed financial coverage; micro/small cap",
        "next_action": "review_existing_gpt55_memo_for_portfolio_fit"
      },
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "AIRJ",
        "name": "AirJoule Technologies Corporation",
        "sector": "Industrials",
        "industry": "Industrial Machinery/Components",
        "market_cap_usd": 210896016.0,
        "current_price": 3.08,
        "rating": "undervalued",
        "cagr_5y_percent": 24.06,
        "buy_below_5y": 4.26,
        "data_quality_gate": "validated_for_gpt55_queue",
        "llm_status": "done",
        "priority_score": 10000.0,
        "ai_second_order_score": 132.07,
        "reasons": "below $500M: possible illiquidity/coverage edge; deterministic undervalued; 5Y CAGR 24.1%; validated for GPT-5.5 memo; SEC-backed financial coverage; micro/small cap",
        "next_action": "review_existing_gpt55_memo_for_portfolio_fit"
      },
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "TLYS",
        "name": "Tilly's, Inc.",
        "sector": "Consumer Discretionary",
        "industry": "Clothing/Shoe/Accessory Stores",
        "market_cap_usd": 124087872.0,
        "current_price": 4.4095,
        "rating": "undervalued",
        "cagr_5y_percent": 21.98,
        "buy_below_5y": 5.73,
        "data_quality_gate": "validated_for_gpt55_queue",
        "llm_status": "done",
        "priority_score": 10000.0,
        "ai_second_order_score": 131.28,
        "reasons": "below $500M: possible illiquidity/coverage edge; deterministic undervalued; 5Y CAGR 22.0%; validated for GPT-5.5 memo; SEC-backed financial coverage; micro/small cap",
        "next_action": "review_existing_gpt55_memo_for_portfolio_fit"
      },
      {
        "bucket": "Micro/small-cap illiquidity alpha",
        "ticker": "NEWT",
        "name": "NewtekOne, Inc.",
        "sector": "",
        "industry": "",
        "market_cap_usd": 373944448.0,
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        "next_action": "fix_or_verify_data_quality_before_llm"
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        "bucket": "Human leisure / experiences",
        "ticker": "WH",
        "name": "Wyndham Hotels & Resorts, Inc.",
        "sector": "Consumer Discretionary",
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        "bucket": "Human leisure / experiences",
        "ticker": "ASO",
        "name": "Academy Sports and Outdoors, Inc.",
        "sector": "Consumer Discretionary",
        "industry": "Other Specialty Stores",
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        "reasons": "leisure/experience/time-use beneficiary; deterministic undervalued; 5Y CAGR 32.4%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
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      {
        "bucket": "Human leisure / experiences",
        "ticker": "CNK",
        "name": "Cinemark Holdings, Inc.",
        "sector": "Consumer Discretionary",
        "industry": "Movies/Entertainment",
        "market_cap_usd": 3448009216.0,
        "current_price": 27.0,
        "rating": "undervalued",
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        "buy_below_5y": 48.78,
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        "reasons": "leisure/experience/time-use beneficiary; deterministic undervalued; 5Y CAGR 31.9%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
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      {
        "bucket": "Human leisure / experiences",
        "ticker": "ZGN",
        "name": "Ermenegildo Zegna N.V.",
        "sector": "Consumer Discretionary",
        "industry": "Apparel",
        "market_cap_usd": 3251074048.0,
        "current_price": 12.12,
        "rating": "undervalued",
        "cagr_5y_percent": 33.43,
        "buy_below_5y": 22.73,
        "data_quality_gate": "review_fallback_or_source_warnings_before_gpt55",
        "llm_status": "blocked_data_quality",
        "priority_score": 209.5120268613053,
        "ai_second_order_score": 88.5,
        "reasons": "leisure/experience/time-use beneficiary; deterministic undervalued; 5Y CAGR 33.4%; data quality review",
        "next_action": "fix_or_verify_data_quality_before_llm"
      }
    ]
  },
  "summary_md": "/home/manolo/stock-analyzer/data/research/ai_second_order_portfolio/20260522_201409_ai_second_order_summary.md"
}