[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-2a5c0cad5d8b2f9d-scaling-ai-workflows-with-chatgpt-business-premium-summary":3,"summaries-facets-categories":97,"summary-related-2a5c0cad5d8b2f9d-scaling-ai-workflows-with-chatgpt-business-premium-summary":6353},{"id":4,"title":5,"ai":6,"body":13,"categories":64,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":69,"navigation":81,"path":82,"published_at":83,"question":66,"scraped_at":83,"seo":84,"sitemap":85,"source_id":86,"source_name":87,"source_type":88,"source_url":74,"stem":89,"tags":90,"thumbnail_url":66,"tldr":94,"tweet":66,"unknown_tags":95,"__hash__":96},"summaries\u002Fsummaries\u002F2a5c0cad5d8b2f9d-scaling-ai-workflows-with-chatgpt-business-premium-summary.md","Scaling AI Workflows with ChatGPT Business Premium Seats",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4451,508,2428,0.00187475,{"type":14,"value":15,"toc":58},"minimark",[16,21,25,28,45,48,52,55],[17,18,20],"h2",{"id":19},"tiered-ai-capacity-for-teams","Tiered AI Capacity for Teams",[22,23,24],"p",{},"OpenAI has introduced a tiered seat structure for ChatGPT Business to accommodate varying levels of AI dependency within organizations. The new 'Premium' seat is designed for power users—such as developers working on large codebases or marketers building comprehensive campaigns—who require higher throughput than the standard offering.",[22,26,27],{},"Key differences between the tiers include:",[29,30,31,39],"ul",{},[32,33,34,38],"li",{},[35,36,37],"strong",{},"Standard Seats:"," Priced at $25\u002Fuser\u002Fmonth (or $20 annually), maintaining the existing service level.",[32,40,41,44],{},[35,42,43],{},"Premium Seats:"," Priced at $125\u002Fuser\u002Fmonth (or $100 annually), providing 5x the usage capacity of a standard seat and removing the standard five-hour usage limit.",[22,46,47],{},"This model allows workspace administrators to mix and match seat types within a single workspace, preventing the need for fragmented subscriptions or separate administrative overhead while ensuring that high-intensity users do not experience workflow interruptions.",[17,49,51],{"id":50},"managing-usage-and-incentives","Managing Usage and Incentives",[22,53,54],{},"To provide further flexibility, businesses can supplement their base seats with shared workspace credits if they hit usage limits. This allows for a centralized, scalable approach to AI consumption.",[22,56,57],{},"To encourage adoption, OpenAI is running a limited-time promotion ending August 20, 2026. Eligible workspace owners who sign up early can receive $100 in workspace credits (2,500 credits) for every Premium seat added, capped at $500 for five seats. Selected early sign-ups may also receive priority access to the feature before it reaches general availability.",{"title":59,"searchDepth":60,"depth":60,"links":61},"",2,[62,63],{"id":19,"depth":60,"text":20},{"id":50,"depth":60,"text":51},[65],"Business & SaaS",null,"md",false,{"content_references":70,"triage":76},[71],{"type":72,"title":73,"url":74,"context":75},"tool","ChatGPT Business","https:\u002F\u002Fopenai.com\u002Findex\u002Fpremium-seats-chatgpt-business","mentioned",{"relevance":77,"novelty":78,"quality":77,"actionability":78,"composite":79,"reasoning":80},4,3,3.6,"Category: Business & SaaS. The article discusses a new pricing model for ChatGPT Business that directly impacts how teams can scale their AI workflows, addressing a pain point for technical founders and indie builders looking for efficient AI solutions. It provides specific details about the tiered seat structure and promotional incentives, making it relevant and actionable for organizations considering AI integration.",true,"\u002Fsummaries\u002F2a5c0cad5d8b2f9d-scaling-ai-workflows-with-chatgpt-business-premium-summary","2026-08-11 03:21:41",{"title":5,"description":59},{"loc":82},"2a5c0cad5d8b2f9d","OpenAI News","article","summaries\u002F2a5c0cad5d8b2f9d-scaling-ai-workflows-with-chatgpt-business-premium-summary",[91,92,93],"ai-tools","saas","product-strategy","OpenAI is introducing 'Premium' seats for ChatGPT Business, offering 5x higher usage limits and no five-hour cap for $125\u002Fuser\u002Fmonth to support power users and complex projects.",[],"gvrsiGK-4UWMshBoAEEDYNxpp6qbtl1vBveUpVWxMDU",[98,101,104,106,108,110,113,116,118,120,122,125,127,129,131,133,136,138,140,142,144,147,149,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,190,193,195,197,199,201,203,205,207,209,211,213,215,217,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,257,259,261,263,265,267,269,271,273,275,277,279,281,283,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,347,349,351,353,355,357,359,361,363,365,367,370,372,374,376,378,380,382,384,386,388,390,392,394,396,399,401,403,405,407,409,411,413,415,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,473,475,477,480,482,484,486,488,490,492,494,496,498,500,502,504,506,509,511,513,515,517,519,521,523,525,527,529,531,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,797,799,801,803,805,808,810,812,814,816,818,820,822,824,826,828,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351],{"categories":99},[100],"AI & LLMs",{"categories":102},[103],"Developer Productivity",{"categories":105},[100],{"categories":107},[65],{"categories":109},[100],{"categories":111},[112],"AI Automation",{"categories":114},[115],"Product Strategy",{"categories":117},[100],{"categories":119},[103],{"categories":121},[112],{"categories":123},[124],"Software Engineering",{"categories":126},[100],{"categories":128},[65],{"categories":130},[],{"categories":132},[100],{"categories":134},[135],"Inference & Serving",{"categories":137},[100],{"categories":139},[100],{"categories":141},[112],{"categories":143},[],{"categories":145},[146],"AI News & Trends",{"categories":148},[112],{"categories":150},[100],{"categories":152},[100],{"categories":154},[65],{"categories":156},[103],{"categories":158},[100],{"categories":160},[112],{"categories":162},[146],{"categories":164},[112],{"categories":166},[112],{"categories":168},[100],{"categories":170},[112],{"categories":172},[100],{"categories":174},[100],{"categories":176},[100],{"categories":178},[146],{"categories":180},[100],{"categories":182},[100],{"categories":184},[100],{"categories":186},[],{"categories":188},[189],"Design & Frontend",{"categories":191},[192],"Data Science & Visualization",{"categories":194},[146],{"categories":196},[100],{"categories":198},[100],{"categories":200},[100],{"categories":202},[],{"categories":204},[100],{"categories":206},[100],{"categories":208},[112],{"categories":210},[124],{"categories":212},[100],{"categories":214},[112],{"categories":216},[100],{"categories":218},[219],"Marketing & Growth",{"categories":221},[189],{"categories":223},[100],{"categories":225},[112],{"categories":227},[100],{"categories":229},[124],{"categories":231},[],{"categories":233},[],{"categories":235},[189],{"categories":237},[100],{"categories":239},[112],{"categories":241},[103],{"categories":243},[124],{"categories":245},[112],{"categories":247},[189],{"categories":249},[115],{"categories":251},[100],{"categories":253},[124],{"categories":255},[256],"DevOps & Cloud",{"categories":258},[112],{"categories":260},[115],{"categories":262},[146],{"categories":264},[100],{"categories":266},[],{"categories":268},[100],{"categories":270},[100],{"categories":272},[],{"categories":274},[112],{"categories":276},[124],{"categories":278},[],{"categories":280},[124],{"categories":282},[100],{"categories":284},[285],"Governance & Standards",{"categories":287},[65],{"categories":289},[],{"categories":291},[],{"categories":293},[100],{"categories":295},[100],{"categories":297},[112],{"categories":299},[100],{"categories":301},[100],{"categories":303},[112],{"categories":305},[100],{"categories":307},[100],{"categories":309},[100],{"categories":311},[],{"categories":313},[124],{"categories":315},[],{"categories":317},[],{"categories":319},[100],{"categories":321},[124],{"categories":323},[],{"categories":325},[124],{"categories":327},[100],{"categories":329},[100],{"categories":331},[219],{"categories":333},[100],{"categories":335},[189],{"categories":337},[189],{"categories":339},[100],{"categories":341},[124],{"categories":343},[112],{"categories":345},[346],"GovTech & Public-Sector Adoption",{"categories":348},[124],{"categories":350},[100],{"categories":352},[100],{"categories":354},[100],{"categories":356},[112],{"categories":358},[112],{"categories":360},[192],{"categories":362},[100],{"categories":364},[146],{"categories":366},[112],{"categories":368},[369],"Legal AI Tools",{"categories":371},[100],{"categories":373},[112],{"categories":375},[219],{"categories":377},[112],{"categories":379},[115],{"categories":381},[124],{"categories":383},[346],{"categories":385},[],{"categories":387},[112],{"categories":389},[],{"categories":391},[65],{"categories":393},[112],{"categories":395},[112],{"categories":397},[398],"RAG & Retrieval",{"categories":400},[65],{"categories":402},[100],{"categories":404},[124],{"categories":406},[124],{"categories":408},[256],{"categories":410},[189],{"categories":412},[100],{"categories":414},[],{"categories":416},[417],"Agents & Orchestration",{"categories":419},[124],{"categories":421},[100],{"categories":423},[],{"categories":425},[112],{"categories":427},[65],{"categories":429},[],{"categories":431},[100],{"categories":433},[],{"categories":435},[100],{"categories":437},[103],{"categories":439},[124],{"categories":441},[65],{"categories":443},[100],{"categories":445},[112],{"categories":447},[100],{"categories":449},[146],{"categories":451},[100],{"categories":453},[],{"categories":455},[100],{"categories":457},[],{"categories":459},[124],{"categories":461},[100],{"categories":463},[192],{"categories":465},[],{"categories":467},[100],{"categories":469},[189],{"categories":471},[472],"Models & Frontier Labs",{"categories":474},[],{"categories":476},[189],{"categories":478},[479],"Regulation & Governance of AI",{"categories":481},[112],{"categories":483},[],{"categories":485},[100],{"categories":487},[100],{"categories":489},[112],{"categories":491},[146],{"categories":493},[65],{"categories":495},[100],{"categories":497},[],{"categories":499},[124],{"categories":501},[112],{"categories":503},[100],{"categories":505},[115],{"categories":507},[508],"AI Policy & Regulation",{"categories":510},[],{"categories":512},[100],{"categories":514},[112],{"categories":516},[115],{"categories":518},[112],{"categories":520},[100],{"categories":522},[100],{"categories":524},[100],{"categories":526},[112],{"categories":528},[],{"categories":530},[192],{"categories":532},[533],"Evals & Reliability",{"categories":535},[100],{"categories":537},[],{"categories":539},[103],{"categories":541},[346],{"categories":543},[508],{"categories":545},[100],{"categories":547},[65],{"categories":549},[100],{"categories":551},[112],{"categories":553},[100],{"categories":555},[112],{"categories":557},[417],{"categories":559},[100],{"categories":561},[124],{"categories":563},[100],{"categories":565},[],{"categories":567},[],{"categories":569},[100],{"categories":571},[346],{"categories":573},[100],{"categories":575},[100],{"categories":577},[100],{"categories":579},[],{"categories":581},[189],{"categories":583},[],{"categories":585},[100],{"categories":587},[],{"categories":589},[112],{"categories":591},[100],{"categories":593},[189],{"categories":595},[],{"categories":597},[100],{"categories":599},[112],{"categories":601},[100],{"categories":603},[65],{"categories":605},[112],{"categories":607},[100],{"categories":609},[100],{"categories":611},[124],{"categories":613},[189],{"categories":615},[100],{"categories":617},[112],{"categories":619},[],{"categories":621},[124],{"categories":623},[112],{"categories":625},[192],{"categories":627},[],{"categories":629},[100],{"categories":631},[146],{"categories":633},[100],{"categories":635},[],{"categories":637},[100],{"categories":639},[100],{"categories":641},[100],{"categories":643},[65,219],{"categories":645},[],{"categories":647},[100],{"categories":649},[100],{"categories":651},[112],{"categories":653},[100],{"categories":655},[],{"categories":657},[],{"categories":659},[100],{"categories":661},[189],{"categories":663},[100],{"categories":665},[],{"categories":667},[100],{"categories":669},[256],{"categories":671},[],{"categories":673},[112],{"categories":675},[146],{"categories":677},[100],{"categories":679},[100],{"categories":681},[189],{"categories":683},[],{"categories":685},[146],{"categories":687},[100],{"categories":689},[135],{"categories":691},[100],{"categories":693},[112],{"categories":695},[146],{"categories":697},[472],{"categories":699},[100],{"categories":701},[219],{"categories":703},[],{"categories":705},[112],{"categories":707},[65],{"categories":709},[124],{"categories":711},[100],{"categories":713},[112],{"categories":715},[],{"categories":717},[100,256],{"categories":719},[100],{"categories":721},[100],{"categories":723},[100],{"categories":725},[112],{"categories":727},[100,124],{"categories":729},[192],{"categories":731},[100],{"categories":733},[100],{"categories":735},[124],{"categories":737},[100],{"categories":739},[112],{"categories":741},[508],{"categories":743},[219],{"categories":745},[100],{"categories":747},[112],{"categories":749},[100],{"categories":751},[100],{"categories":753},[112],{"categories":755},[],{"categories":757},[112],{"categories":759},[100],{"categories":761},[100],{"categories":763},[112],{"categories":765},[100],{"categories":767},[100,65],{"categories":769},[65],{"categories":771},[],{"categories":773},[189],{"categories":775},[189],{"categories":777},[100],{"categories":779},[],{"categories":781},[],{"categories":783},[146],{"categories":785},[],{"categories":787},[103],{"categories":789},[100],{"categories":791},[124],{"categories":793},[100],{"categories":795},[796],"Generative UI & Design-to-Code",{"categories":798},[100],{"categories":800},[100],{"categories":802},[189],{"categories":804},[100],{"categories":806},[807],"Algorithmic Accountability",{"categories":809},[112],{"categories":811},[124],{"categories":813},[146],{"categories":815},[189],{"categories":817},[],{"categories":819},[115],{"categories":821},[100],{"categories":823},[100],{"categories":825},[100],{"categories":827},[112],{"categories":829},[830],"MLOps & Infrastructure",{"categories":832},[100],{"categories":834},[100],{"categories":836},[100],{"categories":838},[100],{"categories":840},[100],{"categories":842},[146],{"categories":844},[115],{"categories":846},[103],{"categories":848},[100],{"categories":850},[112],{"categories":852},[256],{"categories":854},[100],{"categories":856},[65],{"categories":858},[100],{"categories":860},[189],{"categories":862},[100],{"categories":864},[100],{"categories":866},[112],{"categories":868},[],{"categories":870},[],{"categories":872},[100],{"categories":874},[135],{"categories":876},[189],{"categories":878},[146],{"categories":880},[192],{"categories":882},[],{"categories":884},[100],{"categories":886},[100],{"categories":888},[65],{"categories":890},[112],{"categories":892},[100],{"categories":894},[100],{"categories":896},[100],{"categories":898},[146],{"categories":900},[135],{"categories":902},[100],{"categories":904},[189],{"categories":906},[100],{"categories":908},[],{"categories":910},[112],{"categories":912},[124],{"categories":914},[],{"categories":916},[100],{"categories":918},[100],{"categories":920},[112],{"categories":922},[124],{"categories":924},[100],{"categories":926},[192],{"categories":928},[],{"categories":930},[100],{"categories":932},[],{"categories":934},[100],{"categories":936},[],{"categories":938},[115],{"categories":940},[65],{"categories":942},[112],{"categories":944},[112],{"categories":946},[],{"categories":948},[103],{"categories":950},[100],{"categories":952},[100],{"categories":954},[65],{"categories":956},[146],{"categories":958},[103],{"categories":960},[],{"categories":962},[100],{"categories":964},[],{"categories":966},[],{"categories":968},[146],{"categories":970},[146],{"categories":972},[],{"categories":974},[417],{"categories":976},[100],{"categories":978},[189],{"categories":980},[124],{"categories":982},[],{"categories":984},[369],{"categories":986},[112],{"categories":988},[65],{"categories":990},[],{"categories":992},[],{"categories":994},[103],{"categories":996},[192],{"categories":998},[],{"categories":1000},[219],{"categories":1002},[112],{"categories":1004},[65],{"categories":1006},[112],{"categories":1008},[65],{"categories":1010},[100],{"categories":1012},[124],{"categories":1014},[],{"categories":1016},[135],{"categories":1018},[115],{"categories":1020},[100],{"categories":1022},[189],{"categories":1024},[124],{"categories":1026},[65],{"categories":1028},[100],{"categories":1030},[112],{"categories":1032},[65],{"categories":1034},[100],{"categories":1036},[100],{"categories":1038},[100],{"categories":1040},[100],{"categories":1042},[],{"categories":1044},[],{"categories":1046},[124],{"categories":1048},[192],{"categories":1050},[115],{"categories":1052},[100],{"categories":1054},[112],{"categories":1056},[124],{"categories":1058},[100],{"categories":1060},[],{"categories":1062},[146],{"categories":1064},[115],{"categories":1066},[124],{"categories":1068},[100],{"categories":1070},[533],{"categories":1072},[256],{"categories":1074},[],{"categories":1076},[112],{"categories":1078},[],{"categories":1080},[103],{"categories":1082},[],{"categories":1084},[100],{"categories":1086},[100],{"categories":1088},[100],{"categories":1090},[189],{"categories":1092},[219],{"categories":1094},[100],{"categories":1096},[124],{"categories":1098},[112],{"categories":1100},[],{"categories":1102},[124],{"categories":1104},[100],{"categories":1106},[103],{"categories":1108},[],{"categories":1110},[65],{"categories":1112},[100],{"categories":1114},[146],{"categories":1116},[100,256],{"categories":1118},[100],{"categories":1120},[1121],"Design Systems for AI",{"categories":1123},[100],{"categories":1125},[100],{"categories":1127},[146],{"categories":1129},[100],{"categories":1131},[100],{"categories":1133},[100],{"categories":1135},[65],{"categories":1137},[100],{"categories":1139},[100],{"categories":1141},[100],{"categories":1143},[],{"categories":1145},[100],{"categories":1147},[100],{"categories":1149},[65],{"categories":1151},[100],{"categories":1153},[],{"categories":1155},[112],{"categories":1157},[124],{"categories":1159},[146],{"categories":1161},[124],{"categories":1163},[100],{"categories":1165},[189],{"categories":1167},[146],{"categories":1169},[192],{"categories":1171},[100],{"categories":1173},[100],{"categories":1175},[112],{"categories":1177},[103],{"categories":1179},[508],{"categories":1181},[100],{"categories":1183},[112],{"categories":1185},[100],{"categories":1187},[124],{"categories":1189},[124],{"categories":1191},[],{"categories":1193},[],{"categories":1195},[112],{"categories":1197},[115],{"categories":1199},[],{"categories":1201},[65],{"categories":1203},[100],{"categories":1205},[],{"categories":1207},[189],{"categories":1209},[112],{"categories":1211},[124],{"categories":1213},[189],{"categories":1215},[100],{"categories":1217},[100],{"categories":1219},[189],{"categories":1221},[],{"categories":1223},[],{"categories":1225},[146],{"categories":1227},[112],{"categories":1229},[112],{"categories":1231},[100],{"categories":1233},[100],{"categories":1235},[100],{"categories":1237},[100],{"categories":1239},[65],{"categories":1241},[100],{"categories":1243},[100],{"categories":1245},[],{"categories":1247},[124],{"categories":1249},[124],{"categories":1251},[100],{"categories":1253},[124],{"categories":1255},[65],{"categories":1257},[],{"categories":1259},[100],{"categories":1261},[100],{"categories":1263},[100],{"categories":1265},[100],{"categories":1267},[100],{"categories":1269},[112],{"categories":1271},[103],{"categories":1273},[65],{"categories":1275},[100],{"categories":1277},[146],{"categories":1279},[112],{"categories":1281},[135],{"categories":1283},[219],{"categories":1285},[100],{"categories":1287},[112],{"categories":1289},[100],{"categories":1291},[],{"categories":1293},[189],{"categories":1295},[],{"categories":1297},[100],{"categories":1299},[100],{"categories":1301},[],{"categories":1303},[124],{"categories":1305},[65],{"categories":1307},[1308],"Visual & Generative Media",{"categories":1310},[112],{"categories":1312},[],{"categories":1314},[100],{"categories":1316},[100],{"categories":1318},[124],{"categories":1320},[256],{"categories":1322},[192],{"categories":1324},[508],{"categories":1326},[124],{"categories":1328},[219],{"categories":1330},[100],{"categories":1332},[189],{"categories":1334},[100],{"categories":1336},[100],{"categories":1338},[124],{"categories":1340},[112],{"categories":1342},[100],{"categories":1344},[],{"categories":1346},[],{"categories":1348},[112],{"categories":1350},[124],{"categories":1352},[103],{"categories":1354},[112],{"categories":1356},[472],{"categories":1358},[100],{"categories":1360},[115],{"categories":1362},[100],{"categories":1364},[65],{"categories":1366},[],{"categories":1368},[100],{"categories":1370},[115],{"categories":1372},[100],{"categories":1374},[100],{"categories":1376},[100],{"categories":1378},[115],{"categories":1380},[100],{"categories":1382},[100],{"categories":1384},[219],{"categories":1386},[100],{"categories":1388},[417],{"categories":1390},[100],{"categories":1392},[112],{"categories":1394},[100],{"categories":1396},[100],{"categories":1398},[100],{"categories":1400},[100],{"categories":1402},[189],{"categories":1404},[112],{"categories":1406},[],{"categories":1408},[112],{"categories":1410},[],{"categories":1412},[256],{"categories":1414},[124],{"categories":1416},[],{"categories":1418},[472],{"categories":1420},[100],{"categories":1422},[112],{"categories":1424},[100],{"categories":1426},[189,100],{"categories":1428},[103],{"categories":1430},[100],{"categories":1432},[],{"categories":1434},[100],{"categories":1436},[103],{"categories":1438},[1439],"Medical Imaging & Radiology",{"categories":1441},[100],{"categories":1443},[189],{"categories":1445},[112],{"categories":1447},[124],{"categories":1449},[],{"categories":1451},[100],{"categories":1453},[100],{"categories":1455},[100],{"categories":1457},[],{"categories":1459},[],{"categories":1461},[100],{"categories":1463},[417],{"categories":1465},[100],{"categories":1467},[103],{"categories":1469},[100],{"categories":1471},[100],{"categories":1473},[],{"categories":1475},[112],{"categories":1477},[100],{"categories":1479},[115],{"categories":1481},[124],{"categories":1483},[100],{"categories":1485},[417],{"categories":1487},[100],{"categories":1489},[112],{"categories":1491},[100],{"categories":1493},[100],{"categories":1495},[100],{"categories":1497},[189],{"categories":1499},[112],{"categories":1501},[256],{"categories":1503},[189],{"categories":1505},[65],{"categories":1507},[112],{"categories":1509},[146],{"categories":1511},[100],{"categories":1513},[100],{"categories":1515},[115],{"categories":1517},[100],{"categories":1519},[100],{"categories":1521},[100],{"categories":1523},[112],{"categories":1525},[124],{"categories":1527},[124],{"categories":1529},[100],{"categories":1531},[115],{"categories":1533},[],{"categories":1535},[146],{"categories":1537},[],{"categories":1539},[115],{"categories":1541},[112],{"categories":1543},[100],{"categories":1545},[112],{"categories":1547},[1121],{"categories":1549},[1121],{"categories":1551},[189],{"categories":1553},[100],{"categories":1555},[100],{"categories":1557},[112],{"categories":1559},[124],{"categories":1561},[189],{"categories":1563},[112],{"categories":1565},[146],{"categories":1567},[],{"categories":1569},[100],{"categories":1571},[],{"categories":1573},[100],{"categories":1575},[100],{"categories":1577},[100],{"categories":1579},[112],{"categories":1581},[1582],"Contract Review & E-Discovery",{"categories":1584},[100],{"categories":1586},[189],{"categories":1588},[100],{"categories":1590},[103],{"categories":1592},[100],{"categories":1594},[146],{"categories":1596},[100],{"categories":1598},[100],{"categories":1600},[219],{"categories":1602},[124],{"categories":1604},[100],{"categories":1606},[100],{"categories":1608},[112],{"categories":1610},[112],{"categories":1612},[807],{"categories":1614},[100],{"categories":1616},[100],{"categories":1618},[112],{"categories":1620},[112],{"categories":1622},[100],{"categories":1624},[100],{"categories":1626},[112],{"categories":1628},[100],{"categories":1630},[100],{"categories":1632},[417],{"categories":1634},[398],{"categories":1636},[100],{"categories":1638},[112],{"categories":1640},[100],{"categories":1642},[1643],"Law-Firm Practice & Adoption",{"categories":1645},[100],{"categories":1647},[112],{"categories":1649},[189],{"categories":1651},[100],{"categories":1653},[100],{"categories":1655},[100],{"categories":1657},[],{"categories":1659},[],{"categories":1661},[124],{"categories":1663},[],{"categories":1665},[112],{"categories":1667},[103],{"categories":1669},[256],{"categories":1671},[100],{"categories":1673},[],{"categories":1675},[103],{"categories":1677},[65],{"categories":1679},[100],{"categories":1681},[219],{"categories":1683},[],{"categories":1685},[65],{"categories":1687},[65],{"categories":1689},[],{"categories":1691},[100],{"categories":1693},[100],{"categories":1695},[124],{"categories":1697},[],{"categories":1699},[],{"categories":1701},[],{"categories":1703},[],{"categories":1705},[100],{"categories":1707},[112],{"categories":1709},[256],{"categories":1711},[100],{"categories":1713},[103],{"categories":1715},[124],{"categories":1717},[100],{"categories":1719},[100],{"categories":1721},[124],{"categories":1723},[115],{"categories":1725},[100],{"categories":1727},[100],{"categories":1729},[100],{"categories":1731},[830],{"categories":1733},[100],{"categories":1735},[100],{"categories":1737},[219],{"categories":1739},[124],{"categories":1741},[65],{"categories":1743},[100],{"categories":1745},[100],{"categories":1747},[189],{"categories":1749},[100],{"categories":1751},[100],{"categories":1753},[100],{"categories":1755},[112],{"categories":1757},[100,103],{"categories":1759},[417],{"categories":1761},[100],{"categories":1763},[100],{"categories":1765},[124],{"categories":1767},[124],{"categories":1769},[189],{"categories":1771},[112],{"categories":1773},[124],{"categories":1775},[100],{"categories":1777},[100],{"categories":1779},[],{"categories":1781},[],{"categories":1783},[100],{"categories":1785},[],{"categories":1787},[100],{"categories":1789},[124],{"categories":1791},[192],{"categories":1793},[146],{"categories":1795},[189],{"categories":1797},[100],{"categories":1799},[100],{"categories":1801},[124],{"categories":1803},[],{"categories":1805},[112],{"categories":1807},[100],{"categories":1809},[100],{"categories":1811},[100],{"categories":1813},[100],{"categories":1815},[],{"categories":1817},[112],{"categories":1819},[100],{"categories":1821},[100],{"categories":1823},[],{"categories":1825},[112],{"categories":1827},[100],{"categories":1829},[100],{"categories":1831},[65],{"categories":1833},[100],{"categories":1835},[],{"categories":1837},[103],{"categories":1839},[100],{"categories":1841},[100],{"categories":1843},[189],{"categories":1845},[124],{"categories":1847},[100],{"categories":1849},[103],{"categories":1851},[100],{"categories":1853},[124],{"categories":1855},[219],{"categories":1857},[112],{"categories":1859},[112],{"categories":1861},[100],{"categories":1863},[100],{"categories":1865},[100,189],{"categories":1867},[100],{"categories":1869},[146],{"categories":1871},[100],{"categories":1873},[146],{"categories":1875},[112],{"categories":1877},[189],{"categories":1879},[],{"categories":1881},[124],{"categories":1883},[256],{"categories":1885},[189],{"categories":1887},[124],{"categories":1889},[100],{"categories":1891},[115],{"categories":1893},[100],{"categories":1895},[100],{"categories":1897},[112],{"categories":1899},[],{"categories":1901},[],{"categories":1903},[100],{"categories":1905},[],{"categories":1907},[],{"categories":1909},[115],{"categories":1911},[124],{"categories":1913},[100],{"categories":1915},[112],{"categories":1917},[112],{"categories":1919},[65],{"categories":1921},[112],{"categories":1923},[256],{"categories":1925},[100],{"categories":1927},[100],{"categories":1929},[135],{"categories":1931},[100],{"categories":1933},[100],{"categories":1935},[124],{"categories":1937},[112],{"categories":1939},[100],{"categories":1941},[100],{"categories":1943},[369],{"categories":1945},[807],{"categories":1947},[],{"categories":1949},[189],{"categories":1951},[1643],{"categories":1953},[124],{"categories":1955},[],{"categories":1957},[],{"categories":1959},[112],{"categories":1961},[],{"categories":1963},[],{"categories":1965},[100],{"categories":1967},[219],{"categories":1969},[100],{"categories":1971},[219],{"categories":1973},[112],{"categories":1975},[100],{"categories":1977},[124],{"categories":1979},[115],{"categories":1981},[],{"categories":1983},[100],{"categories":1985},[100],{"categories":1987},[124],{"categories":1989},[1582],{"categories":1991},[189],{"categories":1993},[189],{"categories":1995},[100],{"categories":1997},[112],{"categories":1999},[103],{"categories":2001},[100],{"categories":2003},[100],{"categories":2005},[100],{"categories":2007},[189],{"categories":2009},[189],{"categories":2011},[112],{"categories":2013},[112],{"categories":2015},[112],{"categories":2017},[100],{"categories":2019},[100],{"categories":2021},[],{"categories":2023},[100],{"categories":2025},[],{"categories":2027},[2028],"Interaction & Product Design",{"categories":2030},[100],{"categories":2032},[112],{"categories":2034},[285],{"categories":2036},[146],{"categories":2038},[124],{"categories":2040},[100],{"categories":2042},[100],{"categories":2044},[124],{"categories":2046},[103],{"categories":2048},[112],{"categories":2050},[100],{"categories":2052},[],{"categories":2054},[112],{"categories":2056},[112],{"categories":2058},[],{"categories":2060},[124],{"categories":2062},[100],{"categories":2064},[103],{"categories":2066},[2028],{"categories":2068},[100],{"categories":2070},[103],{"categories":2072},[103],{"categories":2074},[],{"categories":2076},[112],{"categories":2078},[124],{"categories":2080},[],{"categories":2082},[112],{"categories":2084},[146],{"categories":2086},[100],{"categories":2088},[112],{"categories":2090},[100],{"categories":2092},[112],{"categories":2094},[100],{"categories":2096},[100],{"categories":2098},[146],{"categories":2100},[192],{"categories":2102},[100],{"categories":2104},[115],{"categories":2106},[124],{"categories":2108},[2109],"Coding Agents & Dev Productivity",{"categories":2111},[146],{"categories":2113},[189],{"categories":2115},[100],{"categories":2117},[100],{"categories":2119},[],{"categories":2121},[100],{"categories":2123},[807],{"categories":2125},[],{"categories":2127},[100],{"categories":2129},[256],{"categories":2131},[100],{"categories":2133},[146],{"categories":2135},[],{"categories":2137},[],{"categories":2139},[100],{"categories":2141},[],{"categories":2143},[112],{"categories":2145},[100],{"categories":2147},[],{"categories":2149},[124],{"categories":2151},[124],{"categories":2153},[100],{"categories":2155},[192],{"categories":2157},[],{"categories":2159},[100],{"categories":2161},[100],{"categories":2163},[100],{"categories":2165},[192],{"categories":2167},[124],{"categories":2169},[112],{"categories":2171},[],{"categories":2173},[],{"categories":2175},[100],{"categories":2177},[100],{"categories":2179},[112],{"categories":2181},[112],{"categories":2183},[346],{"categories":2185},[124],{"categories":2187},[124],{"categories":2189},[112],{"categories":2191},[146],{"categories":2193},[146],{"categories":2195},[112],{"categories":2197},[112],{"categories":2199},[100],{"categories":2201},[103],{"categories":2203},[2028],{"categories":2205},[100,256],{"categories":2207},[192],{"categories":2209},[],{"categories":2211},[189],{"categories":2213},[124],{"categories":2215},[103],{"categories":2217},[100],{"categories":2219},[112],{"categories":2221},[2222],"The Designer's Role & Craft",{"categories":2224},[189],{"categories":2226},[],{"categories":2228},[112],{"categories":2230},[100],{"categories":2232},[112],{"categories":2234},[112],{"categories":2236},[100],{"categories":2238},[219],{"categories":2240},[100],{"categories":2242},[124],{"categories":2244},[100],{"categories":2246},[189],{"categories":2248},[100],{"categories":2250},[],{"categories":2252},[112],{"categories":2254},[189],{"categories":2256},[100],{"categories":2258},[100],{"categories":2260},[100],{"categories":2262},[2263],"AI UX Patterns",{"categories":2265},[112],{"categories":2267},[112],{"categories":2269},[112],{"categories":2271},[112],{"categories":2273},[219],{"categories":2275},[192],{"categories":2277},[100],{"categories":2279},[112],{"categories":2281},[100],{"categories":2283},[1121],{"categories":2285},[],{"categories":2287},[219],{"categories":2289},[112],{"categories":2291},[146],{"categories":2293},[124],{"categories":2295},[100],{"categories":2297},[112],{"categories":2299},[],{"categories":2301},[],{"categories":2303},[100],{"categories":2305},[112],{"categories":2307},[100],{"categories":2309},[112],{"categories":2311},[346],{"categories":2313},[189],{"categories":2315},[146],{"categories":2317},[124],{"categories":2319},[100],{"categories":2321},[112],{"categories":2323},[112],{"categories":2325},[],{"categories":2327},[100],{"categories":2329},[],{"categories":2331},[],{"categories":2333},[100],{"categories":2335},[100],{"categories":2337},[100],{"categories":2339},[112],{"categories":2341},[124],{"categories":2343},[],{"categories":2345},[],{"categories":2347},[192],{"categories":2349},[135],{"categories":2351},[100],{"categories":2353},[192],{"categories":2355},[146],{"categories":2357},[100],{"categories":2359},[100],{"categories":2361},[112],{"categories":2363},[100],{"categories":2365},[112],{"categories":2367},[100],{"categories":2369},[100],{"categories":2371},[112],{"categories":2373},[],{"categories":2375},[],{"categories":2377},[100],{"categories":2379},[256],{"categories":2381},[100],{"categories":2383},[],{"categories":2385},[],{"categories":2387},[189],{"categories":2389},[830],{"categories":2391},[112],{"categories":2393},[103],{"categories":2395},[2222],{"categories":2397},[],{"categories":2399},[],{"categories":2401},[100],{"categories":2403},[],{"categories":2405},[],{"categories":2407},[124],{"categories":2409},[146],{"categories":2411},[219],{"categories":2413},[65],{"categories":2415},[100],{"categories":2417},[100],{"categories":2419},[65],{"categories":2421},[],{"categories":2423},[189],{"categories":2425},[115],{"categories":2427},[100],{"categories":2429},[100],{"categories":2431},[112],{"categories":2433},[65],{"categories":2435},[100],{"categories":2437},[100],{"categories":2439},[103],{"categories":2441},[100],{"categories":2443},[],{"categories":2445},[103],{"categories":2447},[100],{"categories":2449},[219],{"categories":2451},[112],{"categories":2453},[146],{"categories":2455},[100],{"categories":2457},[100],{"categories":2459},[100],{"categories":2461},[65],{"categories":2463},[100],{"categories":2465},[100],{"categories":2467},[100],{"categories":2469},[112],{"categories":2471},[],{"categories":2473},[100],{"categories":2475},[124],{"categories":2477},[103],{"categories":2479},[100],{"categories":2481},[100],{"categories":2483},[100],{"categories":2485},[],{"categories":2487},[100],{"categories":2489},[417],{"categories":2491},[112],{"categories":2493},[65],{"categories":2495},[146],{"categories":2497},[100],{"categories":2499},[100],{"categories":2501},[],{"categories":2503},[65],{"categories":2505},[65],{"categories":2507},[100],{"categories":2509},[100],{"categories":2511},[115],{"categories":2513},[100],{"categories":2515},[100],{"categories":2517},[100],{"categories":2519},[124],{"categories":2521},[124],{"categories":2523},[100],{"categories":2525},[],{"categories":2527},[124],{"categories":2529},[100],{"categories":2531},[124],{"categories":2533},[112],{"categories":2535},[508],{"categories":2537},[],{"categories":2539},[],{"categories":2541},[100],{"categories":2543},[146],{"categories":2545},[],{"categories":2547},[256],{"categories":2549},[100],{"categories":2551},[100],{"categories":2553},[189],{"categories":2555},[796],{"categories":2557},[],{"categories":2559},[100],{"categories":2561},[100],{"categories":2563},[100],{"categories":2565},[124],{"categories":2567},[100],{"categories":2569},[100],{"categories":2571},[100,256],{"categories":2573},[100],{"categories":2575},[100],{"categories":2577},[189],{"categories":2579},[112],{"categories":2581},[],{"categories":2583},[112],{"categories":2585},[112],{"categories":2587},[100],{"categories":2589},[100],{"categories":2591},[100],{"categories":2593},[192],{"categories":2595},[100],{"categories":2597},[2263],{"categories":2599},[103],{"categories":2601},[192],{"categories":2603},[103],{"categories":2605},[124],{"categories":2607},[189],{"categories":2609},[112],{"categories":2611},[100],{"categories":2613},[],{"categories":2615},[65],{"categories":2617},[100],{"categories":2619},[100],{"categories":2621},[146],{"categories":2623},[100],{"categories":2625},[100],{"categories":2627},[112],{"categories":2629},[100],{"categories":2631},[100],{"categories":2633},[100],{"categories":2635},[65],{"categories":2637},[],{"categories":2639},[256],{"categories":2641},[100],{"categories":2643},[346],{"categories":2645},[189],{"categories":2647},[189],{"categories":2649},[124],{"categories":2651},[112],{"categories":2653},[100],{"categories":2655},[65],{"categories":2657},[146],{"categories":2659},[100],{"categories":2661},[100],{"categories":2663},[189],{"categories":2665},[112],{"categories":2667},[112],{"categories":2669},[100],{"categories":2671},[100],{"categories":2673},[472],{"categories":2675},[],{"categories":2677},[100],{"categories":2679},[100],{"categories":2681},[100],{"categories":2683},[],{"categories":2685},[],{"categories":2687},[100],{"categories":2689},[100],{"categories":2691},[112],{"categories":2693},[100],{"categories":2695},[100],{"categories":2697},[100],{"categories":2699},[124],{"categories":2701},[100],{"categories":2703},[100],{"categories":2705},[112],{"categories":2707},[100],{"categories":2709},[100],{"categories":2711},[100],{"categories":2713},[100],{"categories":2715},[100],{"categories":2717},[],{"categories":2719},[124],{"categories":2721},[192],{"categories":2723},[100],{"categories":2725},[112],{"categories":2727},[100],{"categories":2729},[],{"categories":2731},[],{"categories":2733},[100],{"categories":2735},[100],{"categories":2737},[100],{"categories":2739},[146],{"categories":2741},[192],{"categories":2743},[],{"categories":2745},[100],{"categories":2747},[189],{"categories":2749},[100],{"categories":2751},[256],{"categories":2753},[1643],{"categories":2755},[146],{"categories":2757},[124],{"categories":2759},[124],{"categories":2761},[124],{"categories":2763},[100],{"categories":2765},[146],{"categories":2767},[146],{"categories":2769},[256],{"categories":2771},[],{"categories":2773},[146],{"categories":2775},[100],{"categories":2777},[103],{"categories":2779},[124],{"categories":2781},[100],{"categories":2783},[146],{"categories":2785},[],{"categories":2787},[100],{"categories":2789},[124],{"categories":2791},[124],{"categories":2793},[192],{"categories":2795},[100],{"categories":2797},[146],{"categories":2799},[100],{"categories":2801},[124],{"categories":2803},[112],{"categories":2805},[146],{"categories":2807},[112],{"categories":2809},[256],{"categories":2811},[112],{"categories":2813},[100],{"categories":2815},[100],{"categories":2817},[100],{"categories":2819},[124],{"categories":2821},[100],{"categories":2823},[],{"categories":2825},[112],{"categories":2827},[65],{"categories":2829},[124],{"categories":2831},[],{"categories":2833},[],{"categories":2835},[100],{"categories":2837},[112],{"categories":2839},[100],{"categories":2841},[2842],"Frameworks & Tooling",{"categories":2844},[100],{"categories":2846},[100],{"categories":2848},[124],{"categories":2850},[100],{"categories":2852},[100],{"categories":2854},[],{"categories":2856},[192],{"categories":2858},[192],{"categories":2860},[103],{"categories":2862},[112],{"categories":2864},[100],{"categories":2866},[189],{"categories":2868},[],{"categories":2870},[1643],{"categories":2872},[100],{"categories":2874},[124],{"categories":2876},[100],{"categories":2878},[256],{"categories":2880},[256],{"categories":2882},[],{"categories":2884},[112],{"categories":2886},[146],{"categories":2888},[146],{"categories":2890},[100],{"categories":2892},[112],{"categories":2894},[],{"categories":2896},[189],{"categories":2898},[100],{"categories":2900},[100],{"categories":2902},[],{"categories":2904},[100],{"categories":2906},[112],{"categories":2908},[100],{"categories":2910},[100],{"categories":2912},[],{"categories":2914},[124],{"categories":2916},[100],{"categories":2918},[124],{"categories":2920},[256],{"categories":2922},[100],{"categories":2924},[100],{"categories":2926},[124],{"categories":2928},[65],{"categories":2930},[100],{"categories":2932},[1643],{"categories":2934},[],{"categories":2936},[112],{"categories":2938},[103],{"categories":2940},[100],{"categories":2942},[103],{"categories":2944},[100],{"categories":2946},[],{"categories":2948},[112],{"categories":2950},[100],{"categories":2952},[2953],"AI Design Tooling",{"categories":2955},[189],{"categories":2957},[100],{"categories":2959},[100],{"categories":2961},[124],{"categories":2963},[189],{"categories":2965},[100],{"categories":2967},[124],{"categories":2969},[146],{"categories":2971},[115],{"categories":2973},[124],{"categories":2975},[100],{"categories":2977},[100],{"categories":2979},[112],{"categories":2981},[],{"categories":2983},[100],{"categories":2985},[100],{"categories":2987},[112],{"categories":2989},[100],{"categories":2991},[100],{"categories":2993},[100],{"categories":2995},[112],{"categories":2997},[],{"categories":2999},[112],{"categories":3001},[2842],{"categories":3003},[100],{"categories":3005},[112],{"categories":3007},[112],{"categories":3009},[124],{"categories":3011},[124],{"categories":3013},[],{"categories":3015},[124],{"categories":3017},[100],{"categories":3019},[100],{"categories":3021},[112],{"categories":3023},[65],{"categories":3025},[100],{"categories":3027},[],{"categories":3029},[100],{"categories":3031},[100],{"categories":3033},[2028],{"categories":3035},[],{"categories":3037},[100],{"categories":3039},[100],{"categories":3041},[100],{"categories":3043},[100],{"categories":3045},[189],{"categories":3047},[100],{"categories":3049},[],{"categories":3051},[100],{"categories":3053},[100],{"categories":3055},[100],{"categories":3057},[219],{"categories":3059},[146],{"categories":3061},[100],{"categories":3063},[100],{"categories":3065},[1643],{"categories":3067},[103],{"categories":3069},[100],{"categories":3071},[100],{"categories":3073},[192],{"categories":3075},[100],{"categories":3077},[146],{"categories":3079},[112],{"categories":3081},[],{"categories":3083},[100],{"categories":3085},[100],{"categories":3087},[189],{"categories":3089},[100],{"categories":3091},[219],{"categories":3093},[100],{"categories":3095},[112],{"categories":3097},[],{"categories":3099},[],{"categories":3101},[],{"categories":3103},[103],{"categories":3105},[146],{"categories":3107},[112],{"categories":3109},[100],{"categories":3111},[100],{"categories":3113},[100],{"categories":3115},[100],{"categories":3117},[369],{"categories":3119},[189],{"categories":3121},[112],{"categories":3123},[100],{"categories":3125},[],{"categories":3127},[112],{"categories":3129},[112],{"categories":3131},[],{"categories":3133},[100],{"categories":3135},[112],{"categories":3137},[100],{"categories":3139},[],{"categories":3141},[100],{"categories":3143},[100],{"categories":3145},[146],{"categories":3147},[189],{"categories":3149},[112],{"categories":3151},[189],{"categories":3153},[112],{"categories":3155},[100],{"categories":3157},[65],{"categories":3159},[],{"categories":3161},[],{"categories":3163},[100],{"categories":3165},[100],{"categories":3167},[103],{"categories":3169},[112],{"categories":3171},[146],{"categories":3173},[],{"categories":3175},[189],{"categories":3177},[],{"categories":3179},[124],{"categories":3181},[100],{"categories":3183},[124],{"categories":3185},[189],{"categories":3187},[124],{"categories":3189},[100],{"categories":3191},[],{"categories":3193},[100],{"categories":3195},[100],{"categories":3197},[],{"categories":3199},[100],{"categories":3201},[219],{"categories":3203},[100],{"categories":3205},[256],{"categories":3207},[124],{"categories":3209},[100],{"categories":3211},[],{"categories":3213},[112],{"categories":3215},[100],{"categories":3217},[103],{"categories":3219},[472],{"categories":3221},[100],{"categories":3223},[112],{"categories":3225},[100],{"categories":3227},[112],{"categories":3229},[100],{"categories":3231},[100],{"categories":3233},[],{"categories":3235},[100],{"categories":3237},[103],{"categories":3239},[100],{"categories":3241},[65],{"categories":3243},[124],{"categories":3245},[189],{"categories":3247},[],{"categories":3249},[100],{"categories":3251},[],{"categories":3253},[],{"categories":3255},[112],{"categories":3257},[124],{"categories":3259},[189],{"categories":3261},[146],{"categories":3263},[100],{"categories":3265},[146],{"categories":3267},[112],{"categories":3269},[189],{"categories":3271},[100],{"categories":3273},[],{"categories":3275},[100],{"categories":3277},[135],{"categories":3279},[112],{"categories":3281},[189],{"categories":3283},[146],{"categories":3285},[65],{"categories":3287},[124],{"categories":3289},[100],{"categories":3291},[100],{"categories":3293},[146],{"categories":3295},[219],{"categories":3297},[],{"categories":3299},[],{"categories":3301},[192],{"categories":3303},[417],{"categories":3305},[100],{"categories":3307},[112],{"categories":3309},[100,124],{"categories":3311},[146],{"categories":3313},[100],{"categories":3315},[100],{"categories":3317},[100],{"categories":3319},[100],{"categories":3321},[112],{"categories":3323},[100],{"categories":3325},[112],{"categories":3327},[100],{"categories":3329},[100],{"categories":3331},[100],{"categories":3333},[],{"categories":3335},[100],{"categories":3337},[1121],{"categories":3339},[124],{"categories":3341},[189],{"categories":3343},[100],{"categories":3345},[100],{"categories":3347},[100],{"categories":3349},[192],{"categories":3351},[112],{"categories":3353},[219],{"categories":3355},[256],{"categories":3357},[],{"categories":3359},[100],{"categories":3361},[65],{"categories":3363},[112],{"categories":3365},[103],{"categories":3367},[112],{"categories":3369},[100],{"categories":3371},[112],{"categories":3373},[115],{"categories":3375},[124],{"categories":3377},[100],{"categories":3379},[100],{"categories":3381},[],{"categories":3383},[],{"categories":3385},[],{"categories":3387},[256],{"categories":3389},[100],{"categories":3391},[146],{"categories":3393},[100],{"categories":3395},[100],{"categories":3397},[100],{"categories":3399},[100],{"categories":3401},[],{"categories":3403},[100],{"categories":3405},[192],{"categories":3407},[65],{"categories":3409},[112],{"categories":3411},[100],{"categories":3413},[],{"categories":3415},[100],{"categories":3417},[112],{"categories":3419},[100],{"categories":3421},[256],{"categories":3423},[],{"categories":3425},[189],{"categories":3427},[189],{"categories":3429},[],{"categories":3431},[124],{"categories":3433},[100],{"categories":3435},[189],{"categories":3437},[100],{"categories":3439},[65],{"categories":3441},[112],{"categories":3443},[100],{"categories":3445},[],{"categories":3447},[146],{"categories":3449},[100],{"categories":3451},[100],{"categories":3453},[100],{"categories":3455},[189],{"categories":3457},[112],{"categories":3459},[146],{"categories":3461},[],{"categories":3463},[112],{"categories":3465},[65],{"categories":3467},[112],{"categories":3469},[189],{"categories":3471},[100],{"categories":3473},[100],{"categories":3475},[100],{"categories":3477},[417],{"categories":3479},[100],{"categories":3481},[],{"categories":3483},[100],{"categories":3485},[100],{"categories":3487},[256],{"categories":3489},[146],{"categories":3491},[192],{"categories":3493},[508],{"categories":3495},[192],{"categories":3497},[100],{"categories":3499},[],{"categories":3501},[],{"categories":3503},[],{"categories":3505},[112],{"categories":3507},[112],{"categories":3509},[124],{"categories":3511},[100],{"categories":3513},[398],{"categories":3515},[124],{"categories":3517},[100],{"categories":3519},[100],{"categories":3521},[100],{"categories":3523},[100],{"categories":3525},[112],{"categories":3527},[],{"categories":3529},[],{"categories":3531},[100],{"categories":3533},[],{"categories":3535},[100],{"categories":3537},[112],{"categories":3539},[189],{"categories":3541},[100],{"categories":3543},[100],{"categories":3545},[],{"categories":3547},[112],{"categories":3549},[115],{"categories":3551},[100],{"categories":3553},[189],{"categories":3555},[100],{"categories":3557},[112],{"categories":3559},[65],{"categories":3561},[100],{"categories":3563},[219],{"categories":3565},[112],{"categories":3567},[100],{"categories":3569},[100],{"categories":3571},[796],{"categories":3573},[100],{"categories":3575},[112],{"categories":3577},[100],{"categories":3579},[124],{"categories":3581},[100],{"categories":3583},[472],{"categories":3585},[189],{"categories":3587},[],{"categories":3589},[146],{"categories":3591},[417],{"categories":3593},[112],{"categories":3595},[100],{"categories":3597},[],{"categories":3599},[146],{"categories":3601},[346],{"categories":3603},[112],{"categories":3605},[112],{"categories":3607},[112],{"categories":3609},[100],{"categories":3611},[100],{"categories":3613},[112],{"categories":3615},[],{"categories":3617},[65],{"categories":3619},[100],{"categories":3621},[65],{"categories":3623},[112],{"categories":3625},[],{"categories":3627},[124],{"categories":3629},[100],{"categories":3631},[100],{"categories":3633},[103],{"categories":3635},[146],{"categories":3637},[256],{"categories":3639},[135],{"categories":3641},[112],{"categories":3643},[112],{"categories":3645},[100],{"categories":3647},[112],{"categories":3649},[100],{"categories":3651},[103],{"categories":3653},[],{"categories":3655},[100],{"categories":3657},[100],{"categories":3659},[100],{"categories":3661},[112],{"categories":3663},[100],{"categories":3665},[],{"categories":3667},[],{"categories":3669},[189],{"categories":3671},[112],{"categories":3673},[100,65],{"categories":3675},[112],{"categories":3677},[100],{"categories":3679},[],{"categories":3681},[103],{"categories":3683},[192],{"categories":3685},[65],{"categories":3687},[100],{"categories":3689},[124],{"categories":3691},[100],{"categories":3693},[100],{"categories":3695},[112],{"categories":3697},[100],{"categories":3699},[100],{"categories":3701},[100],{"categories":3703},[146],{"categories":3705},[1121],{"categories":3707},[112],{"categories":3709},[100],{"categories":3711},[],{"categories":3713},[],{"categories":3715},[100],{"categories":3717},[112],{"categories":3719},[100],{"categories":3721},[100],{"categories":3723},[256],{"categories":3725},[],{"categories":3727},[100],{"categories":3729},[112],{"categories":3731},[135],{"categories":3733},[112],{"categories":3735},[417],{"categories":3737},[],{"categories":3739},[369],{"categories":3741},[112],{"categories":3743},[100],{"categories":3745},[219],{"categories":3747},[100],{"categories":3749},[192],{"categories":3751},[112],{"categories":3753},[100],{"categories":3755},[417],{"categories":3757},[100],{"categories":3759},[256],{"categories":3761},[],{"categories":3763},[100],{"categories":3765},[219],{"categories":3767},[189],{"categories":3769},[100],{"categories":3771},[100],{"categories":3773},[100],{"categories":3775},[],{"categories":3777},[219],{"categories":3779},[146],{"categories":3781},[100],{"categories":3783},[100],{"categories":3785},[508],{"categories":3787},[103],{"categories":3789},[100],{"categories":3791},[],{"categories":3793},[],{"categories":3795},[189],{"categories":3797},[100],{"categories":3799},[192],{"categories":3801},[219],{"categories":3803},[112],{"categories":3805},[100],{"categories":3807},[100],{"categories":3809},[219],{"categories":3811},[146],{"categories":3813},[],{"categories":3815},[100],{"categories":3817},[100],{"categories":3819},[],{"categories":3821},[100],{"categories":3823},[100],{"categories":3825},[533],{"categories":3827},[100],{"categories":3829},[100],{"categories":3831},[112],{"categories":3833},[124],{"categories":3835},[417],{"categories":3837},[100],{"categories":3839},[100],{"categories":3841},[100],{"categories":3843},[],{"categories":3845},[100,124],{"categories":3847},[146],{"categories":3849},[112],{"categories":3851},[124],{"categories":3853},[112],{"categories":3855},[830],{"categories":3857},[124],{"categories":3859},[112],{"categories":3861},[100],{"categories":3863},[103],{"categories":3865},[],{"categories":3867},[],{"categories":3869},[112],{"categories":3871},[100],{"categories":3873},[124],{"categories":3875},[100],{"categories":3877},[103],{"categories":3879},[124],{"categories":3881},[124],{"categories":3883},[100],{"categories":3885},[219],{"categories":3887},[100],{"categories":3889},[124],{"categories":3891},[100],{"categories":3893},[],{"categories":3895},[100],{"categories":3897},[189,100],{"categories":3899},[256],{"categories":3901},[103],{"categories":3903},[100],{"categories":3905},[],{"categories":3907},[100],{"categories":3909},[100],{"categories":3911},[65],{"categories":3913},[100],{"categories":3915},[65],{"categories":3917},[100],{"categories":3919},[100],{"categories":3921},[346],{"categories":3923},[100],{"categories":3925},[65],{"categories":3927},[124],{"categories":3929},[192],{"categories":3931},[112],{"categories":3933},[124],{"categories":3935},[100],{"categories":3937},[100],{"categories":3939},[146],{"categories":3941},[219],{"categories":3943},[189],{"categories":3945},[100],{"categories":3947},[100],{"categories":3949},[100],{"categories":3951},[100],{"categories":3953},[103],{"categories":3955},[100],{"categories":3957},[112],{"categories":3959},[112],{"categories":3961},[124],{"categories":3963},[146],{"categories":3965},[124],{"categories":3967},[124],{"categories":3969},[100],{"categories":3971},[100],{"categories":3973},[],{"categories":3975},[],{"categories":3977},[192],{"categories":3979},[100],{"categories":3981},[124],{"categories":3983},[100],{"categories":3985},[189],{"categories":3987},[417],{"categories":3989},[369],{"categories":3991},[346],{"categories":3993},[100],{"categories":3995},[100],{"categories":3997},[100],{"categories":3999},[192],{"categories":4001},[100],{"categories":4003},[100],{"categories":4005},[100],{"categories":4007},[100],{"categories":4009},[100],{"categories":4011},[100],{"categories":4013},[112],{"categories":4015},[103],{"categories":4017},[112],{"categories":4019},[100,65],{"categories":4021},[],{"categories":4023},[189],{"categories":4025},[],{"categories":4027},[115],{"categories":4029},[100],{"categories":4031},[146],{"categories":4033},[103],{"categories":4035},[100],{"categories":4037},[103],{"categories":4039},[112],{"categories":4041},[192],{"categories":4043},[112],{"categories":4045},[112],{"categories":4047},[100],{"categories":4049},[100],{"categories":4051},[65],{"categories":4053},[112],{"categories":4055},[124],{"categories":4057},[219],{"categories":4059},[100],{"categories":4061},[],{"categories":4063},[146],{"categories":4065},[100],{"categories":4067},[100],{"categories":4069},[100],{"categories":4071},[100],{"categories":4073},[100],{"categories":4075},[100],{"categories":4077},[124],{"categories":4079},[146],{"categories":4081},[124],{"categories":4083},[124],{"categories":4085},[100],{"categories":4087},[100],{"categories":4089},[100],{"categories":4091},[369],{"categories":4093},[100],{"categories":4095},[112],{"categories":4097},[146],{"categories":4099},[100],{"categories":4101},[100],{"categories":4103},[100],{"categories":4105},[112],{"categories":4107},[100],{"categories":4109},[100],{"categories":4111},[100],{"categories":4113},[2842],{"categories":4115},[4116],"Clinical AI",{"categories":4118},[189],{"categories":4120},[100],{"categories":4122},[100],{"categories":4124},[100],{"categories":4126},[256],{"categories":4128},[2263],{"categories":4130},[100],{"categories":4132},[115],{"categories":4134},[100],{"categories":4136},[112],{"categories":4138},[100],{"categories":4140},[100],{"categories":4142},[146],{"categories":4144},[100],{"categories":4146},[112],{"categories":4148},[124],{"categories":4150},[219],{"categories":4152},[100],{"categories":4154},[100],{"categories":4156},[65],{"categories":4158},[100],{"categories":4160},[100],{"categories":4162},[472],{"categories":4164},[100],{"categories":4166},[],{"categories":4168},[100],{"categories":4170},[124],{"categories":4172},[103],{"categories":4174},[100],{"categories":4176},[],{"categories":4178},[],{"categories":4180},[100],{"categories":4182},[],{"categories":4184},[65],{"categories":4186},[100],{"categories":4188},[100],{"categories":4190},[112],{"categories":4192},[146],{"categories":4194},[146],{"categories":4196},[146],{"categories":4198},[146],{"categories":4200},[],{"categories":4202},[103],{"categories":4204},[112],{"categories":4206},[146],{"categories":4208},[100],{"categories":4210},[533],{"categories":4212},[115],{"categories":4214},[100],{"categories":4216},[103],{"categories":4218},[100],{"categories":4220},[112],{"categories":4222},[100],{"categories":4224},[100],{"categories":4226},[100,112],{"categories":4228},[112],{"categories":4230},[256],{"categories":4232},[146],{"categories":4234},[112],{"categories":4236},[146],{"categories":4238},[112],{"categories":4240},[100],{"categories":4242},[],{"categories":4244},[146],{"categories":4246},[219],{"categories":4248},[103],{"categories":4250},[100],{"categories":4252},[100],{"categories":4254},[],{"categories":4256},[124],{"categories":4258},[],{"categories":4260},[103],{"categories":4262},[112],{"categories":4264},[146],{"categories":4266},[100],{"categories":4268},[146],{"categories":4270},[103],{"categories":4272},[146],{"categories":4274},[146],{"categories":4276},[],{"categories":4278},[65],{"categories":4280},[112],{"categories":4282},[146],{"categories":4284},[146],{"categories":4286},[146],{"categories":4288},[146],{"categories":4290},[146],{"categories":4292},[146],{"categories":4294},[146],{"categories":4296},[146],{"categories":4298},[146],{"categories":4300},[146],{"categories":4302},[192],{"categories":4304},[103],{"categories":4306},[100],{"categories":4308},[100],{"categories":4310},[112],{"categories":4312},[112],{"categories":4314},[],{"categories":4316},[100],{"categories":4318},[100,103],{"categories":4320},[],{"categories":4322},[112],{"categories":4324},[100],{"categories":4326},[146],{"categories":4328},[112],{"categories":4330},[830],{"categories":4332},[100],{"categories":4334},[100],{"categories":4336},[100],{"categories":4338},[100],{"categories":4340},[100],{"categories":4342},[346],{"categories":4344},[100],{"categories":4346},[112],{"categories":4348},[65],{"categories":4350},[112],{"categories":4352},[112],{"categories":4354},[],{"categories":4356},[112],{"categories":4358},[189],{"categories":4360},[146],{"categories":4362},[100],{"categories":4364},[],{"categories":4366},[115],{"categories":4368},[],{"categories":4370},[124],{"categories":4372},[112],{"categories":4374},[189],{"categories":4376},[100],{"categories":4378},[],{"categories":4380},[100],{"categories":4382},[],{"categories":4384},[219],{"categories":4386},[100],{"categories":4388},[],{"categories":4390},[],{"categories":4392},[146],{"categories":4394},[103],{"categories":4396},[100],{"categories":4398},[100],{"categories":4400},[65],{"categories":4402},[100],{"categories":4404},[100],{"categories":4406},[100],{"categories":4408},[65],{"categories":4410},[65],{"categories":4412},[189],{"categories":4414},[],{"categories":4416},[100],{"categories":4418},[146],{"categories":4420},[],{"categories":4422},[100],{"categories":4424},[100],{"categories":4426},[189],{"categories":4428},[100],{"categories":4430},[219],{"categories":4432},[100],{"categories":4434},[256],{"categories":4436},[],{"categories":4438},[112],{"categories":4440},[219],{"categories":4442},[124],{"categories":4444},[],{"categories":4446},[100],{"categories":4448},[],{"categories":4450},[112],{"categories":4452},[189],{"categories":4454},[124],{"categories":4456},[],{"categories":4458},[2842],{"categories":4460},[65],{"categories":4462},[103],{"categories":4464},[100],{"categories":4466},[192],{"categories":4468},[112],{"categories":4470},[189],{"categories":4472},[124],{"categories":4474},[],{"categories":4476},[],{"categories":4478},[100],{"categories":4480},[103],{"categories":4482},[100],{"categories":4484},[219],{"categories":4486},[],{"categories":4488},[112],{"categories":4490},[112],{"categories":4492},[100],{"categories":4494},[112],{"categories":4496},[100],{"categories":4498},[146],{"categories":4500},[124],{"categories":4502},[100],{"categories":4504},[112],{"categories":4506},[115],{"categories":4508},[100],{"categories":4510},[100],{"categories":4512},[112],{"categories":4514},[100],{"categories":4516},[115],{"categories":4518},[219],{"categories":4520},[146],{"categories":4522},[],{"categories":4524},[219],{"categories":4526},[100],{"categories":4528},[],{"categories":4530},[124],{"categories":4532},[112],{"categories":4534},[],{"categories":4536},[100],{"categories":4538},[100],{"categories":4540},[100],{"categories":4542},[100],{"categories":4544},[100],{"categories":4546},[112],{"categories":4548},[65],{"categories":4550},[103],{"categories":4552},[100],{"categories":4554},[189],{"categories":4556},[124],{"categories":4558},[124],{"categories":4560},[100],{"categories":4562},[192],{"categories":4564},[112],{"categories":4566},[100],{"categories":4568},[100],{"categories":4570},[112],{"categories":4572},[100],{"categories":4574},[65],{"categories":4576},[189],{"categories":4578},[124],{"categories":4580},[112],{"categories":4582},[100],{"categories":4584},[115],{"categories":4586},[100],{"categories":4588},[112],{"categories":4590},[100],{"categories":4592},[100],{"categories":4594},[146],{"categories":4596},[],{"categories":4598},[103],{"categories":4600},[100],{"categories":4602},[100],{"categories":4604},[100],{"categories":4606},[124],{"categories":4608},[124],{"categories":4610},[100],{"categories":4612},[124],{"categories":4614},[100],{"categories":4616},[112],{"categories":4618},[100],{"categories":4620},[100],{"categories":4622},[100],{"categories":4624},[100],{"categories":4626},[100],{"categories":4628},[],{"categories":4630},[100],{"categories":4632},[189],{"categories":4634},[65],{"categories":4636},[146],{"categories":4638},[100],{"categories":4640},[112],{"categories":4642},[112],{"categories":4644},[100],{"categories":4646},[100],{"categories":4648},[189],{"categories":4650},[112],{"categories":4652},[100],{"categories":4654},[219],{"categories":4656},[100],{"categories":4658},[192],{"categories":4660},[100],{"categories":4662},[100],{"categories":4664},[146],{"categories":4666},[100],{"categories":4668},[100],{"categories":4670},[100],{"categories":4672},[112],{"categories":4674},[256],{"categories":4676},[100],{"categories":4678},[124],{"categories":4680},[112],{"categories":4682},[192],{"categories":4684},[],{"categories":4686},[112],{"categories":4688},[124],{"categories":4690},[100],{"categories":4692},[100],{"categories":4694},[2109],{"categories":4696},[189],{"categories":4698},[285],{"categories":4700},[100],{"categories":4702},[100],{"categories":4704},[100],{"categories":4706},[103],{"categories":4708},[100],{"categories":4710},[124],{"categories":4712},[65],{"categories":4714},[124],{"categories":4716},[100],{"categories":4718},[],{"categories":4720},[112],{"categories":4722},[112],{"categories":4724},[100],{"categories":4726},[100],{"categories":4728},[192],{"categories":4730},[],{"categories":4732},[146],{"categories":4734},[],{"categories":4736},[146],{"categories":4738},[100],{"categories":4740},[100],{"categories":4742},[112],{"categories":4744},[100],{"categories":4746},[112],{"categories":4748},[112],{"categories":4750},[],{"categories":4752},[146],{"categories":4754},[100],{"categories":4756},[],{"categories":4758},[100],{"categories":4760},[100],{"categories":4762},[],{"categories":4764},[100],{"categories":4766},[189],{"categories":4768},[124],{"categories":4770},[112],{"categories":4772},[100],{"categories":4774},[100],{"categories":4776},[100],{"categories":4778},[219],{"categories":4780},[100],{"categories":4782},[100],{"categories":4784},[100],{"categories":4786},[103],{"categories":4788},[100],{"categories":4790},[100],{"categories":4792},[],{"categories":4794},[100],{"categories":4796},[100],{"categories":4798},[],{"categories":4800},[103],{"categories":4802},[146],{"categories":4804},[124],{"categories":4806},[115],{"categories":4808},[417],{"categories":4810},[100],{"categories":4812},[100],{"categories":4814},[100],{"categories":4816},[124],{"categories":4818},[146],{"categories":4820},[189],{"categories":4822},[100],{"categories":4824},[100],{"categories":4826},[100],{"categories":4828},[100],{"categories":4830},[146],{"categories":4832},[189],{"categories":4834},[100],{"categories":4836},[100],{"categories":4838},[146],{"categories":4840},[189],{"categories":4842},[100],{"categories":4844},[146],{"categories":4846},[112],{"categories":4848},[112],{"categories":4850},[112],{"categories":4852},[124],{"categories":4854},[146],{"categories":4856},[112],{"categories":4858},[112],{"categories":4860},[100],{"categories":4862},[124],{"categories":4864},[189],{"categories":4866},[100],{"categories":4868},[100],{"categories":4870},[],{"categories":4872},[112],{"categories":4874},[],{"categories":4876},[100],{"categories":4878},[100],{"categories":4880},[],{"categories":4882},[],{"categories":4884},[112],{"categories":4886},[65],{"categories":4888},[112],{"categories":4890},[4891],"Liability & Ethics",{"categories":4893},[100],{"categories":4895},[112],{"categories":4897},[103],{"categories":4899},[112],{"categories":4901},[65],{"categories":4903},[219],{"categories":4905},[112],{"categories":4907},[100],{"categories":4909},[100],{"categories":4911},[],{"categories":4913},[508],{"categories":4915},[112],{"categories":4917},[],{"categories":4919},[100],{"categories":4921},[103],{"categories":4923},[112],{"categories":4925},[],{"categories":4927},[112],{"categories":4929},[100],{"categories":4931},[100],{"categories":4933},[124],{"categories":4935},[100],{"categories":4937},[146],{"categories":4939},[100],{"categories":4941},[100],{"categories":4943},[112],{"categories":4945},[100],{"categories":4947},[100],{"categories":4949},[100],{"categories":4951},[146],{"categories":4953},[112],{"categories":4955},[124],{"categories":4957},[189],{"categories":4959},[103],{"categories":4961},[100],{"categories":4963},[100],{"categories":4965},[],{"categories":4967},[112],{"categories":4969},[112],{"categories":4971},[112],{"categories":4973},[417],{"categories":4975},[189],{"categories":4977},[112],{"categories":4979},[256],{"categories":4981},[124],{"categories":4983},[146],{"categories":4985},[100],{"categories":4987},[189],{"categories":4989},[100],{"categories":4991},[103],{"categories":4993},[],{"categories":4995},[112],{"categories":4997},[100],{"categories":4999},[100],{"categories":5001},[100],{"categories":5003},[112],{"categories":5005},[100],{"categories":5007},[189],{"categories":5009},[],{"categories":5011},[112],{"categories":5013},[115],{"categories":5015},[146],{"categories":5017},[112],{"categories":5019},[65],{"categories":5021},[],{"categories":5023},[100],{"categories":5025},[100],{"categories":5027},[115],{"categories":5029},[100],{"categories":5031},[112],{"categories":5033},[146],{"categories":5035},[103],{"categories":5037},[256],{"categories":5039},[100],{"categories":5041},[100],{"categories":5043},[100],{"categories":5045},[146],{"categories":5047},[65],{"categories":5049},[100],{"categories":5051},[189],{"categories":5053},[146],{"categories":5055},[256],{"categories":5057},[100],{"categories":5059},[112],{"categories":5061},[],{"categories":5063},[472],{"categories":5065},[],{"categories":5067},[100],{"categories":5069},[256],{"categories":5071},[192],{"categories":5073},[112],{"categories":5075},[112],{"categories":5077},[5078],"Design News & Tools",{"categories":5080},[100],{"categories":5082},[146],{"categories":5084},[100],{"categories":5086},[100],{"categories":5088},[103],{"categories":5090},[100],{"categories":5092},[189],{"categories":5094},[112],{"categories":5096},[112],{"categories":5098},[189],{"categories":5100},[100],{"categories":5102},[417],{"categories":5104},[112],{"categories":5106},[100],{"categories":5108},[100],{"categories":5110},[417],{"categories":5112},[100],{"categories":5114},[219],{"categories":5116},[100],{"categories":5118},[112],{"categories":5120},[],{"categories":5122},[100],{"categories":5124},[100],{"categories":5126},[100],{"categories":5128},[146],{"categories":5130},[103],{"categories":5132},[],{"categories":5134},[100],{"categories":5136},[100],{"categories":5138},[100],{"categories":5140},[124],{"categories":5142},[533],{"categories":5144},[124],{"categories":5146},[189],{"categories":5148},[100],{"categories":5150},[100,112],{"categories":5152},[219,65],{"categories":5154},[124],{"categories":5156},[100],{"categories":5158},[100],{"categories":5160},[100],{"categories":5162},[100],{"categories":5164},[],{"categories":5166},[112],{"categories":5168},[100],{"categories":5170},[],{"categories":5172},[100],{"categories":5174},[124],{"categories":5176},[100],{"categories":5178},[124],{"categories":5180},[],{"categories":5182},[112],{"categories":5184},[100],{"categories":5186},[65],{"categories":5188},[100],{"categories":5190},[146],{"categories":5192},[100],{"categories":5194},[],{"categories":5196},[112],{"categories":5198},[100],{"categories":5200},[],{"categories":5202},[189],{"categories":5204},[100],{"categories":5206},[100],{"categories":5208},[112],{"categories":5210},[100],{"categories":5212},[100],{"categories":5214},[103],{"categories":5216},[112],{"categories":5218},[100],{"categories":5220},[],{"categories":5222},[256],{"categories":5224},[219],{"categories":5226},[65],{"categories":5228},[65],{"categories":5230},[100],{"categories":5232},[103],{"categories":5234},[103],{"categories":5236},[100],{"categories":5238},[112],{"categories":5240},[100],{"categories":5242},[100],{"categories":5244},[100],{"categories":5246},[100],{"categories":5248},[124],{"categories":5250},[100],{"categories":5252},[103],{"categories":5254},[100],{"categories":5256},[112],{"categories":5258},[100],{"categories":5260},[219],{"categories":5262},[100],{"categories":5264},[146],{"categories":5266},[100],{"categories":5268},[100],{"categories":5270},[112],{"categories":5272},[100],{"categories":5274},[112],{"categories":5276},[],{"categories":5278},[124],{"categories":5280},[],{"categories":5282},[124],{"categories":5284},[112],{"categories":5286},[103],{"categories":5288},[],{"categories":5290},[192],{"categories":5292},[256],{"categories":5294},[100],{"categories":5296},[124],{"categories":5298},[100],{"categories":5300},[],{"categories":5302},[146],{"categories":5304},[112],{"categories":5306},[124],{"categories":5308},[189],{"categories":5310},[100],{"categories":5312},[100],{"categories":5314},[112],{"categories":5316},[124],{"categories":5318},[112],{"categories":5320},[146],{"categories":5322},[100],{"categories":5324},[115],{"categories":5326},[103],{"categories":5328},[115],{"categories":5330},[146],{"categories":5332},[124],{"categories":5334},[100],{"categories":5336},[189],{"categories":5338},[65],{"categories":5340},[100],{"categories":5342},[100],{"categories":5344},[100],{"categories":5346},[100],{"categories":5348},[100],{"categories":5350},[100],{"categories":5352},[112],{"categories":5354},[100],{"categories":5356},[112],{"categories":5358},[100],{"categories":5360},[100],{"categories":5362},[103],{"categories":5364},[100],{"categories":5366},[112],{"categories":5368},[112],{"categories":5370},[189],{"categories":5372},[112],{"categories":5374},[112],{"categories":5376},[103],{"categories":5378},[112],{"categories":5380},[189],{"categories":5382},[],{"categories":5384},[100],{"categories":5386},[192],{"categories":5388},[417],{"categories":5390},[100],{"categories":5392},[100],{"categories":5394},[100],{"categories":5396},[124],{"categories":5398},[100],{"categories":5400},[],{"categories":5402},[100],{"categories":5404},[112],{"categories":5406},[219],{"categories":5408},[100],{"categories":5410},[146],{"categories":5412},[112],{"categories":5414},[100],{"categories":5416},[219],{"categories":5418},[112],{"categories":5420},[65],{"categories":5422},[65],{"categories":5424},[100],{"categories":5426},[100],{"categories":5428},[100],{"categories":5430},[103],{"categories":5432},[],{"categories":5434},[100],{"categories":5436},[100],{"categories":5438},[112],{"categories":5440},[112],{"categories":5442},[100],{"categories":5444},[100],{"categories":5446},[100],{"categories":5448},[124],{"categories":5450},[],{"categories":5452},[103],{"categories":5454},[100],{"categories":5456},[100],{"categories":5458},[112],{"categories":5460},[112],{"categories":5462},[],{"categories":5464},[124],{"categories":5466},[124],{"categories":5468},[100],{"categories":5470},[219],{"categories":5472},[65],{"categories":5474},[189],{"categories":5476},[],{"categories":5478},[100],{"categories":5480},[112],{"categories":5482},[103],{"categories":5484},[100],{"categories":5486},[100],{"categories":5488},[124],{"categories":5490},[103],{"categories":5492},[100],{"categories":5494},[146],{"categories":5496},[192],{"categories":5498},[146],{"categories":5500},[112],{"categories":5502},[],{"categories":5504},[146],{"categories":5506},[112],{"categories":5508},[189],{"categories":5510},[192],{"categories":5512},[100],{"categories":5514},[],{"categories":5516},[112],{"categories":5518},[112],{"categories":5520},[2842],{"categories":5522},[146],{"categories":5524},[124],{"categories":5526},[100],{"categories":5528},[100],{"categories":5530},[100],{"categories":5532},[100],{"categories":5534},[65],{"categories":5536},[100],{"categories":5538},[103],{"categories":5540},[1643],{"categories":5542},[256],{"categories":5544},[103],{"categories":5546},[],{"categories":5548},[],{"categories":5550},[146],{"categories":5552},[112],{"categories":5554},[189],{"categories":5556},[100],{"categories":5558},[100],{"categories":5560},[146],{"categories":5562},[],{"categories":5564},[112],{"categories":5566},[112],{"categories":5568},[112],{"categories":5570},[],{"categories":5572},[100],{"categories":5574},[],{"categories":5576},[146],{"categories":5578},[103],{"categories":5580},[189],{"categories":5582},[100],{"categories":5584},[112],{"categories":5586},[146],{"categories":5588},[100],{"categories":5590},[146],{"categories":5592},[],{"categories":5594},[146],{"categories":5596},[103],{"categories":5598},[417],{"categories":5600},[112],{"categories":5602},[100],{"categories":5604},[],{"categories":5606},[124],{"categories":5608},[112],{"categories":5610},[115],{"categories":5612},[112],{"categories":5614},[103],{"categories":5616},[],{"categories":5618},[],{"categories":5620},[],{"categories":5622},[189],{"categories":5624},[112],{"categories":5626},[100],{"categories":5628},[100],{"categories":5630},[],{"categories":5632},[],{"categories":5634},[],{"categories":5636},[100],{"categories":5638},[189],{"categories":5640},[100],{"categories":5642},[],{"categories":5644},[112],{"categories":5646},[100],{"categories":5648},[100],{"categories":5650},[103],{"categories":5652},[],{"categories":5654},[],{"categories":5656},[100],{"categories":5658},[189],{"categories":5660},[100],{"categories":5662},[146],{"categories":5664},[],{"categories":5666},[100],{"categories":5668},[219],{"categories":5670},[146],{"categories":5672},[219],{"categories":5674},[192],{"categories":5676},[100],{"categories":5678},[100],{"categories":5680},[],{"categories":5682},[],{"categories":5684},[112],{"categories":5686},[],{"categories":5688},[100],{"categories":5690},[417],{"categories":5692},[100],{"categories":5694},[100],{"categories":5696},[100],{"categories":5698},[100],{"categories":5700},[],{"categories":5702},[112],{"categories":5704},[100],{"categories":5706},[100],{"categories":5708},[],{"categories":5710},[112],{"categories":5712},[100],{"categories":5714},[146],{"categories":5716},[100],{"categories":5718},[219],{"categories":5720},[65],{"categories":5722},[100],{"categories":5724},[100],{"categories":5726},[112],{"categories":5728},[192],{"categories":5730},[112],{"categories":5732},[112],{"categories":5734},[],{"categories":5736},[112],{"categories":5738},[],{"categories":5740},[100],{"categories":5742},[],{"categories":5744},[146],{"categories":5746},[65],{"categories":5748},[],{"categories":5750},[100],{"categories":5752},[100],{"categories":5754},[],{"categories":5756},[189],{"categories":5758},[103],{"categories":5760},[],{"categories":5762},[65],{"categories":5764},[219],{"categories":5766},[100],{"categories":5768},[124],{"categories":5770},[103],{"categories":5772},[192],{"categories":5774},[65],{"categories":5776},[124],{"categories":5778},[112],{"categories":5780},[124],{"categories":5782},[],{"categories":5784},[100],{"categories":5786},[115],{"categories":5788},[100],{"categories":5790},[],{"categories":5792},[112],{"categories":5794},[103],{"categories":5796},[189],{"categories":5798},[100],{"categories":5800},[103],{"categories":5802},[112],{"categories":5804},[256],{"categories":5806},[100],{"categories":5808},[100],{"categories":5810},[100],{"categories":5812},[103],{"categories":5814},[192],{"categories":5816},[112],{"categories":5818},[],{"categories":5820},[100],{"categories":5822},[100],{"categories":5824},[100],{"categories":5826},[124],{"categories":5828},[112],{"categories":5830},[146],{"categories":5832},[124],{"categories":5834},[100],{"categories":5836},[115],{"categories":5838},[],{"categories":5840},[189],{"categories":5842},[124],{"categories":5844},[146],{"categories":5846},[103],{"categories":5848},[112],{"categories":5850},[100],{"categories":5852},[100],{"categories":5854},[112],{"categories":5856},[115],{"categories":5858},[100],{"categories":5860},[112],{"categories":5862},[100],{"categories":5864},[65],{"categories":5866},[112],{"categories":5868},[112,256],{"categories":5870},[100],{"categories":5872},[100],{"categories":5874},[112],{"categories":5876},[124],{"categories":5878},[100],{"categories":5880},[100],{"categories":5882},[192],{"categories":5884},[112],{"categories":5886},[219],{"categories":5888},[112],{"categories":5890},[65],{"categories":5892},[],{"categories":5894},[112],{"categories":5896},[100],{"categories":5898},[65],{"categories":5900},[],{"categories":5902},[],{"categories":5904},[124],{"categories":5906},[100],{"categories":5908},[100],{"categories":5910},[112],{"categories":5912},[192],{"categories":5914},[219],{"categories":5916},[100],{"categories":5918},[100],{"categories":5920},[112],{"categories":5922},[],{"categories":5924},[112],{"categories":5926},[146],{"categories":5928},[112],{"categories":5930},[],{"categories":5932},[146],{"categories":5934},[124],{"categories":5936},[2842],{"categories":5938},[103],{"categories":5940},[124],{"categories":5942},[100],{"categories":5944},[112],{"categories":5946},[100],{"categories":5948},[100],{"categories":5950},[219],{"categories":5952},[124],{"categories":5954},[],{"categories":5956},[146],{"categories":5958},[100],{"categories":5960},[],{"categories":5962},[112],{"categories":5964},[100],{"categories":5966},[100],{"categories":5968},[100],{"categories":5970},[100],{"categories":5972},[112],{"categories":5974},[100],{"categories":5976},[100],{"categories":5978},[115],{"categories":5980},[100],{"categories":5982},[112],{"categories":5984},[100],{"categories":5986},[100],{"categories":5988},[100],{"categories":5990},[100],{"categories":5992},[100],{"categories":5994},[100],{"categories":5996},[100],{"categories":5998},[65],{"categories":6000},[],{"categories":6002},[115],{"categories":6004},[146],{"categories":6006},[112],{"categories":6008},[100],{"categories":6010},[124],{"categories":6012},[],{"categories":6014},[124],{"categories":6016},[124],{"categories":6018},[112],{"categories":6020},[124],{"categories":6022},[100],{"categories":6024},[100],{"categories":6026},[100],{"categories":6028},[112],{"categories":6030},[124],{"categories":6032},[100],{"categories":6034},[100],{"categories":6036},[112],{"categories":6038},[146],{"categories":6040},[100],{"categories":6042},[100],{"categories":6044},[100],{"categories":6046},[65],{"categories":6048},[100],{"categories":6050},[112],{"categories":6052},[189],{"categories":6054},[],{"categories":6056},[100],{"categories":6058},[192],{"categories":6060},[112],{"categories":6062},[100],{"categories":6064},[100],{"categories":6066},[],{"categories":6068},[100],{"categories":6070},[100],{"categories":6072},[146],{"categories":6074},[100],{"categories":6076},[100],{"categories":6078},[112],{"categories":6080},[219],{"categories":6082},[],{"categories":6084},[],{"categories":6086},[124],{"categories":6088},[100],{"categories":6090},[146],{"categories":6092},[100],{"categories":6094},[124],{"categories":6096},[146],{"categories":6098},[100],{"categories":6100},[219],{"categories":6102},[192],{"categories":6104},[100],{"categories":6106},[103],{"categories":6108},[112],{"categories":6110},[100],{"categories":6112},[100],{"categories":6114},[112],{"categories":6116},[112],{"categories":6118},[100],{"categories":6120},[65],{"categories":6122},[],{"categories":6124},[192],{"categories":6126},[100],{"categories":6128},[],{"categories":6130},[146],{"categories":6132},[100],{"categories":6134},[192],{"categories":6136},[100],{"categories":6138},[124],{"categories":6140},[124],{"categories":6142},[124],{"categories":6144},[112],{"categories":6146},[112],{"categories":6148},[100],{"categories":6150},[112],{"categories":6152},[100],{"categories":6154},[100],{"categories":6156},[189],{"categories":6158},[192],{"categories":6160},[192],{"categories":6162},[],{"categories":6164},[146],{"categories":6166},[100],{"categories":6168},[100],{"categories":6170},[124],{"categories":6172},[],{"categories":6174},[146],{"categories":6176},[146],{"categories":6178},[146],{"categories":6180},[],{"categories":6182},[112],{"categories":6184},[100],{"categories":6186},[],{"categories":6188},[103],{"categories":6190},[65],{"categories":6192},[],{"categories":6194},[100],{"categories":6196},[100],{"categories":6198},[],{"categories":6200},[124],{"categories":6202},[],{"categories":6204},[],{"categories":6206},[],{"categories":6208},[],{"categories":6210},[100],{"categories":6212},[146],{"categories":6214},[],{"categories":6216},[],{"categories":6218},[100],{"categories":6220},[100],{"categories":6222},[100],{"categories":6224},[192],{"categories":6226},[100],{"categories":6228},[192],{"categories":6230},[],{"categories":6232},[192],{"categories":6234},[192],{"categories":6236},[256],{"categories":6238},[112],{"categories":6240},[124],{"categories":6242},[],{"categories":6244},[],{"categories":6246},[192],{"categories":6248},[124],{"categories":6250},[124],{"categories":6252},[124],{"categories":6254},[],{"categories":6256},[103],{"categories":6258},[124],{"categories":6260},[124],{"categories":6262},[103],{"categories":6264},[124],{"categories":6266},[65],{"categories":6268},[124],{"categories":6270},[124],{"categories":6272},[124],{"categories":6274},[192],{"categories":6276},[146],{"categories":6278},[146],{"categories":6280},[100],{"categories":6282},[124],{"categories":6284},[192],{"categories":6286},[256],{"categories":6288},[192],{"categories":6290},[192],{"categories":6292},[192],{"categories":6294},[],{"categories":6296},[65],{"categories":6298},[],{"categories":6300},[256],{"categories":6302},[124],{"categories":6304},[124],{"categories":6306},[124],{"categories":6308},[112],{"categories":6310},[146,65],{"categories":6312},[192],{"categories":6314},[],{"categories":6316},[],{"categories":6318},[192],{"categories":6320},[],{"categories":6322},[192],{"categories":6324},[146],{"categories":6326},[112],{"categories":6328},[],{"categories":6330},[124],{"categories":6332},[100],{"categories":6334},[189],{"categories":6336},[],{"categories":6338},[100],{"categories":6340},[],{"categories":6342},[146],{"categories":6344},[103],{"categories":6346},[192],{"categories":6348},[],{"categories":6350},[124],{"categories":6352},[146],[6354,6408,6494,6593],{"id":6355,"title":6356,"ai":6357,"body":6362,"categories":6382,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":6383,"navigation":81,"path":6395,"published_at":6396,"question":66,"scraped_at":6397,"seo":6398,"sitemap":6399,"source_id":6400,"source_name":6401,"source_type":88,"source_url":6402,"stem":6403,"tags":6404,"thumbnail_url":66,"tldr":6405,"tweet":66,"unknown_tags":6406,"__hash__":6407},"summaries\u002Fsummaries\u002F663c11ac51a232a2-the-economic-and-existential-shift-toward-zero-cos-summary.md","The Economic and Existential Shift Toward Zero-Cost Software",{"provider":7,"model":8,"input_tokens":6358,"output_tokens":6359,"processing_time_ms":6360,"cost_usd":6361},3945,457,3150,0.00167175,{"type":14,"value":6363,"toc":6378},[6364,6368,6371,6375],[17,6365,6367],{"id":6366},"the-collapse-of-software-economics","The Collapse of Software Economics",[22,6369,6370],{},"Dario Amodei, CEO of a major AI firm, posits that the traditional model of software development—where costs are amortized over a large user base—is nearing its end. As AI models become increasingly capable of generating functional code and complex applications, the marginal cost of producing software is trending toward zero. This shift challenges the long-standing economic premise that software is a high-value, labor-intensive asset. If software becomes essentially free to produce, the competitive advantage of companies built solely on proprietary code will evaporate, forcing a pivot toward unique data, specialized workflows, or human-centric value propositions.",[17,6372,6374],{"id":6373},"the-professional-and-existential-implications","The Professional and Existential Implications",[22,6376,6377],{},"This transition is not merely an economic disruption but a potential threat to the careers of software engineers and product builders. The ability to generate software at scale means that the barrier to entry for building complex systems is lowering, potentially leading to a market saturation of AI-generated tools. Amodei’s warning suggests that we are approaching a point where the human role in software creation must evolve from 'builder' to 'architect' or 'curator.' The article highlights that this warning carries significant weight because it originates from a leader who has been instrumental in building the very models driving this change, signaling that the industry is moving faster than current business models can accommodate.",{"title":59,"searchDepth":60,"depth":60,"links":6379},[6380,6381],{"id":6366,"depth":60,"text":6367},{"id":6373,"depth":60,"text":6374},[146],{"content_references":6384,"triage":6392},[6385,6389],{"type":6386,"title":6387,"publisher":6388,"context":75},"event","World Economic Forum","Davos",{"type":6390,"title":6391,"context":75},"other","Wall Street Journal",{"relevance":77,"novelty":78,"quality":77,"actionability":60,"composite":6393,"reasoning":6394},3.4,"Category: Business & SaaS. The article discusses the economic implications of AI on software development, which is relevant to product strategy and business models. However, while it presents a thought-provoking perspective, it lacks specific actionable insights for builders on how to adapt to these changes.","\u002Fsummaries\u002F663c11ac51a232a2-the-economic-and-existential-shift-toward-zero-cos-summary","2026-05-19 14:31:58","2026-05-19 15:00:56",{"title":6356,"description":59},{"loc":6395},"663c11ac51a232a2","Python in Plain English","https:\u002F\u002Fpython.plainenglish.io\u002Fthe-man-who-built-the-future-is-warning-you-about-it-c7aaf7deecc6?source=rss----78073def27b8---4","summaries\u002F663c11ac51a232a2-the-economic-and-existential-shift-toward-zero-cos-summary",[91,92,93],"Dario Amodei warns that AI is driving the cost of software toward zero, threatening traditional career paths and necessitating a fundamental rethink of economic value in an AI-native world.",[],"IVjfmKUMwpZNMnrphZZu46wkYvRZnlBZUp9ukLLH-_0",{"id":6409,"title":6410,"ai":6411,"body":6416,"categories":6468,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":6469,"navigation":81,"path":6482,"published_at":6483,"question":66,"scraped_at":6483,"seo":6484,"sitemap":6485,"source_id":6486,"source_name":87,"source_type":88,"source_url":6487,"stem":6488,"tags":6489,"thumbnail_url":66,"tldr":6491,"tweet":66,"unknown_tags":6492,"__hash__":6493},"summaries\u002Fsummaries\u002F0a5ca4c5b5238e08-managing-ai-investments-in-the-agentic-era-summary.md","Managing AI Investments in the Agentic Era",{"provider":7,"model":8,"input_tokens":6412,"output_tokens":6413,"processing_time_ms":6414,"cost_usd":6415},7919,567,3145,0.00283025,{"type":14,"value":6417,"toc":6463},[6418,6422,6425,6429,6432,6436,6439,6460],[17,6419,6421],{"id":6420},"shift-from-token-costs-to-outcome-roi","Shift from Token Costs to Outcome ROI",[22,6423,6424],{},"As AI moves from simple chat interfaces to long-running agentic workflows, traditional metrics like price-per-million-tokens become insufficient. Leaders must prioritize \"useful work per dollar\"—measuring the total cost to achieve a successful outcome, including latency, human review, and retry rates. The goal is to match the model's capability to the task: reserve frontier intelligence for complex, high-stakes work while utilizing faster, smaller models for routine tasks. Success should be measured by business value, such as cycle time reduction, risk avoidance, or increased operational capacity.",[17,6426,6428],{"id":6427},"governance-as-an-operating-layer","Governance as an Operating Layer",[22,6430,6431],{},"Governance is no longer just a compliance checkbox; it is the operating layer that enables safe scaling. Before deploying agents that interact with enterprise systems, leaders must define clear boundaries for tool access, permitted actions, and human-in-the-loop approval paths. Centralized administration—such as workspace defaults, group limits, and individual overrides—allows teams to experiment while maintaining cost control. For high-stakes workflows, organizations should integrate privacy controls like Zero Data Retention and work with deployment engineers to ensure architecture, reliability, and security are baked in before scaling.",[17,6433,6435],{"id":6434},"portfolio-based-investment-strategy","Portfolio-Based Investment Strategy",[22,6437,6438],{},"AI investments should be managed as a portfolio consisting of three tiers: broad productivity access, function-specific repeatable workflows, and strategic bets leveraging proprietary data. Funding should follow a maturity model:",[6440,6441,6442,6448,6454],"ol",{},[32,6443,6444,6447],{},[35,6445,6446],{},"Exploration:"," Testing model capability.",[32,6449,6450,6453],{},[35,6451,6452],{},"Validation:"," Measuring against a clear quality bar.",[32,6455,6456,6459],{},[35,6457,6458],{},"Production:"," Supporting integrations, reliability, and change management.",[22,6461,6462],{},"Once a workflow proves its value, organizations should move away from generic consumption models toward optimized commercial structures like Guaranteed Capacity for production systems, Scale Tier for high-volume APIs, or Batch\u002FFlex processing for asynchronous tasks. This ensures that infrastructure costs align with the specific demands of the business process.",{"title":59,"searchDepth":60,"depth":60,"links":6464},[6465,6466,6467],{"id":6420,"depth":60,"text":6421},{"id":6427,"depth":60,"text":6428},{"id":6434,"depth":60,"text":6435},[65],{"content_references":6470,"triage":6478},[6471,6475],{"type":72,"title":6472,"url":6473,"context":6474},"ChatGPT Work","https:\u002F\u002Fopenai.com\u002Fchatgpt-work\u002F","recommended",{"type":72,"title":6476,"url":6477,"context":75},"OpenAI Deployment Company","https:\u002F\u002Fdeploy.co\u002F",{"relevance":6479,"novelty":77,"quality":77,"actionability":77,"composite":6480,"reasoning":6481},5,4.35,"Category: Product Strategy. The article provides a comprehensive framework for managing AI investments, focusing on outcome-based ROI and governance, which directly addresses the pain points of product-minded builders. It offers actionable insights on measuring success and structuring AI investments, making it highly relevant for the target audience.","\u002Fsummaries\u002F0a5ca4c5b5238e08-managing-ai-investments-in-the-agentic-era-summary","2026-07-16 13:33:33",{"title":6410,"description":59},{"loc":6482},"0a5ca4c5b5238e08","https:\u002F\u002Fopenai.com\u002Findex\u002Fmanaging-ai-investments-in-agentic-era","summaries\u002F0a5ca4c5b5238e08-managing-ai-investments-in-the-agentic-era-summary",[91,92,93,6490],"automation","Enterprise leaders should shift from tracking token costs to measuring 'useful work per dollar,' focusing on outcome-based ROI, governance, and scaling proven agentic workflows.",[],"55RLlqdiAswQl3PLdCvjPW5-XWNpnSF6nmyxOqojJjE",{"id":6495,"title":6496,"ai":6497,"body":6502,"categories":6573,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":6574,"navigation":81,"path":6581,"published_at":6582,"question":66,"scraped_at":6582,"seo":6583,"sitemap":6584,"source_id":6585,"source_name":87,"source_type":88,"source_url":6586,"stem":6587,"tags":6588,"thumbnail_url":66,"tldr":6590,"tweet":66,"unknown_tags":6591,"__hash__":6592},"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":6498,"output_tokens":6499,"processing_time_ms":6500,"cost_usd":6501},8048,541,2805,0.0028235,{"type":14,"value":6503,"toc":6568},[6504,6508,6511,6515,6518,6538,6542,6545,6565],[17,6505,6507],{"id":6506},"bridging-the-gap-between-ai-potential-and-enterprise-reality","Bridging the Gap Between AI Potential and Enterprise Reality",[22,6509,6510],{},"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.",[17,6512,6514],{"id":6513},"program-structure-and-scaling","Program Structure and Scaling",[22,6516,6517],{},"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:",[29,6519,6520,6526,6532],{},[32,6521,6522,6525],{},[35,6523,6524],{},"Specializations:"," Partners can earn badges in high-impact areas like Codex, cybersecurity, and AI agents to help customers identify specific expertise.",[32,6527,6528,6531],{},[35,6529,6530],{},"Forward Deployed Experts:"," A pilot program that aligns partner practitioners directly with OpenAI’s internal engineering teams to facilitate complex, mission-critical deployments.",[32,6533,6534,6537],{},[35,6535,6536],{},"Mass Enablement:"," A goal to train and certify 300,000 consultants by the end of 2026 to ensure global delivery capacity.",[17,6539,6541],{"id":6540},"real-world-impact","Real-World Impact",[22,6543,6544],{},"The program emphasizes that successful AI transformation requires more than just API access; it requires deep industry-specific integration. Early collaborations demonstrate this approach:",[29,6546,6547,6553,6559],{},[32,6548,6549,6552],{},[35,6550,6551],{},"Paychex & Bain:"," Achieved an 80% reduction in wait times and a 30% reduction in effort for payroll workflows.",[32,6554,6555,6558],{},[35,6556,6557],{},"eBay & Artium:"," Developed a next-generation customer service platform blending human expertise with AI agents.",[32,6560,6561,6564],{},[35,6562,6563],{},"Agilent & BCG:"," Focused on accelerating AI deployment across intelligent instruments and services.",[22,6566,6567],{},"By formalizing these relationships, OpenAI aims to move beyond pilot projects to enterprise-wide, production-scale AI adoption.",{"title":59,"searchDepth":60,"depth":60,"links":6569},[6570,6571,6572],{"id":6506,"depth":60,"text":6507},{"id":6513,"depth":60,"text":6514},{"id":6540,"depth":60,"text":6541},[65],{"content_references":6575,"triage":6579},[6576],{"type":72,"title":6577,"url":6578,"context":6474},"OpenAI Partner Network","https:\u002F\u002Fopenai.com\u002Fbusiness\u002Fpartners",{"relevance":77,"novelty":78,"quality":77,"actionability":78,"composite":79,"reasoning":6580},"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":6496,"description":59},{"loc":6581},"4a1a2edfc53fbcf8","https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-openai-partner-network","summaries\u002F4a1a2edfc53fbcf8-openai-launches-150m-partner-network-for-enterpris-summary",[91,92,93,6589],"growth","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":6594,"title":6595,"ai":6596,"body":6601,"categories":6635,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":6636,"navigation":81,"path":6649,"published_at":6650,"question":66,"scraped_at":6651,"seo":6652,"sitemap":6653,"source_id":6654,"source_name":6655,"source_type":88,"source_url":6656,"stem":6657,"tags":6658,"thumbnail_url":66,"tldr":6660,"tweet":66,"unknown_tags":6661,"__hash__":6662},"summaries\u002Fsummaries\u002F78d2e983135fb8c1-the-ai-startup-arr-inflation-scam-summary.md","The AI Startup ARR Inflation Scam",{"provider":7,"model":8,"input_tokens":6597,"output_tokens":6598,"processing_time_ms":6599,"cost_usd":6600},7672,704,3643,0.002974,{"type":14,"value":6602,"toc":6630},[6603,6607,6610,6613,6617,6620,6623,6627],[17,6604,6606],{"id":6605},"the-mechanics-of-revenue-inflation","The Mechanics of Revenue Inflation",[22,6608,6609],{},"AI startups are frequently misrepresenting their financial health by using \"Committed ARR\" (CARR) as a proxy for traditional Annual Recurring Revenue (ARR). While ARR represents signed-and-sealed contracts for active services, CARR includes revenue from contracts that have not yet been implemented. This is inherently risky because implementation delays or failures often lead to cancellations before the revenue is ever collected.",[22,6611,6612],{},"Beyond CARR, some companies use \"annualized run-rate revenue,\" which extrapolates current revenue over 12 months based on short-term performance (e.g., a single quarter or month). Because AI products are often usage-based rather than contract-based, this extrapolation is highly volatile and frequently misleading. In extreme cases, companies have been known to count year-long free pilot programs as ARR, despite no money having changed hands.",[17,6614,6616],{"id":6615},"the-role-of-vcs-in-kingmaking","The Role of VCs in 'Kingmaking'",[22,6618,6619],{},"Investors are often complicit in these exaggerations. By turning a blind eye to inflated public declarations, VCs help their portfolio companies appear as the \"undisputed winners\" in a category. This narrative-building attracts top-tier talent and enterprise customers who prefer to bet on perceived market leaders.",[22,6621,6622],{},"This behavior is driven by the intense pressure to show hyper-growth. As one investor noted, the expectation for AI startups is to scale from $1M to $100M in ARR at an unprecedented pace. Because many funds have multiple portfolio companies using these same \"choppy\" standards, there is little incentive for VCs to call out the practice, as doing so would invite scrutiny of their own investments.",[17,6624,6626],{"id":6625},"the-long-term-risks-of-bad-hygiene","The Long-Term Risks of Bad Hygiene",[22,6628,6629],{},"Founders who prioritize transparency warn that this practice is short-sighted. Exaggerating revenue creates a false baseline that becomes difficult to maintain, especially when these companies eventually face the scrutiny of public markets, which value software companies based on audited ARR rather than inflated CARR. Critics argue that using these metrics for short-term PR gains is poor financial hygiene that will eventually lead to valuation corrections when the actual revenue fails to materialize.",{"title":59,"searchDepth":60,"depth":60,"links":6631},[6632,6633,6634],{"id":6605,"depth":60,"text":6606},{"id":6615,"depth":60,"text":6616},{"id":6625,"depth":60,"text":6626},[65],{"content_references":6637,"triage":6647},[6638,6642],{"type":6639,"title":6640,"author":6641,"context":75},"podcast","20VC","Harry Stebbings",{"type":6390,"title":6643,"author":6644,"url":6645,"context":6646},"Bessemer Venture Partners Blog: Scaling to $100 Million","Bessemer Venture Partners","https:\u002F\u002Fwww.bvp.com\u002Fatlas\u002Fscaling-to-100-million","cited",{"relevance":77,"novelty":78,"quality":77,"actionability":60,"composite":6393,"reasoning":6648},"Category: Business & SaaS. The article discusses the implications of inflated revenue figures in AI startups, which directly relates to product strategy and business practices. It provides insights into the risks of misrepresentation but lacks specific actionable steps for founders to address these issues.","\u002Fsummaries\u002F78d2e983135fb8c1-the-ai-startup-arr-inflation-scam-summary","2026-05-22 20:40:48","2026-05-22 23:00:33",{"title":6595,"description":59},{"loc":6649},"78d2e983135fb8c1","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F22\u002Fhow-vcs-and-founders-use-inflated-arr-to-kingmake-ai-startups\u002F","summaries\u002F78d2e983135fb8c1-the-ai-startup-arr-inflation-scam-summary",[92,6659,93,91],"startups","AI startups and their investors are increasingly inflating public revenue figures by conflating 'Committed ARR' (CARR) and annualized run-rates with actual ARR, creating a distorted narrative of growth to secure talent, customers, and higher valuations.",[],"V98OJIJYnJiVASMfqSpwG3YZE5kwfWXLjqPagIgIg2U"]