{
  "format": "learnai-adaptation-study-v1",
  "runs": [
    {
      "seed": 17,
      "strategy": "none",
      "baseline": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "candidate": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "curve": [
        {
          "updates": 0,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 10,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 20,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 30,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 40,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 50,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 60,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 70,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 80,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 90,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 100,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        }
      ],
      "promoted": false,
      "fitting_rows": 0,
      "comparison_slots": 100,
      "memory_receipts": 0
    },
    {
      "seed": 17,
      "strategy": "new-only",
      "baseline": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "candidate": [
        -0.07863067078622835,
        0.35878306821128797,
        0.35784372532798686,
        0.029353968178093118,
        -0.3421610973932509,
        -0.26451411981048395,
        -0.33723885885219945,
        0.1498282617969873,
        0.16988419734293772,
        0.2582778859638072,
        -0.08987255821039962,
        0.3148497674451194,
        0.21290088673589194
      ],
      "curve": [
        {
          "updates": 0,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 10,
          "old": 0.12763055556053526,
          "new": 0.647703013606493
        },
        {
          "updates": 20,
          "old": 0.22063014694524602,
          "new": 0.47760639253169346
        },
        {
          "updates": 30,
          "old": 0.2787051757939086,
          "new": 0.40979358043190117
        },
        {
          "updates": 40,
          "old": 0.3179005108003027,
          "new": 0.37631123465078625
        },
        {
          "updates": 50,
          "old": 0.3466216416043006,
          "new": 0.3561091124783036
        },
        {
          "updates": 60,
          "old": 0.36943096054623137,
          "new": 0.3411242985486709
        },
        {
          "updates": 70,
          "old": 0.3895170161278294,
          "new": 0.32733726448588807
        },
        {
          "updates": 80,
          "old": 0.40996891278814807,
          "new": 0.3119252163708761
        },
        {
          "updates": 90,
          "old": 0.43460548481237277,
          "new": 0.2921804813826766
        },
        {
          "updates": 100,
          "old": 0.46861170201930125,
          "new": 0.26521760522914994
        }
      ],
      "promoted": false,
      "fitting_rows": 3200,
      "comparison_slots": 100,
      "memory_receipts": 0
    },
    {
      "seed": 17,
      "strategy": "reservoir",
      "baseline": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "candidate": [
        0.2275630677106246,
        0.5560518807444549,
        0.397842614080153,
        -0.0648562565251418,
        -0.41339734652860477,
        -0.24852472901560335,
        -0.13318779742956566,
        0.17436256362631553,
        0.22057697316865868,
        0.43363102749608323,
        -0.18978751244322603,
        0.056384929463966615,
        0.021908567486386987
      ],
      "curve": [
        {
          "updates": 0,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 10,
          "old": 0.07484308979068635,
          "new": 0.7692056459018383
        },
        {
          "updates": 20,
          "old": 0.1325700358860811,
          "new": 0.5843570000299835
        },
        {
          "updates": 30,
          "old": 0.1721740568932218,
          "new": 0.49817906323129246
        },
        {
          "updates": 40,
          "old": 0.19984602622823056,
          "new": 0.45140291396522997
        },
        {
          "updates": 50,
          "old": 0.2199254675431085,
          "new": 0.42310568282451283
        },
        {
          "updates": 60,
          "old": 0.23529177294375322,
          "new": 0.4043872583573377
        },
        {
          "updates": 70,
          "old": 0.24771900075621572,
          "new": 0.3910694204270043
        },
        {
          "updates": 80,
          "old": 0.2582548460782099,
          "new": 0.3810067109544796
        },
        {
          "updates": 90,
          "old": 0.2675126780475354,
          "new": 0.3730000369455549
        },
        {
          "updates": 100,
          "old": 0.27586118532365694,
          "new": 0.36632423674574266
        }
      ],
      "promoted": false,
      "fitting_rows": 3200,
      "comparison_slots": 100,
      "memory_receipts": 16
    },
    {
      "seed": 23,
      "strategy": "none",
      "baseline": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "candidate": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "curve": [
        {
          "updates": 0,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 10,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 20,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 30,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 40,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 50,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 60,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 70,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 80,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 90,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 100,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        }
      ],
      "promoted": false,
      "fitting_rows": 0,
      "comparison_slots": 100,
      "memory_receipts": 0
    },
    {
      "seed": 23,
      "strategy": "new-only",
      "baseline": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "candidate": [
        -0.07863067078622835,
        0.35878306821128797,
        0.35784372532798686,
        0.029353968178093118,
        -0.3421610973932509,
        -0.26451411981048395,
        -0.33723885885219945,
        0.1498282617969873,
        0.16988419734293772,
        0.2582778859638072,
        -0.08987255821039962,
        0.3148497674451194,
        0.21290088673589194
      ],
      "curve": [
        {
          "updates": 0,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 10,
          "old": 0.12763055556053526,
          "new": 0.647703013606493
        },
        {
          "updates": 20,
          "old": 0.22063014694524602,
          "new": 0.47760639253169346
        },
        {
          "updates": 30,
          "old": 0.2787051757939086,
          "new": 0.40979358043190117
        },
        {
          "updates": 40,
          "old": 0.3179005108003027,
          "new": 0.37631123465078625
        },
        {
          "updates": 50,
          "old": 0.3466216416043006,
          "new": 0.3561091124783036
        },
        {
          "updates": 60,
          "old": 0.36943096054623137,
          "new": 0.3411242985486709
        },
        {
          "updates": 70,
          "old": 0.3895170161278294,
          "new": 0.32733726448588807
        },
        {
          "updates": 80,
          "old": 0.40996891278814807,
          "new": 0.3119252163708761
        },
        {
          "updates": 90,
          "old": 0.43460548481237277,
          "new": 0.2921804813826766
        },
        {
          "updates": 100,
          "old": 0.46861170201930125,
          "new": 0.26521760522914994
        }
      ],
      "promoted": false,
      "fitting_rows": 3200,
      "comparison_slots": 100,
      "memory_receipts": 0
    },
    {
      "seed": 23,
      "strategy": "reservoir",
      "baseline": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "candidate": [
        0.01939502667552384,
        0.5854869670342865,
        0.35097965303421935,
        0.08897309670994663,
        -0.4204558180819784,
        -0.22930638396191136,
        -0.2854439324504248,
        0.1623147658031992,
        0.169722116646696,
        0.415525213828651,
        -0.24496418310641319,
        0.25383632125600963,
        0.06112914303692595
      ],
      "curve": [
        {
          "updates": 0,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 10,
          "old": 0.10831147309147622,
          "new": 0.6776731275260138
        },
        {
          "updates": 20,
          "old": 0.1729366987538734,
          "new": 0.5172191727682001
        },
        {
          "updates": 30,
          "old": 0.2144461750326663,
          "new": 0.4436828435998431
        },
        {
          "updates": 40,
          "old": 0.24428512673633718,
          "new": 0.4043769165977552
        },
        {
          "updates": 50,
          "old": 0.2680653043681764,
          "new": 0.3799073526592666
        },
        {
          "updates": 60,
          "old": 0.28954945868880216,
          "new": 0.36187386695572554
        },
        {
          "updates": 70,
          "old": 0.31139622262723066,
          "new": 0.3461994990025117
        },
        {
          "updates": 80,
          "old": 0.3356756274884125,
          "new": 0.3305212622371734
        },
        {
          "updates": 90,
          "old": 0.3642370613690775,
          "new": 0.3131532866273949
        },
        {
          "updates": 100,
          "old": 0.39893700915577757,
          "new": 0.292697804379062
        }
      ],
      "promoted": false,
      "fitting_rows": 3200,
      "comparison_slots": 100,
      "memory_receipts": 16
    },
    {
      "seed": 41,
      "strategy": "none",
      "baseline": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "candidate": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "curve": [
        {
          "updates": 0,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 10,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 20,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 30,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 40,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 50,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 60,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 70,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 80,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 90,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 100,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        }
      ],
      "promoted": false,
      "fitting_rows": 0,
      "comparison_slots": 100,
      "memory_receipts": 0
    },
    {
      "seed": 41,
      "strategy": "new-only",
      "baseline": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "candidate": [
        -0.07863067078622835,
        0.35878306821128797,
        0.35784372532798686,
        0.029353968178093118,
        -0.3421610973932509,
        -0.26451411981048395,
        -0.33723885885219945,
        0.1498282617969873,
        0.16988419734293772,
        0.2582778859638072,
        -0.08987255821039962,
        0.3148497674451194,
        0.21290088673589194
      ],
      "curve": [
        {
          "updates": 0,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 10,
          "old": 0.12763055556053526,
          "new": 0.647703013606493
        },
        {
          "updates": 20,
          "old": 0.22063014694524602,
          "new": 0.47760639253169346
        },
        {
          "updates": 30,
          "old": 0.2787051757939086,
          "new": 0.40979358043190117
        },
        {
          "updates": 40,
          "old": 0.3179005108003027,
          "new": 0.37631123465078625
        },
        {
          "updates": 50,
          "old": 0.3466216416043006,
          "new": 0.3561091124783036
        },
        {
          "updates": 60,
          "old": 0.36943096054623137,
          "new": 0.3411242985486709
        },
        {
          "updates": 70,
          "old": 0.3895170161278294,
          "new": 0.32733726448588807
        },
        {
          "updates": 80,
          "old": 0.40996891278814807,
          "new": 0.3119252163708761
        },
        {
          "updates": 90,
          "old": 0.43460548481237277,
          "new": 0.2921804813826766
        },
        {
          "updates": 100,
          "old": 0.46861170201930125,
          "new": 0.26521760522914994
        }
      ],
      "promoted": false,
      "fitting_rows": 3200,
      "comparison_slots": 100,
      "memory_receipts": 0
    },
    {
      "seed": 41,
      "strategy": "reservoir",
      "baseline": [
        0.8802652628980837,
        0.015996567513736955,
        0.015057224630435875,
        -0.35782221074772047,
        -0.24276970847261617,
        -0.16512273088984908,
        -0.2413163543861325,
        0.19785976021801377,
        0.2179156957639642,
        0.9461270465362124,
        -0.30378530451057123,
        -0.2606502363317381,
        0.027986232002326743
      ],
      "candidate": [
        0.1434363000697798,
        0.40964989457539647,
        0.296537070836248,
        -0.09141492066337366,
        -0.36589669250610996,
        -0.23973082528203732,
        -0.09463144660480768,
        0.18953551961472462,
        0.23065307000802138,
        0.3189204109160283,
        -0.12221390731843093,
        0.0375737893407015,
        0.06421103515126447
      ],
      "curve": [
        {
          "updates": 0,
          "old": 0.004304439489069936,
          "new": 1.3586743442156481
        },
        {
          "updates": 10,
          "old": 0.07142979220702787,
          "new": 0.8354257911054475
        },
        {
          "updates": 20,
          "old": 0.13848790385995677,
          "new": 0.632061617062122
        },
        {
          "updates": 30,
          "old": 0.18656725622434048,
          "new": 0.5344213447418856
        },
        {
          "updates": 40,
          "old": 0.21977374243848055,
          "new": 0.48105083709215773
        },
        {
          "updates": 50,
          "old": 0.24310645146539775,
          "new": 0.4486723023192562
        },
        {
          "updates": 60,
          "old": 0.2601028459338223,
          "new": 0.4272165669738744
        },
        {
          "updates": 70,
          "old": 0.27304824835596075,
          "new": 0.41189806402149376
        },
        {
          "updates": 80,
          "old": 0.2834110689881646,
          "new": 0.40023723451099263
        },
        {
          "updates": 90,
          "old": 0.29215702554300393,
          "new": 0.3908425289062258
        },
        {
          "updates": 100,
          "old": 0.2999422621558755,
          "new": 0.38287528701706
        }
      ],
      "promoted": false,
      "fitting_rows": 3200,
      "comparison_slots": 100,
      "memory_receipts": 16
    }
  ],
  "limits": "All nine runs, including failures. Synthetic repeated development; buffer seeds are not new task families. No independent review or proficiency claim.",
  "mode": "supplied-reference",
  "source_sha256": "820f3680886d34f6a291a7db9526edc2fe1eff70ded6f555b655ac62853a6a2f",
  "source_bytes": 6564,
  "python_version": "3.11.5 | packaged by Anaconda, Inc. | (main, Sep 11 2023, 13:26:23) [MSC v.1916 64 bit (AMD64)]",
  "provenance": "Original LearnAI teaching code and synthetic data; see expanded-study-NOTICE.txt; no separate open-source license asserted"
}