[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-c8b688573f4529d5-3rd-circuit-examines-fair-use-in-ross-v-thomson-re-summary":3,"summaries-facets-categories":138,"summary-related-c8b688573f4529d5-3rd-circuit-examines-fair-use-in-ross-v-thomson-re-summary":5642},{"id":4,"title":5,"ai":6,"body":13,"categories":91,"created_at":93,"date_modified":93,"description":85,"extension":94,"faq":93,"featured":95,"kicker_label":93,"meta":96,"navigation":119,"path":120,"published_at":121,"question":93,"scraped_at":122,"seo":123,"sitemap":124,"source_id":125,"source_name":126,"source_type":127,"source_url":128,"stem":129,"tags":130,"thumbnail_url":93,"tldr":135,"tweet":93,"unknown_tags":136,"__hash__":137},"summaries\u002Fsummaries\u002Fc8b688573f4529d5-3rd-circuit-examines-fair-use-in-ross-v-thomson-re-summary.md","3rd Circuit Examines Fair Use in ROSS v. Thomson Reuters Appeal",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5924,1009,4416,0.0029945,{"type":14,"value":15,"toc":84},"minimark",[16,21,25,33,37,40,77,81],[17,18,20],"h2",{"id":19},"the-core-conflict-substitution-vs-innovation","The Core Conflict: Substitution vs. Innovation",[22,23,24],"p",{},"The 3rd Circuit Court of Appeals is currently reviewing a district court’s rejection of ROSS Intelligence’s fair-use defense regarding its use of Thomson Reuters’ copyrighted headnotes. The central tension lies in whether ROSS’s AI-driven legal research tool is a \"transformative\" technological advancement or a \"classic case of substitution\" that harms the market for Westlaw’s proprietary editorial content.",[22,26,27,28,32],{},"ROSS argues that its use was transformative because it utilized deep-learning techniques to teach a machine to understand the semantic relationships of legal language, rather than simply reproducing Westlaw’s content. Thomson Reuters contends that because both products serve the same purpose—helping users conduct legal research—the use is not transformative under the Supreme Court’s ",[29,30,31],"em",{},"Warhol"," standard. The panel of judges focused heavily on the fourth fair-use factor (market harm), questioning whether ROSS’s product acts as a direct commercial substitute for Westlaw.",[17,34,36],{"id":35},"the-fair-use-balancing-act","The Fair Use Balancing Act",[22,38,39],{},"During oral arguments, the panel probed several critical areas of copyright law:",[41,42,43,51,65,71],"ul",{},[44,45,46,50],"li",{},[47,48,49],"strong",{},"Market Definition:"," The judges pressed both parties on the definition of the relevant market. ROSS argued that there is no distinct market for individual headnotes or for headnotes as AI training data. Conversely, Thomson Reuters identified three distinct areas of harm: direct competition with Westlaw, the loss of exclusive rights to train its own AI on its proprietary data, and the erosion of a potential licensing market for AI training.",[44,52,53,56,57,60,61,64],{},[47,54,55],{},"The \"Necessity\" of Copying:"," The panel questioned whether ROSS’s copying was necessary. Unlike cases like ",[29,58,59],{},"Sega"," or ",[29,62,63],{},"Sony",", where copying was required to achieve functional compatibility, the judges noted that ROSS could have theoretically created its own training materials from public-domain judicial opinions without relying on Westlaw’s editorial headnotes.",[44,66,67,70],{},[47,68,69],{},"Editorial Originality:"," The court examined whether Westlaw’s headnotes possess sufficient originality to warrant copyright protection. While ROSS argued that headnotes are factual summaries designed to track judicial language, the judges suggested that the selection and condensation of opinion language reflect significant editorial judgment.",[44,72,73,76],{},[47,74,75],{},"The Burden of Proof:"," ROSS emphasized that it copied only 0.08% of Westlaw’s 28 million headnotes. However, the judges reminded ROSS that it bears the burden of proving fair use, and Thomson Reuters argued that ROSS took the \"heart\" of the work—the question-and-answer pairs that provide Westlaw its competitive edge.",[17,78,80],{"id":79},"implications-for-legal-ai","Implications for Legal AI",[22,82,83],{},"Though this case predates modern generative AI, the court’s ruling is expected to set a significant precedent for how AI developers train models on proprietary legal data. The panel’s focus on whether a product is \"materially different\" from existing tools suggests that the court is looking for a clear, factual distinction between \"AI-enhanced\" search and traditional legal research platforms. The court has not indicated a timeline for its decision.",{"title":85,"searchDepth":86,"depth":86,"links":87},"",2,[88,89,90],{"id":19,"depth":86,"text":20},{"id":35,"depth":86,"text":36},{"id":79,"depth":86,"text":80},[92],"Liability & Ethics",null,"md",false,{"content_references":97,"triage":114},[98,102,104,106,108,110,112],{"type":99,"title":100,"context":101},"other","Thomson Reuters v. ROSS Intelligence","cited",{"type":99,"title":103,"context":101},"ASTM v. UpCodes",{"type":99,"title":105,"context":101},"Andy Warhol Foundation for the Visual Arts, Inc. v. Goldsmith",{"type":99,"title":107,"context":101},"Video Pipeline, Inc. v. Buena Vista Home Entertainment, Inc.",{"type":99,"title":109,"context":101},"Sega Enterprises Ltd. v. Accolade, Inc.",{"type":99,"title":111,"context":101},"Sony Corp. of America v. Universal City Studios, Inc.",{"type":99,"title":113,"context":101},"Google LLC v. Oracle America, Inc.",{"relevance":115,"novelty":116,"quality":115,"actionability":86,"composite":117,"reasoning":118},4,3,3.4,"Category: Regulation & Governance of AI. The article discusses a significant legal case regarding fair use in AI training, which is relevant to the governance of AI in the legal field. It provides insights into the arguments presented but lacks specific actionable steps for practitioners.",true,"\u002Fsummaries\u002Fc8b688573f4529d5-3rd-circuit-examines-fair-use-in-ross-v-thomson-re-summary","2026-06-26 17:22:43","2026-06-29 14:52:27",{"title":5,"description":85},{"loc":120},"c8b688573f4529d5","LawSites \u002F LawNext (Bob Ambrogi)","article","https:\u002F\u002Fwww.lawnext.com\u002F2026\u002F06\u002Fat-3rd-circuit-judges-press-ross-and-thomson-reuters-on-fair-use-ai-training-and-market-harm.html","summaries\u002Fc8b688573f4529d5-3rd-circuit-examines-fair-use-in-ross-v-thomson-re-summary",[131,132,133,134],"litigation","legal-tech","copyright","ai-training","A 3rd Circuit panel is weighing whether ROSS Intelligence’s use of Westlaw headnotes to train its legal research AI constitutes fair use or impermissible market substitution.",[133,134],"QczIxLHoXjD1xBX52SwyhYyOyGULA9TwRYkUnwOQw8E",[139,142,145,148,151,154,156,158,161,163,165,167,169,172,174,176,178,180,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,218,221,223,225,227,229,231,233,235,237,239,241,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,275,277,279,281,283,285,287,289,291,293,295,297,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,359,361,363,365,367,369,371,373,375,378,380,382,384,386,388,390,392,394,396,398,400,403,405,407,409,411,413,415,417,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,467,469,471,474,476,478,480,482,484,486,488,490,492,494,496,498,500,503,505,507,509,511,513,515,517,519,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,759,761,763,765,768,770,772,774,776,778,780,782,784,786,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640],{"categories":140},[141],"Developer Productivity",{"categories":143},[144],"Business & SaaS",{"categories":146},[147],"AI & LLMs",{"categories":149},[150],"AI Automation",{"categories":152},[153],"Product Strategy",{"categories":155},[147],{"categories":157},[141],{"categories":159},[160],"Software Engineering",{"categories":162},[147],{"categories":164},[144],{"categories":166},[],{"categories":168},[147],{"categories":170},[171],"Inference & Serving",{"categories":173},[147],{"categories":175},[147],{"categories":177},[150],{"categories":179},[],{"categories":181},[182],"AI News & Trends",{"categories":184},[150],{"categories":186},[147],{"categories":188},[144],{"categories":190},[150],{"categories":192},[182],{"categories":194},[150],{"categories":196},[150],{"categories":198},[147],{"categories":200},[150],{"categories":202},[147],{"categories":204},[147],{"categories":206},[147],{"categories":208},[182],{"categories":210},[147],{"categories":212},[147],{"categories":214},[],{"categories":216},[217],"Design & Frontend",{"categories":219},[220],"Data Science & Visualization",{"categories":222},[182],{"categories":224},[147],{"categories":226},[147],{"categories":228},[],{"categories":230},[147],{"categories":232},[150],{"categories":234},[160],{"categories":236},[147],{"categories":238},[150],{"categories":240},[147],{"categories":242},[243],"Marketing & Growth",{"categories":245},[217],{"categories":247},[147],{"categories":249},[150],{"categories":251},[147],{"categories":253},[],{"categories":255},[],{"categories":257},[217],{"categories":259},[147],{"categories":261},[150],{"categories":263},[141],{"categories":265},[160],{"categories":267},[217],{"categories":269},[147],{"categories":271},[160],{"categories":273},[274],"DevOps & Cloud",{"categories":276},[150],{"categories":278},[153],{"categories":280},[182],{"categories":282},[147],{"categories":284},[],{"categories":286},[147],{"categories":288},[],{"categories":290},[150],{"categories":292},[160],{"categories":294},[],{"categories":296},[160],{"categories":298},[299],"Governance & Standards",{"categories":301},[144],{"categories":303},[],{"categories":305},[],{"categories":307},[147],{"categories":309},[147],{"categories":311},[150],{"categories":313},[147],{"categories":315},[147],{"categories":317},[150],{"categories":319},[147],{"categories":321},[147],{"categories":323},[147],{"categories":325},[],{"categories":327},[160],{"categories":329},[],{"categories":331},[],{"categories":333},[160],{"categories":335},[],{"categories":337},[160],{"categories":339},[147],{"categories":341},[147],{"categories":343},[243],{"categories":345},[147],{"categories":347},[217],{"categories":349},[217],{"categories":351},[147],{"categories":353},[160],{"categories":355},[150],{"categories":357},[358],"GovTech & Public-Sector Adoption",{"categories":360},[160],{"categories":362},[147],{"categories":364},[147],{"categories":366},[150],{"categories":368},[150],{"categories":370},[220],{"categories":372},[182],{"categories":374},[150],{"categories":376},[377],"Legal AI Tools",{"categories":379},[150],{"categories":381},[243],{"categories":383},[150],{"categories":385},[153],{"categories":387},[160],{"categories":389},[358],{"categories":391},[],{"categories":393},[150],{"categories":395},[],{"categories":397},[150],{"categories":399},[150],{"categories":401},[402],"RAG & Retrieval",{"categories":404},[144],{"categories":406},[147],{"categories":408},[160],{"categories":410},[274],{"categories":412},[217],{"categories":414},[147],{"categories":416},[],{"categories":418},[419],"Agents & Orchestration",{"categories":421},[160],{"categories":423},[147],{"categories":425},[],{"categories":427},[150],{"categories":429},[],{"categories":431},[147],{"categories":433},[],{"categories":435},[141],{"categories":437},[160],{"categories":439},[144],{"categories":441},[147],{"categories":443},[147],{"categories":445},[182],{"categories":447},[147],{"categories":449},[],{"categories":451},[147],{"categories":453},[],{"categories":455},[160],{"categories":457},[220],{"categories":459},[],{"categories":461},[147],{"categories":463},[217],{"categories":465},[466],"Models & Frontier Labs",{"categories":468},[],{"categories":470},[217],{"categories":472},[473],"Regulation & Governance of AI",{"categories":475},[150],{"categories":477},[],{"categories":479},[147],{"categories":481},[147],{"categories":483},[150],{"categories":485},[182],{"categories":487},[144],{"categories":489},[147],{"categories":491},[],{"categories":493},[160],{"categories":495},[150],{"categories":497},[147],{"categories":499},[153],{"categories":501},[502],"AI Policy & Regulation",{"categories":504},[],{"categories":506},[147],{"categories":508},[153],{"categories":510},[150],{"categories":512},[147],{"categories":514},[150],{"categories":516},[],{"categories":518},[220],{"categories":520},[521],"Evals & Reliability",{"categories":523},[147],{"categories":525},[],{"categories":527},[141],{"categories":529},[358],{"categories":531},[502],{"categories":533},[147],{"categories":535},[144],{"categories":537},[147],{"categories":539},[150],{"categories":541},[147],{"categories":543},[150],{"categories":545},[419],{"categories":547},[147],{"categories":549},[160],{"categories":551},[147],{"categories":553},[],{"categories":555},[],{"categories":557},[147],{"categories":559},[358],{"categories":561},[147],{"categories":563},[147],{"categories":565},[],{"categories":567},[217],{"categories":569},[],{"categories":571},[147],{"categories":573},[],{"categories":575},[150],{"categories":577},[147],{"categories":579},[217],{"categories":581},[],{"categories":583},[147],{"categories":585},[150],{"categories":587},[147],{"categories":589},[144],{"categories":591},[150],{"categories":593},[147],{"categories":595},[147],{"categories":597},[160],{"categories":599},[217],{"categories":601},[150],{"categories":603},[],{"categories":605},[160],{"categories":607},[150],{"categories":609},[],{"categories":611},[182],{"categories":613},[],{"categories":615},[147],{"categories":617},[147],{"categories":619},[144,243],{"categories":621},[],{"categories":623},[147],{"categories":625},[147],{"categories":627},[150],{"categories":629},[],{"categories":631},[],{"categories":633},[147],{"categories":635},[217],{"categories":637},[147],{"categories":639},[],{"categories":641},[147],{"categories":643},[274],{"categories":645},[],{"categories":647},[150],{"categories":649},[182],{"categories":651},[147],{"categories":653},[217],{"categories":655},[],{"categories":657},[182],{"categories":659},[147],{"categories":661},[171],{"categories":663},[147],{"categories":665},[150],{"categories":667},[182],{"categories":669},[466],{"categories":671},[147],{"categories":673},[243],{"categories":675},[],{"categories":677},[150],{"categories":679},[144],{"categories":681},[160],{"categories":683},[147],{"categories":685},[150],{"categories":687},[],{"categories":689},[147,274],{"categories":691},[147],{"categories":693},[147],{"categories":695},[147],{"categories":697},[150],{"categories":699},[147,160],{"categories":701},[220],{"categories":703},[147],{"categories":705},[147],{"categories":707},[160],{"categories":709},[150],{"categories":711},[502],{"categories":713},[243],{"categories":715},[150],{"categories":717},[147],{"categories":719},[147],{"categories":721},[150],{"categories":723},[],{"categories":725},[419],{"categories":727},[150],{"categories":729},[147],{"categories":731},[147,144],{"categories":733},[144],{"categories":735},[],{"categories":737},[217],{"categories":739},[217],{"categories":741},[147],{"categories":743},[],{"categories":745},[],{"categories":747},[182],{"categories":749},[],{"categories":751},[141],{"categories":753},[147],{"categories":755},[160],{"categories":757},[758],"Generative UI & Design-to-Code",{"categories":760},[147],{"categories":762},[217],{"categories":764},[147],{"categories":766},[767],"Algorithmic Accountability",{"categories":769},[150],{"categories":771},[160],{"categories":773},[182],{"categories":775},[217],{"categories":777},[],{"categories":779},[147],{"categories":781},[147],{"categories":783},[147],{"categories":785},[150],{"categories":787},[788],"MLOps & Infrastructure",{"categories":790},[147],{"categories":792},[147],{"categories":794},[147],{"categories":796},[147],{"categories":798},[182],{"categories":800},[141],{"categories":802},[147],{"categories":804},[150],{"categories":806},[274],{"categories":808},[147],{"categories":810},[217],{"categories":812},[147],{"categories":814},[150],{"categories":816},[],{"categories":818},[],{"categories":820},[171],{"categories":822},[217],{"categories":824},[182],{"categories":826},[220],{"categories":828},[],{"categories":830},[147],{"categories":832},[147],{"categories":834},[144],{"categories":836},[147],{"categories":838},[147],{"categories":840},[147],{"categories":842},[182],{"categories":844},[171],{"categories":846},[147],{"categories":848},[217],{"categories":850},[],{"categories":852},[150],{"categories":854},[160],{"categories":856},[],{"categories":858},[147],{"categories":860},[147],{"categories":862},[150],{"categories":864},[160],{"categories":866},[147],{"categories":868},[220],{"categories":870},[],{"categories":872},[147],{"categories":874},[],{"categories":876},[147],{"categories":878},[],{"categories":880},[153],{"categories":882},[144],{"categories":884},[150],{"categories":886},[150],{"categories":888},[],{"categories":890},[141],{"categories":892},[147],{"categories":894},[144],{"categories":896},[182],{"categories":898},[141],{"categories":900},[],{"categories":902},[147],{"categories":904},[],{"categories":906},[],{"categories":908},[182],{"categories":910},[182],{"categories":912},[],{"categories":914},[419],{"categories":916},[147],{"categories":918},[217],{"categories":920},[160],{"categories":922},[],{"categories":924},[377],{"categories":926},[144],{"categories":928},[],{"categories":930},[],{"categories":932},[141],{"categories":934},[220],{"categories":936},[],{"categories":938},[243],{"categories":940},[150],{"categories":942},[144],{"categories":944},[150],{"categories":946},[144],{"categories":948},[160],{"categories":950},[],{"categories":952},[171],{"categories":954},[153],{"categories":956},[147],{"categories":958},[217],{"categories":960},[160],{"categories":962},[144],{"categories":964},[147],{"categories":966},[150],{"categories":968},[144],{"categories":970},[147],{"categories":972},[],{"categories":974},[],{"categories":976},[160],{"categories":978},[220],{"categories":980},[153],{"categories":982},[147],{"categories":984},[150],{"categories":986},[147],{"categories":988},[],{"categories":990},[182],{"categories":992},[153],{"categories":994},[147],{"categories":996},[521],{"categories":998},[274],{"categories":1000},[],{"categories":1002},[150],{"categories":1004},[],{"categories":1006},[141],{"categories":1008},[],{"categories":1010},[147],{"categories":1012},[147],{"categories":1014},[217],{"categories":1016},[243],{"categories":1018},[160],{"categories":1020},[150],{"categories":1022},[],{"categories":1024},[160],{"categories":1026},[141],{"categories":1028},[],{"categories":1030},[182],{"categories":1032},[147,274],{"categories":1034},[1035],"Design Systems for AI",{"categories":1037},[147],{"categories":1039},[182],{"categories":1041},[147],{"categories":1043},[147],{"categories":1045},[144],{"categories":1047},[147],{"categories":1049},[],{"categories":1051},[147],{"categories":1053},[144],{"categories":1055},[147],{"categories":1057},[],{"categories":1059},[150],{"categories":1061},[160],{"categories":1063},[160],{"categories":1065},[217],{"categories":1067},[182],{"categories":1069},[220],{"categories":1071},[147],{"categories":1073},[141],{"categories":1075},[502],{"categories":1077},[147],{"categories":1079},[150],{"categories":1081},[147],{"categories":1083},[160],{"categories":1085},[160],{"categories":1087},[],{"categories":1089},[],{"categories":1091},[150],{"categories":1093},[153],{"categories":1095},[],{"categories":1097},[147],{"categories":1099},[],{"categories":1101},[217],{"categories":1103},[150],{"categories":1105},[160],{"categories":1107},[217],{"categories":1109},[147],{"categories":1111},[217],{"categories":1113},[],{"categories":1115},[],{"categories":1117},[182],{"categories":1119},[150],{"categories":1121},[150],{"categories":1123},[147],{"categories":1125},[147],{"categories":1127},[147],{"categories":1129},[144],{"categories":1131},[147],{"categories":1133},[147],{"categories":1135},[],{"categories":1137},[160],{"categories":1139},[160],{"categories":1141},[147],{"categories":1143},[160],{"categories":1145},[144],{"categories":1147},[],{"categories":1149},[147],{"categories":1151},[147],{"categories":1153},[147],{"categories":1155},[150],{"categories":1157},[141],{"categories":1159},[144],{"categories":1161},[182],{"categories":1163},[150],{"categories":1165},[171],{"categories":1167},[243],{"categories":1169},[147],{"categories":1171},[150],{"categories":1173},[],{"categories":1175},[217],{"categories":1177},[],{"categories":1179},[147],{"categories":1181},[147],{"categories":1183},[],{"categories":1185},[160],{"categories":1187},[144],{"categories":1189},[1190],"Visual & Generative Media",{"categories":1192},[150],{"categories":1194},[],{"categories":1196},[147],{"categories":1198},[147],{"categories":1200},[274],{"categories":1202},[220],{"categories":1204},[502],{"categories":1206},[160],{"categories":1208},[243],{"categories":1210},[147],{"categories":1212},[217],{"categories":1214},[147],{"categories":1216},[160],{"categories":1218},[150],{"categories":1220},[],{"categories":1222},[],{"categories":1224},[150],{"categories":1226},[141],{"categories":1228},[150],{"categories":1230},[466],{"categories":1232},[147],{"categories":1234},[153],{"categories":1236},[144],{"categories":1238},[],{"categories":1240},[147],{"categories":1242},[153],{"categories":1244},[147],{"categories":1246},[147],{"categories":1248},[147],{"categories":1250},[147],{"categories":1252},[147],{"categories":1254},[243],{"categories":1256},[147],{"categories":1258},[419],{"categories":1260},[147],{"categories":1262},[147],{"categories":1264},[147],{"categories":1266},[147],{"categories":1268},[147],{"categories":1270},[217],{"categories":1272},[150],{"categories":1274},[],{"categories":1276},[150],{"categories":1278},[],{"categories":1280},[274],{"categories":1282},[160],{"categories":1284},[],{"categories":1286},[466],{"categories":1288},[150],{"categories":1290},[147],{"categories":1292},[217,147],{"categories":1294},[141],{"categories":1296},[],{"categories":1298},[147],{"categories":1300},[141],{"categories":1302},[1303],"Medical Imaging & Radiology",{"categories":1305},[217],{"categories":1307},[150],{"categories":1309},[160],{"categories":1311},[],{"categories":1313},[147],{"categories":1315},[147],{"categories":1317},[147],{"categories":1319},[],{"categories":1321},[],{"categories":1323},[147],{"categories":1325},[419],{"categories":1327},[147],{"categories":1329},[141],{"categories":1331},[147],{"categories":1333},[147],{"categories":1335},[],{"categories":1337},[150],{"categories":1339},[147],{"categories":1341},[153],{"categories":1343},[160],{"categories":1345},[147],{"categories":1347},[419],{"categories":1349},[147],{"categories":1351},[150],{"categories":1353},[147],{"categories":1355},[217],{"categories":1357},[150],{"categories":1359},[274],{"categories":1361},[217],{"categories":1363},[144],{"categories":1365},[150],{"categories":1367},[147],{"categories":1369},[147],{"categories":1371},[147],{"categories":1373},[150],{"categories":1375},[160],{"categories":1377},[147],{"categories":1379},[153],{"categories":1381},[],{"categories":1383},[182],{"categories":1385},[],{"categories":1387},[153],{"categories":1389},[150],{"categories":1391},[1035],{"categories":1393},[1035],{"categories":1395},[217],{"categories":1397},[147],{"categories":1399},[147],{"categories":1401},[150],{"categories":1403},[160],{"categories":1405},[217],{"categories":1407},[150],{"categories":1409},[182],{"categories":1411},[],{"categories":1413},[147],{"categories":1415},[],{"categories":1417},[147],{"categories":1419},[147],{"categories":1421},[1422],"Contract Review & E-Discovery",{"categories":1424},[217],{"categories":1426},[147],{"categories":1428},[141],{"categories":1430},[182],{"categories":1432},[147],{"categories":1434},[147],{"categories":1436},[243],{"categories":1438},[147],{"categories":1440},[147],{"categories":1442},[150],{"categories":1444},[150],{"categories":1446},[767],{"categories":1448},[150],{"categories":1450},[419],{"categories":1452},[147],{"categories":1454},[147],{"categories":1456},[150],{"categories":1458},[147],{"categories":1460},[419],{"categories":1462},[402],{"categories":1464},[147],{"categories":1466},[150],{"categories":1468},[147],{"categories":1470},[1471],"Law-Firm Practice & Adoption",{"categories":1473},[147],{"categories":1475},[150],{"categories":1477},[217],{"categories":1479},[147],{"categories":1481},[147],{"categories":1483},[],{"categories":1485},[],{"categories":1487},[160],{"categories":1489},[],{"categories":1491},[141],{"categories":1493},[274],{"categories":1495},[147],{"categories":1497},[],{"categories":1499},[141],{"categories":1501},[144],{"categories":1503},[147],{"categories":1505},[243],{"categories":1507},[],{"categories":1509},[144],{"categories":1511},[144],{"categories":1513},[],{"categories":1515},[147],{"categories":1517},[147],{"categories":1519},[160],{"categories":1521},[],{"categories":1523},[],{"categories":1525},[],{"categories":1527},[],{"categories":1529},[147],{"categories":1531},[150],{"categories":1533},[274],{"categories":1535},[147],{"categories":1537},[141],{"categories":1539},[160],{"categories":1541},[147],{"categories":1543},[147],{"categories":1545},[160],{"categories":1547},[153],{"categories":1549},[147],{"categories":1551},[788],{"categories":1553},[147],{"categories":1555},[243],{"categories":1557},[160],{"categories":1559},[144],{"categories":1561},[147],{"categories":1563},[147],{"categories":1565},[217],{"categories":1567},[147],{"categories":1569},[147],{"categories":1571},[147],{"categories":1573},[150],{"categories":1575},[147,141],{"categories":1577},[419],{"categories":1579},[147],{"categories":1581},[160],{"categories":1583},[160],{"categories":1585},[217],{"categories":1587},[150],{"categories":1589},[160],{"categories":1591},[147],{"categories":1593},[147],{"categories":1595},[],{"categories":1597},[],{"categories":1599},[147],{"categories":1601},[],{"categories":1603},[147],{"categories":1605},[160],{"categories":1607},[220],{"categories":1609},[182],{"categories":1611},[217],{"categories":1613},[147],{"categories":1615},[160],{"categories":1617},[],{"categories":1619},[150],{"categories":1621},[147],{"categories":1623},[147],{"categories":1625},[147],{"categories":1627},[147],{"categories":1629},[],{"categories":1631},[150],{"categories":1633},[147],{"categories":1635},[147],{"categories":1637},[],{"categories":1639},[150],{"categories":1641},[147],{"categories":1643},[144],{"categories":1645},[147],{"categories":1647},[],{"categories":1649},[141],{"categories":1651},[147],{"categories":1653},[217],{"categories":1655},[160],{"categories":1657},[147],{"categories":1659},[141],{"categories":1661},[147],{"categories":1663},[160],{"categories":1665},[243],{"categories":1667},[150],{"categories":1669},[150],{"categories":1671},[147,217],{"categories":1673},[147],{"categories":1675},[182],{"categories":1677},[147],{"categories":1679},[182],{"categories":1681},[150],{"categories":1683},[217],{"categories":1685},[],{"categories":1687},[160],{"categories":1689},[274],{"categories":1691},[217],{"categories":1693},[160],{"categories":1695},[147],{"categories":1697},[153],{"categories":1699},[147],{"categories":1701},[150],{"categories":1703},[],{"categories":1705},[],{"categories":1707},[],{"categories":1709},[],{"categories":1711},[153],{"categories":1713},[160],{"categories":1715},[147],{"categories":1717},[150],{"categories":1719},[150],{"categories":1721},[144],{"categories":1723},[150],{"categories":1725},[274],{"categories":1727},[147],{"categories":1729},[147],{"categories":1731},[171],{"categories":1733},[419],{"categories":1735},[147],{"categories":1737},[150],{"categories":1739},[147],{"categories":1741},[147],{"categories":1743},[377],{"categories":1745},[767],{"categories":1747},[],{"categories":1749},[217],{"categories":1751},[1471],{"categories":1753},[160],{"categories":1755},[],{"categories":1757},[],{"categories":1759},[150],{"categories":1761},[],{"categories":1763},[],{"categories":1765},[243],{"categories":1767},[243],{"categories":1769},[150],{"categories":1771},[160],{"categories":1773},[],{"categories":1775},[147],{"categories":1777},[147],{"categories":1779},[160],{"categories":1781},[1422],{"categories":1783},[217],{"categories":1785},[217],{"categories":1787},[147],{"categories":1789},[150],{"categories":1791},[141],{"categories":1793},[147],{"categories":1795},[147],{"categories":1797},[217],{"categories":1799},[217],{"categories":1801},[150],{"categories":1803},[150],{"categories":1805},[147],{"categories":1807},[],{"categories":1809},[147],{"categories":1811},[],{"categories":1813},[1814],"Interaction & Product Design",{"categories":1816},[147],{"categories":1818},[150],{"categories":1820},[299],{"categories":1822},[182],{"categories":1824},[160],{"categories":1826},[147],{"categories":1828},[160],{"categories":1830},[141],{"categories":1832},[147],{"categories":1834},[],{"categories":1836},[150],{"categories":1838},[150],{"categories":1840},[],{"categories":1842},[160],{"categories":1844},[147],{"categories":1846},[141],{"categories":1848},[1814],{"categories":1850},[147],{"categories":1852},[141],{"categories":1854},[141],{"categories":1856},[],{"categories":1858},[160],{"categories":1860},[],{"categories":1862},[150],{"categories":1864},[182],{"categories":1866},[147],{"categories":1868},[150],{"categories":1870},[147],{"categories":1872},[150],{"categories":1874},[147],{"categories":1876},[182],{"categories":1878},[220],{"categories":1880},[147],{"categories":1882},[153],{"categories":1884},[160],{"categories":1886},[1887],"Coding Agents & Dev Productivity",{"categories":1889},[182],{"categories":1891},[217],{"categories":1893},[],{"categories":1895},[767],{"categories":1897},[],{"categories":1899},[147],{"categories":1901},[147],{"categories":1903},[182],{"categories":1905},[],{"categories":1907},[],{"categories":1909},[],{"categories":1911},[150],{"categories":1913},[147],{"categories":1915},[],{"categories":1917},[160],{"categories":1919},[160],{"categories":1921},[147],{"categories":1923},[220],{"categories":1925},[],{"categories":1927},[147],{"categories":1929},[147],{"categories":1931},[147],{"categories":1933},[220],{"categories":1935},[160],{"categories":1937},[],{"categories":1939},[],{"categories":1941},[150],{"categories":1943},[150],{"categories":1945},[358],{"categories":1947},[160],{"categories":1949},[160],{"categories":1951},[150],{"categories":1953},[182],{"categories":1955},[182],{"categories":1957},[150],{"categories":1959},[150],{"categories":1961},[147],{"categories":1963},[141],{"categories":1965},[1814],{"categories":1967},[147,274],{"categories":1969},[],{"categories":1971},[217],{"categories":1973},[160],{"categories":1975},[141],{"categories":1977},[147],{"categories":1979},[150],{"categories":1981},[1982],"The Designer's Role & Craft",{"categories":1984},[217],{"categories":1986},[],{"categories":1988},[150],{"categories":1990},[147],{"categories":1992},[150],{"categories":1994},[150],{"categories":1996},[147],{"categories":1998},[243],{"categories":2000},[147],{"categories":2002},[160],{"categories":2004},[217],{"categories":2006},[147],{"categories":2008},[],{"categories":2010},[150],{"categories":2012},[217],{"categories":2014},[147],{"categories":2016},[147],{"categories":2018},[2019],"AI UX Patterns",{"categories":2021},[150],{"categories":2023},[150],{"categories":2025},[150],{"categories":2027},[150],{"categories":2029},[243],{"categories":2031},[220],{"categories":2033},[147],{"categories":2035},[150],{"categories":2037},[147],{"categories":2039},[1035],{"categories":2041},[],{"categories":2043},[243],{"categories":2045},[182],{"categories":2047},[160],{"categories":2049},[147],{"categories":2051},[150],{"categories":2053},[],{"categories":2055},[],{"categories":2057},[147],{"categories":2059},[150],{"categories":2061},[147],{"categories":2063},[150],{"categories":2065},[358],{"categories":2067},[217],{"categories":2069},[182],{"categories":2071},[160],{"categories":2073},[147],{"categories":2075},[150],{"categories":2077},[150],{"categories":2079},[],{"categories":2081},[147],{"categories":2083},[],{"categories":2085},[],{"categories":2087},[147],{"categories":2089},[147],{"categories":2091},[150],{"categories":2093},[160],{"categories":2095},[],{"categories":2097},[],{"categories":2099},[220],{"categories":2101},[171],{"categories":2103},[147],{"categories":2105},[220],{"categories":2107},[182],{"categories":2109},[147],{"categories":2111},[147],{"categories":2113},[150],{"categories":2115},[150],{"categories":2117},[147],{"categories":2119},[150],{"categories":2121},[],{"categories":2123},[],{"categories":2125},[147],{"categories":2127},[274],{"categories":2129},[147],{"categories":2131},[],{"categories":2133},[],{"categories":2135},[217],{"categories":2137},[788],{"categories":2139},[150],{"categories":2141},[141],{"categories":2143},[1982],{"categories":2145},[],{"categories":2147},[],{"categories":2149},[147],{"categories":2151},[],{"categories":2153},[],{"categories":2155},[160],{"categories":2157},[182],{"categories":2159},[243],{"categories":2161},[144],{"categories":2163},[147],{"categories":2165},[147],{"categories":2167},[144],{"categories":2169},[],{"categories":2171},[217],{"categories":2173},[147],{"categories":2175},[150],{"categories":2177},[144],{"categories":2179},[147],{"categories":2181},[147],{"categories":2183},[141],{"categories":2185},[147],{"categories":2187},[],{"categories":2189},[141],{"categories":2191},[147],{"categories":2193},[243],{"categories":2195},[150],{"categories":2197},[182],{"categories":2199},[147],{"categories":2201},[144],{"categories":2203},[147],{"categories":2205},[147],{"categories":2207},[147],{"categories":2209},[150],{"categories":2211},[],{"categories":2213},[147],{"categories":2215},[160],{"categories":2217},[141],{"categories":2219},[147],{"categories":2221},[147],{"categories":2223},[],{"categories":2225},[419],{"categories":2227},[182],{"categories":2229},[147],{"categories":2231},[147],{"categories":2233},[],{"categories":2235},[144],{"categories":2237},[144],{"categories":2239},[147],{"categories":2241},[147],{"categories":2243},[153],{"categories":2245},[147],{"categories":2247},[147],{"categories":2249},[160],{"categories":2251},[160],{"categories":2253},[147],{"categories":2255},[],{"categories":2257},[160],{"categories":2259},[147],{"categories":2261},[502],{"categories":2263},[],{"categories":2265},[],{"categories":2267},[147],{"categories":2269},[182],{"categories":2271},[],{"categories":2273},[274],{"categories":2275},[147],{"categories":2277},[147],{"categories":2279},[217],{"categories":2281},[758],{"categories":2283},[],{"categories":2285},[147],{"categories":2287},[160],{"categories":2289},[147],{"categories":2291},[147],{"categories":2293},[147,274],{"categories":2295},[147],{"categories":2297},[147],{"categories":2299},[217],{"categories":2301},[150],{"categories":2303},[],{"categories":2305},[150],{"categories":2307},[150],{"categories":2309},[147],{"categories":2311},[147],{"categories":2313},[147],{"categories":2315},[220],{"categories":2317},[147],{"categories":2319},[2019],{"categories":2321},[141],{"categories":2323},[220],{"categories":2325},[141],{"categories":2327},[160],{"categories":2329},[217],{"categories":2331},[150],{"categories":2333},[147],{"categories":2335},[],{"categories":2337},[147],{"categories":2339},[182],{"categories":2341},[147],{"categories":2343},[150],{"categories":2345},[147],{"categories":2347},[147],{"categories":2349},[144],{"categories":2351},[],{"categories":2353},[274],{"categories":2355},[147],{"categories":2357},[358],{"categories":2359},[217],{"categories":2361},[217],{"categories":2363},[160],{"categories":2365},[150],{"categories":2367},[147],{"categories":2369},[144],{"categories":2371},[182],{"categories":2373},[147],{"categories":2375},[217],{"categories":2377},[150],{"categories":2379},[147],{"categories":2381},[147],{"categories":2383},[466],{"categories":2385},[],{"categories":2387},[147],{"categories":2389},[147],{"categories":2391},[147],{"categories":2393},[],{"categories":2395},[],{"categories":2397},[147],{"categories":2399},[147],{"categories":2401},[147],{"categories":2403},[147],{"categories":2405},[160],{"categories":2407},[147],{"categories":2409},[147],{"categories":2411},[150],{"categories":2413},[147],{"categories":2415},[147],{"categories":2417},[147],{"categories":2419},[147],{"categories":2421},[],{"categories":2423},[220],{"categories":2425},[147],{"categories":2427},[150],{"categories":2429},[147],{"categories":2431},[],{"categories":2433},[],{"categories":2435},[147],{"categories":2437},[147],{"categories":2439},[147],{"categories":2441},[182],{"categories":2443},[],{"categories":2445},[147],{"categories":2447},[217],{"categories":2449},[147],{"categories":2451},[274],{"categories":2453},[1471],{"categories":2455},[182],{"categories":2457},[160],{"categories":2459},[160],{"categories":2461},[160],{"categories":2463},[182],{"categories":2465},[182],{"categories":2467},[274],{"categories":2469},[],{"categories":2471},[182],{"categories":2473},[147],{"categories":2475},[141],{"categories":2477},[160],{"categories":2479},[147],{"categories":2481},[182],{"categories":2483},[],{"categories":2485},[147],{"categories":2487},[160],{"categories":2489},[220],{"categories":2491},[147],{"categories":2493},[182],{"categories":2495},[147],{"categories":2497},[160],{"categories":2499},[150],{"categories":2501},[182],{"categories":2503},[150],{"categories":2505},[274],{"categories":2507},[150],{"categories":2509},[147],{"categories":2511},[147],{"categories":2513},[160],{"categories":2515},[147],{"categories":2517},[],{"categories":2519},[144],{"categories":2521},[160],{"categories":2523},[],{"categories":2525},[],{"categories":2527},[147],{"categories":2529},[150],{"categories":2531},[147],{"categories":2533},[2534],"Frameworks & Tooling",{"categories":2536},[147],{"categories":2538},[147],{"categories":2540},[147],{"categories":2542},[147],{"categories":2544},[],{"categories":2546},[220],{"categories":2548},[220],{"categories":2550},[141],{"categories":2552},[150],{"categories":2554},[217],{"categories":2556},[],{"categories":2558},[1471],{"categories":2560},[147],{"categories":2562},[160],{"categories":2564},[147],{"categories":2566},[274],{"categories":2568},[274],{"categories":2570},[],{"categories":2572},[150],{"categories":2574},[182],{"categories":2576},[182],{"categories":2578},[147],{"categories":2580},[150],{"categories":2582},[],{"categories":2584},[217],{"categories":2586},[147],{"categories":2588},[147],{"categories":2590},[],{"categories":2592},[147],{"categories":2594},[],{"categories":2596},[160],{"categories":2598},[147],{"categories":2600},[160],{"categories":2602},[274],{"categories":2604},[147],{"categories":2606},[160],{"categories":2608},[144],{"categories":2610},[147],{"categories":2612},[1471],{"categories":2614},[],{"categories":2616},[150],{"categories":2618},[141],{"categories":2620},[141],{"categories":2622},[],{"categories":2624},[150],{"categories":2626},[147],{"categories":2628},[2629],"AI Design Tooling",{"categories":2631},[217],{"categories":2633},[147],{"categories":2635},[147],{"categories":2637},[160],{"categories":2639},[217],{"categories":2641},[147],{"categories":2643},[160],{"categories":2645},[182],{"categories":2647},[153],{"categories":2649},[160],{"categories":2651},[150],{"categories":2653},[],{"categories":2655},[147],{"categories":2657},[147],{"categories":2659},[150],{"categories":2661},[147],{"categories":2663},[147],{"categories":2665},[],{"categories":2667},[150],{"categories":2669},[2534],{"categories":2671},[147],{"categories":2673},[150],{"categories":2675},[150],{"categories":2677},[160],{"categories":2679},[160],{"categories":2681},[],{"categories":2683},[160],{"categories":2685},[147],{"categories":2687},[147],{"categories":2689},[150],{"categories":2691},[144],{"categories":2693},[147],{"categories":2695},[],{"categories":2697},[147],{"categories":2699},[1814],{"categories":2701},[],{"categories":2703},[147],{"categories":2705},[147],{"categories":2707},[],{"categories":2709},[147],{"categories":2711},[419],{"categories":2713},[147],{"categories":2715},[243],{"categories":2717},[182],{"categories":2719},[147],{"categories":2721},[147],{"categories":2723},[1471],{"categories":2725},[141],{"categories":2727},[147],{"categories":2729},[147],{"categories":2731},[220],{"categories":2733},[147],{"categories":2735},[182],{"categories":2737},[150],{"categories":2739},[],{"categories":2741},[147],{"categories":2743},[217],{"categories":2745},[147],{"categories":2747},[243],{"categories":2749},[147],{"categories":2751},[150],{"categories":2753},[],{"categories":2755},[],{"categories":2757},[],{"categories":2759},[141],{"categories":2761},[182],{"categories":2763},[150],{"categories":2765},[147],{"categories":2767},[147],{"categories":2769},[147],{"categories":2771},[377],{"categories":2773},[217],{"categories":2775},[150],{"categories":2777},[147],{"categories":2779},[],{"categories":2781},[150],{"categories":2783},[150],{"categories":2785},[],{"categories":2787},[147],{"categories":2789},[150],{"categories":2791},[147],{"categories":2793},[],{"categories":2795},[147],{"categories":2797},[147],{"categories":2799},[182],{"categories":2801},[217],{"categories":2803},[150],{"categories":2805},[217],{"categories":2807},[150],{"categories":2809},[144],{"categories":2811},[],{"categories":2813},[],{"categories":2815},[147],{"categories":2817},[147],{"categories":2819},[141],{"categories":2821},[150],{"categories":2823},[182],{"categories":2825},[],{"categories":2827},[217],{"categories":2829},[],{"categories":2831},[160],{"categories":2833},[160],{"categories":2835},[217],{"categories":2837},[160],{"categories":2839},[147],{"categories":2841},[],{"categories":2843},[147],{"categories":2845},[147],{"categories":2847},[],{"categories":2849},[243],{"categories":2851},[147],{"categories":2853},[274],{"categories":2855},[160],{"categories":2857},[],{"categories":2859},[150],{"categories":2861},[147],{"categories":2863},[141],{"categories":2865},[466],{"categories":2867},[150],{"categories":2869},[150],{"categories":2871},[147],{"categories":2873},[147],{"categories":2875},[],{"categories":2877},[141],{"categories":2879},[147],{"categories":2881},[144],{"categories":2883},[160],{"categories":2885},[217],{"categories":2887},[],{"categories":2889},[],{"categories":2891},[],{"categories":2893},[150],{"categories":2895},[160],{"categories":2897},[217],{"categories":2899},[182],{"categories":2901},[147],{"categories":2903},[182],{"categories":2905},[150],{"categories":2907},[217],{"categories":2909},[147],{"categories":2911},[],{"categories":2913},[147],{"categories":2915},[171],{"categories":2917},[150],{"categories":2919},[217],{"categories":2921},[182],{"categories":2923},[144],{"categories":2925},[160],{"categories":2927},[147],{"categories":2929},[182],{"categories":2931},[243],{"categories":2933},[],{"categories":2935},[],{"categories":2937},[220],{"categories":2939},[419],{"categories":2941},[147],{"categories":2943},[150],{"categories":2945},[147,160],{"categories":2947},[182],{"categories":2949},[147],{"categories":2951},[147],{"categories":2953},[150],{"categories":2955},[147],{"categories":2957},[150],{"categories":2959},[147],{"categories":2961},[147],{"categories":2963},[],{"categories":2965},[1035],{"categories":2967},[160],{"categories":2969},[217],{"categories":2971},[147],{"categories":2973},[147],{"categories":2975},[220],{"categories":2977},[150],{"categories":2979},[243],{"categories":2981},[274],{"categories":2983},[],{"categories":2985},[147],{"categories":2987},[144],{"categories":2989},[150],{"categories":2991},[141],{"categories":2993},[150],{"categories":2995},[147],{"categories":2997},[150],{"categories":2999},[153],{"categories":3001},[160],{"categories":3003},[147],{"categories":3005},[147],{"categories":3007},[],{"categories":3009},[],{"categories":3011},[],{"categories":3013},[274],{"categories":3015},[147],{"categories":3017},[182],{"categories":3019},[147],{"categories":3021},[147],{"categories":3023},[147],{"categories":3025},[147],{"categories":3027},[],{"categories":3029},[220],{"categories":3031},[144],{"categories":3033},[150],{"categories":3035},[147],{"categories":3037},[],{"categories":3039},[147],{"categories":3041},[150],{"categories":3043},[147],{"categories":3045},[274],{"categories":3047},[],{"categories":3049},[217],{"categories":3051},[217],{"categories":3053},[],{"categories":3055},[160],{"categories":3057},[147],{"categories":3059},[217],{"categories":3061},[147],{"categories":3063},[144],{"categories":3065},[150],{"categories":3067},[147],{"categories":3069},[],{"categories":3071},[182],{"categories":3073},[147],{"categories":3075},[147],{"categories":3077},[217],{"categories":3079},[150],{"categories":3081},[182],{"categories":3083},[],{"categories":3085},[150],{"categories":3087},[150],{"categories":3089},[217],{"categories":3091},[147],{"categories":3093},[147],{"categories":3095},[147],{"categories":3097},[419],{"categories":3099},[147],{"categories":3101},[],{"categories":3103},[147],{"categories":3105},[147],{"categories":3107},[274],{"categories":3109},[182],{"categories":3111},[220],{"categories":3113},[502],{"categories":3115},[220],{"categories":3117},[],{"categories":3119},[],{"categories":3121},[],{"categories":3123},[150],{"categories":3125},[150],{"categories":3127},[160],{"categories":3129},[147],{"categories":3131},[402],{"categories":3133},[160],{"categories":3135},[147],{"categories":3137},[147],{"categories":3139},[147],{"categories":3141},[147],{"categories":3143},[150],{"categories":3145},[],{"categories":3147},[],{"categories":3149},[147],{"categories":3151},[],{"categories":3153},[147],{"categories":3155},[150],{"categories":3157},[217],{"categories":3159},[147],{"categories":3161},[147],{"categories":3163},[],{"categories":3165},[153],{"categories":3167},[147],{"categories":3169},[217],{"categories":3171},[147],{"categories":3173},[144],{"categories":3175},[147],{"categories":3177},[243],{"categories":3179},[150],{"categories":3181},[147],{"categories":3183},[758],{"categories":3185},[147],{"categories":3187},[150],{"categories":3189},[147],{"categories":3191},[160],{"categories":3193},[147],{"categories":3195},[466],{"categories":3197},[217],{"categories":3199},[],{"categories":3201},[182],{"categories":3203},[419],{"categories":3205},[150],{"categories":3207},[147],{"categories":3209},[],{"categories":3211},[182],{"categories":3213},[358],{"categories":3215},[150],{"categories":3217},[150],{"categories":3219},[147],{"categories":3221},[147],{"categories":3223},[150],{"categories":3225},[],{"categories":3227},[144],{"categories":3229},[150],{"categories":3231},[],{"categories":3233},[160],{"categories":3235},[147],{"categories":3237},[141],{"categories":3239},[182],{"categories":3241},[274],{"categories":3243},[171],{"categories":3245},[150],{"categories":3247},[150],{"categories":3249},[147],{"categories":3251},[150],{"categories":3253},[141],{"categories":3255},[],{"categories":3257},[147],{"categories":3259},[147],{"categories":3261},[],{"categories":3263},[],{"categories":3265},[217],{"categories":3267},[147,144],{"categories":3269},[150],{"categories":3271},[147],{"categories":3273},[],{"categories":3275},[141],{"categories":3277},[220],{"categories":3279},[144],{"categories":3281},[147],{"categories":3283},[160],{"categories":3285},[147],{"categories":3287},[150],{"categories":3289},[147],{"categories":3291},[147],{"categories":3293},[147],{"categories":3295},[182],{"categories":3297},[1035],{"categories":3299},[150],{"categories":3301},[147],{"categories":3303},[],{"categories":3305},[],{"categories":3307},[150],{"categories":3309},[147],{"categories":3311},[274],{"categories":3313},[],{"categories":3315},[147],{"categories":3317},[150],{"categories":3319},[171],{"categories":3321},[150],{"categories":3323},[419],{"categories":3325},[],{"categories":3327},[377],{"categories":3329},[150],{"categories":3331},[147],{"categories":3333},[243],{"categories":3335},[147],{"categories":3337},[220],{"categories":3339},[150],{"categories":3341},[147],{"categories":3343},[419],{"categories":3345},[147],{"categories":3347},[274],{"categories":3349},[],{"categories":3351},[147],{"categories":3353},[243],{"categories":3355},[217],{"categories":3357},[147],{"categories":3359},[147],{"categories":3361},[],{"categories":3363},[243],{"categories":3365},[182],{"categories":3367},[147],{"categories":3369},[147],{"categories":3371},[502],{"categories":3373},[141],{"categories":3375},[147],{"categories":3377},[],{"categories":3379},[],{"categories":3381},[217],{"categories":3383},[147],{"categories":3385},[220],{"categories":3387},[243],{"categories":3389},[150],{"categories":3391},[243],{"categories":3393},[182],{"categories":3395},[],{"categories":3397},[147],{"categories":3399},[],{"categories":3401},[147],{"categories":3403},[521],{"categories":3405},[147],{"categories":3407},[147],{"categories":3409},[150],{"categories":3411},[419],{"categories":3413},[147],{"categories":3415},[147],{"categories":3417},[147],{"categories":3419},[],{"categories":3421},[147,160],{"categories":3423},[182],{"categories":3425},[150],{"categories":3427},[160],{"categories":3429},[150],{"categories":3431},[788],{"categories":3433},[160],{"categories":3435},[147],{"categories":3437},[141],{"categories":3439},[],{"categories":3441},[],{"categories":3443},[150],{"categories":3445},[147],{"categories":3447},[160],{"categories":3449},[141],{"categories":3451},[160],{"categories":3453},[160],{"categories":3455},[147],{"categories":3457},[243],{"categories":3459},[147],{"categories":3461},[160],{"categories":3463},[],{"categories":3465},[147],{"categories":3467},[217,147],{"categories":3469},[274],{"categories":3471},[141],{"categories":3473},[],{"categories":3475},[147],{"categories":3477},[419],{"categories":3479},[144],{"categories":3481},[144],{"categories":3483},[147],{"categories":3485},[147],{"categories":3487},[358],{"categories":3489},[147],{"categories":3491},[160],{"categories":3493},[150],{"categories":3495},[147],{"categories":3497},[147],{"categories":3499},[182],{"categories":3501},[243],{"categories":3503},[217],{"categories":3505},[147],{"categories":3507},[147],{"categories":3509},[147],{"categories":3511},[147],{"categories":3513},[141],{"categories":3515},[147],{"categories":3517},[150],{"categories":3519},[150],{"categories":3521},[160],{"categories":3523},[182],{"categories":3525},[160],{"categories":3527},[],{"categories":3529},[],{"categories":3531},[220],{"categories":3533},[147],{"categories":3535},[160],{"categories":3537},[147],{"categories":3539},[217],{"categories":3541},[419],{"categories":3543},[377],{"categories":3545},[358],{"categories":3547},[147],{"categories":3549},[147],{"categories":3551},[147],{"categories":3553},[220],{"categories":3555},[147],{"categories":3557},[147],{"categories":3559},[147],{"categories":3561},[150],{"categories":3563},[141],{"categories":3565},[150],{"categories":3567},[147,144],{"categories":3569},[],{"categories":3571},[217],{"categories":3573},[],{"categories":3575},[153],{"categories":3577},[147],{"categories":3579},[182],{"categories":3581},[141],{"categories":3583},[141],{"categories":3585},[150],{"categories":3587},[150],{"categories":3589},[150],{"categories":3591},[147],{"categories":3593},[147],{"categories":3595},[144],{"categories":3597},[160],{"categories":3599},[243],{"categories":3601},[147],{"categories":3603},[],{"categories":3605},[182],{"categories":3607},[147],{"categories":3609},[147],{"categories":3611},[147],{"categories":3613},[147],{"categories":3615},[147],{"categories":3617},[160],{"categories":3619},[182],{"categories":3621},[160],{"categories":3623},[160],{"categories":3625},[147],{"categories":3627},[147],{"categories":3629},[377],{"categories":3631},[147],{"categories":3633},[150],{"categories":3635},[182],{"categories":3637},[147],{"categories":3639},[147],{"categories":3641},[150],{"categories":3643},[147],{"categories":3645},[147],{"categories":3647},[147],{"categories":3649},[2534],{"categories":3651},[3652],"Clinical AI",{"categories":3654},[217],{"categories":3656},[147],{"categories":3658},[147],{"categories":3660},[147],{"categories":3662},[274],{"categories":3664},[2019],{"categories":3666},[147],{"categories":3668},[153],{"categories":3670},[147],{"categories":3672},[150],{"categories":3674},[147],{"categories":3676},[147],{"categories":3678},[182],{"categories":3680},[147],{"categories":3682},[150],{"categories":3684},[243],{"categories":3686},[147],{"categories":3688},[147],{"categories":3690},[144],{"categories":3692},[147],{"categories":3694},[466],{"categories":3696},[147],{"categories":3698},[],{"categories":3700},[147],{"categories":3702},[160],{"categories":3704},[147],{"categories":3706},[],{"categories":3708},[],{"categories":3710},[147],{"categories":3712},[],{"categories":3714},[144],{"categories":3716},[147],{"categories":3718},[150],{"categories":3720},[182],{"categories":3722},[182],{"categories":3724},[182],{"categories":3726},[182],{"categories":3728},[],{"categories":3730},[141],{"categories":3732},[150],{"categories":3734},[182],{"categories":3736},[147],{"categories":3738},[521],{"categories":3740},[153],{"categories":3742},[147],{"categories":3744},[141],{"categories":3746},[150],{"categories":3748},[147],{"categories":3750},[147,150],{"categories":3752},[150],{"categories":3754},[274],{"categories":3756},[182],{"categories":3758},[150],{"categories":3760},[182],{"categories":3762},[150],{"categories":3764},[147],{"categories":3766},[],{"categories":3768},[182],{"categories":3770},[243],{"categories":3772},[141],{"categories":3774},[147],{"categories":3776},[147],{"categories":3778},[],{"categories":3780},[160],{"categories":3782},[],{"categories":3784},[141],{"categories":3786},[150],{"categories":3788},[182],{"categories":3790},[147],{"categories":3792},[182],{"categories":3794},[141],{"categories":3796},[182],{"categories":3798},[182],{"categories":3800},[],{"categories":3802},[144],{"categories":3804},[150],{"categories":3806},[182],{"categories":3808},[182],{"categories":3810},[182],{"categories":3812},[182],{"categories":3814},[182],{"categories":3816},[182],{"categories":3818},[182],{"categories":3820},[182],{"categories":3822},[182],{"categories":3824},[182],{"categories":3826},[220],{"categories":3828},[141],{"categories":3830},[147],{"categories":3832},[147],{"categories":3834},[150],{"categories":3836},[150],{"categories":3838},[],{"categories":3840},[147,141],{"categories":3842},[],{"categories":3844},[150],{"categories":3846},[182],{"categories":3848},[150],{"categories":3850},[788],{"categories":3852},[147],{"categories":3854},[147],{"categories":3856},[147],{"categories":3858},[147],{"categories":3860},[358],{"categories":3862},[147],{"categories":3864},[150],{"categories":3866},[144],{"categories":3868},[150],{"categories":3870},[788],{"categories":3872},[],{"categories":3874},[150],{"categories":3876},[217],{"categories":3878},[182],{"categories":3880},[147],{"categories":3882},[],{"categories":3884},[],{"categories":3886},[150],{"categories":3888},[217],{"categories":3890},[147],{"categories":3892},[],{"categories":3894},[147],{"categories":3896},[],{"categories":3898},[243],{"categories":3900},[147],{"categories":3902},[],{"categories":3904},[],{"categories":3906},[182],{"categories":3908},[141],{"categories":3910},[147],{"categories":3912},[144],{"categories":3914},[147],{"categories":3916},[147],{"categories":3918},[147],{"categories":3920},[144],{"categories":3922},[217],{"categories":3924},[],{"categories":3926},[147],{"categories":3928},[182],{"categories":3930},[],{"categories":3932},[147],{"categories":3934},[147],{"categories":3936},[217],{"categories":3938},[147],{"categories":3940},[243],{"categories":3942},[147],{"categories":3944},[274],{"categories":3946},[],{"categories":3948},[150],{"categories":3950},[243],{"categories":3952},[160],{"categories":3954},[],{"categories":3956},[147],{"categories":3958},[],{"categories":3960},[150],{"categories":3962},[217],{"categories":3964},[160],{"categories":3966},[],{"categories":3968},[2534],{"categories":3970},[144],{"categories":3972},[141],{"categories":3974},[220],{"categories":3976},[150],{"categories":3978},[217],{"categories":3980},[160],{"categories":3982},[],{"categories":3984},[],{"categories":3986},[147],{"categories":3988},[141],{"categories":3990},[147],{"categories":3992},[243],{"categories":3994},[],{"categories":3996},[150],{"categories":3998},[150],{"categories":4000},[150],{"categories":4002},[182],{"categories":4004},[160],{"categories":4006},[147],{"categories":4008},[150],{"categories":4010},[153],{"categories":4012},[147],{"categories":4014},[150],{"categories":4016},[147],{"categories":4018},[153],{"categories":4020},[243],{"categories":4022},[182],{"categories":4024},[],{"categories":4026},[243],{"categories":4028},[],{"categories":4030},[160],{"categories":4032},[150],{"categories":4034},[],{"categories":4036},[147],{"categories":4038},[147],{"categories":4040},[147],{"categories":4042},[147],{"categories":4044},[150],{"categories":4046},[144],{"categories":4048},[141],{"categories":4050},[147],{"categories":4052},[217],{"categories":4054},[160],{"categories":4056},[160],{"categories":4058},[147],{"categories":4060},[220],{"categories":4062},[150],{"categories":4064},[147],{"categories":4066},[150],{"categories":4068},[147],{"categories":4070},[144],{"categories":4072},[217],{"categories":4074},[160],{"categories":4076},[150],{"categories":4078},[147],{"categories":4080},[153],{"categories":4082},[147],{"categories":4084},[150],{"categories":4086},[147],{"categories":4088},[182],{"categories":4090},[],{"categories":4092},[141],{"categories":4094},[147],{"categories":4096},[147],{"categories":4098},[147],{"categories":4100},[160],{"categories":4102},[147],{"categories":4104},[160],{"categories":4106},[147],{"categories":4108},[150],{"categories":4110},[147],{"categories":4112},[147],{"categories":4114},[147],{"categories":4116},[147],{"categories":4118},[],{"categories":4120},[147],{"categories":4122},[217],{"categories":4124},[144],{"categories":4126},[182],{"categories":4128},[150],{"categories":4130},[147],{"categories":4132},[147],{"categories":4134},[217],{"categories":4136},[150],{"categories":4138},[147],{"categories":4140},[243],{"categories":4142},[147],{"categories":4144},[220],{"categories":4146},[147],{"categories":4148},[147],{"categories":4150},[182],{"categories":4152},[147],{"categories":4154},[147],{"categories":4156},[150],{"categories":4158},[274],{"categories":4160},[147],{"categories":4162},[150],{"categories":4164},[220],{"categories":4166},[],{"categories":4168},[150],{"categories":4170},[160],{"categories":4172},[147],{"categories":4174},[1887],{"categories":4176},[217],{"categories":4178},[299],{"categories":4180},[147],{"categories":4182},[141],{"categories":4184},[160],{"categories":4186},[144],{"categories":4188},[160],{"categories":4190},[147],{"categories":4192},[],{"categories":4194},[150],{"categories":4196},[150],{"categories":4198},[147],{"categories":4200},[147],{"categories":4202},[220],{"categories":4204},[],{"categories":4206},[182],{"categories":4208},[],{"categories":4210},[182],{"categories":4212},[147],{"categories":4214},[147],{"categories":4216},[150],{"categories":4218},[150],{"categories":4220},[150],{"categories":4222},[],{"categories":4224},[182],{"categories":4226},[147],{"categories":4228},[],{"categories":4230},[147],{"categories":4232},[147],{"categories":4234},[],{"categories":4236},[217],{"categories":4238},[160],{"categories":4240},[150],{"categories":4242},[147],{"categories":4244},[147],{"categories":4246},[243],{"categories":4248},[147],{"categories":4250},[147],{"categories":4252},[141],{"categories":4254},[],{"categories":4256},[147],{"categories":4258},[147],{"categories":4260},[],{"categories":4262},[141],{"categories":4264},[182],{"categories":4266},[160],{"categories":4268},[419],{"categories":4270},[147],{"categories":4272},[147],{"categories":4274},[147],{"categories":4276},[160],{"categories":4278},[182],{"categories":4280},[217],{"categories":4282},[147],{"categories":4284},[147],{"categories":4286},[147],{"categories":4288},[182],{"categories":4290},[217],{"categories":4292},[147],{"categories":4294},[182],{"categories":4296},[217],{"categories":4298},[147],{"categories":4300},[182],{"categories":4302},[150],{"categories":4304},[150],{"categories":4306},[150],{"categories":4308},[160],{"categories":4310},[182],{"categories":4312},[150],{"categories":4314},[150],{"categories":4316},[147],{"categories":4318},[160],{"categories":4320},[217],{"categories":4322},[147],{"categories":4324},[],{"categories":4326},[150],{"categories":4328},[],{"categories":4330},[],{"categories":4332},[],{"categories":4334},[150],{"categories":4336},[144],{"categories":4338},[150],{"categories":4340},[92],{"categories":4342},[147],{"categories":4344},[150],{"categories":4346},[141],{"categories":4348},[150],{"categories":4350},[144],{"categories":4352},[243],{"categories":4354},[150],{"categories":4356},[],{"categories":4358},[502],{"categories":4360},[150],{"categories":4362},[],{"categories":4364},[141],{"categories":4366},[150],{"categories":4368},[],{"categories":4370},[150],{"categories":4372},[147],{"categories":4374},[147],{"categories":4376},[182],{"categories":4378},[147],{"categories":4380},[147],{"categories":4382},[150],{"categories":4384},[147],{"categories":4386},[147],{"categories":4388},[182],{"categories":4390},[150],{"categories":4392},[160],{"categories":4394},[217],{"categories":4396},[141],{"categories":4398},[147],{"categories":4400},[],{"categories":4402},[150],{"categories":4404},[150],{"categories":4406},[419],{"categories":4408},[217],{"categories":4410},[274],{"categories":4412},[182],{"categories":4414},[147],{"categories":4416},[217],{"categories":4418},[147],{"categories":4420},[141],{"categories":4422},[],{"categories":4424},[150],{"categories":4426},[147],{"categories":4428},[147],{"categories":4430},[150],{"categories":4432},[147],{"categories":4434},[217],{"categories":4436},[],{"categories":4438},[150],{"categories":4440},[153],{"categories":4442},[182],{"categories":4444},[150],{"categories":4446},[144],{"categories":4448},[],{"categories":4450},[147],{"categories":4452},[153],{"categories":4454},[147],{"categories":4456},[150],{"categories":4458},[182],{"categories":4460},[141],{"categories":4462},[274],{"categories":4464},[147],{"categories":4466},[147],{"categories":4468},[147],{"categories":4470},[182],{"categories":4472},[144],{"categories":4474},[147],{"categories":4476},[217],{"categories":4478},[182],{"categories":4480},[274],{"categories":4482},[147],{"categories":4484},[150],{"categories":4486},[],{"categories":4488},[466],{"categories":4490},[],{"categories":4492},[147],{"categories":4494},[274],{"categories":4496},[220],{"categories":4498},[150],{"categories":4500},[150],{"categories":4502},[4503],"Design News & Tools",{"categories":4505},[147],{"categories":4507},[182],{"categories":4509},[147],{"categories":4511},[141],{"categories":4513},[147],{"categories":4515},[217],{"categories":4517},[150],{"categories":4519},[150],{"categories":4521},[147],{"categories":4523},[419],{"categories":4525},[147],{"categories":4527},[419],{"categories":4529},[243],{"categories":4531},[147],{"categories":4533},[150],{"categories":4535},[],{"categories":4537},[147],{"categories":4539},[147],{"categories":4541},[147],{"categories":4543},[182],{"categories":4545},[141],{"categories":4547},[],{"categories":4549},[147],{"categories":4551},[147],{"categories":4553},[160],{"categories":4555},[521],{"categories":4557},[160],{"categories":4559},[217],{"categories":4561},[147],{"categories":4563},[147,150],{"categories":4565},[243,144],{"categories":4567},[147],{"categories":4569},[147],{"categories":4571},[147],{"categories":4573},[],{"categories":4575},[150],{"categories":4577},[],{"categories":4579},[160],{"categories":4581},[147],{"categories":4583},[160],{"categories":4585},[],{"categories":4587},[150],{"categories":4589},[147],{"categories":4591},[182],{"categories":4593},[147],{"categories":4595},[],{"categories":4597},[150],{"categories":4599},[147],{"categories":4601},[],{"categories":4603},[217],{"categories":4605},[147],{"categories":4607},[150],{"categories":4609},[147],{"categories":4611},[147],{"categories":4613},[141],{"categories":4615},[150],{"categories":4617},[147],{"categories":4619},[],{"categories":4621},[274],{"categories":4623},[243],{"categories":4625},[144],{"categories":4627},[144],{"categories":4629},[147],{"categories":4631},[141],{"categories":4633},[141],{"categories":4635},[147],{"categories":4637},[150],{"categories":4639},[147],{"categories":4641},[147],{"categories":4643},[147],{"categories":4645},[160],{"categories":4647},[147],{"categories":4649},[141],{"categories":4651},[150],{"categories":4653},[147],{"categories":4655},[243],{"categories":4657},[419],{"categories":4659},[182],{"categories":4661},[147],{"categories":4663},[147],{"categories":4665},[150],{"categories":4667},[147],{"categories":4669},[],{"categories":4671},[160],{"categories":4673},[],{"categories":4675},[160],{"categories":4677},[150],{"categories":4679},[141],{"categories":4681},[],{"categories":4683},[220],{"categories":4685},[274],{"categories":4687},[147],{"categories":4689},[160],{"categories":4691},[147],{"categories":4693},[],{"categories":4695},[182],{"categories":4697},[150],{"categories":4699},[160],{"categories":4701},[217],{"categories":4703},[147],{"categories":4705},[150],{"categories":4707},[160],{"categories":4709},[150],{"categories":4711},[182],{"categories":4713},[147],{"categories":4715},[141],{"categories":4717},[182],{"categories":4719},[160],{"categories":4721},[147],{"categories":4723},[217],{"categories":4725},[144],{"categories":4727},[147],{"categories":4729},[147],{"categories":4731},[147],{"categories":4733},[147],{"categories":4735},[147],{"categories":4737},[150],{"categories":4739},[147],{"categories":4741},[150],{"categories":4743},[147],{"categories":4745},[147],{"categories":4747},[141],{"categories":4749},[147],{"categories":4751},[150],{"categories":4753},[150],{"categories":4755},[217],{"categories":4757},[150],{"categories":4759},[150],{"categories":4761},[141],{"categories":4763},[150],{"categories":4765},[217],{"categories":4767},[],{"categories":4769},[147],{"categories":4771},[220],{"categories":4773},[419],{"categories":4775},[147],{"categories":4777},[147],{"categories":4779},[147],{"categories":4781},[160],{"categories":4783},[],{"categories":4785},[150],{"categories":4787},[243],{"categories":4789},[147],{"categories":4791},[182],{"categories":4793},[150],{"categories":4795},[147],{"categories":4797},[243],{"categories":4799},[150],{"categories":4801},[144],{"categories":4803},[144],{"categories":4805},[147],{"categories":4807},[147],{"categories":4809},[147],{"categories":4811},[141],{"categories":4813},[],{"categories":4815},[147],{"categories":4817},[150],{"categories":4819},[150],{"categories":4821},[147],{"categories":4823},[147],{"categories":4825},[147],{"categories":4827},[160],{"categories":4829},[],{"categories":4831},[141],{"categories":4833},[147],{"categories":4835},[147],{"categories":4837},[150],{"categories":4839},[150],{"categories":4841},[],{"categories":4843},[160],{"categories":4845},[160],{"categories":4847},[147],{"categories":4849},[243],{"categories":4851},[217],{"categories":4853},[],{"categories":4855},[147],{"categories":4857},[150],{"categories":4859},[141],{"categories":4861},[147],{"categories":4863},[160],{"categories":4865},[141],{"categories":4867},[182],{"categories":4869},[220],{"categories":4871},[182],{"categories":4873},[150],{"categories":4875},[],{"categories":4877},[182],{"categories":4879},[150],{"categories":4881},[217],{"categories":4883},[220],{"categories":4885},[147],{"categories":4887},[],{"categories":4889},[150],{"categories":4891},[2534],{"categories":4893},[182],{"categories":4895},[160],{"categories":4897},[147],{"categories":4899},[147],{"categories":4901},[144],{"categories":4903},[147],{"categories":4905},[141],{"categories":4907},[1471],{"categories":4909},[274],{"categories":4911},[141],{"categories":4913},[],{"categories":4915},[],{"categories":4917},[182],{"categories":4919},[150],{"categories":4921},[182],{"categories":4923},[],{"categories":4925},[150],{"categories":4927},[150],{"categories":4929},[150],{"categories":4931},[],{"categories":4933},[147],{"categories":4935},[],{"categories":4937},[182],{"categories":4939},[141],{"categories":4941},[217],{"categories":4943},[147],{"categories":4945},[182],{"categories":4947},[147],{"categories":4949},[182],{"categories":4951},[],{"categories":4953},[182],{"categories":4955},[141],{"categories":4957},[419],{"categories":4959},[150],{"categories":4961},[147],{"categories":4963},[],{"categories":4965},[160],{"categories":4967},[150],{"categories":4969},[153],{"categories":4971},[150],{"categories":4973},[141],{"categories":4975},[],{"categories":4977},[],{"categories":4979},[],{"categories":4981},[217],{"categories":4983},[150],{"categories":4985},[147],{"categories":4987},[147],{"categories":4989},[],{"categories":4991},[],{"categories":4993},[],{"categories":4995},[217],{"categories":4997},[147],{"categories":4999},[],{"categories":5001},[150],{"categories":5003},[147],{"categories":5005},[141],{"categories":5007},[],{"categories":5009},[],{"categories":5011},[217],{"categories":5013},[147],{"categories":5015},[182],{"categories":5017},[],{"categories":5019},[243],{"categories":5021},[182],{"categories":5023},[243],{"categories":5025},[220],{"categories":5027},[147],{"categories":5029},[147],{"categories":5031},[],{"categories":5033},[],{"categories":5035},[150],{"categories":5037},[],{"categories":5039},[147],{"categories":5041},[419],{"categories":5043},[147],{"categories":5045},[147],{"categories":5047},[],{"categories":5049},[150],{"categories":5051},[147],{"categories":5053},[147],{"categories":5055},[],{"categories":5057},[150],{"categories":5059},[147],{"categories":5061},[182],{"categories":5063},[147],{"categories":5065},[243],{"categories":5067},[144],{"categories":5069},[147],{"categories":5071},[147],{"categories":5073},[150],{"categories":5075},[220],{"categories":5077},[150],{"categories":5079},[150],{"categories":5081},[],{"categories":5083},[],{"categories":5085},[147],{"categories":5087},[],{"categories":5089},[182],{"categories":5091},[144],{"categories":5093},[],{"categories":5095},[],{"categories":5097},[217],{"categories":5099},[141],{"categories":5101},[],{"categories":5103},[144],{"categories":5105},[243],{"categories":5107},[147],{"categories":5109},[160],{"categories":5111},[141],{"categories":5113},[220],{"categories":5115},[144],{"categories":5117},[160],{"categories":5119},[160],{"categories":5121},[],{"categories":5123},[147],{"categories":5125},[],{"categories":5127},[150],{"categories":5129},[141],{"categories":5131},[217],{"categories":5133},[147],{"categories":5135},[141],{"categories":5137},[150],{"categories":5139},[274],{"categories":5141},[147],{"categories":5143},[147],{"categories":5145},[147],{"categories":5147},[141],{"categories":5149},[220],{"categories":5151},[150],{"categories":5153},[],{"categories":5155},[147],{"categories":5157},[160],{"categories":5159},[182],{"categories":5161},[160],{"categories":5163},[147],{"categories":5165},[153],{"categories":5167},[],{"categories":5169},[217],{"categories":5171},[182],{"categories":5173},[141],{"categories":5175},[150],{"categories":5177},[147],{"categories":5179},[147],{"categories":5181},[150],{"categories":5183},[147],{"categories":5185},[147],{"categories":5187},[144],{"categories":5189},[150],{"categories":5191},[150,274],{"categories":5193},[150],{"categories":5195},[160],{"categories":5197},[147],{"categories":5199},[147],{"categories":5201},[220],{"categories":5203},[150],{"categories":5205},[243],{"categories":5207},[150],{"categories":5209},[144],{"categories":5211},[],{"categories":5213},[150],{"categories":5215},[147],{"categories":5217},[144],{"categories":5219},[],{"categories":5221},[],{"categories":5223},[160],{"categories":5225},[147],{"categories":5227},[150],{"categories":5229},[220],{"categories":5231},[243],{"categories":5233},[147],{"categories":5235},[147],{"categories":5237},[150],{"categories":5239},[],{"categories":5241},[150],{"categories":5243},[182],{"categories":5245},[150],{"categories":5247},[],{"categories":5249},[182],{"categories":5251},[160],{"categories":5253},[2534],{"categories":5255},[141],{"categories":5257},[160],{"categories":5259},[147],{"categories":5261},[150],{"categories":5263},[147],{"categories":5265},[147],{"categories":5267},[243],{"categories":5269},[160],{"categories":5271},[],{"categories":5273},[182],{"categories":5275},[147],{"categories":5277},[],{"categories":5279},[150],{"categories":5281},[147],{"categories":5283},[147],{"categories":5285},[147],{"categories":5287},[150],{"categories":5289},[147],{"categories":5291},[147],{"categories":5293},[153],{"categories":5295},[150],{"categories":5297},[147],{"categories":5299},[147],{"categories":5301},[147],{"categories":5303},[147],{"categories":5305},[147],{"categories":5307},[144],{"categories":5309},[],{"categories":5311},[153],{"categories":5313},[182],{"categories":5315},[150],{"categories":5317},[147],{"categories":5319},[160],{"categories":5321},[],{"categories":5323},[160],{"categories":5325},[160],{"categories":5327},[150],{"categories":5329},[160],{"categories":5331},[147],{"categories":5333},[147],{"categories":5335},[160],{"categories":5337},[147],{"categories":5339},[150],{"categories":5341},[182],{"categories":5343},[147],{"categories":5345},[147],{"categories":5347},[147],{"categories":5349},[144],{"categories":5351},[147],{"categories":5353},[150],{"categories":5355},[217],{"categories":5357},[],{"categories":5359},[147],{"categories":5361},[220],{"categories":5363},[150],{"categories":5365},[147],{"categories":5367},[],{"categories":5369},[147],{"categories":5371},[147],{"categories":5373},[182],{"categories":5375},[147],{"categories":5377},[147],{"categories":5379},[150],{"categories":5381},[243],{"categories":5383},[],{"categories":5385},[],{"categories":5387},[160],{"categories":5389},[182],{"categories":5391},[160],{"categories":5393},[182],{"categories":5395},[147],{"categories":5397},[243],{"categories":5399},[147],{"categories":5401},[141],{"categories":5403},[150],{"categories":5405},[147],{"categories":5407},[150],{"categories":5409},[150],{"categories":5411},[147],{"categories":5413},[144],{"categories":5415},[],{"categories":5417},[220],{"categories":5419},[147],{"categories":5421},[],{"categories":5423},[182],{"categories":5425},[147],{"categories":5427},[220],{"categories":5429},[147],{"categories":5431},[160],{"categories":5433},[160],{"categories":5435},[160],{"categories":5437},[150],{"categories":5439},[150],{"categories":5441},[150],{"categories":5443},[147],{"categories":5445},[217],{"categories":5447},[220],{"categories":5449},[220],{"categories":5451},[],{"categories":5453},[182],{"categories":5455},[147],{"categories":5457},[147],{"categories":5459},[160],{"categories":5461},[],{"categories":5463},[182],{"categories":5465},[182],{"categories":5467},[182],{"categories":5469},[],{"categories":5471},[150],{"categories":5473},[147],{"categories":5475},[],{"categories":5477},[141],{"categories":5479},[144],{"categories":5481},[],{"categories":5483},[147],{"categories":5485},[147],{"categories":5487},[],{"categories":5489},[160],{"categories":5491},[],{"categories":5493},[],{"categories":5495},[],{"categories":5497},[],{"categories":5499},[147],{"categories":5501},[182],{"categories":5503},[],{"categories":5505},[],{"categories":5507},[147],{"categories":5509},[147],{"categories":5511},[147],{"categories":5513},[220],{"categories":5515},[147],{"categories":5517},[220],{"categories":5519},[],{"categories":5521},[220],{"categories":5523},[220],{"categories":5525},[274],{"categories":5527},[150],{"categories":5529},[160],{"categories":5531},[],{"categories":5533},[],{"categories":5535},[220],{"categories":5537},[160],{"categories":5539},[160],{"categories":5541},[160],{"categories":5543},[],{"categories":5545},[141],{"categories":5547},[160],{"categories":5549},[160],{"categories":5551},[141],{"categories":5553},[160],{"categories":5555},[144],{"categories":5557},[160],{"categories":5559},[160],{"categories":5561},[160],{"categories":5563},[220],{"categories":5565},[182],{"categories":5567},[182],{"categories":5569},[147],{"categories":5571},[160],{"categories":5573},[220],{"categories":5575},[274],{"categories":5577},[220],{"categories":5579},[220],{"categories":5581},[220],{"categories":5583},[],{"categories":5585},[144],{"categories":5587},[],{"categories":5589},[274],{"categories":5591},[160],{"categories":5593},[160],{"categories":5595},[160],{"categories":5597},[150],{"categories":5599},[182,144],{"categories":5601},[220],{"categories":5603},[],{"categories":5605},[],{"categories":5607},[220],{"categories":5609},[],{"categories":5611},[220],{"categories":5613},[182],{"categories":5615},[150],{"categories":5617},[],{"categories":5619},[160],{"categories":5621},[147],{"categories":5623},[217],{"categories":5625},[],{"categories":5627},[147],{"categories":5629},[],{"categories":5631},[182],{"categories":5633},[141],{"categories":5635},[220],{"categories":5637},[],{"categories":5639},[160],{"categories":5641},[182],[5643,5726,5844,5928],{"id":5644,"title":5645,"ai":5646,"body":5651,"categories":5694,"created_at":93,"date_modified":93,"description":85,"extension":94,"faq":93,"featured":95,"kicker_label":93,"meta":5695,"navigation":119,"path":5712,"published_at":5713,"question":93,"scraped_at":5714,"seo":5715,"sitemap":5716,"source_id":5717,"source_name":126,"source_type":127,"source_url":5718,"stem":5719,"tags":5720,"thumbnail_url":93,"tldr":5723,"tweet":93,"unknown_tags":5724,"__hash__":5725},"summaries\u002Fsummaries\u002F4ba2560bd75a441c-marketing-legal-tech-in-the-era-of-ai-driven-searc-summary.md","Marketing Legal Tech in the Era of AI-Driven Search",{"provider":7,"model":8,"input_tokens":5647,"output_tokens":5648,"processing_time_ms":5649,"cost_usd":5650},3797,540,2955,0.00175925,{"type":14,"value":5652,"toc":5690},[5653,5657,5660,5664,5667,5687],[17,5654,5656],{"id":5655},"the-shift-from-seo-to-aeo","The Shift from SEO to AEO",[22,5658,5659],{},"Traditional search engine optimization (SEO) is no longer the primary driver for legal tech visibility. As buyers increasingly rely on generative AI tools—such as ChatGPT, Claude, and Gemini—to research and shortlist vendors, the goal has shifted to Answer Engine Optimization (AEO). In this new paradigm, visibility depends on being cited as an authority within the AI's generated response. Because LLMs synthesize information from trusted third-party sources, vendors must prioritize earned media and expert validation to ensure they are included in AI-generated recommendations.",[17,5661,5663],{"id":5662},"the-trusted-answer-growth-system","The Trusted Answer Growth System",[22,5665,5666],{},"To address this transition, marketing leaders Amy Juers (Edge Marketing) and Valerie Chan (Plat4orm) have introduced the 'Trusted Answer Growth System.' This framework is designed to help legal tech companies navigate the new buyer’s journey by focusing on:",[41,5668,5669,5675,5681],{},[44,5670,5671,5674],{},[47,5672,5673],{},"Third-Party Credibility:"," Building a digital footprint that AI models recognize as authoritative. This involves securing citations in reputable industry publications, legal blogs, and analyst reports that LLMs use as training or retrieval data.",[44,5676,5677,5680],{},[47,5678,5679],{},"Vocabulary Evolution:"," Adapting marketing strategies to account for the shift from keyword-based search (SEO) to intent-based, conversational search (AEO).",[44,5682,5683,5686],{},[47,5684,5685],{},"Correction Strategies:"," Developing proactive protocols for when AI tools misrepresent a company’s capabilities or story, ensuring that the brand narrative remains accurate in the eyes of the model.",[22,5688,5689],{},"By focusing on these areas, vendors can move beyond simple web traffic metrics and position themselves as the 'trusted answers' that AI tools provide to prospective legal tech buyers.",{"title":85,"searchDepth":86,"depth":86,"links":5691},[5692,5693],{"id":5655,"depth":86,"text":5656},{"id":5662,"depth":86,"text":5663},[1471],{"content_references":5696,"triage":5709},[5697,5702,5705,5707],{"type":5698,"title":5699,"author":5700,"context":5701},"podcast","LawNext","Bob Ambrogi","mentioned",{"type":5703,"title":5704,"context":5701},"tool","ChatGPT",{"type":5703,"title":5706,"context":5701},"Claude",{"type":5703,"title":5708,"context":5701},"Gemini",{"relevance":116,"novelty":116,"quality":115,"actionability":86,"composite":5710,"reasoning":5711},3.05,"Category: Legal AI Tools. The article discusses the shift from SEO to AEO in marketing legal tech, which is relevant to the legal-tech market. It provides some new insights on how vendors can adapt to AI-driven search but lacks specific actionable steps for practitioners.","\u002Fsummaries\u002F4ba2560bd75a441c-marketing-legal-tech-in-the-era-of-ai-driven-searc-summary","2026-06-23 13:42:59","2026-06-29 14:52:28",{"title":5645,"description":85},{"loc":5712},"4ba2560bd75a441c","https:\u002F\u002Fwww.lawnext.com\u002F2026\u002F06\u002Flawnext-podcast-amy-juers-and-valerie-chan-on-marketing-legal-tech-in-the-age-of-ai-search.html","summaries\u002F4ba2560bd75a441c-marketing-legal-tech-in-the-era-of-ai-driven-searc-summary",[132,5721,5722],"vendor","practice","As AI search replaces traditional SEO, legal tech vendors must shift from ranking on Google to becoming the authoritative sources cited by LLMs like ChatGPT and Claude.",[],"hx_acG6v74_uYCWpn0MacYfH6pC8jdKQAWJ42dXF-Pk",{"id":5727,"title":5728,"ai":5729,"body":5734,"categories":5805,"created_at":93,"date_modified":93,"description":85,"extension":94,"faq":93,"featured":95,"kicker_label":93,"meta":5806,"navigation":119,"path":5828,"published_at":5829,"question":93,"scraped_at":5830,"seo":5831,"sitemap":5832,"source_id":5833,"source_name":5834,"source_type":127,"source_url":5835,"stem":5836,"tags":5837,"thumbnail_url":93,"tldr":5841,"tweet":93,"unknown_tags":5842,"__hash__":5843},"summaries\u002Fsummaries\u002F3dd5ac5bff77274d-building-private-legal-ai-infrastructure-with-know-summary.md","Building Private Legal AI Infrastructure with Knowledge Graphs",{"provider":7,"model":8,"input_tokens":5730,"output_tokens":5731,"processing_time_ms":5732,"cost_usd":5733},8598,829,4338,0.003393,{"type":14,"value":5735,"toc":5799},[5736,5740,5743,5750,5754,5757,5760,5764,5767,5781,5785,5788],[17,5737,5739],{"id":5738},"the-shift-from-vector-search-to-knowledge-graphs","The Shift from Vector Search to Knowledge Graphs",[22,5741,5742],{},"Standard RAG (Retrieval-Augmented Generation) systems often rely on vector databases that prioritize semantic similarity over contextual accuracy. Stephen Costigan argues that these systems fail to understand the complex, hierarchical nature of legal work—such as the relationships between specific clients, matters, entities, and clauses.",[22,5744,5745,5746,5749],{},"In contrast, a ",[47,5747,5748],{},"legal knowledge graph"," maps these entities as connected nodes. By grounding AI in a structured ontology, firms can achieve higher precision in drafting and research. This architecture allows the system to understand that 'ACME Holdings' in one document is the same entity as in another, providing a level of context that flat vector search cannot replicate.",[17,5751,5753],{"id":5752},"confidentiality-as-architecture-not-contract","Confidentiality as Architecture, Not Contract",[22,5755,5756],{},"Costigan posits that relying on vendor promises for data security is a weak control for firms with strict duties of confidentiality. He advocates for a 'private AI' model where the infrastructure—including the graph, embeddings, and audit trails—resides entirely within the firm’s own environment (e.g., Azure).",[22,5758,5759],{},"By running models under zero-data-retention terms and keeping data behind firm-controlled keys, firms move from trusting a vendor's contractual indemnity to an architectural guarantee that sensitive information never leaves their walls. This approach allows firms to maintain sovereignty over their most valuable asset: their internal work product.",[17,5761,5763],{"id":5762},"automating-curation-and-reducing-manual-labor","Automating Curation and Reducing Manual Labor",[22,5765,5766],{},"Contrary to the belief that AI adoption requires years of data cleaning, Costigan suggests that modern 'agent-led curation' can automate the janitorial work of knowledge management.",[41,5768,5769,5775],{},[44,5770,5771,5774],{},[47,5772,5773],{},"The Librarian Component:"," Automatically extracts entities and relationships from documents, resolves duplicates, and maps them to the firm's ontology as they enter the DMS (iManage or SharePoint).",[44,5776,5777,5780],{},[47,5778,5779],{},"Adversarial Verification:"," To ensure accuracy, Atlas AI employs an adversarial workflow where one model drafts a document and a second, separate model is tasked with challenging the draft and verifying citations. This provides lawyers with a high-quality, cited 'first draft' that they can refine with their own judgment, rather than performing assembly work.",[17,5782,5784],{"id":5783},"the-strategic-advantage-of-ownership","The Strategic Advantage of Ownership",[22,5786,5787],{},"Costigan warns that firms renting generic AI tools risk commoditizing their practice. By building a proprietary, curated knowledge graph, firms create a defensible asset that compounds in value with every new matter. This infrastructure enables firms to:",[41,5789,5790,5793,5796],{},[44,5791,5792],{},"Develop differentiated, fixed-fee services.",[44,5794,5795],{},"Move away from traditional leverage models.",[44,5797,5798],{},"Build custom applications using their own data without being tethered to a vendor’s roadmap.",{"title":85,"searchDepth":86,"depth":86,"links":5800},[5801,5802,5803,5804],{"id":5738,"depth":86,"text":5739},{"id":5752,"depth":86,"text":5753},{"id":5762,"depth":86,"text":5763},{"id":5783,"depth":86,"text":5784},[1471],{"content_references":5807,"triage":5824},[5808,5811,5815,5817,5821],{"type":5703,"title":5809,"url":5810,"context":5701},"Atlas AI","http:\u002F\u002Fwww.atlas-ai.io",{"type":5703,"title":5812,"url":5813,"context":5814},"Legal Tech Hub","https:\u002F\u002Fwww.legaltechnologyhub.com\u002F","recommended",{"type":99,"title":5816,"context":5814},"Artificial Lawyer",{"type":5818,"title":5819,"author":5820,"context":5814},"paper","Foundational knowledge graph work","Hogan and colleagues",{"type":99,"title":5822,"author":5823,"context":5814},"Applied AI","Ethan Mollick",{"relevance":5825,"novelty":115,"quality":115,"actionability":115,"composite":5826,"reasoning":5827},5,4.35,"Category: Law-Firm Practice & Adoption. The article discusses the importance of building private legal AI infrastructure, which directly addresses the pain points of legal ops and knowledge management leads regarding data security and AI adoption. It presents a novel perspective on using knowledge graphs for legal work, emphasizing the need for firms to maintain control over their data.","\u002Fsummaries\u002F3dd5ac5bff77274d-building-private-legal-ai-infrastructure-with-know-summary","2026-06-29 13:46:19","2026-06-29 14:52:30",{"title":5728,"description":85},{"loc":5828},"3dd5ac5bff77274d","3 Geeks and a Law Blog","https:\u002F\u002Fwww.geeklawblog.com\u002F2026\u002F06\u002Fown-the-graph-stephen-costigan-on-private-ai-knowledge-infrastructure-and-law-firm-advantage.html","summaries\u002F3dd5ac5bff77274d-building-private-legal-ai-infrastructure-with-know-summary",[132,5838,5839,5840],"knowledge-management","machine-learning","ethics","Stephen Costigan argues that law firms should shift from renting generic AI tools to building private, firm-owned knowledge graphs to secure privileged data and create durable, differentiated legal intelligence.",[],"mhTdQrdmQqbBeErYcSMkfiWf7hvJ2c4NJSAkD7etexU",{"id":5845,"title":5846,"ai":5847,"body":5852,"categories":5886,"created_at":93,"date_modified":93,"description":85,"extension":94,"faq":93,"featured":95,"kicker_label":93,"meta":5887,"navigation":119,"path":5913,"published_at":5914,"question":93,"scraped_at":5915,"seo":5916,"sitemap":5917,"source_id":5918,"source_name":5919,"source_type":127,"source_url":5920,"stem":5921,"tags":5922,"thumbnail_url":93,"tldr":5925,"tweet":93,"unknown_tags":5926,"__hash__":5927},"summaries\u002Fsummaries\u002Fa566ddf4df08f0ad-ai-infrastructure-robotics-and-the-future-of-human-summary.md","AI Infrastructure, Robotics, and the Future of Human Agency",{"provider":7,"model":8,"input_tokens":5848,"output_tokens":5849,"processing_time_ms":5850,"cost_usd":5851},6367,1003,4355,0.00309625,{"type":14,"value":5853,"toc":5881},[5854,5858,5861,5864,5868,5871,5875,5878],[17,5855,5857],{"id":5856},"advancements-in-autonomous-robotics-and-large-scale-infrastructure","Advancements in Autonomous Robotics and Large-Scale Infrastructure",[22,5859,5860],{},"Recent research from NVIDIA, titled ENPIRE, introduces a framework for autonomous robot self-improvement. The system utilizes a closed-loop architecture consisting of four modules: Environment, Policy Improvement, Rollout, and Evolution. By automating task evaluation and scene resets, the system allows coding agents to iteratively refine policies for dexterous manipulation tasks, achieving up to 99% success rates in real-world environments. This underscores a shift toward agents managing physical infrastructure with minimal human intervention.",[22,5862,5863],{},"Simultaneously, Tencent has released details on ARGUS, a production-scale tracing and performance diagnosis system deployed on a cluster of over 10,000 GPUs. The system provides fine-grained, real-time analysis of large-scale training workloads, addressing critical bottlenecks such as communication link degradation and pipeline bubble amplification. The deployment of such tools signals the increasing maturity of frontier AI development environments, where custom infrastructure is required to manage the complexity of massive-scale training runs.",[17,5865,5867],{"id":5866},"legal-informatics-and-the-visibility-of-local-law","Legal Informatics and the Visibility of Local Law",[22,5869,5870],{},"To address the fragmentation of U.S. municipal and county codes, researchers at UC Berkeley have developed the Local Ordinance Corpus for the United States (LOCUS). This dataset, containing approximately 2.2 million rows of ordinance data, serves as an access layer for machine-readable legal research. By harmonizing disparate vendor formats and navigation structures, LOCUS enables AI systems to ingest and analyze local laws that were previously inaccessible for bulk research. The authors emphasize that LOCUS is infrastructure for retrieval and comparison rather than a substitute for doctrine-sensitive legal analysis.",[17,5872,5874],{"id":5873},"historical-caution-and-philosophical-disempowerment","Historical Caution and Philosophical Disempowerment",[22,5876,5877],{},"Technological forecasting remains notoriously difficult, as highlighted by Matthew Tokson’s analysis of historical miscalculations—from the skepticism surrounding nuclear fission to the underestimation of the internet's impact. These historical precedents suggest that both extreme skepticism and uncritical optimism regarding AI's societal effects are likely flawed.",[22,5879,5880],{},"Complementing this, a critique by Fernando Borretti explores the potential for human disempowerment in a world dominated by superintelligent systems. The argument posits that in existential or competitive conflicts, states are incentivized to remove humans from decision-making loops to gain speed and efficiency. This trajectory suggests a future where human control becomes vestigial, raising fundamental questions about the long-term autonomy of humanity in the face of omniscient, machine-managed governance.",{"title":85,"searchDepth":86,"depth":86,"links":5882},[5883,5884,5885],{"id":5856,"depth":86,"text":5857},{"id":5866,"depth":86,"text":5867},{"id":5873,"depth":86,"text":5874},[377],{"group":5888,"content_references":5889,"triage":5910},"core-ai",[5890,5894,5898,5902,5906],{"type":5818,"title":5891,"author":5892,"url":5893,"context":101},"ENPIRE: Agentic Robot Policy Self-Improvement in the Real World","NVIDIA researchers","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.19980",{"type":5818,"title":5895,"author":5896,"url":5897,"context":101},"Artificial Intelligence and the Lessons of History","Matthew Tokson","https:\u002F\u002Fpapers.ssrn.com\u002Fsol3\u002Fpapers.cfm?abstract_id=6875838",{"type":5818,"title":5899,"author":5900,"url":5901,"context":101},"ARGUS: Production-Scale Tracing and Performance Diagnosis for over 10,000-GPU Clusters","Tencent","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.20374",{"type":5818,"title":5903,"author":5904,"url":5905,"context":101},"Freeing the Law with LOCUS: A Local Ordinance Corpus for the United States","UC Berkeley researchers","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.19334",{"type":5907,"title":5908,"url":5909,"context":5701},"dataset","LocalLaws \u002F LOCUS-v1","https:\u002F\u002Fhuggingface.co\u002Fdatasets\u002FLocalLaws\u002FLOCUS-v1",{"relevance":115,"novelty":116,"quality":115,"actionability":116,"composite":5911,"reasoning":5912},3.6,"Category: Legal Research & Computational Law. The article discusses the Local Ordinance Corpus for the United States (LOCUS), which enhances access to local laws for AI systems, addressing a specific pain point in legal research. While it provides new insights into legal informatics, the practical application of the findings could be more detailed.","\u002Fsummaries\u002Fa566ddf4df08f0ad-ai-infrastructure-robotics-and-the-future-of-human-summary","2026-06-29 13:03:27","2026-06-29 14:52:22",{"title":5846,"description":85},{"loc":5913},"a566ddf4df08f0ad","Import AI (Jack Clark)","https:\u002F\u002Fimportai.substack.com\u002Fp\u002Fimport-ai-463-self-improving-robots","summaries\u002Fa566ddf4df08f0ad-ai-infrastructure-robotics-and-the-future-of-human-summary",[132,5839,5923,5924],"research-tools","computational-law","Recent developments in robotics, large-scale training diagnostics, and legal informatics highlight the rapid maturation of AI infrastructure, while historical and philosophical perspectives caution against overconfidence in predicting AI's societal trajectory.",[],"c1nwTHXNxwoaDJOqEh4rNKwAF69ByInNCFyyBI8MF-U",{"id":5929,"title":5930,"ai":5931,"body":5936,"categories":6002,"created_at":93,"date_modified":93,"description":85,"extension":94,"faq":93,"featured":95,"kicker_label":93,"meta":6003,"navigation":119,"path":6018,"published_at":6019,"question":93,"scraped_at":6020,"seo":6021,"sitemap":6022,"source_id":6023,"source_name":5816,"source_type":127,"source_url":6024,"stem":6025,"tags":6026,"thumbnail_url":93,"tldr":6027,"tweet":93,"unknown_tags":6028,"__hash__":6029},"summaries\u002Fsummaries\u002F6ca986d7f66e465f-ai-sovereignty-strategies-for-legal-independence-summary.md","AI Sovereignty: Strategies for Legal Independence",{"provider":7,"model":8,"input_tokens":5932,"output_tokens":5933,"processing_time_ms":5934,"cost_usd":5935},5277,784,4230,0.00249525,{"type":14,"value":5937,"toc":5998},[5938,5942,5945,5965,5969,5972],[17,5939,5941],{"id":5940},"the-drivers-of-ai-sovereignty","The Drivers of AI Sovereignty",[22,5943,5944],{},"AI sovereignty represents a shift in the legal profession toward reclaiming control over the \"means of production\" in an era dominated by a small number of US-based LLM providers (e.g., OpenAI, Anthropic, Gemini). This movement is fueled by three primary concerns:",[41,5946,5947,5953,5959],{},[44,5948,5949,5952],{},[47,5950,5951],{},"Geopolitical and Supply Chain Risk:"," Reliance on foreign-controlled models exposes firms to regulatory shifts, potential service bans, and supply chain vulnerabilities regarding data and hardware (chips).",[44,5954,5955,5958],{},[47,5956,5957],{},"Economic Sustainability:"," As token costs rise, firms are seeking ways to optimize spend by moving away from reliance on third-party foundation models toward proprietary or fine-tuned open-source solutions.",[44,5960,5961,5964],{},[47,5962,5963],{},"Professional Independence:"," The legal profession is fundamentally built on autonomy. Lawyers are increasingly wary of being \"out of the loop\" or subject to the constraints of uncontrollable, centralized platforms that lack specific connections to their unique workflows and expertise.",[17,5966,5968],{"id":5967},"strategies-for-achieving-independence","Strategies for Achieving Independence",[22,5970,5971],{},"Organizations are pursuing sovereignty through several distinct approaches, ranging from large-scale infrastructure investment to individual developer-led initiatives:",[41,5973,5974,5980,5986,5992],{},[44,5975,5976,5979],{},[47,5977,5978],{},"Proprietary Model Development:"," Large entities like Thomson Reuters are leveraging their vast, curated datasets to train their own LLMs. This allows them to build an independent foundation layer, ensuring they are not beholden to external model makers while potentially reducing long-term costs.",[44,5981,5982,5985],{},[47,5983,5984],{},"Infrastructure Control:"," Firms like Kirkland & Ellis are exploring the construction of their own GPU clusters to train and fine-tune open-source models. By controlling the hardware and the training process, firms can encode proprietary workflows and maintain exclusivity over their AI capabilities.",[44,5987,5988,5991],{},[47,5989,5990],{},"Workflow Encoding:"," Partnerships with platforms like Harvey allow firms to train open-source models specifically on their own internal workflows. This creates a \"bottled\" expertise that is unique to the firm, preventing the dilution of their value that might occur when using generic, off-the-shelf AI tools.",[44,5993,5994,5997],{},[47,5995,5996],{},"Individual Empowerment:"," The rise of \"vibe-coding\" and independent legal-tech development (e.g., LegalQuants) represents a bottom-up approach to sovereignty. Individual lawyers are taking tool production into their own hands, using LLMs as building blocks to create bespoke solutions that bypass traditional vendor dependencies.",{"title":85,"searchDepth":86,"depth":86,"links":5999},[6000,6001],{"id":5940,"depth":86,"text":5941},{"id":5967,"depth":86,"text":5968},[1471],{"content_references":6004,"triage":6015},[6005,6008,6010,6012],{"type":6006,"title":6007,"context":5701},"event","Legal Innovators Europe",{"type":5703,"title":6009,"context":5701},"Mistral",{"type":5703,"title":6011,"context":5701},"Palantir",{"type":5703,"title":6013,"url":6014,"context":5701},"Harvey","https:\u002F\u002Fwww.artificiallawyer.com\u002F2026\u002F06\u002F18\u002Fharvey-trains-open-source-models-to-encode-law-firm-workflows\u002F",{"relevance":115,"novelty":115,"quality":115,"actionability":116,"composite":6016,"reasoning":6017},3.8,"Category: Regulation & Governance of AI. The article discusses the concept of AI sovereignty in the legal profession, addressing concerns about dependency on US-based LLM providers and outlining strategies for firms to regain control over their AI tools. This aligns with the audience's interest in the governance and operational implications of AI in legal practice.","\u002Fsummaries\u002F6ca986d7f66e465f-ai-sovereignty-strategies-for-legal-independence-summary","2026-06-29 06:52:42","2026-06-29 14:52:24",{"title":5930,"description":85},{"loc":6018},"6ca986d7f66e465f","https:\u002F\u002Fwww.artificiallawyer.com\u002F2026\u002F06\u002F29\u002Fai-sovereignty-taking-control-of-your-legal-tech-future\u002F","summaries\u002F6ca986d7f66e465f-ai-sovereignty-strategies-for-legal-independence-summary",[132,5722,5838,5721],"AI sovereignty is a growing movement among law firms and legal organizations to reduce dependency on US-based LLM providers by building, training, or controlling their own AI infrastructure to ensure operational continuity, cost efficiency, and competitive differentiation.",[],"sVYzbTvufc5-s-Yo6oGytNhL2ct5dznTyya1SXtku1w"]