{
  "article": "On Agents: Sufficiently Powerful, Necessarily Economical, Occasionally Correct",
  "note": "FN numbers are public Firmenbuch identifiers. Names, ages and caveat texts are omitted (DSGVO caution). System prompt: /article-08-system-prompt.txt — Missions: /article-08-missions.txt",
  "answer_keys": {
    "M1 — list every company whose GF is 89 or older (graded with tie tolerance at age 88)": [
      "065005x",
      "040591v",
      "112015d",
      "089877y",
      "089514p",
      "117706y",
      "034569m",
      "343130d",
      "137249m",
      "348752x",
      "281973t",
      "216248m",
      "238144m",
      "097281k",
      "324554k",
      "064188w",
      "050480k",
      "044128w",
      "555362i",
      "382444v",
      "249326g",
      "037059z",
      "166750x",
      "117742a",
      "099287k",
      "158388z",
      "157858w",
      "100224p",
      "071011d",
      "060015h",
      "043053p",
      "377282b",
      "333245t",
      "162756y",
      "114383k",
      "101300x",
      "051686i",
      "048152m",
      "044854m",
      "520983b",
      "426951w",
      "391898x",
      "387398d",
      "331910d",
      "295869b",
      "279445z",
      "276763f",
      "269179b",
      "199575v",
      "123258m"
    ],
    "M2 — machinery companies in Oberoesterreich with GF aged 70+": [
      "281774z",
      "267198p",
      "118315v",
      "089645g",
      "107638t"
    ]
  },
  "runs": [
    {
      "mission": "M1",
      "question": "List the 50 companies with the oldest Geschäftsführer in the database.",
      "model": "claude-fable-5",
      "answered_fnrs": [
        "065005x",
        "040591v",
        "112015d",
        "089877y",
        "089514p",
        "117706y",
        "034569m",
        "343130d",
        "137249m",
        "348752x",
        "281973t",
        "216248m",
        "238144m",
        "097281k",
        "324554k",
        "064188w",
        "050480k",
        "044128w",
        "555362i",
        "382444v",
        "249326g",
        "037059z",
        "166750x",
        "117742a",
        "099287k",
        "158388z",
        "157858w",
        "100224p",
        "071011d",
        "060015h",
        "043053p",
        "377282b",
        "333245t",
        "162756y",
        "114383k",
        "101300x",
        "051686i",
        "048152m",
        "044854m",
        "520983b",
        "426951w",
        "391898x",
        "387398d",
        "331910d",
        "295869b",
        "279445z",
        "276763f",
        "269179b",
        "199575v",
        "123258m"
      ],
      "correct": true,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 21.6,
      "tokens_in": 32163,
      "tokens_out": 692,
      "cost_usd": 0.3562
    },
    {
      "mission": "M1",
      "question": "List the 50 companies with the oldest Geschäftsführer in the database.",
      "model": "claude-fable-5",
      "answered_fnrs": [
        "065005x",
        "040591v",
        "112015d",
        "089877y",
        "089514p",
        "117706y",
        "034569m",
        "343130d",
        "137249m",
        "348752x",
        "281973t",
        "216248m",
        "238144m",
        "097281k",
        "324554k",
        "064188w",
        "050480k",
        "044128w",
        "555362i",
        "382444v",
        "249326g",
        "037059z",
        "166750x",
        "117742a",
        "099287k",
        "158388z",
        "157858w",
        "100224p",
        "071011d",
        "060015h",
        "043053p",
        "377282b",
        "333245t",
        "162756y",
        "114383k",
        "101300x",
        "051686i",
        "048152m",
        "044854m",
        "520983b",
        "426951w",
        "391898x",
        "387398d",
        "331910d",
        "295869b",
        "279445z",
        "276763f",
        "269179b",
        "199575v",
        "123258m"
      ],
      "correct": true,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 17.8,
      "tokens_in": 32163,
      "tokens_out": 588,
      "cost_usd": 0.351
    },
    {
      "mission": "M1",
      "question": "List the 50 companies with the oldest Geschäftsführer in the database.",
      "model": "claude-fable-5",
      "answered_fnrs": [
        "065005x",
        "040591v",
        "112015d",
        "089877y",
        "089514p",
        "117706y",
        "034569m",
        "343130d",
        "137249m",
        "348752x",
        "281973t",
        "216248m",
        "238144m",
        "097281k",
        "324554k",
        "064188w",
        "050480k",
        "044128w",
        "555362i",
        "382444v",
        "249326g",
        "037059z",
        "166750x",
        "117742a",
        "099287k",
        "158388z",
        "157858w",
        "100224p",
        "071011d",
        "060015h",
        "043053p",
        "377282b",
        "333245t",
        "162756y",
        "114383k",
        "101300x",
        "051686i",
        "048152m",
        "044854m",
        "520983b",
        "426951w",
        "391898x",
        "387398d",
        "331910d",
        "295869b",
        "279445z",
        "276763f",
        "269179b",
        "199575v",
        "123258m"
      ],
      "correct": true,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 17.6,
      "tokens_in": 32163,
      "tokens_out": 565,
      "cost_usd": 0.3499
    },
    {
      "mission": "M1 (default config)",
      "question": "List the 50 companies with the oldest Geschäftsführer in the database.",
      "model": "qwen3:8b",
      "answered_fnrs": [],
      "correct": false,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 540.1,
      "tokens_in": 6620,
      "tokens_out": 2593,
      "cost_usd": 0.0
    },
    {
      "mission": "M1 (memory fixed)",
      "question": "List the 50 companies with the oldest Geschäftsführer in the database.",
      "model": "qwen3:8b",
      "answered_fnrs": [
        "065005x",
        "040591v",
        "112015d",
        "089877y",
        "089514p",
        "117706y",
        "034569m",
        "343130d",
        "137249m",
        "348752x",
        "281973t",
        "216248m",
        "238144m"
      ],
      "correct": false,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 1122.2,
      "tokens_in": 21038,
      "tokens_out": 2035,
      "cost_usd": 0.0
    },
    {
      "mission": "M1 (memory fixed)",
      "question": "List the 50 companies with the oldest Geschäftsführer in the database.",
      "model": "qwen3:8b",
      "answered_fnrs": [
        "065005x",
        "040591v",
        "112015d",
        "089877y",
        "089514p",
        "117706y",
        "034569m",
        "343130d",
        "137249m",
        "348752x",
        "281973t",
        "216248m",
        "238144m",
        "[redacted: not a valid FN]",
        "097281k",
        "324554k",
        "064188w",
        "050480k",
        "044128w",
        "555362i",
        "382444v",
        "249326g",
        "037059z",
        "166750x",
        "117742a",
        "099287k",
        "158388z",
        "157858w",
        "100224p",
        "071011d",
        "060015h",
        "043053p",
        "377282b",
        "333245t",
        "162756y",
        "114383k",
        "101300x",
        "051686i",
        "048152m",
        "044854m",
        "520983b",
        "426951w",
        "391898x",
        "387398d",
        "331910d",
        "295869b",
        "279445z",
        "276763f",
        "269179b",
        "199575v",
        "123258m"
      ],
      "correct": false,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 939.4,
      "tokens_in": 20434,
      "tokens_out": 1372,
      "cost_usd": 0.0
    },
    {
      "mission": "M1 (memory fixed)",
      "question": "List the 50 companies with the oldest Geschäftsführer in the database.",
      "model": "qwen3:8b",
      "answered_fnrs": [
        "065005x",
        "040591v",
        "112015d",
        "089877y",
        "089514p",
        "117706y",
        "034569m",
        "343130d",
        "137249m",
        "348752x",
        "281973t",
        "216248m",
        "238144m",
        "279445z",
        "276763f",
        "269179b",
        "199575v",
        "123258m"
      ],
      "correct": false,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 1187.4,
      "tokens_in": 21019,
      "tokens_out": 1799,
      "cost_usd": 0.0
    },
    {
      "mission": "M1 (memory fixed)",
      "question": "List the 50 companies with the oldest Geschäftsführer in the database.",
      "model": "qwen3:8b",
      "answered_fnrs": [],
      "correct": false,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 1612.1,
      "tokens_in": 20870,
      "tokens_out": 7279,
      "cost_usd": 0.0
    },
    {
      "mission": "M2",
      "question": "Which machinery companies in Oberösterreich have a Geschäftsführer aged 70 or older?",
      "model": "claude-fable-5",
      "answered_fnrs": [
        "107638t",
        "281774z",
        "118315v",
        "089645g",
        "267198p"
      ],
      "correct": true,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 13.6,
      "tokens_in": 14834,
      "tokens_out": 326,
      "cost_usd": 0.1646
    },
    {
      "mission": "M2",
      "question": "Which machinery companies in Oberösterreich have a Geschäftsführer aged 70 or older?",
      "model": "claude-fable-5",
      "answered_fnrs": [
        "107638t",
        "281774z",
        "118315v",
        "089645g",
        "267198p"
      ],
      "correct": true,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 13.7,
      "tokens_in": 14834,
      "tokens_out": 578,
      "cost_usd": 0.1772
    },
    {
      "mission": "M2",
      "question": "Which machinery companies in Oberösterreich have a Geschäftsführer aged 70 or older?",
      "model": "claude-fable-5",
      "answered_fnrs": [
        "107638t",
        "281774z",
        "118315v",
        "089645g",
        "267198p"
      ],
      "correct": true,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 12.0,
      "tokens_in": 14834,
      "tokens_out": 305,
      "cost_usd": 0.1636
    },
    {
      "mission": "M2",
      "question": "Which machinery companies in Oberösterreich have a Geschäftsführer aged 70 or older?",
      "model": "qwen3:8b",
      "answered_fnrs": [
        "107638t",
        "281774z",
        "118315v",
        "089645g",
        "267198p"
      ],
      "correct": true,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 185.4,
      "tokens_in": 7188,
      "tokens_out": 857,
      "cost_usd": 0.0
    },
    {
      "mission": "M2",
      "question": "Which machinery companies in Oberösterreich have a Geschäftsführer aged 70 or older?",
      "model": "qwen3:8b",
      "answered_fnrs": [
        "107638t",
        "281774z",
        "118315v",
        "089645g",
        "267198p"
      ],
      "correct": true,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 251.5,
      "tokens_in": 7396,
      "tokens_out": 1061,
      "cost_usd": 0.0
    },
    {
      "mission": "M2",
      "question": "Which machinery companies in Oberösterreich have a Geschäftsführer aged 70 or older?",
      "model": "qwen3:8b",
      "answered_fnrs": [
        "107638t",
        "281774z",
        "118315v",
        "089645g",
        "267198p"
      ],
      "correct": true,
      "tool_calls": 1,
      "tool_errors": 0,
      "seconds": 196.7,
      "tokens_in": 7168,
      "tokens_out": 791,
      "cost_usd": 0.0
    }
  ]
}