[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-57b488d288c29800-scaling-ai-in-healthcare-the-adventhealth-approach-summary":3,"summaries-facets-categories":105,"summary-related-57b488d288c29800-scaling-ai-in-healthcare-the-adventhealth-approach-summary":7009},{"id":4,"title":5,"ai":6,"body":13,"categories":69,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":74,"navigation":87,"path":88,"published_at":89,"question":71,"scraped_at":89,"seo":90,"sitemap":91,"source_id":92,"source_name":93,"source_type":94,"source_url":95,"stem":96,"tags":97,"thumbnail_url":71,"tldr":102,"tweet":71,"unknown_tags":103,"__hash__":104},"summaries\u002Fsummaries\u002F57b488d288c29800-scaling-ai-in-healthcare-the-adventhealth-approach-summary.md","Scaling AI in Healthcare: The AdventHealth Approach",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7505,570,3063,0.00273125,{"type":14,"value":15,"toc":62},"minimark",[16,21,25,29,32,55,59],[17,18,20],"h2",{"id":19},"treat-adoption-as-the-product","Treat Adoption as the Product",[22,23,24],"p",{},"AdventHealth’s strategy for scaling AI across a large, multi-state health system centers on the philosophy that adoption is the primary outcome, not just a byproduct of deployment. Rather than running isolated, experimental pilots, leadership framed AI as a tool to reclaim time for clinicians and staff. By positioning the technology as a way to reduce administrative burden—specifically targeting \"pajama time\" (after-hours documentation)—the organization successfully moved employees from the sidelines to active, consistent usage.",[17,26,28],{"id":27},"measuring-impact-through-operational-kpis","Measuring Impact Through Operational KPIs",[22,30,31],{},"To ensure accountability and demonstrate value, AdventHealth manages AI usage with the same rigor as any other business KPI. Key strategies include:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Quantifiable Metrics:"," Instead of relying on self-reported surveys, the team tracks system-level data like messages per user per business day and time-per-task improvements within electronic health records.",[36,44,45,48],{},[39,46,47],{},"Domain-Based Peer Groups:"," To drive adoption, the organization avoids centralized, generic training. Instead, they facilitate peer-to-peer sharing where finance teams, HR, and clinical staff share prompts and workflows tailored to their specific functional needs.",[36,50,51,54],{},[39,52,53],{},"Workflow Integration:"," The focus is on \"time back.\" For example, in utilization management, AI generates structured summaries and drafts rationales, reducing a 10-minute manual review process to significantly less time, while keeping the human clinician in the loop for final judgment.",[17,56,58],{"id":57},"infrastructure-for-enterprise-scale","Infrastructure for Enterprise Scale",[22,60,61],{},"AdventHealth selected OpenAI’s enterprise offerings to meet strict healthcare requirements for privacy, governance, and reliability. The decision was driven by the need for robust reasoning capabilities and structured outputs that could be safely scaled across a complex, regulated environment. By moving beyond simple productivity software to enterprise-grade infrastructure, the organization has established a foundation for future applications in patient access and clinical decision support.",{"title":63,"searchDepth":64,"depth":64,"links":65},"",2,[66,67,68],{"id":19,"depth":64,"text":20},{"id":27,"depth":64,"text":28},{"id":57,"depth":64,"text":58},[70],"AI Automation",null,"md",false,{"content_references":75,"triage":82},[76,80],{"type":77,"title":78,"context":79},"tool","ChatGPT Enterprise","mentioned",{"type":77,"title":81,"context":79},"ChatGPT for Healthcare",{"relevance":83,"novelty":84,"quality":84,"actionability":84,"composite":85,"reasoning":86},5,4,4.35,"Category: Product Strategy. The article provides a detailed case study on how AdventHealth successfully scaled AI in healthcare by treating adoption as a product, which directly addresses the audience's interest in practical applications of AI in product strategy. It includes specific metrics and strategies for measuring impact, making it actionable for readers.",true,"\u002Fsummaries\u002F57b488d288c29800-scaling-ai-in-healthcare-the-adventhealth-approach-summary","2026-05-21 19:01:16",{"title":5,"description":63},{"loc":88},"57b488d288c29800","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fadventhealth","summaries\u002F57b488d288c29800-scaling-ai-in-healthcare-the-adventhealth-approach-summary",[98,99,100,101],"ai-tools","automation","product-strategy","healthcare","AdventHealth achieved an 80% reduction in administrative task time by treating AI adoption as a measurable product, focusing on 'time back' for clinicians rather than automation for its own sake.",[101],"Einqw1inze1DDdGHt3diUGc0csADDbtAxd3dQjknKXY",[106,109,112,114,117,119,121,124,126,128,130,132,135,137,139,141,143,146,148,150,152,154,157,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,209,211,213,215,217,219,221,223,225,227,229,231,233,235,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,279,281,283,285,287,289,291,293,295,297,299,301,303,305,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,373,375,377,379,381,383,385,387,389,391,393,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,429,431,433,435,437,439,441,443,445,447,449,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,511,513,515,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,557,559,561,563,565,567,569,571,573,575,577,579,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,869,871,873,875,877,880,882,884,886,888,890,892,894,896,898,900,902,904,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007],{"categories":107},[108],"AI & LLMs",{"categories":110},[111],"Developer Productivity",{"categories":113},[108],{"categories":115},[116],"Business & SaaS",{"categories":118},[108],{"categories":120},[70],{"categories":122},[123],"Product Strategy",{"categories":125},[70],{"categories":127},[108],{"categories":129},[111],{"categories":131},[70],{"categories":133},[134],"Software Engineering",{"categories":136},[108],{"categories":138},[116],{"categories":140},[],{"categories":142},[108],{"categories":144},[145],"Inference & Serving",{"categories":147},[108],{"categories":149},[108],{"categories":151},[70],{"categories":153},[],{"categories":155},[156],"AI News & Trends",{"categories":158},[159],"Data Science & Visualization",{"categories":161},[70],{"categories":163},[108],{"categories":165},[108],{"categories":167},[116],{"categories":169},[111],{"categories":171},[108],{"categories":173},[70],{"categories":175},[156],{"categories":177},[108],{"categories":179},[70],{"categories":181},[70],{"categories":183},[108],{"categories":185},[108],{"categories":187},[70],{"categories":189},[108],{"categories":191},[108],{"categories":193},[108],{"categories":195},[70],{"categories":197},[156],{"categories":199},[108],{"categories":201},[108],{"categories":203},[108],{"categories":205},[],{"categories":207},[208],"Design & Frontend",{"categories":210},[159],{"categories":212},[156],{"categories":214},[108],{"categories":216},[108],{"categories":218},[108],{"categories":220},[],{"categories":222},[108],{"categories":224},[108],{"categories":226},[70],{"categories":228},[134],{"categories":230},[108],{"categories":232},[70],{"categories":234},[108],{"categories":236},[237],"Marketing & Growth",{"categories":239},[208],{"categories":241},[108],{"categories":243},[70],{"categories":245},[108],{"categories":247},[108],{"categories":249},[134],{"categories":251},[108],{"categories":253},[],{"categories":255},[],{"categories":257},[208],{"categories":259},[108],{"categories":261},[70],{"categories":263},[111],{"categories":265},[134],{"categories":267},[70],{"categories":269},[208],{"categories":271},[123],{"categories":273},[108],{"categories":275},[134],{"categories":277},[278],"DevOps & Cloud",{"categories":280},[70],{"categories":282},[123],{"categories":284},[156],{"categories":286},[108],{"categories":288},[],{"categories":290},[108],{"categories":292},[108],{"categories":294},[],{"categories":296},[70],{"categories":298},[134],{"categories":300},[],{"categories":302},[134],{"categories":304},[108],{"categories":306},[307],"Governance & Standards",{"categories":309},[116],{"categories":311},[],{"categories":313},[],{"categories":315},[108],{"categories":317},[108],{"categories":319},[70],{"categories":321},[108],{"categories":323},[108],{"categories":325},[70],{"categories":327},[108],{"categories":329},[108],{"categories":331},[108],{"categories":333},[],{"categories":335},[134],{"categories":337},[],{"categories":339},[],{"categories":341},[108],{"categories":343},[134],{"categories":345},[],{"categories":347},[134],{"categories":349},[108],{"categories":351},[108],{"categories":353},[237],{"categories":355},[108],{"categories":357},[108],{"categories":359},[108],{"categories":361},[208],{"categories":363},[208],{"categories":365},[108],{"categories":367},[134],{"categories":369},[70],{"categories":371},[372],"GovTech & Public-Sector Adoption",{"categories":374},[134],{"categories":376},[108],{"categories":378},[108],{"categories":380},[108],{"categories":382},[70],{"categories":384},[70],{"categories":386},[159],{"categories":388},[108],{"categories":390},[156],{"categories":392},[70],{"categories":394},[395],"Legal AI Tools",{"categories":397},[108],{"categories":399},[70],{"categories":401},[108],{"categories":403},[237],{"categories":405},[70],{"categories":407},[123],{"categories":409},[108],{"categories":411},[134],{"categories":413},[372],{"categories":415},[],{"categories":417},[70],{"categories":419},[],{"categories":421},[116],{"categories":423},[70],{"categories":425},[70],{"categories":427},[428],"RAG & Retrieval",{"categories":430},[116],{"categories":432},[108],{"categories":434},[134],{"categories":436},[134],{"categories":438},[278],{"categories":440},[208],{"categories":442},[70],{"categories":444},[108],{"categories":446},[108],{"categories":448},[],{"categories":450},[451],"Agents & Orchestration",{"categories":453},[134],{"categories":455},[108],{"categories":457},[],{"categories":459},[70],{"categories":461},[116],{"categories":463},[],{"categories":465},[108],{"categories":467},[],{"categories":469},[108],{"categories":471},[111],{"categories":473},[134],{"categories":475},[116],{"categories":477},[108],{"categories":479},[70],{"categories":481},[108],{"categories":483},[156],{"categories":485},[108],{"categories":487},[],{"categories":489},[108],{"categories":491},[],{"categories":493},[108],{"categories":495},[134],{"categories":497},[108],{"categories":499},[70],{"categories":501},[159],{"categories":503},[],{"categories":505},[108],{"categories":507},[208],{"categories":509},[510],"Models & Frontier Labs",{"categories":512},[],{"categories":514},[208],{"categories":516},[517],"Regulation & Governance of AI",{"categories":519},[123],{"categories":521},[70],{"categories":523},[],{"categories":525},[108],{"categories":527},[108],{"categories":529},[70],{"categories":531},[70],{"categories":533},[156],{"categories":535},[108],{"categories":537},[116],{"categories":539},[108],{"categories":541},[70],{"categories":543},[],{"categories":545},[134],{"categories":547},[70],{"categories":549},[108],{"categories":551},[123],{"categories":553},[108],{"categories":555},[556],"AI Policy & Regulation",{"categories":558},[],{"categories":560},[108],{"categories":562},[70],{"categories":564},[123],{"categories":566},[70],{"categories":568},[108],{"categories":570},[108],{"categories":572},[108],{"categories":574},[70],{"categories":576},[],{"categories":578},[159],{"categories":580},[581],"Evals & Reliability",{"categories":583},[108],{"categories":585},[108],{"categories":587},[],{"categories":589},[111],{"categories":591},[372],{"categories":593},[556],{"categories":595},[108],{"categories":597},[116],{"categories":599},[108],{"categories":601},[70],{"categories":603},[108],{"categories":605},[70],{"categories":607},[451],{"categories":609},[108],{"categories":611},[134],{"categories":613},[108],{"categories":615},[],{"categories":617},[208],{"categories":619},[],{"categories":621},[108],{"categories":623},[372],{"categories":625},[108],{"categories":627},[108],{"categories":629},[108],{"categories":631},[],{"categories":633},[108],{"categories":635},[208],{"categories":637},[134],{"categories":639},[],{"categories":641},[108],{"categories":643},[],{"categories":645},[70],{"categories":647},[108],{"categories":649},[208],{"categories":651},[],{"categories":653},[108],{"categories":655},[108],{"categories":657},[159],{"categories":659},[70],{"categories":661},[108],{"categories":663},[116],{"categories":665},[70],{"categories":667},[108],{"categories":669},[108],{"categories":671},[134],{"categories":673},[208],{"categories":675},[108],{"categories":677},[70],{"categories":679},[],{"categories":681},[134],{"categories":683},[70],{"categories":685},[159],{"categories":687},[],{"categories":689},[108],{"categories":691},[156],{"categories":693},[108],{"categories":695},[],{"categories":697},[108],{"categories":699},[108],{"categories":701},[108],{"categories":703},[116,237],{"categories":705},[],{"categories":707},[134],{"categories":709},[108],{"categories":711},[108],{"categories":713},[70],{"categories":715},[108],{"categories":717},[],{"categories":719},[],{"categories":721},[108],{"categories":723},[208],{"categories":725},[108],{"categories":727},[],{"categories":729},[108],{"categories":731},[278],{"categories":733},[],{"categories":735},[70],{"categories":737},[156],{"categories":739},[108],{"categories":741},[108],{"categories":743},[208],{"categories":745},[],{"categories":747},[156],{"categories":749},[108],{"categories":751},[145],{"categories":753},[108],{"categories":755},[108],{"categories":757},[70],{"categories":759},[156],{"categories":761},[510],{"categories":763},[108],{"categories":765},[237],{"categories":767},[],{"categories":769},[70],{"categories":771},[116],{"categories":773},[134],{"categories":775},[108],{"categories":777},[70],{"categories":779},[],{"categories":781},[108,278],{"categories":783},[108],{"categories":785},[108],{"categories":787},[108],{"categories":789},[70],{"categories":791},[108,134],{"categories":793},[159],{"categories":795},[108],{"categories":797},[108],{"categories":799},[108],{"categories":801},[134],{"categories":803},[108],{"categories":805},[70],{"categories":807},[70],{"categories":809},[556],{"categories":811},[237],{"categories":813},[108],{"categories":815},[70],{"categories":817},[108],{"categories":819},[108],{"categories":821},[70],{"categories":823},[],{"categories":825},[70],{"categories":827},[108],{"categories":829},[108],{"categories":831},[70],{"categories":833},[108],{"categories":835},[108,116],{"categories":837},[108],{"categories":839},[116],{"categories":841},[],{"categories":843},[208],{"categories":845},[208],{"categories":847},[108],{"categories":849},[],{"categories":851},[],{"categories":853},[108],{"categories":855},[156],{"categories":857},[],{"categories":859},[111],{"categories":861},[108],{"categories":863},[134],{"categories":865},[108],{"categories":867},[868],"Generative UI & Design-to-Code",{"categories":870},[108],{"categories":872},[108],{"categories":874},[208],{"categories":876},[108],{"categories":878},[879],"Algorithmic Accountability",{"categories":881},[70],{"categories":883},[134],{"categories":885},[156],{"categories":887},[208],{"categories":889},[108],{"categories":891},[],{"categories":893},[123],{"categories":895},[108],{"categories":897},[108],{"categories":899},[108],{"categories":901},[108],{"categories":903},[70],{"categories":905},[906],"MLOps & Infrastructure",{"categories":908},[108],{"categories":910},[108],{"categories":912},[108],{"categories":914},[108],{"categories":916},[108],{"categories":918},[134],{"categories":920},[156],{"categories":922},[108],{"categories":924},[123],{"categories":926},[111],{"categories":928},[108],{"categories":930},[70],{"categories":932},[278],{"categories":934},[108],{"categories":936},[116],{"categories":938},[108],{"categories":940},[208],{"categories":942},[108],{"categories":944},[108],{"categories":946},[70],{"categories":948},[],{"categories":950},[],{"categories":952},[108],{"categories":954},[145],{"categories":956},[208],{"categories":958},[156],{"categories":960},[159],{"categories":962},[],{"categories":964},[108],{"categories":966},[108],{"categories":968},[116],{"categories":970},[70],{"categories":972},[108],{"categories":974},[108],{"categories":976},[108],{"categories":978},[108],{"categories":980},[156],{"categories":982},[145],{"categories":984},[108],{"categories":986},[208],{"categories":988},[108],{"categories":990},[],{"categories":992},[70],{"categories":994},[134],{"categories":996},[],{"categories":998},[108],{"categories":1000},[108],{"categories":1002},[70],{"categories":1004},[134],{"categories":1006},[108],{"categories":1008},[159],{"categories":1010},[208],{"categories":1012},[],{"categories":1014},[108],{"categories":1016},[],{"categories":1018},[108],{"categories":1020},[],{"categories":1022},[108],{"categories":1024},[108],{"categories":1026},[123],{"categories":1028},[116],{"categories":1030},[70],{"categories":1032},[70],{"categories":1034},[],{"categories":1036},[108],{"categories":1038},[111],{"categories":1040},[108],{"categories":1042},[108],{"categories":1044},[116],{"categories":1046},[156],{"categories":1048},[111],{"categories":1050},[],{"categories":1052},[108],{"categories":1054},[],{"categories":1056},[108],{"categories":1058},[],{"categories":1060},[156],{"categories":1062},[156],{"categories":1064},[],{"categories":1066},[451],{"categories":1068},[108],{"categories":1070},[208],{"categories":1072},[134],{"categories":1074},[],{"categories":1076},[395],{"categories":1078},[70],{"categories":1080},[116],{"categories":1082},[],{"categories":1084},[],{"categories":1086},[111],{"categories":1088},[159],{"categories":1090},[],{"categories":1092},[237],{"categories":1094},[70],{"categories":1096},[116],{"categories":1098},[70],{"categories":1100},[108],{"categories":1102},[116],{"categories":1104},[108],{"categories":1106},[134],{"categories":1108},[],{"categories":1110},[145],{"categories":1112},[123],{"categories":1114},[108],{"categories":1116},[208],{"categories":1118},[134],{"categories":1120},[116],{"categories":1122},[108],{"categories":1124},[134],{"categories":1126},[108],{"categories":1128},[70],{"categories":1130},[116],{"categories":1132},[108],{"categories":1134},[108],{"categories":1136},[108],{"categories":1138},[108],{"categories":1140},[108],{"categories":1142},[],{"categories":1144},[],{"categories":1146},[134],{"categories":1148},[159],{"categories":1150},[123],{"categories":1152},[108],{"categories":1154},[70],{"categories":1156},[134],{"categories":1158},[134],{"categories":1160},[108],{"categories":1162},[],{"categories":1164},[156],{"categories":1166},[123],{"categories":1168},[123],{"categories":1170},[134],{"categories":1172},[108],{"categories":1174},[581],{"categories":1176},[278],{"categories":1178},[],{"categories":1180},[70],{"categories":1182},[108],{"categories":1184},[],{"categories":1186},[111],{"categories":1188},[],{"categories":1190},[108],{"categories":1192},[108],{"categories":1194},[108],{"categories":1196},[208],{"categories":1198},[237],{"categories":1200},[108],{"categories":1202},[134],{"categories":1204},[108],{"categories":1206},[70],{"categories":1208},[],{"categories":1210},[134],{"categories":1212},[108],{"categories":1214},[111],{"categories":1216},[],{"categories":1218},[116],{"categories":1220},[108],{"categories":1222},[108],{"categories":1224},[156],{"categories":1226},[108,278],{"categories":1228},[108],{"categories":1230},[1231],"Design Systems for AI",{"categories":1233},[108],{"categories":1235},[108],{"categories":1237},[156],{"categories":1239},[108],{"categories":1241},[108],{"categories":1243},[108],{"categories":1245},[116],{"categories":1247},[108],{"categories":1249},[108],{"categories":1251},[108],{"categories":1253},[],{"categories":1255},[108],{"categories":1257},[108],{"categories":1259},[116],{"categories":1261},[108],{"categories":1263},[],{"categories":1265},[70],{"categories":1267},[70],{"categories":1269},[134],{"categories":1271},[156],{"categories":1273},[134],{"categories":1275},[108],{"categories":1277},[208],{"categories":1279},[156],{"categories":1281},[159],{"categories":1283},[108],{"categories":1285},[108],{"categories":1287},[70],{"categories":1289},[111],{"categories":1291},[556],{"categories":1293},[108],{"categories":1295},[70],{"categories":1297},[108],{"categories":1299},[134],{"categories":1301},[134],{"categories":1303},[],{"categories":1305},[],{"categories":1307},[108],{"categories":1309},[70],{"categories":1311},[123],{"categories":1313},[],{"categories":1315},[116],{"categories":1317},[108],{"categories":1319},[],{"categories":1321},[208],{"categories":1323},[134],{"categories":1325},[70],{"categories":1327},[134],{"categories":1329},[208],{"categories":1331},[108],{"categories":1333},[108],{"categories":1335},[208],{"categories":1337},[],{"categories":1339},[],{"categories":1341},[156],{"categories":1343},[70],{"categories":1345},[70],{"categories":1347},[108],{"categories":1349},[108],{"categories":1351},[108],{"categories":1353},[108],{"categories":1355},[116],{"categories":1357},[108],{"categories":1359},[108],{"categories":1361},[],{"categories":1363},[134],{"categories":1365},[134],{"categories":1367},[108],{"categories":1369},[134],{"categories":1371},[116],{"categories":1373},[],{"categories":1375},[108],{"categories":1377},[108],{"categories":1379},[108],{"categories":1381},[108],{"categories":1383},[108],{"categories":1385},[70],{"categories":1387},[111],{"categories":1389},[116],{"categories":1391},[108],{"categories":1393},[70],{"categories":1395},[156],{"categories":1397},[70],{"categories":1399},[145],{"categories":1401},[237],{"categories":1403},[108],{"categories":1405},[70],{"categories":1407},[108],{"categories":1409},[108],{"categories":1411},[108],{"categories":1413},[],{"categories":1415},[208],{"categories":1417},[],{"categories":1419},[108],{"categories":1421},[108],{"categories":1423},[],{"categories":1425},[108],{"categories":1427},[134],{"categories":1429},[116],{"categories":1431},[1432],"Visual & Generative Media",{"categories":1434},[70],{"categories":1436},[],{"categories":1438},[108],{"categories":1440},[108],{"categories":1442},[134],{"categories":1444},[278],{"categories":1446},[108],{"categories":1448},[159],{"categories":1450},[556],{"categories":1452},[134],{"categories":1454},[237],{"categories":1456},[108],{"categories":1458},[208],{"categories":1460},[108],{"categories":1462},[108],{"categories":1464},[134],{"categories":1466},[70],{"categories":1468},[108],{"categories":1470},[],{"categories":1472},[],{"categories":1474},[70],{"categories":1476},[134],{"categories":1478},[111],{"categories":1480},[70],{"categories":1482},[510],{"categories":1484},[108],{"categories":1486},[123],{"categories":1488},[108],{"categories":1490},[116],{"categories":1492},[],{"categories":1494},[108],{"categories":1496},[123],{"categories":1498},[108],{"categories":1500},[108],{"categories":1502},[108],{"categories":1504},[123],{"categories":1506},[108],{"categories":1508},[108],{"categories":1510},[237],{"categories":1512},[108],{"categories":1514},[451],{"categories":1516},[108],{"categories":1518},[70],{"categories":1520},[108],{"categories":1522},[108],{"categories":1524},[108],{"categories":1526},[108],{"categories":1528},[208],{"categories":1530},[70],{"categories":1532},[],{"categories":1534},[70],{"categories":1536},[],{"categories":1538},[278],{"categories":1540},[134],{"categories":1542},[],{"categories":1544},[510],{"categories":1546},[108],{"categories":1548},[70],{"categories":1550},[70],{"categories":1552},[108],{"categories":1554},[208,108],{"categories":1556},[111],{"categories":1558},[108],{"categories":1560},[208],{"categories":1562},[],{"categories":1564},[108],{"categories":1566},[111],{"categories":1568},[108],{"categories":1570},[1571],"Medical Imaging & Radiology",{"categories":1573},[108],{"categories":1575},[108],{"categories":1577},[108],{"categories":1579},[208],{"categories":1581},[70],{"categories":1583},[134],{"categories":1585},[],{"categories":1587},[108],{"categories":1589},[108],{"categories":1591},[108],{"categories":1593},[],{"categories":1595},[],{"categories":1597},[108],{"categories":1599},[108],{"categories":1601},[451],{"categories":1603},[108],{"categories":1605},[111],{"categories":1607},[108],{"categories":1609},[108],{"categories":1611},[],{"categories":1613},[70],{"categories":1615},[108],{"categories":1617},[123],{"categories":1619},[134],{"categories":1621},[108],{"categories":1623},[70],{"categories":1625},[451],{"categories":1627},[108],{"categories":1629},[70],{"categories":1631},[108],{"categories":1633},[108],{"categories":1635},[108],{"categories":1637},[208],{"categories":1639},[70],{"categories":1641},[278],{"categories":1643},[208],{"categories":1645},[116],{"categories":1647},[70],{"categories":1649},[156],{"categories":1651},[108],{"categories":1653},[108],{"categories":1655},[123],{"categories":1657},[108],{"categories":1659},[108],{"categories":1661},[108],{"categories":1663},[108],{"categories":1665},[70],{"categories":1667},[108],{"categories":1669},[134],{"categories":1671},[134],{"categories":1673},[108],{"categories":1675},[123],{"categories":1677},[],{"categories":1679},[156],{"categories":1681},[],{"categories":1683},[123],{"categories":1685},[70],{"categories":1687},[108],{"categories":1689},[70],{"categories":1691},[1231],{"categories":1693},[1231],{"categories":1695},[208],{"categories":1697},[108],{"categories":1699},[108],{"categories":1701},[108],{"categories":1703},[70],{"categories":1705},[134],{"categories":1707},[208],{"categories":1709},[70],{"categories":1711},[156],{"categories":1713},[],{"categories":1715},[108],{"categories":1717},[],{"categories":1719},[108],{"categories":1721},[108],{"categories":1723},[108],{"categories":1725},[108],{"categories":1727},[70],{"categories":1729},[1730],"Contract Review & E-Discovery",{"categories":1732},[108],{"categories":1734},[208],{"categories":1736},[108],{"categories":1738},[111],{"categories":1740},[108],{"categories":1742},[156],{"categories":1744},[108],{"categories":1746},[108],{"categories":1748},[237],{"categories":1750},[134],{"categories":1752},[108],{"categories":1754},[108],{"categories":1756},[70],{"categories":1758},[70],{"categories":1760},[879],{"categories":1762},[108],{"categories":1764},[108],{"categories":1766},[70],{"categories":1768},[70],{"categories":1770},[108],{"categories":1772},[108],{"categories":1774},[108],{"categories":1776},[70],{"categories":1778},[108],{"categories":1780},[108],{"categories":1782},[451],{"categories":1784},[428],{"categories":1786},[108],{"categories":1788},[70],{"categories":1790},[108],{"categories":1792},[1793],"Law-Firm Practice & Adoption",{"categories":1795},[108],{"categories":1797},[70],{"categories":1799},[208],{"categories":1801},[108],{"categories":1803},[108],{"categories":1805},[108],{"categories":1807},[],{"categories":1809},[],{"categories":1811},[134],{"categories":1813},[108],{"categories":1815},[],{"categories":1817},[70],{"categories":1819},[111],{"categories":1821},[278],{"categories":1823},[108],{"categories":1825},[],{"categories":1827},[111],{"categories":1829},[116],{"categories":1831},[108],{"categories":1833},[237],{"categories":1835},[],{"categories":1837},[116],{"categories":1839},[70],{"categories":1841},[116],{"categories":1843},[],{"categories":1845},[108],{"categories":1847},[123],{"categories":1849},[108],{"categories":1851},[134],{"categories":1853},[],{"categories":1855},[],{"categories":1857},[],{"categories":1859},[],{"categories":1861},[108],{"categories":1863},[123],{"categories":1865},[70],{"categories":1867},[278],{"categories":1869},[108],{"categories":1871},[111],{"categories":1873},[134],{"categories":1875},[108],{"categories":1877},[108],{"categories":1879},[134],{"categories":1881},[123],{"categories":1883},[108],{"categories":1885},[108],{"categories":1887},[108],{"categories":1889},[906],{"categories":1891},[108],{"categories":1893},[134],{"categories":1895},[108],{"categories":1897},[237],{"categories":1899},[134],{"categories":1901},[116],{"categories":1903},[108],{"categories":1905},[108],{"categories":1907},[108],{"categories":1909},[208],{"categories":1911},[108],{"categories":1913},[108],{"categories":1915},[108],{"categories":1917},[108],{"categories":1919},[116],{"categories":1921},[70],{"categories":1923},[108,111],{"categories":1925},[451],{"categories":1927},[108],{"categories":1929},[108],{"categories":1931},[134],{"categories":1933},[134],{"categories":1935},[208],{"categories":1937},[70],{"categories":1939},[70],{"categories":1941},[134],{"categories":1943},[108],{"categories":1945},[108],{"categories":1947},[108],{"categories":1949},[],{"categories":1951},[],{"categories":1953},[108],{"categories":1955},[159],{"categories":1957},[108],{"categories":1959},[70],{"categories":1961},[],{"categories":1963},[108],{"categories":1965},[108],{"categories":1967},[134],{"categories":1969},[159],{"categories":1971},[156],{"categories":1973},[208],{"categories":1975},[108],{"categories":1977},[70],{"categories":1979},[108],{"categories":1981},[134],{"categories":1983},[],{"categories":1985},[70],{"categories":1987},[108],{"categories":1989},[108],{"categories":1991},[108],{"categories":1993},[108],{"categories":1995},[],{"categories":1997},[70],{"categories":1999},[108],{"categories":2001},[108],{"categories":2003},[108],{"categories":2005},[],{"categories":2007},[70],{"categories":2009},[108],{"categories":2011},[108],{"categories":2013},[116],{"categories":2015},[108],{"categories":2017},[108],{"categories":2019},[],{"categories":2021},[111],{"categories":2023},[108],{"categories":2025},[108],{"categories":2027},[108],{"categories":2029},[208],{"categories":2031},[108],{"categories":2033},[134],{"categories":2035},[108],{"categories":2037},[111],{"categories":2039},[108],{"categories":2041},[134],{"categories":2043},[237],{"categories":2045},[70],{"categories":2047},[70],{"categories":2049},[108],{"categories":2051},[108],{"categories":2053},[108,208],{"categories":2055},[108],{"categories":2057},[70],{"categories":2059},[156],{"categories":2061},[108],{"categories":2063},[156],{"categories":2065},[70],{"categories":2067},[208],{"categories":2069},[108],{"categories":2071},[],{"categories":2073},[134],{"categories":2075},[278],{"categories":2077},[208],{"categories":2079},[134],{"categories":2081},[108],{"categories":2083},[123],{"categories":2085},[108],{"categories":2087},[108],{"categories":2089},[70],{"categories":2091},[],{"categories":2093},[],{"categories":2095},[108],{"categories":2097},[],{"categories":2099},[],{"categories":2101},[123],{"categories":2103},[134],{"categories":2105},[108],{"categories":2107},[70],{"categories":2109},[70],{"categories":2111},[116],{"categories":2113},[70],{"categories":2115},[278],{"categories":2117},[108],{"categories":2119},[108],{"categories":2121},[108],{"categories":2123},[145],{"categories":2125},[108],{"categories":2127},[108],{"categories":2129},[108],{"categories":2131},[134],{"categories":2133},[70],{"categories":2135},[108],{"categories":2137},[108],{"categories":2139},[134],{"categories":2141},[395],{"categories":2143},[70],{"categories":2145},[879],{"categories":2147},[],{"categories":2149},[208],{"categories":2151},[1793],{"categories":2153},[134],{"categories":2155},[],{"categories":2157},[],{"categories":2159},[108],{"categories":2161},[70],{"categories":2163},[],{"categories":2165},[],{"categories":2167},[108],{"categories":2169},[237],{"categories":2171},[108],{"categories":2173},[237],{"categories":2175},[70],{"categories":2177},[108],{"categories":2179},[108],{"categories":2181},[134],{"categories":2183},[123],{"categories":2185},[],{"categories":2187},[108],{"categories":2189},[108],{"categories":2191},[134],{"categories":2193},[1730],{"categories":2195},[208],{"categories":2197},[208],{"categories":2199},[108],{"categories":2201},[70],{"categories":2203},[111],{"categories":2205},[108],{"categories":2207},[108],{"categories":2209},[108],{"categories":2211},[108],{"categories":2213},[208],{"categories":2215},[208],{"categories":2217},[70],{"categories":2219},[70],{"categories":2221},[70],{"categories":2223},[108],{"categories":2225},[108],{"categories":2227},[],{"categories":2229},[108],{"categories":2231},[],{"categories":2233},[2234],"Interaction & Product Design",{"categories":2236},[108],{"categories":2238},[70],{"categories":2240},[134],{"categories":2242},[307],{"categories":2244},[156],{"categories":2246},[134],{"categories":2248},[108],{"categories":2250},[108],{"categories":2252},[108],{"categories":2254},[134],{"categories":2256},[108],{"categories":2258},[111],{"categories":2260},[70],{"categories":2262},[108],{"categories":2264},[],{"categories":2266},[70],{"categories":2268},[70],{"categories":2270},[70],{"categories":2272},[],{"categories":2274},[134],{"categories":2276},[108],{"categories":2278},[70],{"categories":2280},[111],{"categories":2282},[2234],{"categories":2284},[108],{"categories":2286},[111],{"categories":2288},[111],{"categories":2290},[],{"categories":2292},[70],{"categories":2294},[134],{"categories":2296},[],{"categories":2298},[70],{"categories":2300},[156],{"categories":2302},[108],{"categories":2304},[70],{"categories":2306},[108],{"categories":2308},[70],{"categories":2310},[70],{"categories":2312},[108],{"categories":2314},[108],{"categories":2316},[156],{"categories":2318},[159],{"categories":2320},[108],{"categories":2322},[123],{"categories":2324},[134],{"categories":2326},[2327],"Coding Agents & Dev Productivity",{"categories":2329},[156],{"categories":2331},[208],{"categories":2333},[108],{"categories":2335},[108],{"categories":2337},[],{"categories":2339},[108],{"categories":2341},[879],{"categories":2343},[],{"categories":2345},[108],{"categories":2347},[108],{"categories":2349},[278],{"categories":2351},[108],{"categories":2353},[156],{"categories":2355},[],{"categories":2357},[],{"categories":2359},[108],{"categories":2361},[],{"categories":2363},[70],{"categories":2365},[108],{"categories":2367},[],{"categories":2369},[134],{"categories":2371},[134],{"categories":2373},[108],{"categories":2375},[159],{"categories":2377},[],{"categories":2379},[108],{"categories":2381},[108],{"categories":2383},[108],{"categories":2385},[159],{"categories":2387},[134],{"categories":2389},[70],{"categories":2391},[],{"categories":2393},[],{"categories":2395},[108],{"categories":2397},[108],{"categories":2399},[70],{"categories":2401},[70],{"categories":2403},[372],{"categories":2405},[134],{"categories":2407},[134],{"categories":2409},[70],{"categories":2411},[156],{"categories":2413},[156],{"categories":2415},[70],{"categories":2417},[70],{"categories":2419},[108],{"categories":2421},[111],{"categories":2423},[2234],{"categories":2425},[123],{"categories":2427},[108,278],{"categories":2429},[159],{"categories":2431},[],{"categories":2433},[208],{"categories":2435},[70],{"categories":2437},[134],{"categories":2439},[111],{"categories":2441},[108],{"categories":2443},[70],{"categories":2445},[2446],"The Designer's Role & Craft",{"categories":2448},[208],{"categories":2450},[],{"categories":2452},[70],{"categories":2454},[108],{"categories":2456},[70],{"categories":2458},[70],{"categories":2460},[108],{"categories":2462},[237],{"categories":2464},[108],{"categories":2466},[134],{"categories":2468},[108],{"categories":2470},[208],{"categories":2472},[108],{"categories":2474},[],{"categories":2476},[70],{"categories":2478},[208],{"categories":2480},[123],{"categories":2482},[108],{"categories":2484},[108],{"categories":2486},[108],{"categories":2488},[2489],"AI UX Patterns",{"categories":2491},[70],{"categories":2493},[70],{"categories":2495},[70],{"categories":2497},[70],{"categories":2499},[237],{"categories":2501},[159],{"categories":2503},[108],{"categories":2505},[70],{"categories":2507},[108],{"categories":2509},[1231],{"categories":2511},[],{"categories":2513},[237],{"categories":2515},[70],{"categories":2517},[156],{"categories":2519},[134],{"categories":2521},[108],{"categories":2523},[70],{"categories":2525},[],{"categories":2527},[],{"categories":2529},[108],{"categories":2531},[108],{"categories":2533},[70],{"categories":2535},[108],{"categories":2537},[70],{"categories":2539},[372],{"categories":2541},[208],{"categories":2543},[108],{"categories":2545},[156],{"categories":2547},[134],{"categories":2549},[108],{"categories":2551},[70],{"categories":2553},[70],{"categories":2555},[],{"categories":2557},[108],{"categories":2559},[],{"categories":2561},[108],{"categories":2563},[],{"categories":2565},[108],{"categories":2567},[108],{"categories":2569},[108],{"categories":2571},[70],{"categories":2573},[134],{"categories":2575},[],{"categories":2577},[],{"categories":2579},[159],{"categories":2581},[145],{"categories":2583},[108],{"categories":2585},[108],{"categories":2587},[108],{"categories":2589},[159],{"categories":2591},[108],{"categories":2593},[108],{"categories":2595},[156],{"categories":2597},[108],{"categories":2599},[108],{"categories":2601},[108],{"categories":2603},[70],{"categories":2605},[108],{"categories":2607},[70],{"categories":2609},[108],{"categories":2611},[108],{"categories":2613},[108],{"categories":2615},[70],{"categories":2617},[],{"categories":2619},[108],{"categories":2621},[],{"categories":2623},[108],{"categories":2625},[108],{"categories":2627},[278],{"categories":2629},[108],{"categories":2631},[],{"categories":2633},[],{"categories":2635},[208],{"categories":2637},[906],{"categories":2639},[70],{"categories":2641},[111],{"categories":2643},[2446],{"categories":2645},[],{"categories":2647},[],{"categories":2649},[108],{"categories":2651},[],{"categories":2653},[],{"categories":2655},[134],{"categories":2657},[156],{"categories":2659},[237],{"categories":2661},[70],{"categories":2663},[116],{"categories":2665},[108],{"categories":2667},[108],{"categories":2669},[116],{"categories":2671},[],{"categories":2673},[208],{"categories":2675},[123],{"categories":2677},[108],{"categories":2679},[108],{"categories":2681},[70],{"categories":2683},[116],{"categories":2685},[108],{"categories":2687},[108],{"categories":2689},[111],{"categories":2691},[108],{"categories":2693},[108],{"categories":2695},[],{"categories":2697},[111],{"categories":2699},[108],{"categories":2701},[237],{"categories":2703},[70],{"categories":2705},[156],{"categories":2707},[108],{"categories":2709},[134],{"categories":2711},[108],{"categories":2713},[108],{"categories":2715},[116],{"categories":2717},[108],{"categories":2719},[108],{"categories":2721},[108],{"categories":2723},[70],{"categories":2725},[108],{"categories":2727},[],{"categories":2729},[108],{"categories":2731},[134],{"categories":2733},[111],{"categories":2735},[108],{"categories":2737},[108],{"categories":2739},[108],{"categories":2741},[],{"categories":2743},[108],{"categories":2745},[451],{"categories":2747},[70],{"categories":2749},[116],{"categories":2751},[156],{"categories":2753},[108],{"categories":2755},[108],{"categories":2757},[],{"categories":2759},[116],{"categories":2761},[116],{"categories":2763},[108],{"categories":2765},[108],{"categories":2767},[123],{"categories":2769},[108],{"categories":2771},[108],{"categories":2773},[108],{"categories":2775},[108],{"categories":2777},[134],{"categories":2779},[134],{"categories":2781},[108],{"categories":2783},[],{"categories":2785},[134],{"categories":2787},[108],{"categories":2789},[134],{"categories":2791},[70],{"categories":2793},[556],{"categories":2795},[],{"categories":2797},[],{"categories":2799},[108],{"categories":2801},[156],{"categories":2803},[],{"categories":2805},[278],{"categories":2807},[108],{"categories":2809},[108],{"categories":2811},[108],{"categories":2813},[208],{"categories":2815},[868],{"categories":2817},[],{"categories":2819},[108],{"categories":2821},[108],{"categories":2823},[108],{"categories":2825},[134],{"categories":2827},[108],{"categories":2829},[108],{"categories":2831},[108,278],{"categories":2833},[108],{"categories":2835},[108],{"categories":2837},[208],{"categories":2839},[70],{"categories":2841},[],{"categories":2843},[70],{"categories":2845},[70],{"categories":2847},[108],{"categories":2849},[108],{"categories":2851},[108],{"categories":2853},[108],{"categories":2855},[159],{"categories":2857},[108],{"categories":2859},[2489],{"categories":2861},[111],{"categories":2863},[159],{"categories":2865},[111],{"categories":2867},[134],{"categories":2869},[208],{"categories":2871},[70],{"categories":2873},[108],{"categories":2875},[],{"categories":2877},[116],{"categories":2879},[108],{"categories":2881},[108],{"categories":2883},[156],{"categories":2885},[108],{"categories":2887},[108],{"categories":2889},[108],{"categories":2891},[70],{"categories":2893},[108],{"categories":2895},[108],{"categories":2897},[108],{"categories":2899},[116],{"categories":2901},[],{"categories":2903},[278],{"categories":2905},[108],{"categories":2907},[372],{"categories":2909},[208],{"categories":2911},[208],{"categories":2913},[134],{"categories":2915},[70],{"categories":2917},[108],{"categories":2919},[116],{"categories":2921},[156],{"categories":2923},[108],{"categories":2925},[108],{"categories":2927},[108],{"categories":2929},[208],{"categories":2931},[70],{"categories":2933},[70],{"categories":2935},[108],{"categories":2937},[108],{"categories":2939},[510],{"categories":2941},[70],{"categories":2943},[],{"categories":2945},[108],{"categories":2947},[108],{"categories":2949},[108],{"categories":2951},[],{"categories":2953},[],{"categories":2955},[108],{"categories":2957},[108],{"categories":2959},[70],{"categories":2961},[108],{"categories":2963},[108],{"categories":2965},[108],{"categories":2967},[134],{"categories":2969},[108],{"categories":2971},[108],{"categories":2973},[70],{"categories":2975},[108],{"categories":2977},[108],{"categories":2979},[108],{"categories":2981},[108],{"categories":2983},[108],{"categories":2985},[],{"categories":2987},[134],{"categories":2989},[159],{"categories":2991},[108],{"categories":2993},[70],{"categories":2995},[70],{"categories":2997},[108],{"categories":2999},[108],{"categories":3001},[],{"categories":3003},[],{"categories":3005},[108],{"categories":3007},[108],{"categories":3009},[108],{"categories":3011},[156],{"categories":3013},[159],{"categories":3015},[],{"categories":3017},[108],{"categories":3019},[208],{"categories":3021},[108],{"categories":3023},[278],{"categories":3025},[1793],{"categories":3027},[156],{"categories":3029},[134],{"categories":3031},[108],{"categories":3033},[134],{"categories":3035},[134],{"categories":3037},[108],{"categories":3039},[108],{"categories":3041},[134],{"categories":3043},[156],{"categories":3045},[156],{"categories":3047},[278],{"categories":3049},[70],{"categories":3051},[],{"categories":3053},[156],{"categories":3055},[108],{"categories":3057},[70],{"categories":3059},[111],{"categories":3061},[134],{"categories":3063},[108],{"categories":3065},[156],{"categories":3067},[],{"categories":3069},[108],{"categories":3071},[134],{"categories":3073},[134],{"categories":3075},[159],{"categories":3077},[108],{"categories":3079},[156],{"categories":3081},[108],{"categories":3083},[134],{"categories":3085},[70],{"categories":3087},[70],{"categories":3089},[156],{"categories":3091},[70],{"categories":3093},[278],{"categories":3095},[70],{"categories":3097},[108],{"categories":3099},[108],{"categories":3101},[108],{"categories":3103},[108],{"categories":3105},[134],{"categories":3107},[108],{"categories":3109},[],{"categories":3111},[70],{"categories":3113},[116],{"categories":3115},[134],{"categories":3117},[],{"categories":3119},[],{"categories":3121},[108],{"categories":3123},[70],{"categories":3125},[108],{"categories":3127},[108],{"categories":3129},[3130],"Frameworks & Tooling",{"categories":3132},[108],{"categories":3134},[108],{"categories":3136},[134],{"categories":3138},[108],{"categories":3140},[108],{"categories":3142},[],{"categories":3144},[159],{"categories":3146},[159],{"categories":3148},[111],{"categories":3150},[108],{"categories":3152},[70],{"categories":3154},[108],{"categories":3156},[208],{"categories":3158},[],{"categories":3160},[1793],{"categories":3162},[108],{"categories":3164},[134],{"categories":3166},[108],{"categories":3168},[278],{"categories":3170},[278],{"categories":3172},[],{"categories":3174},[70],{"categories":3176},[70],{"categories":3178},[108],{"categories":3180},[108],{"categories":3182},[156],{"categories":3184},[70],{"categories":3186},[156],{"categories":3188},[108],{"categories":3190},[70],{"categories":3192},[],{"categories":3194},[208],{"categories":3196},[108],{"categories":3198},[108],{"categories":3200},[],{"categories":3202},[108],{"categories":3204},[70],{"categories":3206},[108],{"categories":3208},[108],{"categories":3210},[108],{"categories":3212},[],{"categories":3214},[134],{"categories":3216},[108],{"categories":3218},[134],{"categories":3220},[278],{"categories":3222},[108],{"categories":3224},[108],{"categories":3226},[108],{"categories":3228},[134],{"categories":3230},[116],{"categories":3232},[108],{"categories":3234},[1793],{"categories":3236},[],{"categories":3238},[70],{"categories":3240},[111],{"categories":3242},[108],{"categories":3244},[111],{"categories":3246},[108],{"categories":3248},[],{"categories":3250},[70],{"categories":3252},[108],{"categories":3254},[108],{"categories":3256},[3257],"AI Design Tooling",{"categories":3259},[208],{"categories":3261},[108],{"categories":3263},[108],{"categories":3265},[134],{"categories":3267},[208],{"categories":3269},[108],{"categories":3271},[108],{"categories":3273},[134],{"categories":3275},[156],{"categories":3277},[123],{"categories":3279},[134],{"categories":3281},[108],{"categories":3283},[108],{"categories":3285},[108],{"categories":3287},[70],{"categories":3289},[108],{"categories":3291},[],{"categories":3293},[70],{"categories":3295},[108],{"categories":3297},[108],{"categories":3299},[70],{"categories":3301},[108],{"categories":3303},[108],{"categories":3305},[108],{"categories":3307},[70],{"categories":3309},[],{"categories":3311},[70],{"categories":3313},[3130],{"categories":3315},[108],{"categories":3317},[108],{"categories":3319},[70],{"categories":3321},[70],{"categories":3323},[134],{"categories":3325},[134],{"categories":3327},[108],{"categories":3329},[],{"categories":3331},[134],{"categories":3333},[108],{"categories":3335},[108],{"categories":3337},[70],{"categories":3339},[116],{"categories":3341},[108],{"categories":3343},[],{"categories":3345},[108],{"categories":3347},[108],{"categories":3349},[2234],{"categories":3351},[],{"categories":3353},[108],{"categories":3355},[108],{"categories":3357},[108],{"categories":3359},[108],{"categories":3361},[208],{"categories":3363},[108],{"categories":3365},[],{"categories":3367},[108],{"categories":3369},[108],{"categories":3371},[108],{"categories":3373},[108],{"categories":3375},[237],{"categories":3377},[156],{"categories":3379},[108],{"categories":3381},[108],{"categories":3383},[1793],{"categories":3385},[111],{"categories":3387},[108],{"categories":3389},[108],{"categories":3391},[159],{"categories":3393},[108],{"categories":3395},[108],{"categories":3397},[156],{"categories":3399},[70],{"categories":3401},[],{"categories":3403},[108],{"categories":3405},[108],{"categories":3407},[208],{"categories":3409},[108],{"categories":3411},[237],{"categories":3413},[70],{"categories":3415},[108],{"categories":3417},[70],{"categories":3419},[],{"categories":3421},[],{"categories":3423},[],{"categories":3425},[111],{"categories":3427},[156],{"categories":3429},[70],{"categories":3431},[108],{"categories":3433},[108],{"categories":3435},[108],{"categories":3437},[108],{"categories":3439},[395],{"categories":3441},[208],{"categories":3443},[70],{"categories":3445},[108],{"categories":3447},[],{"categories":3449},[70],{"categories":3451},[70],{"categories":3453},[],{"categories":3455},[108],{"categories":3457},[70],{"categories":3459},[108],{"categories":3461},[],{"categories":3463},[108],{"categories":3465},[108],{"categories":3467},[108],{"categories":3469},[156],{"categories":3471},[208],{"categories":3473},[70],{"categories":3475},[208],{"categories":3477},[70],{"categories":3479},[108],{"categories":3481},[116],{"categories":3483},[],{"categories":3485},[],{"categories":3487},[108],{"categories":3489},[108],{"categories":3491},[108],{"categories":3493},[111],{"categories":3495},[70],{"categories":3497},[156],{"categories":3499},[],{"categories":3501},[208],{"categories":3503},[],{"categories":3505},[134],{"categories":3507},[108],{"categories":3509},[134],{"categories":3511},[208],{"categories":3513},[134],{"categories":3515},[108],{"categories":3517},[],{"categories":3519},[108],{"categories":3521},[108],{"categories":3523},[],{"categories":3525},[108],{"categories":3527},[108],{"categories":3529},[237],{"categories":3531},[108],{"categories":3533},[108],{"categories":3535},[278],{"categories":3537},[134],{"categories":3539},[108],{"categories":3541},[],{"categories":3543},[70],{"categories":3545},[108],{"categories":3547},[111],{"categories":3549},[510],{"categories":3551},[108],{"categories":3553},[108],{"categories":3555},[70],{"categories":3557},[108],{"categories":3559},[70],{"categories":3561},[108],{"categories":3563},[108],{"categories":3565},[108],{"categories":3567},[108],{"categories":3569},[],{"categories":3571},[108],{"categories":3573},[111],{"categories":3575},[108],{"categories":3577},[116],{"categories":3579},[134],{"categories":3581},[208],{"categories":3583},[],{"categories":3585},[108],{"categories":3587},[],{"categories":3589},[70],{"categories":3591},[108],{"categories":3593},[],{"categories":3595},[70],{"categories":3597},[108],{"categories":3599},[134],{"categories":3601},[208],{"categories":3603},[156],{"categories":3605},[108],{"categories":3607},[156],{"categories":3609},[70],{"categories":3611},[208],{"categories":3613},[108],{"categories":3615},[],{"categories":3617},[108],{"categories":3619},[145],{"categories":3621},[70],{"categories":3623},[108],{"categories":3625},[208],{"categories":3627},[156],{"categories":3629},[116],{"categories":3631},[134],{"categories":3633},[108],{"categories":3635},[108],{"categories":3637},[108],{"categories":3639},[108],{"categories":3641},[156],{"categories":3643},[237],{"categories":3645},[],{"categories":3647},[],{"categories":3649},[159],{"categories":3651},[451],{"categories":3653},[108],{"categories":3655},[70],{"categories":3657},[108,134],{"categories":3659},[156],{"categories":3661},[108],{"categories":3663},[108],{"categories":3665},[108],{"categories":3667},[108],{"categories":3669},[108],{"categories":3671},[108],{"categories":3673},[108],{"categories":3675},[70],{"categories":3677},[108],{"categories":3679},[70],{"categories":3681},[108],{"categories":3683},[108],{"categories":3685},[108],{"categories":3687},[],{"categories":3689},[108],{"categories":3691},[1231],{"categories":3693},[134],{"categories":3695},[208],{"categories":3697},[108],{"categories":3699},[108],{"categories":3701},[108],{"categories":3703},[159],{"categories":3705},[70],{"categories":3707},[237],{"categories":3709},[278],{"categories":3711},[],{"categories":3713},[134],{"categories":3715},[108],{"categories":3717},[116],{"categories":3719},[70],{"categories":3721},[111],{"categories":3723},[70],{"categories":3725},[108],{"categories":3727},[70],{"categories":3729},[70],{"categories":3731},[123],{"categories":3733},[134],{"categories":3735},[108],{"categories":3737},[108],{"categories":3739},[],{"categories":3741},[],{"categories":3743},[],{"categories":3745},[278],{"categories":3747},[108],{"categories":3749},[156],{"categories":3751},[108],{"categories":3753},[108],{"categories":3755},[108],{"categories":3757},[108],{"categories":3759},[],{"categories":3761},[108],{"categories":3763},[159],{"categories":3765},[116],{"categories":3767},[70],{"categories":3769},[108],{"categories":3771},[],{"categories":3773},[108],{"categories":3775},[70],{"categories":3777},[108],{"categories":3779},[278],{"categories":3781},[],{"categories":3783},[208],{"categories":3785},[208],{"categories":3787},[108],{"categories":3789},[70],{"categories":3791},[],{"categories":3793},[134],{"categories":3795},[108],{"categories":3797},[208],{"categories":3799},[108],{"categories":3801},[116],{"categories":3803},[70],{"categories":3805},[108],{"categories":3807},[],{"categories":3809},[156],{"categories":3811},[108],{"categories":3813},[108],{"categories":3815},[108],{"categories":3817},[208],{"categories":3819},[70],{"categories":3821},[156],{"categories":3823},[],{"categories":3825},[70],{"categories":3827},[116],{"categories":3829},[70],{"categories":3831},[208],{"categories":3833},[108],{"categories":3835},[108],{"categories":3837},[108],{"categories":3839},[451],{"categories":3841},[108],{"categories":3843},[70],{"categories":3845},[],{"categories":3847},[108],{"categories":3849},[108],{"categories":3851},[278],{"categories":3853},[156],{"categories":3855},[159],{"categories":3857},[556],{"categories":3859},[159],{"categories":3861},[159],{"categories":3863},[108],{"categories":3865},[],{"categories":3867},[],{"categories":3869},[],{"categories":3871},[70],{"categories":3873},[108],{"categories":3875},[70],{"categories":3877},[70],{"categories":3879},[134],{"categories":3881},[108],{"categories":3883},[428],{"categories":3885},[134],{"categories":3887},[70],{"categories":3889},[108],{"categories":3891},[108],{"categories":3893},[108],{"categories":3895},[108],{"categories":3897},[108],{"categories":3899},[70],{"categories":3901},[108],{"categories":3903},[],{"categories":3905},[],{"categories":3907},[108],{"categories":3909},[],{"categories":3911},[108],{"categories":3913},[70],{"categories":3915},[208],{"categories":3917},[108],{"categories":3919},[108],{"categories":3921},[],{"categories":3923},[70],{"categories":3925},[108],{"categories":3927},[108],{"categories":3929},[123],{"categories":3931},[108],{"categories":3933},[208],{"categories":3935},[108],{"categories":3937},[70],{"categories":3939},[116],{"categories":3941},[108],{"categories":3943},[108],{"categories":3945},[237],{"categories":3947},[70],{"categories":3949},[108],{"categories":3951},[108],{"categories":3953},[868],{"categories":3955},[108],{"categories":3957},[70],{"categories":3959},[108],{"categories":3961},[134],{"categories":3963},[108],{"categories":3965},[510],{"categories":3967},[208],{"categories":3969},[],{"categories":3971},[108],{"categories":3973},[108],{"categories":3975},[156],{"categories":3977},[451],{"categories":3979},[70],{"categories":3981},[108],{"categories":3983},[],{"categories":3985},[156],{"categories":3987},[372],{"categories":3989},[70],{"categories":3991},[70],{"categories":3993},[70],{"categories":3995},[108],{"categories":3997},[108],{"categories":3999},[70],{"categories":4001},[],{"categories":4003},[116],{"categories":4005},[108],{"categories":4007},[116],{"categories":4009},[70],{"categories":4011},[],{"categories":4013},[134],{"categories":4015},[108],{"categories":4017},[108],{"categories":4019},[111],{"categories":4021},[108],{"categories":4023},[156],{"categories":4025},[278],{"categories":4027},[145],{"categories":4029},[70],{"categories":4031},[70],{"categories":4033},[108],{"categories":4035},[108],{"categories":4037},[70],{"categories":4039},[108],{"categories":4041},[111],{"categories":4043},[],{"categories":4045},[70],{"categories":4047},[108],{"categories":4049},[108],{"categories":4051},[108],{"categories":4053},[70],{"categories":4055},[108],{"categories":4057},[],{"categories":4059},[108],{"categories":4061},[],{"categories":4063},[208],{"categories":4065},[70],{"categories":4067},[108,116],{"categories":4069},[70],{"categories":4071},[108],{"categories":4073},[],{"categories":4075},[111],{"categories":4077},[159],{"categories":4079},[116],{"categories":4081},[108],{"categories":4083},[134],{"categories":4085},[108],{"categories":4087},[108],{"categories":4089},[70],{"categories":4091},[108],{"categories":4093},[108],{"categories":4095},[108],{"categories":4097},[156],{"categories":4099},[1231],{"categories":4101},[70],{"categories":4103},[108],{"categories":4105},[],{"categories":4107},[],{"categories":4109},[108],{"categories":4111},[70],{"categories":4113},[108],{"categories":4115},[108],{"categories":4117},[278],{"categories":4119},[],{"categories":4121},[108],{"categories":4123},[70],{"categories":4125},[145],{"categories":4127},[70],{"categories":4129},[451],{"categories":4131},[],{"categories":4133},[395],{"categories":4135},[70],{"categories":4137},[108],{"categories":4139},[108],{"categories":4141},[237],{"categories":4143},[70],{"categories":4145},[108],{"categories":4147},[159],{"categories":4149},[123],{"categories":4151},[70],{"categories":4153},[108],{"categories":4155},[451],{"categories":4157},[108],{"categories":4159},[278],{"categories":4161},[116],{"categories":4163},[],{"categories":4165},[108],{"categories":4167},[108],{"categories":4169},[237],{"categories":4171},[208],{"categories":4173},[108],{"categories":4175},[108],{"categories":4177},[108],{"categories":4179},[],{"categories":4181},[237],{"categories":4183},[156],{"categories":4185},[108],{"categories":4187},[108],{"categories":4189},[108],{"categories":4191},[556],{"categories":4193},[111],{"categories":4195},[108],{"categories":4197},[123],{"categories":4199},[108],{"categories":4201},[],{"categories":4203},[],{"categories":4205},[208],{"categories":4207},[108],{"categories":4209},[159],{"categories":4211},[237],{"categories":4213},[70],{"categories":4215},[108],{"categories":4217},[108],{"categories":4219},[237],{"categories":4221},[156],{"categories":4223},[108],{"categories":4225},[],{"categories":4227},[108],{"categories":4229},[108],{"categories":4231},[],{"categories":4233},[108],{"categories":4235},[108],{"categories":4237},[581],{"categories":4239},[108],{"categories":4241},[108],{"categories":4243},[70],{"categories":4245},[134],{"categories":4247},[451],{"categories":4249},[108],{"categories":4251},[108],{"categories":4253},[108],{"categories":4255},[],{"categories":4257},[108,134],{"categories":4259},[156],{"categories":4261},[70],{"categories":4263},[134],{"categories":4265},[70],{"categories":4267},[906],{"categories":4269},[134],{"categories":4271},[134],{"categories":4273},[70],{"categories":4275},[108],{"categories":4277},[111],{"categories":4279},[],{"categories":4281},[],{"categories":4283},[70],{"categories":4285},[108],{"categories":4287},[134],{"categories":4289},[108],{"categories":4291},[111],{"categories":4293},[134],{"categories":4295},[134],{"categories":4297},[108],{"categories":4299},[237],{"categories":4301},[108],{"categories":4303},[134],{"categories":4305},[108],{"categories":4307},[],{"categories":4309},[108],{"categories":4311},[108],{"categories":4313},[208,108],{"categories":4315},[278],{"categories":4317},[111],{"categories":4319},[108],{"categories":4321},[],{"categories":4323},[108],{"categories":4325},[108],{"categories":4327},[116],{"categories":4329},[108],{"categories":4331},[116],{"categories":4333},[108],{"categories":4335},[108],{"categories":4337},[372],{"categories":4339},[108],{"categories":4341},[116],{"categories":4343},[134],{"categories":4345},[159],{"categories":4347},[70],{"categories":4349},[108],{"categories":4351},[134],{"categories":4353},[108],{"categories":4355},[108],{"categories":4357},[156],{"categories":4359},[237],{"categories":4361},[208],{"categories":4363},[108],{"categories":4365},[108],{"categories":4367},[108],{"categories":4369},[108],{"categories":4371},[111],{"categories":4373},[108],{"categories":4375},[70],{"categories":4377},[70],{"categories":4379},[134],{"categories":4381},[156],{"categories":4383},[134],{"categories":4385},[134],{"categories":4387},[108],{"categories":4389},[108],{"categories":4391},[],{"categories":4393},[],{"categories":4395},[159],{"categories":4397},[108],{"categories":4399},[134],{"categories":4401},[108],{"categories":4403},[208],{"categories":4405},[451],{"categories":4407},[395],{"categories":4409},[372],{"categories":4411},[108],{"categories":4413},[108],{"categories":4415},[108],{"categories":4417},[159],{"categories":4419},[108],{"categories":4421},[108],{"categories":4423},[108],{"categories":4425},[108],{"categories":4427},[108],{"categories":4429},[108],{"categories":4431},[108],{"categories":4433},[70],{"categories":4435},[111],{"categories":4437},[70],{"categories":4439},[108,116],{"categories":4441},[],{"categories":4443},[208],{"categories":4445},[],{"categories":4447},[123],{"categories":4449},[108],{"categories":4451},[156],{"categories":4453},[111],{"categories":4455},[108],{"categories":4457},[111],{"categories":4459},[70],{"categories":4461},[159],{"categories":4463},[70],{"categories":4465},[123],{"categories":4467},[70],{"categories":4469},[108],{"categories":4471},[108],{"categories":4473},[116],{"categories":4475},[70],{"categories":4477},[134],{"categories":4479},[237],{"categories":4481},[108],{"categories":4483},[108],{"categories":4485},[],{"categories":4487},[156],{"categories":4489},[108],{"categories":4491},[108],{"categories":4493},[108],{"categories":4495},[108],{"categories":4497},[108],{"categories":4499},[108],{"categories":4501},[134],{"categories":4503},[156],{"categories":4505},[134],{"categories":4507},[134],{"categories":4509},[108],{"categories":4511},[108],{"categories":4513},[108],{"categories":4515},[108],{"categories":4517},[395],{"categories":4519},[108],{"categories":4521},[70],{"categories":4523},[156],{"categories":4525},[108],{"categories":4527},[108],{"categories":4529},[108],{"categories":4531},[70],{"categories":4533},[108],{"categories":4535},[108],{"categories":4537},[108],{"categories":4539},[3130],{"categories":4541},[4542],"Clinical AI",{"categories":4544},[208],{"categories":4546},[108],{"categories":4548},[108],{"categories":4550},[108],{"categories":4552},[108],{"categories":4554},[278],{"categories":4556},[2489],{"categories":4558},[108],{"categories":4560},[123],{"categories":4562},[208],{"categories":4564},[108],{"categories":4566},[70],{"categories":4568},[108],{"categories":4570},[108],{"categories":4572},[156],{"categories":4574},[108],{"categories":4576},[70],{"categories":4578},[134],{"categories":4580},[237],{"categories":4582},[108],{"categories":4584},[108],{"categories":4586},[116],{"categories":4588},[108],{"categories":4590},[108],{"categories":4592},[510],{"categories":4594},[108],{"categories":4596},[],{"categories":4598},[70],{"categories":4600},[108],{"categories":4602},[134],{"categories":4604},[111],{"categories":4606},[108],{"categories":4608},[],{"categories":4610},[],{"categories":4612},[108],{"categories":4614},[],{"categories":4616},[116],{"categories":4618},[108],{"categories":4620},[108],{"categories":4622},[70],{"categories":4624},[108],{"categories":4626},[156],{"categories":4628},[156],{"categories":4630},[156],{"categories":4632},[156],{"categories":4634},[],{"categories":4636},[111],{"categories":4638},[70],{"categories":4640},[156],{"categories":4642},[108],{"categories":4644},[581],{"categories":4646},[123],{"categories":4648},[70],{"categories":4650},[108],{"categories":4652},[111],{"categories":4654},[108],{"categories":4656},[70],{"categories":4658},[108],{"categories":4660},[108],{"categories":4662},[108],{"categories":4664},[108,70],{"categories":4666},[70],{"categories":4668},[278],{"categories":4670},[156],{"categories":4672},[70],{"categories":4674},[156],{"categories":4676},[70],{"categories":4678},[108],{"categories":4680},[],{"categories":4682},[156],{"categories":4684},[237],{"categories":4686},[111],{"categories":4688},[108],{"categories":4690},[108],{"categories":4692},[],{"categories":4694},[134],{"categories":4696},[],{"categories":4698},[111],{"categories":4700},[70],{"categories":4702},[156],{"categories":4704},[108],{"categories":4706},[156],{"categories":4708},[111],{"categories":4710},[156],{"categories":4712},[156],{"categories":4714},[],{"categories":4716},[116],{"categories":4718},[70],{"categories":4720},[156],{"categories":4722},[156],{"categories":4724},[156],{"categories":4726},[156],{"categories":4728},[156],{"categories":4730},[156],{"categories":4732},[156],{"categories":4734},[156],{"categories":4736},[156],{"categories":4738},[156],{"categories":4740},[159],{"categories":4742},[111],{"categories":4744},[108],{"categories":4746},[108],{"categories":4748},[70],{"categories":4750},[70],{"categories":4752},[],{"categories":4754},[108],{"categories":4756},[108,111],{"categories":4758},[],{"categories":4760},[70],{"categories":4762},[108],{"categories":4764},[156],{"categories":4766},[70],{"categories":4768},[906],{"categories":4770},[108],{"categories":4772},[108],{"categories":4774},[108],{"categories":4776},[108],{"categories":4778},[108],{"categories":4780},[372],{"categories":4782},[108],{"categories":4784},[108],{"categories":4786},[70],{"categories":4788},[108],{"categories":4790},[108],{"categories":4792},[116],{"categories":4794},[123],{"categories":4796},[70],{"categories":4798},[70],{"categories":4800},[],{"categories":4802},[70],{"categories":4804},[208],{"categories":4806},[156],{"categories":4808},[108],{"categories":4810},[],{"categories":4812},[123],{"categories":4814},[],{"categories":4816},[134],{"categories":4818},[108],{"categories":4820},[70],{"categories":4822},[208],{"categories":4824},[108],{"categories":4826},[],{"categories":4828},[108],{"categories":4830},[108],{"categories":4832},[],{"categories":4834},[237],{"categories":4836},[108],{"categories":4838},[70],{"categories":4840},[],{"categories":4842},[],{"categories":4844},[156],{"categories":4846},[111],{"categories":4848},[108],{"categories":4850},[108],{"categories":4852},[116],{"categories":4854},[108],{"categories":4856},[108],{"categories":4858},[70],{"categories":4860},[108],{"categories":4862},[116],{"categories":4864},[116],{"categories":4866},[208],{"categories":4868},[],{"categories":4870},[108],{"categories":4872},[156],{"categories":4874},[],{"categories":4876},[108],{"categories":4878},[108],{"categories":4880},[208],{"categories":4882},[108],{"categories":4884},[108],{"categories":4886},[237],{"categories":4888},[108],{"categories":4890},[278],{"categories":4892},[],{"categories":4894},[70],{"categories":4896},[108],{"categories":4898},[237],{"categories":4900},[134],{"categories":4902},[],{"categories":4904},[108],{"categories":4906},[],{"categories":4908},[70],{"categories":4910},[208],{"categories":4912},[134],{"categories":4914},[],{"categories":4916},[3130],{"categories":4918},[116],{"categories":4920},[111],{"categories":4922},[108],{"categories":4924},[159],{"categories":4926},[70],{"categories":4928},[208],{"categories":4930},[108],{"categories":4932},[134],{"categories":4934},[],{"categories":4936},[],{"categories":4938},[108],{"categories":4940},[111],{"categories":4942},[108],{"categories":4944},[237],{"categories":4946},[],{"categories":4948},[70],{"categories":4950},[70],{"categories":4952},[108],{"categories":4954},[70],{"categories":4956},[108],{"categories":4958},[156],{"categories":4960},[134],{"categories":4962},[108],{"categories":4964},[70],{"categories":4966},[123],{"categories":4968},[108],{"categories":4970},[108],{"categories":4972},[108],{"categories":4974},[70],{"categories":4976},[108],{"categories":4978},[123],{"categories":4980},[237],{"categories":4982},[156],{"categories":4984},[],{"categories":4986},[237],{"categories":4988},[108],{"categories":4990},[],{"categories":4992},[134],{"categories":4994},[70],{"categories":4996},[],{"categories":4998},[108],{"categories":5000},[108],{"categories":5002},[108],{"categories":5004},[108],{"categories":5006},[108],{"categories":5008},[70],{"categories":5010},[116],{"categories":5012},[111],{"categories":5014},[70],{"categories":5016},[108],{"categories":5018},[208],{"categories":5020},[134],{"categories":5022},[134],{"categories":5024},[108],{"categories":5026},[159],{"categories":5028},[70],{"categories":5030},[108],{"categories":5032},[108],{"categories":5034},[70],{"categories":5036},[108],{"categories":5038},[108],{"categories":5040},[70],{"categories":5042},[116],{"categories":5044},[108],{"categories":5046},[208],{"categories":5048},[134],{"categories":5050},[70],{"categories":5052},[108],{"categories":5054},[123],{"categories":5056},[108],{"categories":5058},[70],{"categories":5060},[108],{"categories":5062},[108],{"categories":5064},[156],{"categories":5066},[108],{"categories":5068},[],{"categories":5070},[111],{"categories":5072},[108],{"categories":5074},[108],{"categories":5076},[108],{"categories":5078},[134],{"categories":5080},[134],{"categories":5082},[108],{"categories":5084},[134],{"categories":5086},[108],{"categories":5088},[70],{"categories":5090},[108],{"categories":5092},[108],{"categories":5094},[108],{"categories":5096},[108],{"categories":5098},[108],{"categories":5100},[],{"categories":5102},[108],{"categories":5104},[208],{"categories":5106},[70],{"categories":5108},[116],{"categories":5110},[156],{"categories":5112},[108],{"categories":5114},[70],{"categories":5116},[108],{"categories":5118},[70],{"categories":5120},[108],{"categories":5122},[108],{"categories":5124},[208],{"categories":5126},[70],{"categories":5128},[108],{"categories":5130},[237],{"categories":5132},[108],{"categories":5134},[159],{"categories":5136},[108],{"categories":5138},[108],{"categories":5140},[156],{"categories":5142},[108],{"categories":5144},[108],{"categories":5146},[108],{"categories":5148},[108],{"categories":5150},[70],{"categories":5152},[278],{"categories":5154},[108],{"categories":5156},[134],{"categories":5158},[70],{"categories":5160},[159],{"categories":5162},[],{"categories":5164},[70],{"categories":5166},[134],{"categories":5168},[108],{"categories":5170},[108],{"categories":5172},[2327],{"categories":5174},[208],{"categories":5176},[307],{"categories":5178},[108],{"categories":5180},[108],{"categories":5182},[108],{"categories":5184},[108],{"categories":5186},[111],{"categories":5188},[108],{"categories":5190},[108],{"categories":5192},[134],{"categories":5194},[116],{"categories":5196},[108],{"categories":5198},[134],{"categories":5200},[108],{"categories":5202},[],{"categories":5204},[70],{"categories":5206},[70],{"categories":5208},[108],{"categories":5210},[108],{"categories":5212},[108],{"categories":5214},[159],{"categories":5216},[],{"categories":5218},[156],{"categories":5220},[],{"categories":5222},[156],{"categories":5224},[108],{"categories":5226},[108],{"categories":5228},[70],{"categories":5230},[108],{"categories":5232},[70],{"categories":5234},[70],{"categories":5236},[],{"categories":5238},[108],{"categories":5240},[156],{"categories":5242},[108],{"categories":5244},[],{"categories":5246},[108],{"categories":5248},[108],{"categories":5250},[],{"categories":5252},[108],{"categories":5254},[108],{"categories":5256},[208],{"categories":5258},[134],{"categories":5260},[70],{"categories":5262},[108],{"categories":5264},[108],{"categories":5266},[108],{"categories":5268},[108],{"categories":5270},[237],{"categories":5272},[108],{"categories":5274},[108],{"categories":5276},[108],{"categories":5278},[111],{"categories":5280},[108],{"categories":5282},[108],{"categories":5284},[],{"categories":5286},[108],{"categories":5288},[108],{"categories":5290},[108],{"categories":5292},[],{"categories":5294},[111],{"categories":5296},[108],{"categories":5298},[108],{"categories":5300},[156],{"categories":5302},[134],{"categories":5304},[123],{"categories":5306},[70],{"categories":5308},[451],{"categories":5310},[108],{"categories":5312},[108],{"categories":5314},[108],{"categories":5316},[134],{"categories":5318},[156],{"categories":5320},[208],{"categories":5322},[108],{"categories":5324},[108],{"categories":5326},[108],{"categories":5328},[108],{"categories":5330},[156],{"categories":5332},[108],{"categories":5334},[208],{"categories":5336},[108],{"categories":5338},[108],{"categories":5340},[156],{"categories":5342},[208],{"categories":5344},[108],{"categories":5346},[156],{"categories":5348},[108],{"categories":5350},[70],{"categories":5352},[70],{"categories":5354},[70],{"categories":5356},[134],{"categories":5358},[156],{"categories":5360},[70],{"categories":5362},[70],{"categories":5364},[108],{"categories":5366},[134],{"categories":5368},[208],{"categories":5370},[108],{"categories":5372},[108],{"categories":5374},[70],{"categories":5376},[108],{"categories":5378},[],{"categories":5380},[70],{"categories":5382},[],{"categories":5384},[108],{"categories":5386},[108],{"categories":5388},[],{"categories":5390},[],{"categories":5392},[70],{"categories":5394},[116],{"categories":5396},[70],{"categories":5398},[5399],"Liability & Ethics",{"categories":5401},[108],{"categories":5403},[108],{"categories":5405},[108],{"categories":5407},[70],{"categories":5409},[111],{"categories":5411},[70],{"categories":5413},[116],{"categories":5415},[237],{"categories":5417},[70],{"categories":5419},[108],{"categories":5421},[108],{"categories":5423},[],{"categories":5425},[556],{"categories":5427},[70],{"categories":5429},[],{"categories":5431},[108],{"categories":5433},[111],{"categories":5435},[70],{"categories":5437},[],{"categories":5439},[70],{"categories":5441},[108],{"categories":5443},[108],{"categories":5445},[134],{"categories":5447},[108],{"categories":5449},[156],{"categories":5451},[108],{"categories":5453},[108],{"categories":5455},[123],{"categories":5457},[70],{"categories":5459},[108],{"categories":5461},[108],{"categories":5463},[108],{"categories":5465},[156],{"categories":5467},[70],{"categories":5469},[134],{"categories":5471},[208],{"categories":5473},[111],{"categories":5475},[108],{"categories":5477},[108],{"categories":5479},[108],{"categories":5481},[],{"categories":5483},[70],{"categories":5485},[70],{"categories":5487},[70],{"categories":5489},[451],{"categories":5491},[208],{"categories":5493},[70],{"categories":5495},[278],{"categories":5497},[134],{"categories":5499},[156],{"categories":5501},[108],{"categories":5503},[208],{"categories":5505},[108],{"categories":5507},[111],{"categories":5509},[],{"categories":5511},[70],{"categories":5513},[108],{"categories":5515},[108],{"categories":5517},[108],{"categories":5519},[108],{"categories":5521},[70],{"categories":5523},[108],{"categories":5525},[108],{"categories":5527},[208],{"categories":5529},[],{"categories":5531},[70],{"categories":5533},[123],{"categories":5535},[156],{"categories":5537},[70],{"categories":5539},[116],{"categories":5541},[],{"categories":5543},[108],{"categories":5545},[108],{"categories":5547},[123],{"categories":5549},[108],{"categories":5551},[70],{"categories":5553},[156],{"categories":5555},[111],{"categories":5557},[278],{"categories":5559},[108],{"categories":5561},[108],{"categories":5563},[108],{"categories":5565},[156],{"categories":5567},[116],{"categories":5569},[108],{"categories":5571},[208],{"categories":5573},[156],{"categories":5575},[278],{"categories":5577},[108],{"categories":5579},[70],{"categories":5581},[],{"categories":5583},[510],{"categories":5585},[],{"categories":5587},[108],{"categories":5589},[278],{"categories":5591},[108],{"categories":5593},[159],{"categories":5595},[108],{"categories":5597},[70],{"categories":5599},[70],{"categories":5601},[5602],"Design News & Tools",{"categories":5604},[108],{"categories":5606},[108],{"categories":5608},[156],{"categories":5610},[108],{"categories":5612},[108],{"categories":5614},[111],{"categories":5616},[70],{"categories":5618},[108],{"categories":5620},[208],{"categories":5622},[70],{"categories":5624},[70],{"categories":5626},[208],{"categories":5628},[108],{"categories":5630},[108],{"categories":5632},[451],{"categories":5634},[70],{"categories":5636},[108],{"categories":5638},[108],{"categories":5640},[451],{"categories":5642},[108],{"categories":5644},[237],{"categories":5646},[108],{"categories":5648},[70],{"categories":5650},[],{"categories":5652},[108],{"categories":5654},[108],{"categories":5656},[108],{"categories":5658},[156],{"categories":5660},[108],{"categories":5662},[111],{"categories":5664},[],{"categories":5666},[108],{"categories":5668},[108],{"categories":5670},[108],{"categories":5672},[134],{"categories":5674},[581],{"categories":5676},[134],{"categories":5678},[208],{"categories":5680},[108],{"categories":5682},[108,70],{"categories":5684},[237,116],{"categories":5686},[134],{"categories":5688},[108],{"categories":5690},[108],{"categories":5692},[108],{"categories":5694},[108],{"categories":5696},[],{"categories":5698},[70],{"categories":5700},[108],{"categories":5702},[],{"categories":5704},[108],{"categories":5706},[134],{"categories":5708},[108],{"categories":5710},[134],{"categories":5712},[],{"categories":5714},[70],{"categories":5716},[108],{"categories":5718},[116],{"categories":5720},[108],{"categories":5722},[156],{"categories":5724},[108],{"categories":5726},[],{"categories":5728},[70],{"categories":5730},[108],{"categories":5732},[],{"categories":5734},[208],{"categories":5736},[108],{"categories":5738},[108],{"categories":5740},[70],{"categories":5742},[108],{"categories":5744},[108],{"categories":5746},[111],{"categories":5748},[70],{"categories":5750},[108],{"categories":5752},[],{"categories":5754},[108],{"categories":5756},[278],{"categories":5758},[237],{"categories":5760},[116],{"categories":5762},[116],{"categories":5764},[108],{"categories":5766},[111],{"categories":5768},[111],{"categories":5770},[108],{"categories":5772},[70],{"categories":5774},[108],{"categories":5776},[108],{"categories":5778},[108],{"categories":5780},[108],{"categories":5782},[134],{"categories":5784},[108],{"categories":5786},[111],{"categories":5788},[108],{"categories":5790},[108],{"categories":5792},[70],{"categories":5794},[108],{"categories":5796},[237],{"categories":5798},[108],{"categories":5800},[156],{"categories":5802},[108],{"categories":5804},[108],{"categories":5806},[70],{"categories":5808},[123],{"categories":5810},[108],{"categories":5812},[108],{"categories":5814},[70],{"categories":5816},[],{"categories":5818},[134],{"categories":5820},[],{"categories":5822},[134],{"categories":5824},[70],{"categories":5826},[111],{"categories":5828},[108],{"categories":5830},[],{"categories":5832},[159],{"categories":5834},[278],{"categories":5836},[108],{"categories":5838},[134],{"categories":5840},[108],{"categories":5842},[],{"categories":5844},[156],{"categories":5846},[70],{"categories":5848},[134],{"categories":5850},[208],{"categories":5852},[116],{"categories":5854},[108],{"categories":5856},[108],{"categories":5858},[70],{"categories":5860},[134],{"categories":5862},[70],{"categories":5864},[156],{"categories":5866},[108],{"categories":5868},[123],{"categories":5870},[111],{"categories":5872},[123],{"categories":5874},[156],{"categories":5876},[108],{"categories":5878},[134],{"categories":5880},[108],{"categories":5882},[208],{"categories":5884},[116],{"categories":5886},[108],{"categories":5888},[108],{"categories":5890},[108],{"categories":5892},[108],{"categories":5894},[108],{"categories":5896},[108],{"categories":5898},[70],{"categories":5900},[108],{"categories":5902},[70],{"categories":5904},[108],{"categories":5906},[108],{"categories":5908},[111],{"categories":5910},[108],{"categories":5912},[70],{"categories":5914},[70],{"categories":5916},[208],{"categories":5918},[70],{"categories":5920},[70],{"categories":5922},[108],{"categories":5924},[111],{"categories":5926},[70],{"categories":5928},[208],{"categories":5930},[],{"categories":5932},[108],{"categories":5934},[159],{"categories":5936},[451],{"categories":5938},[108],{"categories":5940},[70],{"categories":5942},[108],{"categories":5944},[108],{"categories":5946},[134],{"categories":5948},[108],{"categories":5950},[],{"categories":5952},[108],{"categories":5954},[70],{"categories":5956},[108],{"categories":5958},[237],{"categories":5960},[108],{"categories":5962},[134],{"categories":5964},[108],{"categories":5966},[156],{"categories":5968},[70],{"categories":5970},[108],{"categories":5972},[237],{"categories":5974},[70],{"categories":5976},[116],{"categories":5978},[116],{"categories":5980},[108],{"categories":5982},[108],{"categories":5984},[108],{"categories":5986},[108],{"categories":5988},[108],{"categories":5990},[108],{"categories":5992},[111],{"categories":5994},[],{"categories":5996},[108],{"categories":5998},[108],{"categories":6000},[70],{"categories":6002},[70],{"categories":6004},[108],{"categories":6006},[108],{"categories":6008},[108],{"categories":6010},[108],{"categories":6012},[108],{"categories":6014},[134],{"categories":6016},[],{"categories":6018},[111],{"categories":6020},[108],{"categories":6022},[108],{"categories":6024},[70],{"categories":6026},[70],{"categories":6028},[],{"categories":6030},[134],{"categories":6032},[134],{"categories":6034},[108],{"categories":6036},[237],{"categories":6038},[116],{"categories":6040},[208],{"categories":6042},[],{"categories":6044},[108],{"categories":6046},[70],{"categories":6048},[111],{"categories":6050},[108],{"categories":6052},[108],{"categories":6054},[134],{"categories":6056},[111],{"categories":6058},[108],{"categories":6060},[108],{"categories":6062},[156],{"categories":6064},[159],{"categories":6066},[108],{"categories":6068},[156],{"categories":6070},[70],{"categories":6072},[108],{"categories":6074},[],{"categories":6076},[156],{"categories":6078},[70],{"categories":6080},[208],{"categories":6082},[159],{"categories":6084},[108],{"categories":6086},[108],{"categories":6088},[],{"categories":6090},[70],{"categories":6092},[70],{"categories":6094},[70],{"categories":6096},[3130],{"categories":6098},[156],{"categories":6100},[108],{"categories":6102},[134],{"categories":6104},[108],{"categories":6106},[108],{"categories":6108},[108],{"categories":6110},[108],{"categories":6112},[108],{"categories":6114},[116],{"categories":6116},[108],{"categories":6118},[111],{"categories":6120},[1793],{"categories":6122},[278],{"categories":6124},[111],{"categories":6126},[],{"categories":6128},[108],{"categories":6130},[],{"categories":6132},[156],{"categories":6134},[70],{"categories":6136},[208],{"categories":6138},[108],{"categories":6140},[108],{"categories":6142},[108],{"categories":6144},[156],{"categories":6146},[],{"categories":6148},[70],{"categories":6150},[108],{"categories":6152},[70],{"categories":6154},[70],{"categories":6156},[],{"categories":6158},[108],{"categories":6160},[],{"categories":6162},[156],{"categories":6164},[111],{"categories":6166},[208],{"categories":6168},[108],{"categories":6170},[70],{"categories":6172},[156],{"categories":6174},[108],{"categories":6176},[156],{"categories":6178},[],{"categories":6180},[156],{"categories":6182},[108],{"categories":6184},[111],{"categories":6186},[451],{"categories":6188},[70],{"categories":6190},[108],{"categories":6192},[],{"categories":6194},[134],{"categories":6196},[70],{"categories":6198},[123],{"categories":6200},[70],{"categories":6202},[111],{"categories":6204},[108],{"categories":6206},[108],{"categories":6208},[],{"categories":6210},[],{"categories":6212},[],{"categories":6214},[208],{"categories":6216},[108],{"categories":6218},[70],{"categories":6220},[108],{"categories":6222},[108],{"categories":6224},[],{"categories":6226},[],{"categories":6228},[],{"categories":6230},[108],{"categories":6232},[70],{"categories":6234},[208],{"categories":6236},[108],{"categories":6238},[],{"categories":6240},[70],{"categories":6242},[108],{"categories":6244},[108],{"categories":6246},[111],{"categories":6248},[],{"categories":6250},[],{"categories":6252},[108],{"categories":6254},[108],{"categories":6256},[70],{"categories":6258},[208],{"categories":6260},[108],{"categories":6262},[156],{"categories":6264},[],{"categories":6266},[108],{"categories":6268},[108],{"categories":6270},[237],{"categories":6272},[156],{"categories":6274},[237],{"categories":6276},[159],{"categories":6278},[108],{"categories":6280},[108],{"categories":6282},[],{"categories":6284},[],{"categories":6286},[70],{"categories":6288},[],{"categories":6290},[108],{"categories":6292},[451],{"categories":6294},[108],{"categories":6296},[108],{"categories":6298},[108],{"categories":6300},[108],{"categories":6302},[],{"categories":6304},[70],{"categories":6306},[108],{"categories":6308},[108],{"categories":6310},[],{"categories":6312},[70],{"categories":6314},[108],{"categories":6316},[156],{"categories":6318},[108],{"categories":6320},[237],{"categories":6322},[116],{"categories":6324},[123],{"categories":6326},[108],{"categories":6328},[108],{"categories":6330},[70],{"categories":6332},[159],{"categories":6334},[70],{"categories":6336},[70],{"categories":6338},[],{"categories":6340},[108],{"categories":6342},[70],{"categories":6344},[],{"categories":6346},[108],{"categories":6348},[],{"categories":6350},[156],{"categories":6352},[116],{"categories":6354},[],{"categories":6356},[108],{"categories":6358},[108],{"categories":6360},[108],{"categories":6362},[],{"categories":6364},[70],{"categories":6366},[208],{"categories":6368},[111],{"categories":6370},[108],{"categories":6372},[],{"categories":6374},[116],{"categories":6376},[237],{"categories":6378},[108],{"categories":6380},[134],{"categories":6382},[111],{"categories":6384},[159],{"categories":6386},[116],{"categories":6388},[134],{"categories":6390},[70],{"categories":6392},[134],{"categories":6394},[],{"categories":6396},[108],{"categories":6398},[123],{"categories":6400},[108],{"categories":6402},[],{"categories":6404},[70],{"categories":6406},[111],{"categories":6408},[208],{"categories":6410},[108],{"categories":6412},[111],{"categories":6414},[70],{"categories":6416},[278],{"categories":6418},[108],{"categories":6420},[108],{"categories":6422},[108],{"categories":6424},[108],{"categories":6426},[108],{"categories":6428},[111],{"categories":6430},[108],{"categories":6432},[134],{"categories":6434},[159],{"categories":6436},[70],{"categories":6438},[],{"categories":6440},[108],{"categories":6442},[108],{"categories":6444},[108],{"categories":6446},[134],{"categories":6448},[70],{"categories":6450},[156],{"categories":6452},[134],{"categories":6454},[108],{"categories":6456},[123],{"categories":6458},[],{"categories":6460},[208],{"categories":6462},[134],{"categories":6464},[156],{"categories":6466},[108],{"categories":6468},[111],{"categories":6470},[70],{"categories":6472},[108],{"categories":6474},[108],{"categories":6476},[70],{"categories":6478},[123],{"categories":6480},[108],{"categories":6482},[70],{"categories":6484},[108],{"categories":6486},[116],{"categories":6488},[70],{"categories":6490},[70,278],{"categories":6492},[108],{"categories":6494},[108],{"categories":6496},[70],{"categories":6498},[134],{"categories":6500},[108],{"categories":6502},[108],{"categories":6504},[159],{"categories":6506},[70],{"categories":6508},[237],{"categories":6510},[70],{"categories":6512},[116],{"categories":6514},[],{"categories":6516},[70],{"categories":6518},[108],{"categories":6520},[116],{"categories":6522},[],{"categories":6524},[],{"categories":6526},[134],{"categories":6528},[108],{"categories":6530},[108],{"categories":6532},[70],{"categories":6534},[159],{"categories":6536},[237],{"categories":6538},[108],{"categories":6540},[108],{"categories":6542},[108],{"categories":6544},[70],{"categories":6546},[],{"categories":6548},[70],{"categories":6550},[156],{"categories":6552},[108],{"categories":6554},[70],{"categories":6556},[70],{"categories":6558},[108],{"categories":6560},[],{"categories":6562},[156],{"categories":6564},[134],{"categories":6566},[3130],{"categories":6568},[111],{"categories":6570},[134],{"categories":6572},[108],{"categories":6574},[70],{"categories":6576},[108],{"categories":6578},[108],{"categories":6580},[237],{"categories":6582},[134],{"categories":6584},[159],{"categories":6586},[],{"categories":6588},[156],{"categories":6590},[108],{"categories":6592},[108],{"categories":6594},[],{"categories":6596},[70],{"categories":6598},[108],{"categories":6600},[108],{"categories":6602},[108],{"categories":6604},[108],{"categories":6606},[70],{"categories":6608},[108],{"categories":6610},[108],{"categories":6612},[108],{"categories":6614},[123],{"categories":6616},[108],{"categories":6618},[70],{"categories":6620},[108],{"categories":6622},[108],{"categories":6624},[108],{"categories":6626},[108],{"categories":6628},[108],{"categories":6630},[108],{"categories":6632},[108],{"categories":6634},[116],{"categories":6636},[],{"categories":6638},[123],{"categories":6640},[156],{"categories":6642},[70],{"categories":6644},[108],{"categories":6646},[134],{"categories":6648},[],{"categories":6650},[134],{"categories":6652},[134],{"categories":6654},[70],{"categories":6656},[134],{"categories":6658},[108],{"categories":6660},[108],{"categories":6662},[108],{"categories":6664},[70],{"categories":6666},[134],{"categories":6668},[108],{"categories":6670},[108],{"categories":6672},[108],{"categories":6674},[70],{"categories":6676},[156],{"categories":6678},[108],{"categories":6680},[108],{"categories":6682},[108],{"categories":6684},[116],{"categories":6686},[108],{"categories":6688},[70],{"categories":6690},[208],{"categories":6692},[],{"categories":6694},[108],{"categories":6696},[159],{"categories":6698},[70],{"categories":6700},[108],{"categories":6702},[108],{"categories":6704},[],{"categories":6706},[108],{"categories":6708},[108],{"categories":6710},[156],{"categories":6712},[108],{"categories":6714},[108],{"categories":6716},[70],{"categories":6718},[237],{"categories":6720},[],{"categories":6722},[],{"categories":6724},[134],{"categories":6726},[108],{"categories":6728},[108],{"categories":6730},[156],{"categories":6732},[108],{"categories":6734},[134],{"categories":6736},[156],{"categories":6738},[108],{"categories":6740},[108],{"categories":6742},[237],{"categories":6744},[159],{"categories":6746},[108],{"categories":6748},[108],{"categories":6750},[111],{"categories":6752},[70],{"categories":6754},[108],{"categories":6756},[108],{"categories":6758},[70],{"categories":6760},[116],{"categories":6762},[70],{"categories":6764},[134],{"categories":6766},[108],{"categories":6768},[116],{"categories":6770},[],{"categories":6772},[108],{"categories":6774},[159],{"categories":6776},[108],{"categories":6778},[108],{"categories":6780},[],{"categories":6782},[156],{"categories":6784},[108],{"categories":6786},[70],{"categories":6788},[159],{"categories":6790},[108],{"categories":6792},[134],{"categories":6794},[134],{"categories":6796},[134],{"categories":6798},[108],{"categories":6800},[70],{"categories":6802},[70],{"categories":6804},[108],{"categories":6806},[70],{"categories":6808},[108],{"categories":6810},[108],{"categories":6812},[208],{"categories":6814},[159],{"categories":6816},[159],{"categories":6818},[],{"categories":6820},[156],{"categories":6822},[108],{"categories":6824},[108],{"categories":6826},[134],{"categories":6828},[],{"categories":6830},[156],{"categories":6832},[156],{"categories":6834},[156],{"categories":6836},[],{"categories":6838},[70],{"categories":6840},[108],{"categories":6842},[],{"categories":6844},[111],{"categories":6846},[116],{"categories":6848},[],{"categories":6850},[108],{"categories":6852},[108],{"categories":6854},[],{"categories":6856},[134],{"categories":6858},[],{"categories":6860},[],{"categories":6862},[],{"categories":6864},[],{"categories":6866},[108],{"categories":6868},[156],{"categories":6870},[],{"categories":6872},[],{"categories":6874},[108],{"categories":6876},[108],{"categories":6878},[108],{"categories":6880},[159],{"categories":6882},[108],{"categories":6884},[159],{"categories":6886},[],{"categories":6888},[159],{"categories":6890},[159],{"categories":6892},[278],{"categories":6894},[70],{"categories":6896},[134],{"categories":6898},[],{"categories":6900},[],{"categories":6902},[159],{"categories":6904},[134],{"categories":6906},[134],{"categories":6908},[134],{"categories":6910},[],{"categories":6912},[111],{"categories":6914},[134],{"categories":6916},[134],{"categories":6918},[111],{"categories":6920},[134],{"categories":6922},[116],{"categories":6924},[134],{"categories":6926},[134],{"categories":6928},[134],{"categories":6930},[159],{"categories":6932},[156],{"categories":6934},[156],{"categories":6936},[108],{"categories":6938},[134],{"categories":6940},[159],{"categories":6942},[278],{"categories":6944},[159],{"categories":6946},[159],{"categories":6948},[159],{"categories":6950},[],{"categories":6952},[116],{"categories":6954},[],{"categories":6956},[278],{"categories":6958},[134],{"categories":6960},[134],{"categories":6962},[134],{"categories":6964},[70],{"categories":6966},[156,116],{"categories":6968},[159],{"categories":6970},[],{"categories":6972},[],{"categories":6974},[159],{"categories":6976},[],{"categories":6978},[159],{"categories":6980},[156],{"categories":6982},[70],{"categories":6984},[],{"categories":6986},[134],{"categories":6988},[108],{"categories":6990},[208],{"categories":6992},[],{"categories":6994},[108],{"categories":6996},[],{"categories":6998},[156],{"categories":7000},[111],{"categories":7002},[159],{"categories":7004},[],{"categories":7006},[134],{"categories":7008},[156],[7010,7096,7167,7266],{"id":7011,"title":7012,"ai":7013,"body":7018,"categories":7066,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7067,"navigation":87,"path":7083,"published_at":7084,"question":71,"scraped_at":7085,"seo":7086,"sitemap":7087,"source_id":7088,"source_name":7089,"source_type":94,"source_url":7090,"stem":7091,"tags":7092,"thumbnail_url":71,"tldr":7093,"tweet":71,"unknown_tags":7094,"__hash__":7095},"summaries\u002Fsummaries\u002F1b13fe6ad15a6b39-ford-rehires-veteran-engineers-to-correct-ai-quali-summary.md","Ford Rehires Veteran Engineers to Correct AI Quality Failures",{"provider":7,"model":8,"input_tokens":7014,"output_tokens":7015,"processing_time_ms":7016,"cost_usd":7017},5159,495,3270,0.00203225,{"type":14,"value":7019,"toc":7061},[7020,7024,7027,7031,7034,7054,7058],[17,7021,7023],{"id":7022},"the-limits-of-automated-quality-control","The Limits of Automated Quality Control",[22,7025,7026],{},"Ford recently acknowledged that its strategy of relying heavily on AI and automated systems to manage design requirements and quality control was insufficient. Executives admitted that simply ingesting design data into AI models failed to produce the expected high-quality outcomes. This over-reliance on automation created a gap in identifying failure points before parts reached the plant floor, necessitating a strategic pivot.",[17,7028,7030],{"id":7029},"the-gray-beard-strategy","The 'Gray Beard' Strategy",[22,7032,7033],{},"To address these shortcomings, Ford rehired 350 veteran engineers—often referred to as \"gray beards\"—who possess deep, hands-on technical expertise. Rather than abandoning AI, Ford is using these specialists to:",[33,7035,7036,7042,7048],{},[36,7037,7038,7041],{},[39,7039,7040],{},"Audit and improve AI tools:"," Veteran engineers are actively reprogramming and refining the AI systems that previously underperformed.",[36,7043,7044,7047],{},[39,7045,7046],{},"Mentorship:"," These experts are training younger staff to bridge the knowledge gap between automated processes and traditional engineering rigor.",[36,7049,7050,7053],{},[39,7051,7052],{},"Proactive Failure Detection:"," The specialists are tasked with identifying potential failure points in the design phase, a nuance that the automated systems missed.",[17,7055,7057],{"id":7056},"tangible-business-impact","Tangible Business Impact",[22,7059,7060],{},"This shift back to human-in-the-loop engineering has yielded measurable financial and operational success. CEO Jim Farley reported that the initiative has generated \"hundreds and hundreds of millions of dollars\" in savings by lowering warranty and recall costs. Furthermore, the company recently achieved the top spot among mainstream brands in the JD Power Initial Quality Survey, validating that human expertise remains a critical component of complex manufacturing processes.",{"title":63,"searchDepth":64,"depth":64,"links":7062},[7063,7064,7065],{"id":7022,"depth":64,"text":7023},{"id":7029,"depth":64,"text":7030},{"id":7056,"depth":64,"text":7057},[70],{"content_references":7068,"triage":7079},[7069,7075],{"type":7070,"title":7071,"author":7072,"url":7073,"context":7074},"other","Bloomberg report on Ford's quality inspectors","Bloomberg","https:\u002F\u002Fwww.bloomberg.com\u002Fnews\u002Farticles\u002F2026-06-25\u002Fford-has-been-rehiring-quality-inspectors-after-ai-fell-short","cited",{"type":7076,"title":7077,"publisher":7078,"context":79},"report","JD Power Initial Quality Survey","JD Power",{"relevance":84,"novelty":7080,"quality":84,"actionability":7080,"composite":7081,"reasoning":7082},3,3.6,"Category: Business & SaaS. The article discusses Ford's strategic pivot to rehire experienced engineers to improve AI quality control, addressing a specific pain point of balancing automation with human expertise. It provides insights into how companies can integrate human oversight into AI processes, which is actionable for product builders looking to enhance their AI implementations.","\u002Fsummaries\u002F1b13fe6ad15a6b39-ford-rehires-veteran-engineers-to-correct-ai-quali-summary","2026-06-28 19:05:39","2026-06-29 12:57:33",{"title":7012,"description":63},{"loc":7083},"1b13fe6ad15a6b39","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F06\u002F28\u002Fford-rehires-gray-beard-engineers-after-ai-falls-short\u002F","summaries\u002F1b13fe6ad15a6b39-ford-rehires-veteran-engineers-to-correct-ai-quali-summary",[98,99,100],"Ford rehired 350 veteran engineers after over-reliance on automated AI quality systems led to disappointing results, successfully reducing warranty costs and improving vehicle quality.",[],"nUBVQisTzic-_SDOR-enSWGbjdJIW9jrwsZKikplSPk",{"id":7097,"title":7098,"ai":7099,"body":7104,"categories":7147,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7148,"navigation":87,"path":7156,"published_at":7157,"question":71,"scraped_at":7157,"seo":7158,"sitemap":7159,"source_id":7160,"source_name":93,"source_type":94,"source_url":7161,"stem":7162,"tags":7163,"thumbnail_url":71,"tldr":7164,"tweet":71,"unknown_tags":7165,"__hash__":7166},"summaries\u002Fsummaries\u002Fdd73139d2e3dcd4c-scaling-ai-adoption-through-structured-workforce-t-summary.md","Scaling AI Adoption Through Structured Workforce Training",{"provider":7,"model":8,"input_tokens":7100,"output_tokens":7101,"processing_time_ms":7102,"cost_usd":7103},7099,508,2929,0.00253675,{"type":14,"value":7105,"toc":7143},[7106,7110,7113,7133,7137,7140],[17,7107,7109],{"id":7108},"a-structured-path-to-ai-fluency","A Structured Path to AI Fluency",[22,7111,7112],{},"OpenAI has introduced three new courses as part of the OpenAI Academy, designed to bridge the gap between initial AI experimentation and scalable, repeatable business value. The curriculum is structured to guide teams through a progression of AI maturity:",[33,7114,7115,7121,7127],{},[36,7116,7117,7120],{},[39,7118,7119],{},"AI Foundations:"," Focuses on core operational habits, including effective prompting, providing context, output review, and responsible usage. This course targets routine tasks such as drafting, summarizing, and meeting preparation.",[36,7122,7123,7126],{},[39,7124,7125],{},"Applied AI Foundations:"," Teaches the transition from ad-hoc prompting to structured workflows. Learners are trained to design plans that define inputs, model selection, checkpoints, and human-in-the-loop review processes, balancing quality against speed and cost.",[36,7128,7129,7132],{},[39,7130,7131],{},"Agents and Workflows:"," Focuses on directing agent-assisted work. This includes defining boundaries for agents, managing context, and establishing rigorous oversight mechanisms for reusable, automated processes.",[17,7134,7136],{"id":7135},"integrating-learning-into-deployment","Integrating Learning into Deployment",[22,7138,7139],{},"OpenAI emphasizes that learning should be treated as a core component of deployment. By grounding the curriculum in the actual technology employees use daily, the Academy aims to create a consistent standard for AI literacy. The courses are developed by teams across research, product, and safety, ensuring that the content evolves alongside model capabilities and updated safety practices.",[22,7141,7142],{},"To facilitate organizational adoption, OpenAI offers course completion certificates. These serve as a mechanism for companies to identify internal AI champions, celebrate early adopters, and encourage the cross-pollination of successful workflow patterns across different departments. The initiative is currently supported by partnerships with firms like BCG, Accenture, and BBVA, who are using these materials to build practical skills within their workforces.",{"title":63,"searchDepth":64,"depth":64,"links":7144},[7145,7146],{"id":7108,"depth":64,"text":7109},{"id":7135,"depth":64,"text":7136},[108],{"content_references":7149,"triage":7154},[7150],{"type":77,"title":7151,"url":7152,"context":7153},"OpenAI Academy","https:\u002F\u002Facademy.openai.com\u002Fpages\u002Fcourses","recommended",{"relevance":83,"novelty":84,"quality":84,"actionability":84,"composite":85,"reasoning":7155},"Category: AI Automation. The article discusses structured training courses aimed at enhancing AI fluency within organizations, directly addressing the need for practical applications of AI in business workflows. It provides a clear framework for integrating AI into daily operations, which is actionable for teams looking to adopt AI effectively.","\u002Fsummaries\u002Fdd73139d2e3dcd4c-scaling-ai-adoption-through-structured-workforce-t-summary","2026-06-13 12:56:23",{"title":7098,"description":63},{"loc":7156},"dd73139d2e3dcd4c","https:\u002F\u002Fopenai.com\u002Findex\u002Facademy-courses-applying-ai-at-work","summaries\u002Fdd73139d2e3dcd4c-scaling-ai-adoption-through-structured-workforce-t-summary",[98,99,100],"OpenAI has launched three new Academy courses designed to move organizations from basic AI experimentation to building repeatable, agent-assisted workflows.",[],"Bl4c2UnKEPOMnRB3cAWvqf_3EYj4khYRgPz7j4O_-54",{"id":7168,"title":7169,"ai":7170,"body":7175,"categories":7238,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7239,"navigation":87,"path":7249,"published_at":7250,"question":71,"scraped_at":7251,"seo":7252,"sitemap":7253,"source_id":7254,"source_name":7255,"source_type":7256,"source_url":7257,"stem":7258,"tags":7259,"thumbnail_url":7261,"tldr":7262,"tweet":7263,"unknown_tags":7264,"__hash__":7265},"summaries\u002Fsummaries\u002F720c85f0a6f21c5f-avoiding-disaster-when-vibe-coding-billing-engines-summary.md","Avoiding Disaster When Vibe-Coding Billing Engines",{"provider":7,"model":8,"input_tokens":7171,"output_tokens":7172,"processing_time_ms":7173,"cost_usd":7174},7378,589,2325,0.002728,{"type":14,"value":7176,"toc":7233},[7177,7181,7184,7188,7191,7205,7209,7212],[17,7178,7180],{"id":7179},"the-case-for-human-in-the-loop-billing","The Case for Human-in-the-Loop Billing",[22,7182,7183],{},"Billing systems are business-critical infrastructure that combine deep logic with real financial risk. While coding agents can rapidly provision environments and replicate complex pricing models—such as the credit-based auto-recharge model used by Lovable—they should not be given full autonomy to ship to production. The primary risk is \"runaway spend,\" where an agent misconfigures metering or credit pools, leading to financial disaster. The recommended workflow is to use agents to accelerate the creation of a sandbox environment, then perform manual verification before moving to production.",[17,7185,7187],{"id":7186},"guardrails-for-agentic-development","Guardrails for Agentic Development",[22,7189,7190],{},"To make billing systems safer for agentic interaction, developers should focus on two specific technical guardrails:",[33,7192,7193,7199],{},[36,7194,7195,7198],{},[39,7196,7197],{},"Skills Files:"," These are portable, installable files that provide the agent with the necessary context and constraints for the API. They act as a \"source of truth\" that prevents the agent from hallucinating incorrect implementation patterns.",[36,7200,7201,7204],{},[39,7202,7203],{},"Verbose Error Handling:"," Error messages must be designed to be machine-readable and highly descriptive. When an agent encounters a failure, clear error feedback allows it to self-correct rather than looping or failing silently.",[17,7206,7208],{"id":7207},"the-three-roles-of-ai-agents","The Three Roles of AI Agents",[22,7210,7211],{},"To build effective products in the current landscape, teams must distinguish between three distinct roles an agent plays:",[7213,7214,7215,7221,7227],"ol",{},[36,7216,7217,7220],{},[39,7218,7219],{},"Agent as Product:"," The agent is the core value proposition. This necessitates usage-based pricing, as the agent's consumption of tokens or resources can scale independently of human logins.",[36,7222,7223,7226],{},[39,7224,7225],{},"Agent as Buyer:"," The agent acts as a procurement entity, using tools like the Stripe CLI to provision infrastructure (e.g., databases, billing engines) autonomously.",[36,7228,7229,7232],{},[39,7230,7231],{},"Agent as User:"," The agent replaces human users in existing software. This is the most disruptive shift, as it renders traditional seat-based pricing models obsolete. Companies like HubSpot are already transitioning to credit-based models to capture value in a world where one agent can perform the work of many human logins.",{"title":63,"searchDepth":64,"depth":64,"links":7234},[7235,7236,7237],{"id":7179,"depth":64,"text":7180},{"id":7186,"depth":64,"text":7187},{"id":7207,"depth":64,"text":7208},[70],{"content_references":7240,"triage":7247},[7241,7244],{"type":77,"title":7242,"url":7243,"context":7153},"Stripe Projects","https:\u002F\u002Fstripe.com\u002Fdocs\u002Fprojects",{"type":77,"title":7245,"url":7246,"context":79},"Metronome","https:\u002F\u002Fmetronome.com\u002F",{"relevance":83,"novelty":84,"quality":84,"actionability":84,"composite":85,"reasoning":7248},"Category: AI Automation. The article provides a practical framework for integrating AI agents into billing systems while emphasizing the importance of human oversight, addressing a specific pain point of avoiding financial risks. It offers actionable insights on using skills files and error handling to enhance safety in agentic development.","\u002Fsummaries\u002F720c85f0a6f21c5f-avoiding-disaster-when-vibe-coding-billing-engines-summary","2026-08-28 16:00:06","2026-08-29 03:12:01",{"title":7169,"description":63},{"loc":7249},"720c85f0a6f21c5f","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=mJqwmmOx4WA","summaries\u002F720c85f0a6f21c5f-avoiding-disaster-when-vibe-coding-billing-engines-summary",[98,7260,99,100],"saas","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FmJqwmmOx4WA\u002Fhqdefault.jpg","Use AI agents to accelerate setup in test environments, but maintain a human-in-the-loop for production billing logic to avoid runaway spend and configuration errors.","This talk demonstrates how to use [Stripe Projects](https:\u002F\u002Fstripe.com\u002Fdocs\u002Fprojects) to provision a sandbox billing environment via CLI, using a coding agent to scaffold complex logic like credit pools and metered usage. The speaker argues for a \"human-in-the-loop\" approach, emphasizing the use of portable skills files and verbose error messages to help agents self-correct during the development phase without pushing untested billing logic to production.",[],"XocMbOI8af-fWIxiQGDhyffz3c531MBtYkI-HNTYAoM",{"id":7267,"title":7268,"ai":7269,"body":7274,"categories":7374,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7375,"navigation":87,"path":7388,"published_at":7389,"question":71,"scraped_at":7390,"seo":7391,"sitemap":7392,"source_id":7393,"source_name":7255,"source_type":7256,"source_url":7394,"stem":7395,"tags":7396,"thumbnail_url":7397,"tldr":7398,"tweet":7399,"unknown_tags":7400,"__hash__":7401},"summaries\u002Fsummaries\u002F0dc2dcb7503c9b12-engineering-a-unified-gtm-system-at-notion-summary.md","Engineering a Unified GTM System at Notion",{"provider":7,"model":8,"input_tokens":7270,"output_tokens":7271,"processing_time_ms":7272,"cost_usd":7273},7435,892,4830,0.00319675,{"type":14,"value":7275,"toc":7368},[7276,7280,7283,7309,7313,7316,7340,7344,7347,7361,7365],[17,7277,7279],{"id":7278},"the-shift-from-marketing-ops-to-distributed-systems","The Shift from Marketing Ops to Distributed Systems",[22,7281,7282],{},"Notion transitioned its Go-To-Market (GTM) strategy from a fragmented \"spiderweb\" of tools (Salesforce, Gong, Outreach, Snowflake) to a unified, programmable system. The core insight is that GTM is not just a marketing problem; it is a distributed systems problem. By treating GTM as a unified architecture rather than a collection of departmental silos, the team reduced complex workflows into four repeatable layers:",[7213,7284,7285,7291,7297,7303],{},[36,7286,7287,7290],{},[39,7288,7289],{},"Know:"," A trusted, consolidated context layer.",[36,7292,7293,7296],{},[39,7294,7295],{},"Decide:"," A logic engine to select the next best step.",[36,7298,7299,7302],{},[39,7300,7301],{},"Act:"," Execution through automated tasks or nudges.",[36,7304,7305,7308],{},[39,7306,7307],{},"Learn:"," Feedback loops to refine future decisions.",[17,7310,7312],{"id":7311},"designing-for-a-shared-substrate","Designing for a Shared Substrate",[22,7314,7315],{},"Rather than bolting AI on top of existing processes, Notion designed a system where humans and agents operate on the same substrate. This prevents the \"drift\" that occurs when AI systems and human workflows are disconnected.",[33,7317,7318,7324,7334],{},[36,7319,7320,7323],{},[39,7321,7322],{},"The Context Layer:"," Snowflake serves as the source of truth, while DynamoDB provides a denormalized, key-addressable profile that agents can query in milliseconds. This data is surfaced directly in Notion, allowing reps to work in a familiar environment without context-switching between tools.",[36,7325,7326,7329,7330,7333],{},[39,7327,7328],{},"Signals as Primitives:"," The system triggers actions based on \"signals\"—customer events like reaching an AI limit, or external triggers like a company raising funding or changing its tech stack. These signals are processed via durable ",[39,7331,7332],{},"Temporal"," workflows, ensuring that individual failures (e.g., a malformed transcript) do not crash the entire batch process.",[36,7335,7336,7339],{},[39,7337,7338],{},"Human-in-the-Loop:"," Agents handle the \"busy work\" (research, drafting, summarizing), while humans provide the judgment and nuance. Agents are explicitly forbidden from speaking directly to customers to maintain trust and security.",[17,7341,7343],{"id":7342},"build-vs-rent-strategy","Build vs. Rent Strategy",[22,7345,7346],{},"Notion follows a strict build-vs-rent philosophy to remain lean:",[33,7348,7349,7355],{},[36,7350,7351,7354],{},[39,7352,7353],{},"Rent:"," Commodity services like email vendors, CRM infrastructure, and enrichment tools (e.g., Clay).",[36,7356,7357,7360],{},[39,7358,7359],{},"Build:"," The context layer and decisioning logic. Because Notion's internal data model is their competitive edge, they refuse to outsource the \"brain\" of the operation.",[17,7362,7364],{"id":7363},"impact-and-takeaways","Impact and Takeaways",[22,7366,7367],{},"Thirteen weeks into this architecture, enterprise reps are logging more qualified opportunities, and users receiving context-aware recommendations are 63% more likely to take the next step. The team emphasizes that engineers should \"shadow the best reps\" to understand the actual workflow before automating it. If you encode a mediocre process, you get a mediocre agent. By designing for agents as first-class operators rather than mere co-pilots, Notion has created a system that raises the floor for the entire team, allowing newer reps to benefit from the encoded patterns of the best performers.",{"title":63,"searchDepth":64,"depth":64,"links":7369},[7370,7371,7372,7373],{"id":7278,"depth":64,"text":7279},{"id":7311,"depth":64,"text":7312},{"id":7342,"depth":64,"text":7343},{"id":7363,"depth":64,"text":7364},[70],{"content_references":7376,"triage":7386},[7377,7379,7380,7382,7384],{"type":77,"title":7378,"context":7153},"Snowflake",{"type":77,"title":7332,"context":7153},{"type":77,"title":7381,"context":7153},"Clay",{"type":77,"title":7383,"context":79},"Gong",{"type":77,"title":7385,"context":79},"Outreach",{"relevance":83,"novelty":84,"quality":84,"actionability":84,"composite":85,"reasoning":7387},"Category: Product Strategy. The article provides a detailed account of how Notion restructured its GTM strategy by treating it as a distributed systems problem, which directly addresses the audience's need for practical insights into product strategy and automation. The content outlines a clear framework for building a unified system that integrates AI and human workflows, making it actionable for product builders.","\u002Fsummaries\u002F0dc2dcb7503c9b12-engineering-a-unified-gtm-system-at-notion-summary","2026-08-26 14:00:05","2026-08-27 03:12:07",{"title":7268,"description":63},{"loc":7388},"0dc2dcb7503c9b12","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=L4I7WgiEquo","summaries\u002F0dc2dcb7503c9b12-engineering-a-unified-gtm-system-at-notion-summary",[98,99,7260,100],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FL4I7WgiEquo\u002Fhqdefault.jpg","Notion unified its fragmented GTM operations by treating them as a distributed systems problem, building a shared context layer where humans and AI agents operate on the same substrate to drive proactive, signal-based workflows.","This talk outlines how Notion’s engineering team moved from fragmented, \"single-player\" GTM tools to a unified distributed system. Flora Liu explains their architecture, which uses [Snowflake](https:\u002F\u002Fwww.snowflake.com) for data truth, [DynamoDB](https:\u002F\u002Faws.amazon.com\u002Fdynamodb) for low-latency profile serving, and [Temporal](https:\u002F\u002Ftemporal.io) to ensure reliable, durable agent workflows.",[],"Hdhb58SonuaJBjqvDnEh6Np1cfFqvKlVCmylAOBcosQ"]