[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-a7cb8b78a0f97d92-reverse-engineering-the-ai-buyer-a-go-to-market-pl-summary":3,"summaries-facets-categories":139,"summary-related-a7cb8b78a0f97d92-reverse-engineering-the-ai-buyer-a-go-to-market-pl-summary":6965},{"id":4,"title":5,"ai":6,"body":13,"categories":97,"created_at":99,"date_modified":99,"description":90,"extension":100,"faq":99,"featured":101,"kicker_label":99,"meta":102,"navigation":118,"path":119,"published_at":120,"question":99,"scraped_at":121,"seo":122,"sitemap":123,"source_id":124,"source_name":125,"source_type":126,"source_url":127,"stem":128,"tags":129,"thumbnail_url":134,"tldr":135,"tweet":136,"unknown_tags":137,"__hash__":138},"summaries\u002Fsummaries\u002Fa7cb8b78a0f97d92-reverse-engineering-the-ai-buyer-a-go-to-market-pl-summary.md","Reverse-Engineering the AI Buyer: A Go-to-Market Playbook",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8598,733,3725,0.003249,{"type":14,"value":15,"toc":89},"minimark",[16,21,25,29,32,55,59,62,82,86],[17,18,20],"h2",{"id":19},"build-the-machine-before-the-team","Build the Machine Before the Team",[22,23,24],"p",{},"Traditional sales playbooks often prioritize hiring large teams—SDRs, BDRs, and sales engineers—before identifying where the actual bottlenecks in the funnel exist. For modern AI products, this is backwards. Founders should focus on automating the go-to-market (GTM) motion first. Use software to handle lead qualification, outbound sequencing, and security documentation. Only add humans once you have identified specific, high-friction bottlenecks that automation cannot resolve.",[17,26,28],{"id":27},"the-self-serve-first-mandate","The Self-Serve First Mandate",[22,30,31],{},"Launching an enterprise-heavy product before a self-serve motion is a common, costly mistake. At OpenAI, launching enterprise features first created a high-friction, expensive sales process that was later cannibalized by a more agile, self-serve model.",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Launch Self-Serve First:"," It provides the fastest feedback loop and allows you to identify what features are actually missing for enterprise users.",[36,44,45,48],{},[39,46,47],{},"Avoid Homework:"," Never force a buyer to perform tasks (like manual data integration or complex form filling) to see value. If you send a buyer away to \"do homework,\" you lose control of the sales cycle.",[36,50,51,54],{},[39,52,53],{},"Pricing Strategy:"," Avoid high base fees early on. A low base fee combined with usage-based pricing lowers the barrier to entry, allowing the product to spread virally within an organization before scaling to enterprise-wide contracts.",[17,56,58],{"id":57},"navigating-the-enterprise-sales-trap","Navigating the Enterprise Sales Trap",[22,60,61],{},"Enterprise deals are often where startups lose momentum. To maintain control, avoid \"pilot hell\"—the trap of running free, resource-intensive trials that rarely convert.",[33,63,64,70,76],{},[36,65,66,69],{},[39,67,68],{},"Replace Pilots with Alternatives:"," Instead of full pilots, offer reference calls, evaluations on a limited slice of data, or 90-day opt-out clauses that place the burden of validation on the customer.",[36,71,72,75],{},[39,73,74],{},"Automate Security:"," Security questionnaires and trust portals are where deals die. Use AI tools to autofill questionnaires and provide self-serve access to security documentation to keep the cycle moving.",[36,77,78,81],{},[39,79,80],{},"Strategic Hiring:"," When you finally hire salespeople, prioritize \"AI-native\" talent who understand the technology. For the first few hires, equity-motivated builders are more effective than commission-focused enterprise sellers. Reserve the latter for when the product is mature and the sales process is repeatable.",[17,83,85],{"id":84},"design-partners-and-scaling","Design Partners and Scaling",[22,87,88],{},"For your first 10 customers, focus on \"design partners\" rather than mass-market sales. Select partners with strong brand recognition who are willing to use your product on internal, non-production workflows. This allows you to bypass some security hurdles while gaining the credibility needed to land larger, production-grade contracts later.",{"title":90,"searchDepth":91,"depth":91,"links":92},"",2,[93,94,95,96],{"id":19,"depth":91,"text":20},{"id":27,"depth":91,"text":28},{"id":57,"depth":91,"text":58},{"id":84,"depth":91,"text":85},[98],"Product Strategy",null,"md",false,{"content_references":103,"triage":113},[104,109],{"type":105,"title":106,"url":107,"context":108},"tool","Clay","https:\u002F\u002Fwww.clay.com\u002F","recommended",{"type":105,"title":110,"url":111,"context":112},"Nooks","https:\u002F\u002Fwww.nooks.com\u002F","mentioned",{"relevance":114,"novelty":115,"quality":115,"actionability":114,"composite":116,"reasoning":117},5,4,4.55,"Category: Business & SaaS. The article provides a detailed go-to-market strategy specifically tailored for AI products, addressing the pain point of balancing automation with human sales efforts. It offers actionable insights like prioritizing self-serve models and automating lead qualification, which are directly applicable to founders and product builders.",true,"\u002Fsummaries\u002Fa7cb8b78a0f97d92-reverse-engineering-the-ai-buyer-a-go-to-market-pl-summary","2026-08-26 13:00:06","2026-08-27 03:12:16",{"title":5,"description":90},{"loc":119},"a7cb8b78a0f97d92","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=wdTRsfw0KG0","summaries\u002Fa7cb8b78a0f97d92-reverse-engineering-the-ai-buyer-a-go-to-market-pl-summary",[130,131,132,133],"saas","ai-tools","growth","product-strategy","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FwdTRsfw0KG0\u002Fhqdefault.jpg","Stop building sales teams before you build the machine. Automate your funnel, prioritize self-serve motions to find product-market fit, and reserve human-led sales for high-value enterprise deals.","This is a tactical post-mortem from a former OpenAI executive on why building a \"machine\" (automated self-serve) before hiring a sales team is the superior go-to-market strategy. The speaker explains how to avoid \"pilot hell,\" manage inbound volume using tools like [Clay](https:\u002F\u002Fwww.clay.com), and why you should never give buyers homework that stalls the deal cycle.",[],"XkB7c0hUAa4bg1NvMjGybT3n84S-jkPYdkZ5OVuTpsI",[140,143,146,148,151,153,156,158,160,162,164,167,169,171,173,175,178,180,182,184,186,189,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,241,243,245,247,249,251,253,255,257,259,261,263,265,267,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,311,313,315,317,319,321,323,325,327,329,331,333,335,337,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,403,405,407,409,411,413,415,417,419,421,423,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,459,461,463,465,467,469,471,473,475,477,479,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,539,541,543,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,585,587,589,591,593,595,597,599,601,603,605,607,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,897,899,901,903,905,908,910,912,914,916,918,920,922,924,926,928,930,932,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963],{"categories":141},[142],"AI & LLMs",{"categories":144},[145],"Developer Productivity",{"categories":147},[142],{"categories":149},[150],"Business & SaaS",{"categories":152},[142],{"categories":154},[155],"AI Automation",{"categories":157},[98],{"categories":159},[142],{"categories":161},[145],{"categories":163},[155],{"categories":165},[166],"Software Engineering",{"categories":168},[142],{"categories":170},[150],{"categories":172},[],{"categories":174},[142],{"categories":176},[177],"Inference & Serving",{"categories":179},[142],{"categories":181},[142],{"categories":183},[155],{"categories":185},[],{"categories":187},[188],"AI News & Trends",{"categories":190},[191],"Data Science & Visualization",{"categories":193},[155],{"categories":195},[142],{"categories":197},[142],{"categories":199},[150],{"categories":201},[145],{"categories":203},[142],{"categories":205},[155],{"categories":207},[188],{"categories":209},[142],{"categories":211},[155],{"categories":213},[155],{"categories":215},[142],{"categories":217},[142],{"categories":219},[155],{"categories":221},[142],{"categories":223},[142],{"categories":225},[142],{"categories":227},[155],{"categories":229},[188],{"categories":231},[142],{"categories":233},[142],{"categories":235},[142],{"categories":237},[],{"categories":239},[240],"Design & Frontend",{"categories":242},[191],{"categories":244},[188],{"categories":246},[142],{"categories":248},[142],{"categories":250},[142],{"categories":252},[],{"categories":254},[142],{"categories":256},[142],{"categories":258},[155],{"categories":260},[166],{"categories":262},[142],{"categories":264},[155],{"categories":266},[142],{"categories":268},[269],"Marketing & Growth",{"categories":271},[240],{"categories":273},[142],{"categories":275},[155],{"categories":277},[142],{"categories":279},[142],{"categories":281},[166],{"categories":283},[142],{"categories":285},[],{"categories":287},[],{"categories":289},[240],{"categories":291},[142],{"categories":293},[155],{"categories":295},[145],{"categories":297},[166],{"categories":299},[155],{"categories":301},[240],{"categories":303},[98],{"categories":305},[142],{"categories":307},[166],{"categories":309},[310],"DevOps & Cloud",{"categories":312},[155],{"categories":314},[98],{"categories":316},[188],{"categories":318},[142],{"categories":320},[],{"categories":322},[142],{"categories":324},[142],{"categories":326},[],{"categories":328},[155],{"categories":330},[166],{"categories":332},[],{"categories":334},[166],{"categories":336},[142],{"categories":338},[339],"Governance & Standards",{"categories":341},[150],{"categories":343},[],{"categories":345},[],{"categories":347},[142],{"categories":349},[142],{"categories":351},[155],{"categories":353},[142],{"categories":355},[142],{"categories":357},[155],{"categories":359},[142],{"categories":361},[142],{"categories":363},[142],{"categories":365},[],{"categories":367},[166],{"categories":369},[],{"categories":371},[],{"categories":373},[142],{"categories":375},[166],{"categories":377},[],{"categories":379},[166],{"categories":381},[142],{"categories":383},[142],{"categories":385},[269],{"categories":387},[142],{"categories":389},[142],{"categories":391},[240],{"categories":393},[240],{"categories":395},[142],{"categories":397},[166],{"categories":399},[155],{"categories":401},[402],"GovTech & Public-Sector Adoption",{"categories":404},[166],{"categories":406},[142],{"categories":408},[142],{"categories":410},[142],{"categories":412},[155],{"categories":414},[155],{"categories":416},[191],{"categories":418},[142],{"categories":420},[188],{"categories":422},[155],{"categories":424},[425],"Legal AI Tools",{"categories":427},[142],{"categories":429},[155],{"categories":431},[142],{"categories":433},[269],{"categories":435},[155],{"categories":437},[98],{"categories":439},[142],{"categories":441},[166],{"categories":443},[402],{"categories":445},[],{"categories":447},[155],{"categories":449},[],{"categories":451},[150],{"categories":453},[155],{"categories":455},[155],{"categories":457},[458],"RAG & Retrieval",{"categories":460},[150],{"categories":462},[142],{"categories":464},[166],{"categories":466},[166],{"categories":468},[310],{"categories":470},[240],{"categories":472},[155],{"categories":474},[142],{"categories":476},[142],{"categories":478},[],{"categories":480},[481],"Agents & Orchestration",{"categories":483},[166],{"categories":485},[142],{"categories":487},[],{"categories":489},[155],{"categories":491},[150],{"categories":493},[],{"categories":495},[142],{"categories":497},[],{"categories":499},[142],{"categories":501},[145],{"categories":503},[166],{"categories":505},[150],{"categories":507},[142],{"categories":509},[155],{"categories":511},[142],{"categories":513},[188],{"categories":515},[142],{"categories":517},[],{"categories":519},[142],{"categories":521},[],{"categories":523},[142],{"categories":525},[166],{"categories":527},[142],{"categories":529},[191],{"categories":531},[],{"categories":533},[142],{"categories":535},[240],{"categories":537},[538],"Models & Frontier Labs",{"categories":540},[],{"categories":542},[240],{"categories":544},[545],"Regulation & Governance of AI",{"categories":547},[98],{"categories":549},[155],{"categories":551},[],{"categories":553},[142],{"categories":555},[142],{"categories":557},[155],{"categories":559},[155],{"categories":561},[188],{"categories":563},[142],{"categories":565},[150],{"categories":567},[142],{"categories":569},[155],{"categories":571},[],{"categories":573},[166],{"categories":575},[155],{"categories":577},[142],{"categories":579},[98],{"categories":581},[142],{"categories":583},[584],"AI Policy & Regulation",{"categories":586},[],{"categories":588},[142],{"categories":590},[155],{"categories":592},[98],{"categories":594},[155],{"categories":596},[142],{"categories":598},[142],{"categories":600},[142],{"categories":602},[155],{"categories":604},[],{"categories":606},[191],{"categories":608},[609],"Evals & Reliability",{"categories":611},[142],{"categories":613},[142],{"categories":615},[],{"categories":617},[145],{"categories":619},[402],{"categories":621},[584],{"categories":623},[142],{"categories":625},[150],{"categories":627},[142],{"categories":629},[155],{"categories":631},[142],{"categories":633},[155],{"categories":635},[481],{"categories":637},[142],{"categories":639},[166],{"categories":641},[142],{"categories":643},[],{"categories":645},[240],{"categories":647},[],{"categories":649},[142],{"categories":651},[402],{"categories":653},[142],{"categories":655},[142],{"categories":657},[142],{"categories":659},[],{"categories":661},[142],{"categories":663},[240],{"categories":665},[166],{"categories":667},[],{"categories":669},[142],{"categories":671},[],{"categories":673},[155],{"categories":675},[142],{"categories":677},[240],{"categories":679},[],{"categories":681},[142],{"categories":683},[142],{"categories":685},[191],{"categories":687},[155],{"categories":689},[142],{"categories":691},[150],{"categories":693},[155],{"categories":695},[142],{"categories":697},[142],{"categories":699},[166],{"categories":701},[240],{"categories":703},[142],{"categories":705},[155],{"categories":707},[],{"categories":709},[166],{"categories":711},[155],{"categories":713},[191],{"categories":715},[],{"categories":717},[142],{"categories":719},[188],{"categories":721},[142],{"categories":723},[],{"categories":725},[142],{"categories":727},[142],{"categories":729},[142],{"categories":731},[150,269],{"categories":733},[],{"categories":735},[166],{"categories":737},[142],{"categories":739},[142],{"categories":741},[155],{"categories":743},[142],{"categories":745},[],{"categories":747},[],{"categories":749},[142],{"categories":751},[240],{"categories":753},[142],{"categories":755},[],{"categories":757},[142],{"categories":759},[310],{"categories":761},[],{"categories":763},[155],{"categories":765},[188],{"categories":767},[142],{"categories":769},[142],{"categories":771},[240],{"categories":773},[],{"categories":775},[188],{"categories":777},[142],{"categories":779},[177],{"categories":781},[142],{"categories":783},[142],{"categories":785},[155],{"categories":787},[188],{"categories":789},[538],{"categories":791},[142],{"categories":793},[269],{"categories":795},[],{"categories":797},[155],{"categories":799},[150],{"categories":801},[166],{"categories":803},[142],{"categories":805},[155],{"categories":807},[],{"categories":809},[142,310],{"categories":811},[142],{"categories":813},[142],{"categories":815},[142],{"categories":817},[155],{"categories":819},[142,166],{"categories":821},[191],{"categories":823},[142],{"categories":825},[142],{"categories":827},[142],{"categories":829},[166],{"categories":831},[142],{"categories":833},[155],{"categories":835},[155],{"categories":837},[584],{"categories":839},[269],{"categories":841},[142],{"categories":843},[155],{"categories":845},[142],{"categories":847},[142],{"categories":849},[155],{"categories":851},[],{"categories":853},[155],{"categories":855},[142],{"categories":857},[142],{"categories":859},[155],{"categories":861},[142],{"categories":863},[142,150],{"categories":865},[142],{"categories":867},[150],{"categories":869},[],{"categories":871},[240],{"categories":873},[240],{"categories":875},[142],{"categories":877},[],{"categories":879},[],{"categories":881},[142],{"categories":883},[188],{"categories":885},[],{"categories":887},[145],{"categories":889},[142],{"categories":891},[166],{"categories":893},[142],{"categories":895},[896],"Generative UI & Design-to-Code",{"categories":898},[142],{"categories":900},[142],{"categories":902},[240],{"categories":904},[142],{"categories":906},[907],"Algorithmic Accountability",{"categories":909},[155],{"categories":911},[166],{"categories":913},[188],{"categories":915},[240],{"categories":917},[142],{"categories":919},[],{"categories":921},[98],{"categories":923},[142],{"categories":925},[142],{"categories":927},[142],{"categories":929},[142],{"categories":931},[155],{"categories":933},[934],"MLOps & Infrastructure",{"categories":936},[142],{"categories":938},[142],{"categories":940},[142],{"categories":942},[142],{"categories":944},[142],{"categories":946},[166],{"categories":948},[188],{"categories":950},[142],{"categories":952},[98],{"categories":954},[145],{"categories":956},[142],{"categories":958},[155],{"categories":960},[310],{"categories":962},[142],{"categories":964},[150],{"categories":966},[142],{"categories":968},[240],{"categories":970},[142],{"categories":972},[142],{"categories":974},[155],{"categories":976},[],{"categories":978},[],{"categories":980},[142],{"categories":982},[177],{"categories":984},[240],{"categories":986},[188],{"categories":988},[191],{"categories":990},[],{"categories":992},[142],{"categories":994},[142],{"categories":996},[150],{"categories":998},[155],{"categories":1000},[142],{"categories":1002},[142],{"categories":1004},[142],{"categories":1006},[142],{"categories":1008},[188],{"categories":1010},[177],{"categories":1012},[142],{"categories":1014},[240],{"categories":1016},[142],{"categories":1018},[],{"categories":1020},[155],{"categories":1022},[166],{"categories":1024},[],{"categories":1026},[142],{"categories":1028},[142],{"categories":1030},[155],{"categories":1032},[166],{"categories":1034},[142],{"categories":1036},[191],{"categories":1038},[240],{"categories":1040},[],{"categories":1042},[142],{"categories":1044},[],{"categories":1046},[142],{"categories":1048},[],{"categories":1050},[142],{"categories":1052},[142],{"categories":1054},[98],{"categories":1056},[150],{"categories":1058},[155],{"categories":1060},[155],{"categories":1062},[],{"categories":1064},[142],{"categories":1066},[145],{"categories":1068},[142],{"categories":1070},[142],{"categories":1072},[150],{"categories":1074},[188],{"categories":1076},[145],{"categories":1078},[],{"categories":1080},[142],{"categories":1082},[],{"categories":1084},[142],{"categories":1086},[],{"categories":1088},[188],{"categories":1090},[188],{"categories":1092},[],{"categories":1094},[481],{"categories":1096},[142],{"categories":1098},[240],{"categories":1100},[166],{"categories":1102},[],{"categories":1104},[425],{"categories":1106},[155],{"categories":1108},[150],{"categories":1110},[],{"categories":1112},[],{"categories":1114},[145],{"categories":1116},[191],{"categories":1118},[],{"categories":1120},[269],{"categories":1122},[155],{"categories":1124},[150],{"categories":1126},[155],{"categories":1128},[150],{"categories":1130},[142],{"categories":1132},[166],{"categories":1134},[],{"categories":1136},[177],{"categories":1138},[98],{"categories":1140},[142],{"categories":1142},[240],{"categories":1144},[166],{"categories":1146},[150],{"categories":1148},[142],{"categories":1150},[142],{"categories":1152},[155],{"categories":1154},[150],{"categories":1156},[142],{"categories":1158},[142],{"categories":1160},[142],{"categories":1162},[142],{"categories":1164},[142],{"categories":1166},[],{"categories":1168},[],{"categories":1170},[166],{"categories":1172},[191],{"categories":1174},[98],{"categories":1176},[142],{"categories":1178},[155],{"categories":1180},[166],{"categories":1182},[166],{"categories":1184},[142],{"categories":1186},[],{"categories":1188},[188],{"categories":1190},[98],{"categories":1192},[98],{"categories":1194},[166],{"categories":1196},[142],{"categories":1198},[609],{"categories":1200},[310],{"categories":1202},[],{"categories":1204},[155],{"categories":1206},[142],{"categories":1208},[],{"categories":1210},[145],{"categories":1212},[],{"categories":1214},[142],{"categories":1216},[142],{"categories":1218},[142],{"categories":1220},[240],{"categories":1222},[269],{"categories":1224},[142],{"categories":1226},[166],{"categories":1228},[142],{"categories":1230},[155],{"categories":1232},[],{"categories":1234},[166],{"categories":1236},[142],{"categories":1238},[145],{"categories":1240},[],{"categories":1242},[150],{"categories":1244},[142],{"categories":1246},[142],{"categories":1248},[188],{"categories":1250},[142,310],{"categories":1252},[142],{"categories":1254},[1255],"Design Systems for AI",{"categories":1257},[142],{"categories":1259},[142],{"categories":1261},[188],{"categories":1263},[142],{"categories":1265},[142],{"categories":1267},[142],{"categories":1269},[150],{"categories":1271},[142],{"categories":1273},[142],{"categories":1275},[142],{"categories":1277},[],{"categories":1279},[142],{"categories":1281},[142],{"categories":1283},[150],{"categories":1285},[142],{"categories":1287},[],{"categories":1289},[155],{"categories":1291},[166],{"categories":1293},[188],{"categories":1295},[166],{"categories":1297},[142],{"categories":1299},[240],{"categories":1301},[188],{"categories":1303},[191],{"categories":1305},[142],{"categories":1307},[142],{"categories":1309},[155],{"categories":1311},[145],{"categories":1313},[584],{"categories":1315},[142],{"categories":1317},[155],{"categories":1319},[142],{"categories":1321},[166],{"categories":1323},[166],{"categories":1325},[],{"categories":1327},[],{"categories":1329},[142],{"categories":1331},[155],{"categories":1333},[98],{"categories":1335},[],{"categories":1337},[150],{"categories":1339},[142],{"categories":1341},[],{"categories":1343},[240],{"categories":1345},[166],{"categories":1347},[155],{"categories":1349},[166],{"categories":1351},[240],{"categories":1353},[142],{"categories":1355},[142],{"categories":1357},[240],{"categories":1359},[],{"categories":1361},[],{"categories":1363},[188],{"categories":1365},[155],{"categories":1367},[155],{"categories":1369},[142],{"categories":1371},[142],{"categories":1373},[142],{"categories":1375},[142],{"categories":1377},[150],{"categories":1379},[142],{"categories":1381},[142],{"categories":1383},[],{"categories":1385},[166],{"categories":1387},[166],{"categories":1389},[142],{"categories":1391},[166],{"categories":1393},[150],{"categories":1395},[],{"categories":1397},[142],{"categories":1399},[142],{"categories":1401},[142],{"categories":1403},[142],{"categories":1405},[142],{"categories":1407},[155],{"categories":1409},[145],{"categories":1411},[150],{"categories":1413},[142],{"categories":1415},[155],{"categories":1417},[188],{"categories":1419},[155],{"categories":1421},[177],{"categories":1423},[269],{"categories":1425},[142],{"categories":1427},[155],{"categories":1429},[142],{"categories":1431},[142],{"categories":1433},[142],{"categories":1435},[],{"categories":1437},[240],{"categories":1439},[],{"categories":1441},[142],{"categories":1443},[142],{"categories":1445},[],{"categories":1447},[142],{"categories":1449},[166],{"categories":1451},[150],{"categories":1453},[1454],"Visual & Generative Media",{"categories":1456},[155],{"categories":1458},[],{"categories":1460},[142],{"categories":1462},[142],{"categories":1464},[166],{"categories":1466},[310],{"categories":1468},[142],{"categories":1470},[191],{"categories":1472},[584],{"categories":1474},[166],{"categories":1476},[269],{"categories":1478},[142],{"categories":1480},[240],{"categories":1482},[142],{"categories":1484},[142],{"categories":1486},[166],{"categories":1488},[155],{"categories":1490},[142],{"categories":1492},[],{"categories":1494},[],{"categories":1496},[155],{"categories":1498},[166],{"categories":1500},[145],{"categories":1502},[155],{"categories":1504},[538],{"categories":1506},[142],{"categories":1508},[98],{"categories":1510},[142],{"categories":1512},[150],{"categories":1514},[],{"categories":1516},[142],{"categories":1518},[98],{"categories":1520},[142],{"categories":1522},[142],{"categories":1524},[142],{"categories":1526},[98],{"categories":1528},[142],{"categories":1530},[142],{"categories":1532},[269],{"categories":1534},[142],{"categories":1536},[481],{"categories":1538},[142],{"categories":1540},[155],{"categories":1542},[142],{"categories":1544},[142],{"categories":1546},[142],{"categories":1548},[142],{"categories":1550},[240],{"categories":1552},[155],{"categories":1554},[],{"categories":1556},[155],{"categories":1558},[],{"categories":1560},[310],{"categories":1562},[166],{"categories":1564},[],{"categories":1566},[538],{"categories":1568},[142],{"categories":1570},[155],{"categories":1572},[155],{"categories":1574},[142],{"categories":1576},[240,142],{"categories":1578},[145],{"categories":1580},[142],{"categories":1582},[240],{"categories":1584},[],{"categories":1586},[142],{"categories":1588},[145],{"categories":1590},[142],{"categories":1592},[1593],"Medical Imaging & Radiology",{"categories":1595},[142],{"categories":1597},[142],{"categories":1599},[142],{"categories":1601},[240],{"categories":1603},[155],{"categories":1605},[166],{"categories":1607},[],{"categories":1609},[142],{"categories":1611},[142],{"categories":1613},[142],{"categories":1615},[],{"categories":1617},[],{"categories":1619},[142],{"categories":1621},[142],{"categories":1623},[481],{"categories":1625},[142],{"categories":1627},[145],{"categories":1629},[142],{"categories":1631},[142],{"categories":1633},[],{"categories":1635},[155],{"categories":1637},[142],{"categories":1639},[98],{"categories":1641},[166],{"categories":1643},[142],{"categories":1645},[155],{"categories":1647},[481],{"categories":1649},[142],{"categories":1651},[155],{"categories":1653},[142],{"categories":1655},[142],{"categories":1657},[142],{"categories":1659},[240],{"categories":1661},[155],{"categories":1663},[310],{"categories":1665},[240],{"categories":1667},[150],{"categories":1669},[155],{"categories":1671},[188],{"categories":1673},[142],{"categories":1675},[142],{"categories":1677},[98],{"categories":1679},[142],{"categories":1681},[142],{"categories":1683},[142],{"categories":1685},[142],{"categories":1687},[155],{"categories":1689},[142],{"categories":1691},[166],{"categories":1693},[166],{"categories":1695},[142],{"categories":1697},[98],{"categories":1699},[],{"categories":1701},[188],{"categories":1703},[],{"categories":1705},[98],{"categories":1707},[155],{"categories":1709},[142],{"categories":1711},[155],{"categories":1713},[1255],{"categories":1715},[1255],{"categories":1717},[240],{"categories":1719},[142],{"categories":1721},[142],{"categories":1723},[142],{"categories":1725},[155],{"categories":1727},[166],{"categories":1729},[240],{"categories":1731},[155],{"categories":1733},[188],{"categories":1735},[],{"categories":1737},[142],{"categories":1739},[],{"categories":1741},[142],{"categories":1743},[142],{"categories":1745},[142],{"categories":1747},[142],{"categories":1749},[155],{"categories":1751},[1752],"Contract Review & E-Discovery",{"categories":1754},[142],{"categories":1756},[240],{"categories":1758},[142],{"categories":1760},[145],{"categories":1762},[142],{"categories":1764},[188],{"categories":1766},[142],{"categories":1768},[142],{"categories":1770},[269],{"categories":1772},[166],{"categories":1774},[142],{"categories":1776},[142],{"categories":1778},[155],{"categories":1780},[155],{"categories":1782},[907],{"categories":1784},[142],{"categories":1786},[142],{"categories":1788},[155],{"categories":1790},[155],{"categories":1792},[142],{"categories":1794},[142],{"categories":1796},[142],{"categories":1798},[155],{"categories":1800},[142],{"categories":1802},[142],{"categories":1804},[481],{"categories":1806},[458],{"categories":1808},[142],{"categories":1810},[155],{"categories":1812},[142],{"categories":1814},[1815],"Law-Firm Practice & Adoption",{"categories":1817},[142],{"categories":1819},[155],{"categories":1821},[240],{"categories":1823},[142],{"categories":1825},[142],{"categories":1827},[142],{"categories":1829},[],{"categories":1831},[],{"categories":1833},[166],{"categories":1835},[142],{"categories":1837},[],{"categories":1839},[155],{"categories":1841},[145],{"categories":1843},[310],{"categories":1845},[142],{"categories":1847},[],{"categories":1849},[145],{"categories":1851},[150],{"categories":1853},[142],{"categories":1855},[269],{"categories":1857},[],{"categories":1859},[150],{"categories":1861},[155],{"categories":1863},[150],{"categories":1865},[],{"categories":1867},[142],{"categories":1869},[98],{"categories":1871},[142],{"categories":1873},[166],{"categories":1875},[],{"categories":1877},[],{"categories":1879},[],{"categories":1881},[],{"categories":1883},[142],{"categories":1885},[98],{"categories":1887},[155],{"categories":1889},[310],{"categories":1891},[142],{"categories":1893},[145],{"categories":1895},[166],{"categories":1897},[142],{"categories":1899},[142],{"categories":1901},[166],{"categories":1903},[98],{"categories":1905},[142],{"categories":1907},[142],{"categories":1909},[142],{"categories":1911},[934],{"categories":1913},[142],{"categories":1915},[166],{"categories":1917},[142],{"categories":1919},[269],{"categories":1921},[166],{"categories":1923},[150],{"categories":1925},[142],{"categories":1927},[142],{"categories":1929},[142],{"categories":1931},[240],{"categories":1933},[142],{"categories":1935},[142],{"categories":1937},[142],{"categories":1939},[142],{"categories":1941},[150],{"categories":1943},[155],{"categories":1945},[142,145],{"categories":1947},[481],{"categories":1949},[142],{"categories":1951},[142],{"categories":1953},[166],{"categories":1955},[166],{"categories":1957},[240],{"categories":1959},[155],{"categories":1961},[155],{"categories":1963},[166],{"categories":1965},[142],{"categories":1967},[142],{"categories":1969},[],{"categories":1971},[],{"categories":1973},[142],{"categories":1975},[142],{"categories":1977},[155],{"categories":1979},[],{"categories":1981},[142],{"categories":1983},[142],{"categories":1985},[166],{"categories":1987},[191],{"categories":1989},[188],{"categories":1991},[240],{"categories":1993},[142],{"categories":1995},[155],{"categories":1997},[142],{"categories":1999},[166],{"categories":2001},[],{"categories":2003},[155],{"categories":2005},[142],{"categories":2007},[142],{"categories":2009},[142],{"categories":2011},[142],{"categories":2013},[],{"categories":2015},[155],{"categories":2017},[142],{"categories":2019},[142],{"categories":2021},[142],{"categories":2023},[],{"categories":2025},[155],{"categories":2027},[142],{"categories":2029},[142],{"categories":2031},[150],{"categories":2033},[142],{"categories":2035},[142],{"categories":2037},[],{"categories":2039},[145],{"categories":2041},[142],{"categories":2043},[142],{"categories":2045},[142],{"categories":2047},[240],{"categories":2049},[142],{"categories":2051},[166],{"categories":2053},[142],{"categories":2055},[145],{"categories":2057},[142],{"categories":2059},[166],{"categories":2061},[269],{"categories":2063},[155],{"categories":2065},[155],{"categories":2067},[142],{"categories":2069},[142],{"categories":2071},[142,240],{"categories":2073},[142],{"categories":2075},[155],{"categories":2077},[188],{"categories":2079},[142],{"categories":2081},[188],{"categories":2083},[155],{"categories":2085},[240],{"categories":2087},[142],{"categories":2089},[],{"categories":2091},[166],{"categories":2093},[310],{"categories":2095},[240],{"categories":2097},[166],{"categories":2099},[142],{"categories":2101},[98],{"categories":2103},[142],{"categories":2105},[142],{"categories":2107},[155],{"categories":2109},[],{"categories":2111},[],{"categories":2113},[142],{"categories":2115},[],{"categories":2117},[],{"categories":2119},[98],{"categories":2121},[166],{"categories":2123},[142],{"categories":2125},[155],{"categories":2127},[155],{"categories":2129},[150],{"categories":2131},[155],{"categories":2133},[310],{"categories":2135},[142],{"categories":2137},[142],{"categories":2139},[142],{"categories":2141},[177],{"categories":2143},[142],{"categories":2145},[142],{"categories":2147},[142],{"categories":2149},[166],{"categories":2151},[155],{"categories":2153},[142],{"categories":2155},[142],{"categories":2157},[425],{"categories":2159},[907],{"categories":2161},[],{"categories":2163},[240],{"categories":2165},[1815],{"categories":2167},[166],{"categories":2169},[],{"categories":2171},[],{"categories":2173},[142],{"categories":2175},[155],{"categories":2177},[],{"categories":2179},[],{"categories":2181},[142],{"categories":2183},[269],{"categories":2185},[142],{"categories":2187},[269],{"categories":2189},[155],{"categories":2191},[142],{"categories":2193},[142],{"categories":2195},[166],{"categories":2197},[98],{"categories":2199},[],{"categories":2201},[142],{"categories":2203},[142],{"categories":2205},[166],{"categories":2207},[1752],{"categories":2209},[240],{"categories":2211},[240],{"categories":2213},[142],{"categories":2215},[155],{"categories":2217},[145],{"categories":2219},[142],{"categories":2221},[142],{"categories":2223},[142],{"categories":2225},[142],{"categories":2227},[240],{"categories":2229},[240],{"categories":2231},[155],{"categories":2233},[155],{"categories":2235},[155],{"categories":2237},[142],{"categories":2239},[142],{"categories":2241},[],{"categories":2243},[142],{"categories":2245},[],{"categories":2247},[2248],"Interaction & Product Design",{"categories":2250},[142],{"categories":2252},[155],{"categories":2254},[166],{"categories":2256},[339],{"categories":2258},[188],{"categories":2260},[166],{"categories":2262},[142],{"categories":2264},[142],{"categories":2266},[142],{"categories":2268},[166],{"categories":2270},[142],{"categories":2272},[145],{"categories":2274},[155],{"categories":2276},[142],{"categories":2278},[],{"categories":2280},[155],{"categories":2282},[155],{"categories":2284},[155],{"categories":2286},[],{"categories":2288},[166],{"categories":2290},[142],{"categories":2292},[145],{"categories":2294},[2248],{"categories":2296},[142],{"categories":2298},[145],{"categories":2300},[145],{"categories":2302},[],{"categories":2304},[155],{"categories":2306},[166],{"categories":2308},[],{"categories":2310},[155],{"categories":2312},[188],{"categories":2314},[142],{"categories":2316},[155],{"categories":2318},[142],{"categories":2320},[155],{"categories":2322},[142],{"categories":2324},[142],{"categories":2326},[188],{"categories":2328},[191],{"categories":2330},[142],{"categories":2332},[98],{"categories":2334},[166],{"categories":2336},[2337],"Coding Agents & Dev Productivity",{"categories":2339},[188],{"categories":2341},[240],{"categories":2343},[142],{"categories":2345},[142],{"categories":2347},[],{"categories":2349},[142],{"categories":2351},[907],{"categories":2353},[],{"categories":2355},[142],{"categories":2357},[142],{"categories":2359},[310],{"categories":2361},[142],{"categories":2363},[188],{"categories":2365},[],{"categories":2367},[],{"categories":2369},[142],{"categories":2371},[],{"categories":2373},[155],{"categories":2375},[142],{"categories":2377},[],{"categories":2379},[166],{"categories":2381},[166],{"categories":2383},[142],{"categories":2385},[191],{"categories":2387},[],{"categories":2389},[142],{"categories":2391},[142],{"categories":2393},[142],{"categories":2395},[191],{"categories":2397},[166],{"categories":2399},[155],{"categories":2401},[],{"categories":2403},[],{"categories":2405},[142],{"categories":2407},[142],{"categories":2409},[155],{"categories":2411},[155],{"categories":2413},[402],{"categories":2415},[166],{"categories":2417},[166],{"categories":2419},[155],{"categories":2421},[188],{"categories":2423},[188],{"categories":2425},[155],{"categories":2427},[155],{"categories":2429},[142],{"categories":2431},[145],{"categories":2433},[2248],{"categories":2435},[98],{"categories":2437},[142,310],{"categories":2439},[191],{"categories":2441},[],{"categories":2443},[240],{"categories":2445},[155],{"categories":2447},[166],{"categories":2449},[145],{"categories":2451},[142],{"categories":2453},[155],{"categories":2455},[2456],"The Designer's Role & Craft",{"categories":2458},[240],{"categories":2460},[],{"categories":2462},[155],{"categories":2464},[142],{"categories":2466},[155],{"categories":2468},[155],{"categories":2470},[142],{"categories":2472},[269],{"categories":2474},[142],{"categories":2476},[166],{"categories":2478},[142],{"categories":2480},[240],{"categories":2482},[142],{"categories":2484},[],{"categories":2486},[155],{"categories":2488},[240],{"categories":2490},[98],{"categories":2492},[142],{"categories":2494},[142],{"categories":2496},[142],{"categories":2498},[2499],"AI UX Patterns",{"categories":2501},[155],{"categories":2503},[155],{"categories":2505},[155],{"categories":2507},[155],{"categories":2509},[269],{"categories":2511},[191],{"categories":2513},[142],{"categories":2515},[155],{"categories":2517},[142],{"categories":2519},[1255],{"categories":2521},[],{"categories":2523},[269],{"categories":2525},[155],{"categories":2527},[188],{"categories":2529},[166],{"categories":2531},[142],{"categories":2533},[155],{"categories":2535},[],{"categories":2537},[],{"categories":2539},[142],{"categories":2541},[142],{"categories":2543},[155],{"categories":2545},[142],{"categories":2547},[155],{"categories":2549},[402],{"categories":2551},[240],{"categories":2553},[142],{"categories":2555},[188],{"categories":2557},[166],{"categories":2559},[142],{"categories":2561},[155],{"categories":2563},[155],{"categories":2565},[],{"categories":2567},[142],{"categories":2569},[],{"categories":2571},[],{"categories":2573},[142],{"categories":2575},[142],{"categories":2577},[142],{"categories":2579},[155],{"categories":2581},[166],{"categories":2583},[],{"categories":2585},[],{"categories":2587},[191],{"categories":2589},[177],{"categories":2591},[142],{"categories":2593},[142],{"categories":2595},[142],{"categories":2597},[191],{"categories":2599},[142],{"categories":2601},[142],{"categories":2603},[188],{"categories":2605},[142],{"categories":2607},[142],{"categories":2609},[142],{"categories":2611},[155],{"categories":2613},[142],{"categories":2615},[155],{"categories":2617},[142],{"categories":2619},[142],{"categories":2621},[142],{"categories":2623},[155],{"categories":2625},[],{"categories":2627},[142],{"categories":2629},[],{"categories":2631},[142],{"categories":2633},[142],{"categories":2635},[310],{"categories":2637},[142],{"categories":2639},[],{"categories":2641},[],{"categories":2643},[240],{"categories":2645},[934],{"categories":2647},[155],{"categories":2649},[145],{"categories":2651},[2456],{"categories":2653},[],{"categories":2655},[],{"categories":2657},[142],{"categories":2659},[],{"categories":2661},[],{"categories":2663},[166],{"categories":2665},[188],{"categories":2667},[269],{"categories":2669},[155],{"categories":2671},[150],{"categories":2673},[142],{"categories":2675},[142],{"categories":2677},[150],{"categories":2679},[],{"categories":2681},[240],{"categories":2683},[98],{"categories":2685},[142],{"categories":2687},[142],{"categories":2689},[155],{"categories":2691},[150],{"categories":2693},[142],{"categories":2695},[142],{"categories":2697},[145],{"categories":2699},[142],{"categories":2701},[142],{"categories":2703},[],{"categories":2705},[145],{"categories":2707},[142],{"categories":2709},[269],{"categories":2711},[155],{"categories":2713},[188],{"categories":2715},[142],{"categories":2717},[166],{"categories":2719},[142],{"categories":2721},[142],{"categories":2723},[150],{"categories":2725},[142],{"categories":2727},[142],{"categories":2729},[142],{"categories":2731},[155],{"categories":2733},[142],{"categories":2735},[],{"categories":2737},[142],{"categories":2739},[166],{"categories":2741},[145],{"categories":2743},[142],{"categories":2745},[142],{"categories":2747},[142],{"categories":2749},[],{"categories":2751},[142],{"categories":2753},[481],{"categories":2755},[155],{"categories":2757},[150],{"categories":2759},[188],{"categories":2761},[142],{"categories":2763},[142],{"categories":2765},[],{"categories":2767},[150],{"categories":2769},[150],{"categories":2771},[142],{"categories":2773},[142],{"categories":2775},[98],{"categories":2777},[142],{"categories":2779},[142],{"categories":2781},[142],{"categories":2783},[142],{"categories":2785},[166],{"categories":2787},[166],{"categories":2789},[142],{"categories":2791},[],{"categories":2793},[166],{"categories":2795},[142],{"categories":2797},[166],{"categories":2799},[155],{"categories":2801},[584],{"categories":2803},[],{"categories":2805},[],{"categories":2807},[142],{"categories":2809},[188],{"categories":2811},[],{"categories":2813},[310],{"categories":2815},[142],{"categories":2817},[142],{"categories":2819},[142],{"categories":2821},[240],{"categories":2823},[896],{"categories":2825},[],{"categories":2827},[142],{"categories":2829},[142],{"categories":2831},[142],{"categories":2833},[166],{"categories":2835},[142],{"categories":2837},[142],{"categories":2839},[142,310],{"categories":2841},[142],{"categories":2843},[142],{"categories":2845},[240],{"categories":2847},[155],{"categories":2849},[],{"categories":2851},[155],{"categories":2853},[155],{"categories":2855},[142],{"categories":2857},[142],{"categories":2859},[142],{"categories":2861},[142],{"categories":2863},[191],{"categories":2865},[142],{"categories":2867},[2499],{"categories":2869},[145],{"categories":2871},[191],{"categories":2873},[145],{"categories":2875},[166],{"categories":2877},[240],{"categories":2879},[155],{"categories":2881},[142],{"categories":2883},[],{"categories":2885},[150],{"categories":2887},[142],{"categories":2889},[142],{"categories":2891},[188],{"categories":2893},[142],{"categories":2895},[142],{"categories":2897},[142],{"categories":2899},[155],{"categories":2901},[142],{"categories":2903},[142],{"categories":2905},[142],{"categories":2907},[150],{"categories":2909},[],{"categories":2911},[310],{"categories":2913},[142],{"categories":2915},[402],{"categories":2917},[240],{"categories":2919},[240],{"categories":2921},[166],{"categories":2923},[155],{"categories":2925},[142],{"categories":2927},[150],{"categories":2929},[188],{"categories":2931},[142],{"categories":2933},[142],{"categories":2935},[240],{"categories":2937},[155],{"categories":2939},[155],{"categories":2941},[142],{"categories":2943},[142],{"categories":2945},[538],{"categories":2947},[155],{"categories":2949},[],{"categories":2951},[142],{"categories":2953},[142],{"categories":2955},[142],{"categories":2957},[],{"categories":2959},[],{"categories":2961},[142],{"categories":2963},[142],{"categories":2965},[155],{"categories":2967},[142],{"categories":2969},[142],{"categories":2971},[142],{"categories":2973},[166],{"categories":2975},[142],{"categories":2977},[142],{"categories":2979},[155],{"categories":2981},[142],{"categories":2983},[142],{"categories":2985},[142],{"categories":2987},[142],{"categories":2989},[142],{"categories":2991},[],{"categories":2993},[166],{"categories":2995},[191],{"categories":2997},[142],{"categories":2999},[155],{"categories":3001},[155],{"categories":3003},[142],{"categories":3005},[142],{"categories":3007},[],{"categories":3009},[],{"categories":3011},[142],{"categories":3013},[142],{"categories":3015},[142],{"categories":3017},[188],{"categories":3019},[191],{"categories":3021},[],{"categories":3023},[142],{"categories":3025},[240],{"categories":3027},[142],{"categories":3029},[310],{"categories":3031},[1815],{"categories":3033},[188],{"categories":3035},[166],{"categories":3037},[142],{"categories":3039},[166],{"categories":3041},[166],{"categories":3043},[142],{"categories":3045},[142],{"categories":3047},[166],{"categories":3049},[188],{"categories":3051},[188],{"categories":3053},[310],{"categories":3055},[155],{"categories":3057},[],{"categories":3059},[188],{"categories":3061},[142],{"categories":3063},[155],{"categories":3065},[145],{"categories":3067},[166],{"categories":3069},[142],{"categories":3071},[188],{"categories":3073},[],{"categories":3075},[142],{"categories":3077},[166],{"categories":3079},[166],{"categories":3081},[191],{"categories":3083},[142],{"categories":3085},[188],{"categories":3087},[142],{"categories":3089},[166],{"categories":3091},[155],{"categories":3093},[188],{"categories":3095},[155],{"categories":3097},[310],{"categories":3099},[155],{"categories":3101},[142],{"categories":3103},[142],{"categories":3105},[142],{"categories":3107},[142],{"categories":3109},[166],{"categories":3111},[142],{"categories":3113},[],{"categories":3115},[155],{"categories":3117},[150],{"categories":3119},[166],{"categories":3121},[],{"categories":3123},[],{"categories":3125},[142],{"categories":3127},[155],{"categories":3129},[142],{"categories":3131},[142],{"categories":3133},[3134],"Frameworks & Tooling",{"categories":3136},[142],{"categories":3138},[142],{"categories":3140},[166],{"categories":3142},[142],{"categories":3144},[142],{"categories":3146},[],{"categories":3148},[191],{"categories":3150},[191],{"categories":3152},[145],{"categories":3154},[142],{"categories":3156},[155],{"categories":3158},[142],{"categories":3160},[240],{"categories":3162},[],{"categories":3164},[1815],{"categories":3166},[142],{"categories":3168},[166],{"categories":3170},[142],{"categories":3172},[310],{"categories":3174},[310],{"categories":3176},[],{"categories":3178},[155],{"categories":3180},[142],{"categories":3182},[142],{"categories":3184},[188],{"categories":3186},[155],{"categories":3188},[188],{"categories":3190},[142],{"categories":3192},[155],{"categories":3194},[],{"categories":3196},[240],{"categories":3198},[142],{"categories":3200},[142],{"categories":3202},[],{"categories":3204},[142],{"categories":3206},[155],{"categories":3208},[142],{"categories":3210},[142],{"categories":3212},[142],{"categories":3214},[],{"categories":3216},[166],{"categories":3218},[142],{"categories":3220},[166],{"categories":3222},[310],{"categories":3224},[142],{"categories":3226},[142],{"categories":3228},[166],{"categories":3230},[150],{"categories":3232},[142],{"categories":3234},[1815],{"categories":3236},[],{"categories":3238},[155],{"categories":3240},[145],{"categories":3242},[142],{"categories":3244},[145],{"categories":3246},[142],{"categories":3248},[],{"categories":3250},[155],{"categories":3252},[142],{"categories":3254},[142],{"categories":3256},[3257],"AI Design Tooling",{"categories":3259},[240],{"categories":3261},[142],{"categories":3263},[142],{"categories":3265},[166],{"categories":3267},[240],{"categories":3269},[142],{"categories":3271},[142],{"categories":3273},[166],{"categories":3275},[188],{"categories":3277},[98],{"categories":3279},[166],{"categories":3281},[142],{"categories":3283},[142],{"categories":3285},[142],{"categories":3287},[155],{"categories":3289},[142],{"categories":3291},[],{"categories":3293},[155],{"categories":3295},[142],{"categories":3297},[142],{"categories":3299},[155],{"categories":3301},[142],{"categories":3303},[142],{"categories":3305},[142],{"categories":3307},[155],{"categories":3309},[],{"categories":3311},[155],{"categories":3313},[3134],{"categories":3315},[142],{"categories":3317},[142],{"categories":3319},[155],{"categories":3321},[155],{"categories":3323},[166],{"categories":3325},[166],{"categories":3327},[142],{"categories":3329},[],{"categories":3331},[166],{"categories":3333},[142],{"categories":3335},[142],{"categories":3337},[155],{"categories":3339},[150],{"categories":3341},[142],{"categories":3343},[],{"categories":3345},[142],{"categories":3347},[142],{"categories":3349},[2248],{"categories":3351},[],{"categories":3353},[142],{"categories":3355},[142],{"categories":3357},[142],{"categories":3359},[142],{"categories":3361},[240],{"categories":3363},[142],{"categories":3365},[],{"categories":3367},[142],{"categories":3369},[142],{"categories":3371},[142],{"categories":3373},[142],{"categories":3375},[269],{"categories":3377},[188],{"categories":3379},[142],{"categories":3381},[142],{"categories":3383},[1815],{"categories":3385},[145],{"categories":3387},[142],{"categories":3389},[142],{"categories":3391},[191],{"categories":3393},[142],{"categories":3395},[142],{"categories":3397},[188],{"categories":3399},[155],{"categories":3401},[],{"categories":3403},[142],{"categories":3405},[142],{"categories":3407},[240],{"categories":3409},[142],{"categories":3411},[269],{"categories":3413},[155],{"categories":3415},[142],{"categories":3417},[155],{"categories":3419},[],{"categories":3421},[],{"categories":3423},[],{"categories":3425},[145],{"categories":3427},[188],{"categories":3429},[155],{"categories":3431},[142],{"categories":3433},[142],{"categories":3435},[142],{"categories":3437},[142],{"categories":3439},[425],{"categories":3441},[240],{"categories":3443},[155],{"categories":3445},[142],{"categories":3447},[],{"categories":3449},[155],{"categories":3451},[155],{"categories":3453},[],{"categories":3455},[142],{"categories":3457},[155],{"categories":3459},[142],{"categories":3461},[],{"categories":3463},[142],{"categories":3465},[142],{"categories":3467},[142],{"categories":3469},[188],{"categories":3471},[240],{"categories":3473},[155],{"categories":3475},[240],{"categories":3477},[155],{"categories":3479},[142],{"categories":3481},[150],{"categories":3483},[],{"categories":3485},[],{"categories":3487},[142],{"categories":3489},[142],{"categories":3491},[142],{"categories":3493},[145],{"categories":3495},[155],{"categories":3497},[188],{"categories":3499},[],{"categories":3501},[240],{"categories":3503},[],{"categories":3505},[166],{"categories":3507},[142],{"categories":3509},[166],{"categories":3511},[240],{"categories":3513},[166],{"categories":3515},[142],{"categories":3517},[],{"categories":3519},[142],{"categories":3521},[142],{"categories":3523},[],{"categories":3525},[142],{"categories":3527},[269],{"categories":3529},[142],{"categories":3531},[310],{"categories":3533},[166],{"categories":3535},[142],{"categories":3537},[],{"categories":3539},[155],{"categories":3541},[142],{"categories":3543},[145],{"categories":3545},[538],{"categories":3547},[142],{"categories":3549},[142],{"categories":3551},[155],{"categories":3553},[142],{"categories":3555},[155],{"categories":3557},[142],{"categories":3559},[142],{"categories":3561},[142],{"categories":3563},[142],{"categories":3565},[],{"categories":3567},[142],{"categories":3569},[145],{"categories":3571},[142],{"categories":3573},[150],{"categories":3575},[166],{"categories":3577},[240],{"categories":3579},[],{"categories":3581},[142],{"categories":3583},[],{"categories":3585},[142],{"categories":3587},[],{"categories":3589},[155],{"categories":3591},[142],{"categories":3593},[166],{"categories":3595},[240],{"categories":3597},[188],{"categories":3599},[142],{"categories":3601},[188],{"categories":3603},[155],{"categories":3605},[240],{"categories":3607},[142],{"categories":3609},[],{"categories":3611},[142],{"categories":3613},[177],{"categories":3615},[155],{"categories":3617},[142],{"categories":3619},[240],{"categories":3621},[188],{"categories":3623},[150],{"categories":3625},[166],{"categories":3627},[142],{"categories":3629},[142],{"categories":3631},[142],{"categories":3633},[142],{"categories":3635},[188],{"categories":3637},[269],{"categories":3639},[],{"categories":3641},[],{"categories":3643},[191],{"categories":3645},[481],{"categories":3647},[142],{"categories":3649},[155],{"categories":3651},[142,166],{"categories":3653},[188],{"categories":3655},[142],{"categories":3657},[142],{"categories":3659},[142],{"categories":3661},[142],{"categories":3663},[142],{"categories":3665},[142],{"categories":3667},[155],{"categories":3669},[142],{"categories":3671},[155],{"categories":3673},[142],{"categories":3675},[142],{"categories":3677},[142],{"categories":3679},[],{"categories":3681},[142],{"categories":3683},[1255],{"categories":3685},[166],{"categories":3687},[240],{"categories":3689},[142],{"categories":3691},[142],{"categories":3693},[142],{"categories":3695},[191],{"categories":3697},[155],{"categories":3699},[269],{"categories":3701},[310],{"categories":3703},[],{"categories":3705},[166],{"categories":3707},[142],{"categories":3709},[150],{"categories":3711},[155],{"categories":3713},[145],{"categories":3715},[155],{"categories":3717},[142],{"categories":3719},[155],{"categories":3721},[155],{"categories":3723},[98],{"categories":3725},[166],{"categories":3727},[142],{"categories":3729},[142],{"categories":3731},[],{"categories":3733},[],{"categories":3735},[],{"categories":3737},[310],{"categories":3739},[142],{"categories":3741},[188],{"categories":3743},[142],{"categories":3745},[142],{"categories":3747},[142],{"categories":3749},[142],{"categories":3751},[],{"categories":3753},[142],{"categories":3755},[191],{"categories":3757},[150],{"categories":3759},[155],{"categories":3761},[142],{"categories":3763},[],{"categories":3765},[142],{"categories":3767},[155],{"categories":3769},[142],{"categories":3771},[310],{"categories":3773},[],{"categories":3775},[240],{"categories":3777},[240],{"categories":3779},[142],{"categories":3781},[155],{"categories":3783},[],{"categories":3785},[166],{"categories":3787},[142],{"categories":3789},[240],{"categories":3791},[142],{"categories":3793},[150],{"categories":3795},[155],{"categories":3797},[142],{"categories":3799},[],{"categories":3801},[188],{"categories":3803},[142],{"categories":3805},[142],{"categories":3807},[142],{"categories":3809},[240],{"categories":3811},[155],{"categories":3813},[188],{"categories":3815},[],{"categories":3817},[155],{"categories":3819},[150],{"categories":3821},[155],{"categories":3823},[240],{"categories":3825},[142],{"categories":3827},[142],{"categories":3829},[142],{"categories":3831},[481],{"categories":3833},[142],{"categories":3835},[155],{"categories":3837},[],{"categories":3839},[142],{"categories":3841},[142],{"categories":3843},[310],{"categories":3845},[188],{"categories":3847},[191],{"categories":3849},[584],{"categories":3851},[191],{"categories":3853},[191],{"categories":3855},[142],{"categories":3857},[],{"categories":3859},[],{"categories":3861},[],{"categories":3863},[155],{"categories":3865},[155],{"categories":3867},[155],{"categories":3869},[166],{"categories":3871},[142],{"categories":3873},[458],{"categories":3875},[166],{"categories":3877},[142],{"categories":3879},[142],{"categories":3881},[142],{"categories":3883},[142],{"categories":3885},[142],{"categories":3887},[155],{"categories":3889},[142],{"categories":3891},[],{"categories":3893},[],{"categories":3895},[142],{"categories":3897},[],{"categories":3899},[142],{"categories":3901},[155],{"categories":3903},[240],{"categories":3905},[142],{"categories":3907},[142],{"categories":3909},[],{"categories":3911},[155],{"categories":3913},[142],{"categories":3915},[142],{"categories":3917},[98],{"categories":3919},[142],{"categories":3921},[240],{"categories":3923},[142],{"categories":3925},[155],{"categories":3927},[150],{"categories":3929},[142],{"categories":3931},[269],{"categories":3933},[155],{"categories":3935},[142],{"categories":3937},[142],{"categories":3939},[896],{"categories":3941},[142],{"categories":3943},[155],{"categories":3945},[142],{"categories":3947},[166],{"categories":3949},[142],{"categories":3951},[538],{"categories":3953},[240],{"categories":3955},[],{"categories":3957},[142],{"categories":3959},[142],{"categories":3961},[188],{"categories":3963},[481],{"categories":3965},[155],{"categories":3967},[142],{"categories":3969},[],{"categories":3971},[188],{"categories":3973},[402],{"categories":3975},[155],{"categories":3977},[155],{"categories":3979},[155],{"categories":3981},[142],{"categories":3983},[142],{"categories":3985},[155],{"categories":3987},[],{"categories":3989},[150],{"categories":3991},[142],{"categories":3993},[150],{"categories":3995},[155],{"categories":3997},[],{"categories":3999},[166],{"categories":4001},[142],{"categories":4003},[142],{"categories":4005},[145],{"categories":4007},[188],{"categories":4009},[310],{"categories":4011},[177],{"categories":4013},[155],{"categories":4015},[155],{"categories":4017},[142],{"categories":4019},[142],{"categories":4021},[155],{"categories":4023},[142],{"categories":4025},[145],{"categories":4027},[],{"categories":4029},[155],{"categories":4031},[142],{"categories":4033},[142],{"categories":4035},[142],{"categories":4037},[155],{"categories":4039},[142],{"categories":4041},[],{"categories":4043},[142],{"categories":4045},[],{"categories":4047},[240],{"categories":4049},[155],{"categories":4051},[142,150],{"categories":4053},[155],{"categories":4055},[142],{"categories":4057},[],{"categories":4059},[145],{"categories":4061},[191],{"categories":4063},[150],{"categories":4065},[142],{"categories":4067},[166],{"categories":4069},[142],{"categories":4071},[142],{"categories":4073},[155],{"categories":4075},[142],{"categories":4077},[142],{"categories":4079},[142],{"categories":4081},[188],{"categories":4083},[1255],{"categories":4085},[155],{"categories":4087},[142],{"categories":4089},[],{"categories":4091},[],{"categories":4093},[142],{"categories":4095},[155],{"categories":4097},[142],{"categories":4099},[142],{"categories":4101},[310],{"categories":4103},[],{"categories":4105},[142],{"categories":4107},[155],{"categories":4109},[177],{"categories":4111},[155],{"categories":4113},[481],{"categories":4115},[],{"categories":4117},[425],{"categories":4119},[155],{"categories":4121},[142],{"categories":4123},[142],{"categories":4125},[269],{"categories":4127},[155],{"categories":4129},[142],{"categories":4131},[191],{"categories":4133},[98],{"categories":4135},[155],{"categories":4137},[142],{"categories":4139},[481],{"categories":4141},[142],{"categories":4143},[310],{"categories":4145},[150],{"categories":4147},[],{"categories":4149},[142],{"categories":4151},[142],{"categories":4153},[269],{"categories":4155},[240],{"categories":4157},[142],{"categories":4159},[142],{"categories":4161},[142],{"categories":4163},[],{"categories":4165},[269],{"categories":4167},[188],{"categories":4169},[142],{"categories":4171},[142],{"categories":4173},[142],{"categories":4175},[584],{"categories":4177},[145],{"categories":4179},[142],{"categories":4181},[98],{"categories":4183},[142],{"categories":4185},[],{"categories":4187},[],{"categories":4189},[240],{"categories":4191},[142],{"categories":4193},[191],{"categories":4195},[269],{"categories":4197},[155],{"categories":4199},[142],{"categories":4201},[142],{"categories":4203},[269],{"categories":4205},[188],{"categories":4207},[142],{"categories":4209},[],{"categories":4211},[142],{"categories":4213},[142],{"categories":4215},[],{"categories":4217},[142],{"categories":4219},[142],{"categories":4221},[609],{"categories":4223},[142],{"categories":4225},[142],{"categories":4227},[155],{"categories":4229},[166],{"categories":4231},[481],{"categories":4233},[142],{"categories":4235},[142],{"categories":4237},[142],{"categories":4239},[],{"categories":4241},[142,166],{"categories":4243},[188],{"categories":4245},[155],{"categories":4247},[166],{"categories":4249},[155],{"categories":4251},[934],{"categories":4253},[166],{"categories":4255},[166],{"categories":4257},[155],{"categories":4259},[142],{"categories":4261},[145],{"categories":4263},[],{"categories":4265},[],{"categories":4267},[155],{"categories":4269},[142],{"categories":4271},[166],{"categories":4273},[142],{"categories":4275},[145],{"categories":4277},[166],{"categories":4279},[166],{"categories":4281},[142],{"categories":4283},[269],{"categories":4285},[142],{"categories":4287},[166],{"categories":4289},[142],{"categories":4291},[],{"categories":4293},[142],{"categories":4295},[142],{"categories":4297},[240,142],{"categories":4299},[310],{"categories":4301},[145],{"categories":4303},[142],{"categories":4305},[],{"categories":4307},[142],{"categories":4309},[142],{"categories":4311},[150],{"categories":4313},[142],{"categories":4315},[150],{"categories":4317},[142],{"categories":4319},[142],{"categories":4321},[402],{"categories":4323},[142],{"categories":4325},[150],{"categories":4327},[166],{"categories":4329},[191],{"categories":4331},[155],{"categories":4333},[142],{"categories":4335},[166],{"categories":4337},[142],{"categories":4339},[142],{"categories":4341},[188],{"categories":4343},[269],{"categories":4345},[240],{"categories":4347},[142],{"categories":4349},[142],{"categories":4351},[142],{"categories":4353},[142],{"categories":4355},[145],{"categories":4357},[142],{"categories":4359},[155],{"categories":4361},[155],{"categories":4363},[166],{"categories":4365},[188],{"categories":4367},[166],{"categories":4369},[166],{"categories":4371},[142],{"categories":4373},[142],{"categories":4375},[],{"categories":4377},[],{"categories":4379},[191],{"categories":4381},[142],{"categories":4383},[166],{"categories":4385},[142],{"categories":4387},[240],{"categories":4389},[481],{"categories":4391},[425],{"categories":4393},[402],{"categories":4395},[142],{"categories":4397},[142],{"categories":4399},[142],{"categories":4401},[191],{"categories":4403},[142],{"categories":4405},[142],{"categories":4407},[142],{"categories":4409},[142],{"categories":4411},[142],{"categories":4413},[142],{"categories":4415},[142],{"categories":4417},[155],{"categories":4419},[145],{"categories":4421},[155],{"categories":4423},[142,150],{"categories":4425},[],{"categories":4427},[240],{"categories":4429},[],{"categories":4431},[98],{"categories":4433},[142],{"categories":4435},[188],{"categories":4437},[145],{"categories":4439},[142],{"categories":4441},[145],{"categories":4443},[155],{"categories":4445},[191],{"categories":4447},[155],{"categories":4449},[98],{"categories":4451},[155],{"categories":4453},[142],{"categories":4455},[142],{"categories":4457},[150],{"categories":4459},[155],{"categories":4461},[166],{"categories":4463},[269],{"categories":4465},[142],{"categories":4467},[142],{"categories":4469},[],{"categories":4471},[188],{"categories":4473},[142],{"categories":4475},[142],{"categories":4477},[142],{"categories":4479},[142],{"categories":4481},[142],{"categories":4483},[142],{"categories":4485},[166],{"categories":4487},[188],{"categories":4489},[166],{"categories":4491},[166],{"categories":4493},[142],{"categories":4495},[142],{"categories":4497},[142],{"categories":4499},[142],{"categories":4501},[425],{"categories":4503},[142],{"categories":4505},[155],{"categories":4507},[188],{"categories":4509},[142],{"categories":4511},[142],{"categories":4513},[142],{"categories":4515},[155],{"categories":4517},[142],{"categories":4519},[142],{"categories":4521},[142],{"categories":4523},[3134],{"categories":4525},[4526],"Clinical AI",{"categories":4528},[240],{"categories":4530},[142],{"categories":4532},[142],{"categories":4534},[142],{"categories":4536},[142],{"categories":4538},[310],{"categories":4540},[2499],{"categories":4542},[142],{"categories":4544},[98],{"categories":4546},[142],{"categories":4548},[155],{"categories":4550},[142],{"categories":4552},[142],{"categories":4554},[188],{"categories":4556},[142],{"categories":4558},[155],{"categories":4560},[166],{"categories":4562},[269],{"categories":4564},[142],{"categories":4566},[142],{"categories":4568},[150],{"categories":4570},[142],{"categories":4572},[142],{"categories":4574},[538],{"categories":4576},[142],{"categories":4578},[],{"categories":4580},[155],{"categories":4582},[142],{"categories":4584},[166],{"categories":4586},[145],{"categories":4588},[142],{"categories":4590},[],{"categories":4592},[],{"categories":4594},[142],{"categories":4596},[],{"categories":4598},[150],{"categories":4600},[142],{"categories":4602},[142],{"categories":4604},[155],{"categories":4606},[142],{"categories":4608},[188],{"categories":4610},[188],{"categories":4612},[188],{"categories":4614},[188],{"categories":4616},[],{"categories":4618},[145],{"categories":4620},[155],{"categories":4622},[188],{"categories":4624},[142],{"categories":4626},[609],{"categories":4628},[98],{"categories":4630},[155],{"categories":4632},[142],{"categories":4634},[145],{"categories":4636},[142],{"categories":4638},[155],{"categories":4640},[142],{"categories":4642},[142],{"categories":4644},[142],{"categories":4646},[142,155],{"categories":4648},[155],{"categories":4650},[310],{"categories":4652},[188],{"categories":4654},[155],{"categories":4656},[188],{"categories":4658},[155],{"categories":4660},[142],{"categories":4662},[],{"categories":4664},[188],{"categories":4666},[269],{"categories":4668},[145],{"categories":4670},[142],{"categories":4672},[142],{"categories":4674},[],{"categories":4676},[166],{"categories":4678},[],{"categories":4680},[145],{"categories":4682},[155],{"categories":4684},[188],{"categories":4686},[142],{"categories":4688},[188],{"categories":4690},[145],{"categories":4692},[188],{"categories":4694},[188],{"categories":4696},[],{"categories":4698},[150],{"categories":4700},[155],{"categories":4702},[188],{"categories":4704},[188],{"categories":4706},[188],{"categories":4708},[188],{"categories":4710},[188],{"categories":4712},[188],{"categories":4714},[188],{"categories":4716},[188],{"categories":4718},[188],{"categories":4720},[188],{"categories":4722},[191],{"categories":4724},[145],{"categories":4726},[142],{"categories":4728},[142],{"categories":4730},[155],{"categories":4732},[155],{"categories":4734},[],{"categories":4736},[142],{"categories":4738},[142,145],{"categories":4740},[],{"categories":4742},[155],{"categories":4744},[142],{"categories":4746},[188],{"categories":4748},[155],{"categories":4750},[934],{"categories":4752},[142],{"categories":4754},[142],{"categories":4756},[142],{"categories":4758},[142],{"categories":4760},[142],{"categories":4762},[402],{"categories":4764},[142],{"categories":4766},[142],{"categories":4768},[155],{"categories":4770},[142],{"categories":4772},[142],{"categories":4774},[150],{"categories":4776},[98],{"categories":4778},[155],{"categories":4780},[155],{"categories":4782},[],{"categories":4784},[155],{"categories":4786},[240],{"categories":4788},[188],{"categories":4790},[142],{"categories":4792},[],{"categories":4794},[98],{"categories":4796},[],{"categories":4798},[166],{"categories":4800},[142],{"categories":4802},[155],{"categories":4804},[240],{"categories":4806},[142],{"categories":4808},[],{"categories":4810},[142],{"categories":4812},[],{"categories":4814},[269],{"categories":4816},[142],{"categories":4818},[155],{"categories":4820},[],{"categories":4822},[],{"categories":4824},[188],{"categories":4826},[145],{"categories":4828},[142],{"categories":4830},[142],{"categories":4832},[150],{"categories":4834},[142],{"categories":4836},[142],{"categories":4838},[155],{"categories":4840},[142],{"categories":4842},[150],{"categories":4844},[150],{"categories":4846},[240],{"categories":4848},[],{"categories":4850},[142],{"categories":4852},[188],{"categories":4854},[],{"categories":4856},[142],{"categories":4858},[142],{"categories":4860},[240],{"categories":4862},[142],{"categories":4864},[142],{"categories":4866},[269],{"categories":4868},[142],{"categories":4870},[310],{"categories":4872},[],{"categories":4874},[155],{"categories":4876},[142],{"categories":4878},[269],{"categories":4880},[166],{"categories":4882},[],{"categories":4884},[142],{"categories":4886},[],{"categories":4888},[155],{"categories":4890},[240],{"categories":4892},[166],{"categories":4894},[],{"categories":4896},[3134],{"categories":4898},[150],{"categories":4900},[145],{"categories":4902},[142],{"categories":4904},[191],{"categories":4906},[155],{"categories":4908},[240],{"categories":4910},[142],{"categories":4912},[166],{"categories":4914},[],{"categories":4916},[],{"categories":4918},[142],{"categories":4920},[145],{"categories":4922},[142],{"categories":4924},[269],{"categories":4926},[],{"categories":4928},[155],{"categories":4930},[155],{"categories":4932},[142],{"categories":4934},[155],{"categories":4936},[142],{"categories":4938},[188],{"categories":4940},[166],{"categories":4942},[142],{"categories":4944},[155],{"categories":4946},[98],{"categories":4948},[142],{"categories":4950},[142],{"categories":4952},[142],{"categories":4954},[155],{"categories":4956},[142],{"categories":4958},[98],{"categories":4960},[269],{"categories":4962},[188],{"categories":4964},[],{"categories":4966},[269],{"categories":4968},[142],{"categories":4970},[],{"categories":4972},[166],{"categories":4974},[155],{"categories":4976},[],{"categories":4978},[142],{"categories":4980},[142],{"categories":4982},[142],{"categories":4984},[142],{"categories":4986},[142],{"categories":4988},[155],{"categories":4990},[150],{"categories":4992},[145],{"categories":4994},[155],{"categories":4996},[142],{"categories":4998},[240],{"categories":5000},[166],{"categories":5002},[166],{"categories":5004},[142],{"categories":5006},[191],{"categories":5008},[155],{"categories":5010},[142],{"categories":5012},[142],{"categories":5014},[155],{"categories":5016},[142],{"categories":5018},[142],{"categories":5020},[155],{"categories":5022},[150],{"categories":5024},[142],{"categories":5026},[240],{"categories":5028},[166],{"categories":5030},[155],{"categories":5032},[142],{"categories":5034},[98],{"categories":5036},[142],{"categories":5038},[155],{"categories":5040},[142],{"categories":5042},[142],{"categories":5044},[188],{"categories":5046},[142],{"categories":5048},[],{"categories":5050},[145],{"categories":5052},[142],{"categories":5054},[142],{"categories":5056},[142],{"categories":5058},[166],{"categories":5060},[166],{"categories":5062},[142],{"categories":5064},[166],{"categories":5066},[142],{"categories":5068},[155],{"categories":5070},[142],{"categories":5072},[142],{"categories":5074},[142],{"categories":5076},[142],{"categories":5078},[142],{"categories":5080},[],{"categories":5082},[142],{"categories":5084},[240],{"categories":5086},[155],{"categories":5088},[150],{"categories":5090},[188],{"categories":5092},[142],{"categories":5094},[155],{"categories":5096},[142],{"categories":5098},[155],{"categories":5100},[142],{"categories":5102},[142],{"categories":5104},[240],{"categories":5106},[155],{"categories":5108},[142],{"categories":5110},[269],{"categories":5112},[142],{"categories":5114},[191],{"categories":5116},[142],{"categories":5118},[142],{"categories":5120},[188],{"categories":5122},[142],{"categories":5124},[142],{"categories":5126},[142],{"categories":5128},[142],{"categories":5130},[155],{"categories":5132},[310],{"categories":5134},[142],{"categories":5136},[166],{"categories":5138},[155],{"categories":5140},[191],{"categories":5142},[],{"categories":5144},[155],{"categories":5146},[166],{"categories":5148},[142],{"categories":5150},[142],{"categories":5152},[2337],{"categories":5154},[240],{"categories":5156},[339],{"categories":5158},[142],{"categories":5160},[142],{"categories":5162},[142],{"categories":5164},[142],{"categories":5166},[145],{"categories":5168},[142],{"categories":5170},[142],{"categories":5172},[166],{"categories":5174},[150],{"categories":5176},[142],{"categories":5178},[166],{"categories":5180},[142],{"categories":5182},[],{"categories":5184},[155],{"categories":5186},[155],{"categories":5188},[142],{"categories":5190},[142],{"categories":5192},[142],{"categories":5194},[191],{"categories":5196},[],{"categories":5198},[188],{"categories":5200},[],{"categories":5202},[188],{"categories":5204},[142],{"categories":5206},[142],{"categories":5208},[155],{"categories":5210},[142],{"categories":5212},[155],{"categories":5214},[155],{"categories":5216},[],{"categories":5218},[142],{"categories":5220},[188],{"categories":5222},[142],{"categories":5224},[],{"categories":5226},[142],{"categories":5228},[142],{"categories":5230},[],{"categories":5232},[142],{"categories":5234},[142],{"categories":5236},[240],{"categories":5238},[166],{"categories":5240},[155],{"categories":5242},[142],{"categories":5244},[142],{"categories":5246},[142],{"categories":5248},[142],{"categories":5250},[269],{"categories":5252},[142],{"categories":5254},[142],{"categories":5256},[142],{"categories":5258},[145],{"categories":5260},[142],{"categories":5262},[142],{"categories":5264},[],{"categories":5266},[142],{"categories":5268},[142],{"categories":5270},[142],{"categories":5272},[],{"categories":5274},[145],{"categories":5276},[142],{"categories":5278},[142],{"categories":5280},[188],{"categories":5282},[166],{"categories":5284},[98],{"categories":5286},[155],{"categories":5288},[481],{"categories":5290},[142],{"categories":5292},[142],{"categories":5294},[142],{"categories":5296},[166],{"categories":5298},[188],{"categories":5300},[240],{"categories":5302},[142],{"categories":5304},[142],{"categories":5306},[142],{"categories":5308},[142],{"categories":5310},[188],{"categories":5312},[142],{"categories":5314},[240],{"categories":5316},[142],{"categories":5318},[142],{"categories":5320},[188],{"categories":5322},[240],{"categories":5324},[142],{"categories":5326},[188],{"categories":5328},[142],{"categories":5330},[155],{"categories":5332},[155],{"categories":5334},[155],{"categories":5336},[166],{"categories":5338},[188],{"categories":5340},[155],{"categories":5342},[155],{"categories":5344},[142],{"categories":5346},[166],{"categories":5348},[240],{"categories":5350},[142],{"categories":5352},[142],{"categories":5354},[155],{"categories":5356},[142],{"categories":5358},[],{"categories":5360},[155],{"categories":5362},[],{"categories":5364},[142],{"categories":5366},[142],{"categories":5368},[],{"categories":5370},[],{"categories":5372},[155],{"categories":5374},[150],{"categories":5376},[155],{"categories":5378},[5379],"Liability & Ethics",{"categories":5381},[142],{"categories":5383},[142],{"categories":5385},[142],{"categories":5387},[155],{"categories":5389},[145],{"categories":5391},[155],{"categories":5393},[150],{"categories":5395},[269],{"categories":5397},[155],{"categories":5399},[142],{"categories":5401},[142],{"categories":5403},[],{"categories":5405},[584],{"categories":5407},[155],{"categories":5409},[],{"categories":5411},[142],{"categories":5413},[145],{"categories":5415},[155],{"categories":5417},[],{"categories":5419},[155],{"categories":5421},[142],{"categories":5423},[142],{"categories":5425},[166],{"categories":5427},[142],{"categories":5429},[188],{"categories":5431},[142],{"categories":5433},[142],{"categories":5435},[155],{"categories":5437},[142],{"categories":5439},[142],{"categories":5441},[142],{"categories":5443},[188],{"categories":5445},[155],{"categories":5447},[166],{"categories":5449},[240],{"categories":5451},[145],{"categories":5453},[142],{"categories":5455},[142],{"categories":5457},[142],{"categories":5459},[],{"categories":5461},[155],{"categories":5463},[155],{"categories":5465},[155],{"categories":5467},[481],{"categories":5469},[240],{"categories":5471},[155],{"categories":5473},[310],{"categories":5475},[166],{"categories":5477},[188],{"categories":5479},[142],{"categories":5481},[240],{"categories":5483},[142],{"categories":5485},[145],{"categories":5487},[],{"categories":5489},[155],{"categories":5491},[142],{"categories":5493},[142],{"categories":5495},[142],{"categories":5497},[142],{"categories":5499},[155],{"categories":5501},[142],{"categories":5503},[142],{"categories":5505},[240],{"categories":5507},[],{"categories":5509},[155],{"categories":5511},[98],{"categories":5513},[188],{"categories":5515},[155],{"categories":5517},[150],{"categories":5519},[],{"categories":5521},[142],{"categories":5523},[142],{"categories":5525},[98],{"categories":5527},[142],{"categories":5529},[155],{"categories":5531},[188],{"categories":5533},[145],{"categories":5535},[310],{"categories":5537},[142],{"categories":5539},[142],{"categories":5541},[142],{"categories":5543},[188],{"categories":5545},[150],{"categories":5547},[142],{"categories":5549},[240],{"categories":5551},[188],{"categories":5553},[310],{"categories":5555},[142],{"categories":5557},[155],{"categories":5559},[],{"categories":5561},[538],{"categories":5563},[],{"categories":5565},[142],{"categories":5567},[310],{"categories":5569},[142],{"categories":5571},[191],{"categories":5573},[142],{"categories":5575},[155],{"categories":5577},[155],{"categories":5579},[5580],"Design News & Tools",{"categories":5582},[142],{"categories":5584},[188],{"categories":5586},[142],{"categories":5588},[142],{"categories":5590},[145],{"categories":5592},[155],{"categories":5594},[142],{"categories":5596},[240],{"categories":5598},[155],{"categories":5600},[155],{"categories":5602},[240],{"categories":5604},[142],{"categories":5606},[481],{"categories":5608},[155],{"categories":5610},[142],{"categories":5612},[142],{"categories":5614},[481],{"categories":5616},[142],{"categories":5618},[269],{"categories":5620},[142],{"categories":5622},[155],{"categories":5624},[],{"categories":5626},[142],{"categories":5628},[142],{"categories":5630},[142],{"categories":5632},[188],{"categories":5634},[145],{"categories":5636},[],{"categories":5638},[142],{"categories":5640},[142],{"categories":5642},[142],{"categories":5644},[166],{"categories":5646},[609],{"categories":5648},[166],{"categories":5650},[240],{"categories":5652},[142],{"categories":5654},[142,155],{"categories":5656},[269,150],{"categories":5658},[166],{"categories":5660},[142],{"categories":5662},[142],{"categories":5664},[142],{"categories":5666},[142],{"categories":5668},[],{"categories":5670},[155],{"categories":5672},[142],{"categories":5674},[],{"categories":5676},[142],{"categories":5678},[166],{"categories":5680},[142],{"categories":5682},[166],{"categories":5684},[],{"categories":5686},[155],{"categories":5688},[142],{"categories":5690},[150],{"categories":5692},[142],{"categories":5694},[188],{"categories":5696},[142],{"categories":5698},[],{"categories":5700},[155],{"categories":5702},[142],{"categories":5704},[],{"categories":5706},[240],{"categories":5708},[142],{"categories":5710},[142],{"categories":5712},[155],{"categories":5714},[142],{"categories":5716},[142],{"categories":5718},[145],{"categories":5720},[155],{"categories":5722},[142],{"categories":5724},[],{"categories":5726},[142],{"categories":5728},[310],{"categories":5730},[269],{"categories":5732},[150],{"categories":5734},[150],{"categories":5736},[142],{"categories":5738},[145],{"categories":5740},[145],{"categories":5742},[142],{"categories":5744},[155],{"categories":5746},[142],{"categories":5748},[142],{"categories":5750},[142],{"categories":5752},[142],{"categories":5754},[166],{"categories":5756},[142],{"categories":5758},[145],{"categories":5760},[142],{"categories":5762},[142],{"categories":5764},[155],{"categories":5766},[142],{"categories":5768},[269],{"categories":5770},[142],{"categories":5772},[188],{"categories":5774},[142],{"categories":5776},[142],{"categories":5778},[155],{"categories":5780},[142],{"categories":5782},[142],{"categories":5784},[155],{"categories":5786},[],{"categories":5788},[166],{"categories":5790},[],{"categories":5792},[166],{"categories":5794},[155],{"categories":5796},[145],{"categories":5798},[142],{"categories":5800},[],{"categories":5802},[191],{"categories":5804},[310],{"categories":5806},[142],{"categories":5808},[166],{"categories":5810},[142],{"categories":5812},[],{"categories":5814},[188],{"categories":5816},[155],{"categories":5818},[166],{"categories":5820},[240],{"categories":5822},[150],{"categories":5824},[142],{"categories":5826},[142],{"categories":5828},[155],{"categories":5830},[166],{"categories":5832},[155],{"categories":5834},[188],{"categories":5836},[142],{"categories":5838},[98],{"categories":5840},[145],{"categories":5842},[98],{"categories":5844},[188],{"categories":5846},[142],{"categories":5848},[166],{"categories":5850},[142],{"categories":5852},[240],{"categories":5854},[150],{"categories":5856},[142],{"categories":5858},[142],{"categories":5860},[142],{"categories":5862},[142],{"categories":5864},[142],{"categories":5866},[142],{"categories":5868},[155],{"categories":5870},[142],{"categories":5872},[155],{"categories":5874},[142],{"categories":5876},[142],{"categories":5878},[145],{"categories":5880},[142],{"categories":5882},[155],{"categories":5884},[155],{"categories":5886},[240],{"categories":5888},[155],{"categories":5890},[155],{"categories":5892},[142],{"categories":5894},[145],{"categories":5896},[155],{"categories":5898},[240],{"categories":5900},[],{"categories":5902},[142],{"categories":5904},[191],{"categories":5906},[481],{"categories":5908},[142],{"categories":5910},[142],{"categories":5912},[142],{"categories":5914},[166],{"categories":5916},[142],{"categories":5918},[],{"categories":5920},[142],{"categories":5922},[155],{"categories":5924},[142],{"categories":5926},[269],{"categories":5928},[142],{"categories":5930},[166],{"categories":5932},[142],{"categories":5934},[188],{"categories":5936},[155],{"categories":5938},[142],{"categories":5940},[269],{"categories":5942},[155],{"categories":5944},[150],{"categories":5946},[150],{"categories":5948},[142],{"categories":5950},[142],{"categories":5952},[142],{"categories":5954},[142],{"categories":5956},[142],{"categories":5958},[142],{"categories":5960},[145],{"categories":5962},[],{"categories":5964},[142],{"categories":5966},[142],{"categories":5968},[155],{"categories":5970},[155],{"categories":5972},[142],{"categories":5974},[142],{"categories":5976},[142],{"categories":5978},[142],{"categories":5980},[142],{"categories":5982},[166],{"categories":5984},[],{"categories":5986},[145],{"categories":5988},[142],{"categories":5990},[142],{"categories":5992},[155],{"categories":5994},[155],{"categories":5996},[],{"categories":5998},[166],{"categories":6000},[166],{"categories":6002},[142],{"categories":6004},[269],{"categories":6006},[150],{"categories":6008},[240],{"categories":6010},[],{"categories":6012},[142],{"categories":6014},[155],{"categories":6016},[145],{"categories":6018},[142],{"categories":6020},[142],{"categories":6022},[166],{"categories":6024},[145],{"categories":6026},[142],{"categories":6028},[142],{"categories":6030},[188],{"categories":6032},[191],{"categories":6034},[142],{"categories":6036},[188],{"categories":6038},[155],{"categories":6040},[142],{"categories":6042},[],{"categories":6044},[188],{"categories":6046},[155],{"categories":6048},[240],{"categories":6050},[191],{"categories":6052},[142],{"categories":6054},[142],{"categories":6056},[],{"categories":6058},[155],{"categories":6060},[155],{"categories":6062},[155],{"categories":6064},[3134],{"categories":6066},[188],{"categories":6068},[142],{"categories":6070},[166],{"categories":6072},[142],{"categories":6074},[142],{"categories":6076},[142],{"categories":6078},[142],{"categories":6080},[142],{"categories":6082},[150],{"categories":6084},[142],{"categories":6086},[145],{"categories":6088},[1815],{"categories":6090},[310],{"categories":6092},[145],{"categories":6094},[],{"categories":6096},[142],{"categories":6098},[],{"categories":6100},[188],{"categories":6102},[155],{"categories":6104},[240],{"categories":6106},[142],{"categories":6108},[142],{"categories":6110},[142],{"categories":6112},[188],{"categories":6114},[],{"categories":6116},[155],{"categories":6118},[142],{"categories":6120},[155],{"categories":6122},[155],{"categories":6124},[],{"categories":6126},[142],{"categories":6128},[],{"categories":6130},[188],{"categories":6132},[145],{"categories":6134},[240],{"categories":6136},[142],{"categories":6138},[155],{"categories":6140},[188],{"categories":6142},[142],{"categories":6144},[188],{"categories":6146},[],{"categories":6148},[188],{"categories":6150},[142],{"categories":6152},[145],{"categories":6154},[481],{"categories":6156},[155],{"categories":6158},[142],{"categories":6160},[],{"categories":6162},[166],{"categories":6164},[155],{"categories":6166},[98],{"categories":6168},[155],{"categories":6170},[145],{"categories":6172},[142],{"categories":6174},[],{"categories":6176},[],{"categories":6178},[],{"categories":6180},[240],{"categories":6182},[142],{"categories":6184},[155],{"categories":6186},[142],{"categories":6188},[142],{"categories":6190},[],{"categories":6192},[],{"categories":6194},[],{"categories":6196},[142],{"categories":6198},[155],{"categories":6200},[240],{"categories":6202},[142],{"categories":6204},[],{"categories":6206},[155],{"categories":6208},[142],{"categories":6210},[142],{"categories":6212},[145],{"categories":6214},[],{"categories":6216},[],{"categories":6218},[142],{"categories":6220},[142],{"categories":6222},[155],{"categories":6224},[240],{"categories":6226},[142],{"categories":6228},[188],{"categories":6230},[],{"categories":6232},[142],{"categories":6234},[142],{"categories":6236},[269],{"categories":6238},[188],{"categories":6240},[269],{"categories":6242},[191],{"categories":6244},[142],{"categories":6246},[142],{"categories":6248},[],{"categories":6250},[],{"categories":6252},[155],{"categories":6254},[],{"categories":6256},[142],{"categories":6258},[481],{"categories":6260},[142],{"categories":6262},[142],{"categories":6264},[142],{"categories":6266},[142],{"categories":6268},[],{"categories":6270},[155],{"categories":6272},[142],{"categories":6274},[142],{"categories":6276},[],{"categories":6278},[155],{"categories":6280},[142],{"categories":6282},[188],{"categories":6284},[142],{"categories":6286},[269],{"categories":6288},[150],{"categories":6290},[142],{"categories":6292},[142],{"categories":6294},[155],{"categories":6296},[191],{"categories":6298},[155],{"categories":6300},[155],{"categories":6302},[],{"categories":6304},[142],{"categories":6306},[155],{"categories":6308},[],{"categories":6310},[142],{"categories":6312},[],{"categories":6314},[188],{"categories":6316},[150],{"categories":6318},[],{"categories":6320},[142],{"categories":6322},[142],{"categories":6324},[],{"categories":6326},[155],{"categories":6328},[240],{"categories":6330},[145],{"categories":6332},[142],{"categories":6334},[],{"categories":6336},[150],{"categories":6338},[269],{"categories":6340},[142],{"categories":6342},[166],{"categories":6344},[145],{"categories":6346},[191],{"categories":6348},[150],{"categories":6350},[166],{"categories":6352},[155],{"categories":6354},[166],{"categories":6356},[],{"categories":6358},[142],{"categories":6360},[98],{"categories":6362},[142],{"categories":6364},[],{"categories":6366},[155],{"categories":6368},[145],{"categories":6370},[240],{"categories":6372},[142],{"categories":6374},[145],{"categories":6376},[155],{"categories":6378},[310],{"categories":6380},[142],{"categories":6382},[142],{"categories":6384},[142],{"categories":6386},[142],{"categories":6388},[145],{"categories":6390},[142],{"categories":6392},[191],{"categories":6394},[155],{"categories":6396},[],{"categories":6398},[142],{"categories":6400},[142],{"categories":6402},[142],{"categories":6404},[166],{"categories":6406},[155],{"categories":6408},[188],{"categories":6410},[166],{"categories":6412},[142],{"categories":6414},[98],{"categories":6416},[],{"categories":6418},[240],{"categories":6420},[166],{"categories":6422},[188],{"categories":6424},[145],{"categories":6426},[155],{"categories":6428},[142],{"categories":6430},[142],{"categories":6432},[155],{"categories":6434},[98],{"categories":6436},[142],{"categories":6438},[155],{"categories":6440},[142],{"categories":6442},[150],{"categories":6444},[155],{"categories":6446},[155,310],{"categories":6448},[142],{"categories":6450},[142],{"categories":6452},[155],{"categories":6454},[166],{"categories":6456},[142],{"categories":6458},[142],{"categories":6460},[191],{"categories":6462},[155],{"categories":6464},[269],{"categories":6466},[155],{"categories":6468},[150],{"categories":6470},[],{"categories":6472},[155],{"categories":6474},[142],{"categories":6476},[150],{"categories":6478},[],{"categories":6480},[],{"categories":6482},[166],{"categories":6484},[142],{"categories":6486},[142],{"categories":6488},[155],{"categories":6490},[191],{"categories":6492},[269],{"categories":6494},[142],{"categories":6496},[142],{"categories":6498},[142],{"categories":6500},[155],{"categories":6502},[],{"categories":6504},[155],{"categories":6506},[188],{"categories":6508},[142],{"categories":6510},[155],{"categories":6512},[155],{"categories":6514},[142],{"categories":6516},[],{"categories":6518},[188],{"categories":6520},[166],{"categories":6522},[3134],{"categories":6524},[145],{"categories":6526},[166],{"categories":6528},[142],{"categories":6530},[155],{"categories":6532},[142],{"categories":6534},[142],{"categories":6536},[269],{"categories":6538},[166],{"categories":6540},[191],{"categories":6542},[],{"categories":6544},[188],{"categories":6546},[142],{"categories":6548},[142],{"categories":6550},[],{"categories":6552},[155],{"categories":6554},[142],{"categories":6556},[142],{"categories":6558},[142],{"categories":6560},[142],{"categories":6562},[155],{"categories":6564},[142],{"categories":6566},[142],{"categories":6568},[142],{"categories":6570},[98],{"categories":6572},[142],{"categories":6574},[155],{"categories":6576},[142],{"categories":6578},[142],{"categories":6580},[142],{"categories":6582},[142],{"categories":6584},[142],{"categories":6586},[142],{"categories":6588},[142],{"categories":6590},[150],{"categories":6592},[],{"categories":6594},[98],{"categories":6596},[188],{"categories":6598},[155],{"categories":6600},[142],{"categories":6602},[166],{"categories":6604},[],{"categories":6606},[166],{"categories":6608},[166],{"categories":6610},[155],{"categories":6612},[166],{"categories":6614},[142],{"categories":6616},[142],{"categories":6618},[142],{"categories":6620},[155],{"categories":6622},[166],{"categories":6624},[142],{"categories":6626},[142],{"categories":6628},[142],{"categories":6630},[155],{"categories":6632},[188],{"categories":6634},[142],{"categories":6636},[142],{"categories":6638},[142],{"categories":6640},[150],{"categories":6642},[142],{"categories":6644},[155],{"categories":6646},[240],{"categories":6648},[],{"categories":6650},[142],{"categories":6652},[191],{"categories":6654},[155],{"categories":6656},[142],{"categories":6658},[142],{"categories":6660},[],{"categories":6662},[142],{"categories":6664},[142],{"categories":6666},[188],{"categories":6668},[142],{"categories":6670},[142],{"categories":6672},[155],{"categories":6674},[269],{"categories":6676},[],{"categories":6678},[],{"categories":6680},[166],{"categories":6682},[142],{"categories":6684},[142],{"categories":6686},[188],{"categories":6688},[142],{"categories":6690},[166],{"categories":6692},[188],{"categories":6694},[142],{"categories":6696},[142],{"categories":6698},[269],{"categories":6700},[191],{"categories":6702},[142],{"categories":6704},[142],{"categories":6706},[145],{"categories":6708},[155],{"categories":6710},[142],{"categories":6712},[142],{"categories":6714},[155],{"categories":6716},[150],{"categories":6718},[155],{"categories":6720},[166],{"categories":6722},[142],{"categories":6724},[150],{"categories":6726},[],{"categories":6728},[142],{"categories":6730},[191],{"categories":6732},[142],{"categories":6734},[142],{"categories":6736},[],{"categories":6738},[188],{"categories":6740},[142],{"categories":6742},[155],{"categories":6744},[191],{"categories":6746},[142],{"categories":6748},[166],{"categories":6750},[166],{"categories":6752},[166],{"categories":6754},[142],{"categories":6756},[155],{"categories":6758},[155],{"categories":6760},[142],{"categories":6762},[155],{"categories":6764},[142],{"categories":6766},[142],{"categories":6768},[240],{"categories":6770},[191],{"categories":6772},[191],{"categories":6774},[],{"categories":6776},[188],{"categories":6778},[142],{"categories":6780},[142],{"categories":6782},[166],{"categories":6784},[],{"categories":6786},[188],{"categories":6788},[188],{"categories":6790},[188],{"categories":6792},[],{"categories":6794},[155],{"categories":6796},[142],{"categories":6798},[],{"categories":6800},[145],{"categories":6802},[150],{"categories":6804},[],{"categories":6806},[142],{"categories":6808},[142],{"categories":6810},[],{"categories":6812},[166],{"categories":6814},[],{"categories":6816},[],{"categories":6818},[],{"categories":6820},[],{"categories":6822},[142],{"categories":6824},[188],{"categories":6826},[],{"categories":6828},[],{"categories":6830},[142],{"categories":6832},[142],{"categories":6834},[142],{"categories":6836},[191],{"categories":6838},[142],{"categories":6840},[191],{"categories":6842},[],{"categories":6844},[191],{"categories":6846},[191],{"categories":6848},[310],{"categories":6850},[155],{"categories":6852},[166],{"categories":6854},[],{"categories":6856},[],{"categories":6858},[191],{"categories":6860},[166],{"categories":6862},[166],{"categories":6864},[166],{"categories":6866},[],{"categories":6868},[145],{"categories":6870},[166],{"categories":6872},[166],{"categories":6874},[145],{"categories":6876},[166],{"categories":6878},[150],{"categories":6880},[166],{"categories":6882},[166],{"categories":6884},[166],{"categories":6886},[191],{"categories":6888},[188],{"categories":6890},[188],{"categories":6892},[142],{"categories":6894},[166],{"categories":6896},[191],{"categories":6898},[310],{"categories":6900},[191],{"categories":6902},[191],{"categories":6904},[191],{"categories":6906},[],{"categories":6908},[150],{"categories":6910},[],{"categories":6912},[310],{"categories":6914},[166],{"categories":6916},[166],{"categories":6918},[166],{"categories":6920},[155],{"categories":6922},[188,150],{"categories":6924},[191],{"categories":6926},[],{"categories":6928},[],{"categories":6930},[191],{"categories":6932},[],{"categories":6934},[191],{"categories":6936},[188],{"categories":6938},[155],{"categories":6940},[],{"categories":6942},[166],{"categories":6944},[142],{"categories":6946},[240],{"categories":6948},[],{"categories":6950},[142],{"categories":6952},[],{"categories":6954},[188],{"categories":6956},[145],{"categories":6958},[191],{"categories":6960},[],{"categories":6962},[166],{"categories":6964},[188],[6966,7041,7147,7245],{"id":6967,"title":6968,"ai":6969,"body":6974,"categories":7010,"created_at":99,"date_modified":99,"description":90,"extension":100,"faq":99,"featured":101,"kicker_label":99,"meta":7011,"navigation":118,"path":7026,"published_at":7027,"question":99,"scraped_at":7028,"seo":7029,"sitemap":7030,"source_id":7031,"source_name":7032,"source_type":126,"source_url":7033,"stem":7034,"tags":7035,"thumbnail_url":7036,"tldr":7037,"tweet":7038,"unknown_tags":7039,"__hash__":7040},"summaries\u002Fsummaries\u002F57e2f7d062c10c3b-building-the-digital-shopping-mall-the-whatnot-str-summary.md","Building the Digital Shopping Mall: The Whatnot Strategy",{"provider":7,"model":8,"input_tokens":6970,"output_tokens":6971,"processing_time_ms":6972,"cost_usd":6973},9263,1025,4467,0.00385325,{"type":14,"value":6975,"toc":7004},[6976,6980,6983,6987,6990,6994,6997,7001],[17,6977,6979],{"id":6978},"the-evolution-of-live-commerce","The Evolution of Live Commerce",[22,6981,6982],{},"Whatnot’s co-founder Grant LaFontaine views the platform not as a traditional e-commerce marketplace, but as a digital shopping mall. While traditional e-commerce is built for intent—where users search for a specific item they already know they want—Whatnot is built for discovery and entertainment. This distinction is critical: most users on the platform do not make a purchase on any given day. Instead, they spend an average of 95 minutes per day watching, chatting, and engaging with sellers. This high-engagement model mirrors the behavior of physical malls, where the experience of browsing and socializing is the primary draw, with commerce occurring as a natural byproduct.",[17,6984,6986],{"id":6985},"the-advantage-of-market-naivety","The Advantage of Market Naivety",[22,6988,6989],{},"LaFontaine argues that their lack of deep industry knowledge at the company's inception was a strategic asset rather than a liability. By not obsessing over existing market structures or trying to replicate legacy models like QVC, the team focused entirely on solving the friction points they observed in their own community. They noticed early adopters \"hacking\" social media to sell collectibles, but the experience was broken due to fragmented payments, shipping, and discovery. By building a purpose-built infrastructure for live interaction, they created a superior user experience that traditional marketplaces could not easily replicate.",[17,6991,6993],{"id":6992},"supply-side-dynamics-and-global-reach","Supply-Side Dynamics and Global Reach",[22,6995,6996],{},"Whatnot’s growth strategy relies on lowering the barrier to entry for sellers. By providing a platform where anyone can set up a shop for zero cost, they have enabled small businesses to reach global audiences that were previously inaccessible. This model is inherently demand-expansionary; because the live format allows for dynamic discovery, users are exposed to categories and items they didn't know they wanted. As the platform matures, it is moving beyond collectibles into fashion, food, and other retail categories, positioning itself to capture a significant share of the massive live commerce market, which currently accounts for 30-40% of all commerce in Asia but remains in the single digits in the US.",[17,6998,7000],{"id":6999},"scaling-through-human-connection","Scaling Through Human Connection",[22,7002,7003],{},"Despite the integration of AI to improve seller efficiency, LaFontaine emphasizes that the human element remains the core of the platform. The goal of their technology is to remove operational friction—such as shipping and payment logistics—so that sellers can focus entirely on the performance and community-building aspects of their live streams. The platform’s success is predicated on the idea that consumers prioritize enjoyment and value over the specific \"market\" label, allowing Whatnot to expand into diverse categories without losing its identity.",{"title":90,"searchDepth":91,"depth":91,"links":7005},[7006,7007,7008,7009],{"id":6978,"depth":91,"text":6979},{"id":6985,"depth":91,"text":6986},{"id":6992,"depth":91,"text":6993},{"id":6999,"depth":91,"text":7000},[98],{"content_references":7012,"triage":7022},[7013,7016,7019],{"type":105,"title":7014,"url":7015,"context":112},"Whatnot","https:\u002F\u002Fwhatnot.com",{"type":105,"title":7017,"url":7018,"context":112},"eBay","https:\u002F\u002Febay.com",{"type":105,"title":7020,"url":7021,"context":112},"Shopify","https:\u002F\u002Fshopify.com",{"relevance":7023,"novelty":7023,"quality":115,"actionability":91,"composite":7024,"reasoning":7025},3,3.05,"Category: Business & SaaS. The article discusses a unique approach to live commerce that emphasizes user engagement over traditional intent-based shopping, which could inform product strategy for AI-powered platforms. However, it lacks specific actionable insights or frameworks that the audience could directly implement.","\u002Fsummaries\u002F57e2f7d062c10c3b-building-the-digital-shopping-mall-the-whatnot-str-summary","2026-08-19 14:30:20","2026-08-20 03:12:30",{"title":6968,"description":90},{"loc":7026},"57e2f7d062c10c3b","a16z (Andreessen Horowitz)","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=XqEr7hk89HY","summaries\u002F57e2f7d062c10c3b-building-the-digital-shopping-mall-the-whatnot-str-summary",[131,130,133,132],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FXqEr7hk89HY\u002Fhqdefault.jpg","Whatnot is scaling live commerce by prioritizing entertainment and discovery over intent-based shopping, effectively creating a digital mall where users spend 95 minutes a day.","This is a standard founder-led interview where the Whatnot CEO recounts the company's origin story and its evolution from a niche collectibles app into a broader live-shopping platform. It functions primarily as a high-level brand narrative rather than a technical or tactical breakdown of their operations.",[],"y2J5EBuvoyPry_qxLmr12z7mZr-TAw37gG-_9W4y1LM",{"id":7042,"title":7043,"ai":7044,"body":7049,"categories":7119,"created_at":99,"date_modified":99,"description":90,"extension":100,"faq":99,"featured":101,"kicker_label":99,"meta":7120,"navigation":118,"path":7134,"published_at":7135,"question":99,"scraped_at":7135,"seo":7136,"sitemap":7137,"source_id":7138,"source_name":7139,"source_type":7140,"source_url":7141,"stem":7142,"tags":7143,"thumbnail_url":99,"tldr":7144,"tweet":99,"unknown_tags":7145,"__hash__":7146},"summaries\u002Fsummaries\u002Fb19ec562c455e753-openai-s-strategy-for-integrating-ads-into-chatgpt-summary.md","OpenAI's Strategy for Integrating Ads into ChatGPT",{"provider":7,"model":8,"input_tokens":7045,"output_tokens":7046,"processing_time_ms":7047,"cost_usd":7048},5568,607,2952,0.0023025,{"type":14,"value":7050,"toc":7113},[7051,7055,7058,7062,7065,7085,7089,7092,7106,7110],[17,7052,7054],{"id":7053},"the-business-case-for-ai-advertising","The Business Case for AI Advertising",[22,7056,7057],{},"OpenAI is introducing advertising to its Free and Go subscription tiers to offset the high infrastructure costs associated with providing broad access to powerful AI models. The core objective is to maintain high-quality, free, or low-cost access for hundreds of millions of users without compromising the product experience. To preserve the value of premium tiers, ads are excluded from Plus, Pro, Business, Enterprise, and Education plans. Users on free tiers also have the option to opt out of ads, though this may result in fewer daily free messages.",[17,7059,7061],{"id":7060},"maintaining-user-trust-and-privacy","Maintaining User Trust and Privacy",[22,7063,7064],{},"OpenAI’s approach to advertising is built on strict separation between organic model output and sponsored content. Key safeguards include:",[33,7066,7067,7073,7079],{},[36,7068,7069,7072],{},[39,7070,7071],{},"Answer Independence:"," Ads are clearly labeled and visually separated from AI-generated answers. The model’s responses are optimized for helpfulness, not ad performance.",[36,7074,7075,7078],{},[39,7076,7077],{},"Data Privacy:"," Advertisers do not have access to user conversations, chat history, or personal details. They only receive aggregate performance metrics like view counts and clicks.",[36,7080,7081,7084],{},[39,7082,7083],{},"Contextual Guardrails:"," Ads are not displayed to users predicted to be under 18, nor are they permitted near sensitive topics such as health, mental health, or politics.",[17,7086,7088],{"id":7087},"user-control-and-experience","User Control and Experience",[22,7090,7091],{},"To ensure the integration feels additive rather than disruptive, OpenAI provides granular controls. Users can:",[33,7093,7094,7097,7100,7103],{},[36,7095,7096],{},"Dismiss specific ads and provide feedback.",[36,7098,7099],{},"View the history of ads they have encountered.",[36,7101,7102],{},"Manage ad personalization settings.",[36,7104,7105],{},"Delete ad-related data with a single tap.",[17,7107,7109],{"id":7108},"future-evolution","Future Evolution",[22,7111,7112],{},"OpenAI is currently in a testing phase, expanding from the U.S. to international markets including Canada, Australia, New Zealand, the U.K., Mexico, Brazil, Japan, and South Korea. The company plans to evolve its advertising program over time by introducing new formats, objectives, and buying models, while maintaining a deliberate approach to advertiser vetting to prevent scams and misleading content.",{"title":90,"searchDepth":91,"depth":91,"links":7114},[7115,7116,7117,7118],{"id":7053,"depth":91,"text":7054},{"id":7060,"depth":91,"text":7061},{"id":7087,"depth":91,"text":7088},{"id":7108,"depth":91,"text":7109},[98],{"content_references":7121,"triage":7131},[7122,7128],{"type":7123,"title":7124,"author":7125,"url":7126,"context":7127},"other","Our approach to advertising and expanding access","OpenAI","https:\u002F\u002Fopenai.com\u002Findex\u002Four-approach-to-advertising-and-expanding-access\u002F","cited",{"type":105,"title":7129,"url":7130,"context":108},"OpenAI Advertisers Portal","https:\u002F\u002Fopenai.com\u002Fadvertisers\u002F",{"relevance":115,"novelty":7023,"quality":115,"actionability":7023,"composite":7132,"reasoning":7133},3.6,"Category: Business & SaaS. The article discusses OpenAI's strategy for integrating ads into ChatGPT, which directly relates to product strategy and business models in AI. It provides insights into user privacy and control, which are relevant for product-minded builders, though it lacks specific actionable steps for implementation.","\u002Fsummaries\u002Fb19ec562c455e753-openai-s-strategy-for-integrating-ads-into-chatgpt-summary","2026-08-12 03:21:28",{"title":7043,"description":90},{"loc":7134},"b19ec562c455e753","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Ftesting-ads-in-chatgpt","summaries\u002Fb19ec562c455e753-openai-s-strategy-for-integrating-ads-into-chatgpt-summary",[131,130,133,132],"OpenAI is testing non-intrusive, privacy-focused advertising in ChatGPT to fund free access while ensuring ads remain separate from model outputs and user data.",[],"3qZYV-Bg7w5dQIT8uiYurrL5bokmpY5Djwcc3TzgoKE",{"id":7148,"title":7149,"ai":7150,"body":7155,"categories":7226,"created_at":99,"date_modified":99,"description":90,"extension":100,"faq":99,"featured":101,"kicker_label":99,"meta":7227,"navigation":118,"path":7234,"published_at":7235,"question":99,"scraped_at":7235,"seo":7236,"sitemap":7237,"source_id":7238,"source_name":7139,"source_type":7140,"source_url":7239,"stem":7240,"tags":7241,"thumbnail_url":99,"tldr":7242,"tweet":99,"unknown_tags":7243,"__hash__":7244},"summaries\u002Fsummaries\u002F4a1a2edfc53fbcf8-openai-launches-150m-partner-network-for-enterpris-summary.md","OpenAI Launches $150M Partner Network for Enterprise AI",{"provider":7,"model":8,"input_tokens":7151,"output_tokens":7152,"processing_time_ms":7153,"cost_usd":7154},8048,541,2805,0.0028235,{"type":14,"value":7156,"toc":7221},[7157,7161,7164,7168,7171,7191,7195,7198,7218],[17,7158,7160],{"id":7159},"bridging-the-gap-between-ai-potential-and-enterprise-reality","Bridging the Gap Between AI Potential and Enterprise Reality",[22,7162,7163],{},"OpenAI has identified that the primary bottleneck for enterprise AI adoption is no longer the capability of the models themselves, but the organizational challenge of identifying use cases, redesigning workflows, and managing change at scale. To address this, the company is launching the OpenAI Partner Network, a $150 million initiative designed to foster an ecosystem of systems integrators, management consultants, and technology partners.",[17,7165,7167],{"id":7166},"program-structure-and-scaling","Program Structure and Scaling",[22,7169,7170],{},"The network is built on a tiered system—Select, Advanced, and Elite—which rewards partners based on sales performance, technical capability, and deployment experience. To ensure the ecosystem remains current with rapid product cycles, OpenAI is introducing:",[33,7172,7173,7179,7185],{},[36,7174,7175,7178],{},[39,7176,7177],{},"Specializations:"," Partners can earn badges in high-impact areas like Codex, cybersecurity, and AI agents to help customers identify specific expertise.",[36,7180,7181,7184],{},[39,7182,7183],{},"Forward Deployed Experts:"," A pilot program that aligns partner practitioners directly with OpenAI’s internal engineering teams to facilitate complex, mission-critical deployments.",[36,7186,7187,7190],{},[39,7188,7189],{},"Mass Enablement:"," A goal to train and certify 300,000 consultants by the end of 2026 to ensure global delivery capacity.",[17,7192,7194],{"id":7193},"real-world-impact","Real-World Impact",[22,7196,7197],{},"The program emphasizes that successful AI transformation requires more than just API access; it requires deep industry-specific integration. Early collaborations demonstrate this approach:",[33,7199,7200,7206,7212],{},[36,7201,7202,7205],{},[39,7203,7204],{},"Paychex & Bain:"," Achieved an 80% reduction in wait times and a 30% reduction in effort for payroll workflows.",[36,7207,7208,7211],{},[39,7209,7210],{},"eBay & Artium:"," Developed a next-generation customer service platform blending human expertise with AI agents.",[36,7213,7214,7217],{},[39,7215,7216],{},"Agilent & BCG:"," Focused on accelerating AI deployment across intelligent instruments and services.",[22,7219,7220],{},"By formalizing these relationships, OpenAI aims to move beyond pilot projects to enterprise-wide, production-scale AI adoption.",{"title":90,"searchDepth":91,"depth":91,"links":7222},[7223,7224,7225],{"id":7159,"depth":91,"text":7160},{"id":7166,"depth":91,"text":7167},{"id":7193,"depth":91,"text":7194},[150],{"content_references":7228,"triage":7232},[7229],{"type":105,"title":7230,"url":7231,"context":108},"OpenAI Partner Network","https:\u002F\u002Fopenai.com\u002Fbusiness\u002Fpartners",{"relevance":115,"novelty":7023,"quality":115,"actionability":7023,"composite":7132,"reasoning":7233},"Category: Business & SaaS. The article discusses OpenAI's Partner Network, which addresses the organizational challenges of AI adoption, a key pain point for product builders. It provides specific examples of partnerships that illustrate real-world applications, though it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F4a1a2edfc53fbcf8-openai-launches-150m-partner-network-for-enterpris-summary","2026-06-15 12:57:05",{"title":7149,"description":90},{"loc":7234},"4a1a2edfc53fbcf8","https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-openai-partner-network","summaries\u002F4a1a2edfc53fbcf8-openai-launches-150m-partner-network-for-enterpris-summary",[131,130,133,132],"OpenAI is launching a $150 million partner program to help enterprises bridge the gap between AI model capabilities and real-world deployment, aiming to train 300,000 certified consultants by the end of 2026.",[],"UybslAd0lXv93xa1dvEZdPaHCSzMpQR1SBu93mgmtRI",{"id":7246,"title":7247,"ai":7248,"body":7253,"categories":7281,"created_at":99,"date_modified":99,"description":90,"extension":100,"faq":99,"featured":101,"kicker_label":99,"meta":7282,"navigation":118,"path":7291,"published_at":7292,"question":99,"scraped_at":7293,"seo":7294,"sitemap":7295,"source_id":7296,"source_name":7297,"source_type":7140,"source_url":7298,"stem":7299,"tags":7300,"thumbnail_url":99,"tldr":7301,"tweet":99,"unknown_tags":7302,"__hash__":7303},"summaries\u002Fsummaries\u002F939849a9cc35e469-using-ai-to-transform-sports-data-into-fan-engagem-summary.md","Using AI to Transform Sports Data into Fan Engagement",{"provider":7,"model":8,"input_tokens":7249,"output_tokens":7250,"processing_time_ms":7251,"cost_usd":7252},6409,533,3043,0.00240175,{"type":14,"value":7254,"toc":7276},[7255,7259,7262,7266,7269,7273],[17,7256,7258],{"id":7257},"transforming-raw-telemetry-into-narrative","Transforming Raw Telemetry into Narrative",[22,7260,7261],{},"Formula One teams process millions of data points per second during races. Ferrari’s partnership with IBM focuses on bridging the gap between this raw technical data and fan experience. By leveraging enterprise AI, the team is moving away from static race updates toward a dynamic, storytelling-driven app. This includes AI-generated race summaries, behind-the-scenes content, and interactive features like predictive gaming and an AI-powered companion for fan inquiries. This strategy aims to maintain engagement throughout the entire year, rather than just during race weekends.",[17,7263,7265],{"id":7264},"data-driven-personalization-and-loyalty","Data-Driven Personalization and Loyalty",[22,7267,7268],{},"To address a diversifying global audience—which now includes a significant percentage of Gen Z and female fans—Ferrari is using AI to analyze engagement signals. By tracking which content resonates and monitoring the sentiment of fan interactions, the team can refine its content delivery. This feedback loop allows the team to tailor experiences to individual preferences, aiming to make every fan feel the app was built specifically for them. The effectiveness of this approach is evidenced by a 62% increase in engagement over race weekends since the implementation of these AI-enhanced features.",[17,7270,7272],{"id":7271},"strategic-fan-development","Strategic Fan Development",[22,7274,7275],{},"Ferrari’s approach highlights a shift in sports marketing where teams are prioritizing owned platforms over third-party social media. By appointing a dedicated \"head of fan development\" and focusing on localized, interactive content (such as offering the app in Italian for the first time), the team is building a direct, loyal relationship with its fanbase. The long-term goal is to leverage AI to deliver increasingly granular data and personalized insights, ensuring that both long-time supporters and new fans remain deeply connected to the team's narrative.",{"title":90,"searchDepth":91,"depth":91,"links":7277},[7278,7279,7280],{"id":7257,"depth":91,"text":7258},{"id":7264,"depth":91,"text":7265},{"id":7271,"depth":91,"text":7272},[98],{"content_references":7283,"triage":7289},[7284,7286],{"type":105,"title":7285,"context":112},"Scuderia Ferrari HP Fan App",{"type":7123,"title":7287,"publisher":7288,"context":112},"Drive to Survive","Netflix",{"relevance":115,"novelty":7023,"quality":115,"actionability":7023,"composite":7132,"reasoning":7290},"Category: Marketing & Growth. The article discusses how Ferrari uses AI to enhance fan engagement through personalized storytelling, addressing a specific audience pain point of leveraging AI for growth. It provides insights into the strategies employed but lacks detailed frameworks or techniques that the audience could directly implement.","\u002Fsummaries\u002F939849a9cc35e469-using-ai-to-transform-sports-data-into-fan-engagem-summary","2026-05-23 15:08:00","2026-05-23 19:02:02",{"title":7247,"description":90},{"loc":7291},"939849a9cc35e469","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F23\u002Fferrari-is-using-ai-to-create-f1-superfans\u002F","summaries\u002F939849a9cc35e469-using-ai-to-transform-sports-data-into-fan-engagem-summary",[131,133,132],"Scuderia Ferrari is partnering with IBM to overhaul its fan app, using AI to convert complex race-day telemetry into personalized, year-round storytelling experiences that have increased engagement by 62%.",[],"KVz1sZV9fu2SJT5EYS1fEgc_PpjJipg0agvMzywBlRc"]