[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-32d361154dc17a18-apple-eliminates-ai-infrastructure-costs-for-indie-summary":3,"summaries-facets-categories":94,"summary-related-32d361154dc17a18-apple-eliminates-ai-infrastructure-costs-for-indie-summary":6998},{"id":4,"title":5,"ai":6,"body":13,"categories":63,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":68,"navigation":75,"path":76,"published_at":77,"question":65,"scraped_at":78,"seo":79,"sitemap":80,"source_id":81,"source_name":82,"source_type":83,"source_url":84,"stem":85,"tags":86,"thumbnail_url":65,"tldr":91,"tweet":65,"unknown_tags":92,"__hash__":93},"summaries\u002Fsummaries\u002F32d361154dc17a18-apple-eliminates-ai-infrastructure-costs-for-indie-summary.md","Apple Eliminates AI Infrastructure Costs for Indie Developers",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5639,441,3049,0.00207125,{"type":14,"value":15,"toc":56},"minimark",[16,21,25,29,32,49,53],[17,18,20],"h2",{"id":19},"lowering-the-barrier-to-ai-experimentation","Lowering the Barrier to AI Experimentation",[22,23,24],"p",{},"Apple is attempting to capture the indie developer market by removing the financial friction associated with AI infrastructure. During its recent Worldwide Developers Conference (WWDC), the company announced that developers with fewer than 2 million first-time App Store downloads can access its Foundation Models via Private Cloud Compute at no cost. This move mirrors the strategy behind Apple’s existing Small Business Program, which offers reduced commission rates to smaller developers to foster ecosystem growth.",[17,26,28],{"id":27},"expanding-capabilities-and-flexibility","Expanding Capabilities and Flexibility",[22,30,31],{},"Beyond cost waivers, Apple is enhancing its Foundation Models framework to support more complex development workflows. Key updates include:",[33,34,35,43],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Expanded Input Support:"," The framework now supports image inputs, broadening the types of AI-powered features developers can build.",[36,44,45,48],{},[39,46,47],{},"Server Model Integration:"," The API now allows for integration with a cloud model provider of the developer's choice. This ensures that as applications scale or require more complex processing, developers are not locked into a single infrastructure path.",[17,50,52],{"id":51},"responding-to-the-tokenpocalypse","Responding to the 'Tokenpocalypse'",[22,54,55],{},"This initiative arrives as the broader tech industry shifts toward fiscal discipline regarding AI spending. The era of unchecked experimentation is cooling, with major players like Meta and Amazon discontinuing internal AI token leaderboards that previously encouraged high-volume, experimental usage. Recent reports, such as Uber exhausting its 2026 AI budget in just four months, highlight the growing pressure on companies to justify AI infrastructure costs. By subsidizing these costs for smaller developers, Apple is positioning itself as the most accessible platform for building AI-native applications without the burden of prohibitive cloud bills.",{"title":57,"searchDepth":58,"depth":58,"links":59},"",2,[60,61,62],{"id":19,"depth":58,"text":20},{"id":27,"depth":58,"text":28},{"id":51,"depth":58,"text":52},[64],"AI & LLMs",null,"md",false,{"content_references":69,"triage":70},[],{"relevance":71,"novelty":72,"quality":71,"actionability":72,"composite":73,"reasoning":74},4,3,3.6,"Category: Business & SaaS. The article discusses Apple's initiative to eliminate AI infrastructure costs for indie developers, addressing a specific pain point related to financial barriers in AI experimentation. It provides insights into new capabilities and flexibility offered by Apple's Foundation Models, which could help developers build AI-powered features.",true,"\u002Fsummaries\u002F32d361154dc17a18-apple-eliminates-ai-infrastructure-costs-for-indie-summary","2026-06-08 20:53:55","2026-06-09 12:58:22",{"title":5,"description":57},{"loc":76},"32d361154dc17a18","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F06\u002F08\u002Fapple-bets-cheaper-ai-will-woo-small-developers\u002F","summaries\u002F32d361154dc17a18-apple-eliminates-ai-infrastructure-costs-for-indie-summary",[87,88,89,90],"ai-tools","saas","startups","llm","Apple is waiving cloud API costs for developers with fewer than 2 million first-time App Store downloads, allowing them to use its Foundation Models via Private Cloud Compute for free to encourage AI experimentation.",[],"wKbtTA_vABwZNYMI3XXSr_0zlJZcIrHQtGXwI5Irxb8",[95,97,100,102,105,107,110,113,115,117,119,121,124,126,128,130,132,135,137,139,141,143,146,149,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,198,200,202,204,206,208,210,212,214,216,218,220,222,224,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,268,270,272,274,276,278,280,282,284,286,288,290,292,294,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,362,364,366,368,370,372,374,376,378,380,382,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,418,420,422,424,426,428,430,432,434,436,438,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,500,502,504,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,546,548,550,552,554,556,558,560,562,564,566,568,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,858,860,862,864,866,869,871,873,875,877,879,881,883,885,887,889,891,893,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996],{"categories":96},[64],{"categories":98},[99],"Developer Productivity",{"categories":101},[64],{"categories":103},[104],"Business & SaaS",{"categories":106},[64],{"categories":108},[109],"AI Automation",{"categories":111},[112],"Product Strategy",{"categories":114},[109],{"categories":116},[64],{"categories":118},[99],{"categories":120},[109],{"categories":122},[123],"Software Engineering",{"categories":125},[64],{"categories":127},[104],{"categories":129},[],{"categories":131},[64],{"categories":133},[134],"Inference & Serving",{"categories":136},[64],{"categories":138},[64],{"categories":140},[109],{"categories":142},[],{"categories":144},[145],"AI News & Trends",{"categories":147},[148],"Data Science & Visualization",{"categories":150},[109],{"categories":152},[64],{"categories":154},[64],{"categories":156},[104],{"categories":158},[99],{"categories":160},[64],{"categories":162},[109],{"categories":164},[145],{"categories":166},[64],{"categories":168},[109],{"categories":170},[109],{"categories":172},[64],{"categories":174},[64],{"categories":176},[109],{"categories":178},[64],{"categories":180},[64],{"categories":182},[64],{"categories":184},[109],{"categories":186},[145],{"categories":188},[64],{"categories":190},[64],{"categories":192},[64],{"categories":194},[],{"categories":196},[197],"Design & Frontend",{"categories":199},[148],{"categories":201},[145],{"categories":203},[64],{"categories":205},[64],{"categories":207},[64],{"categories":209},[],{"categories":211},[64],{"categories":213},[64],{"categories":215},[109],{"categories":217},[123],{"categories":219},[64],{"categories":221},[109],{"categories":223},[64],{"categories":225},[226],"Marketing & Growth",{"categories":228},[197],{"categories":230},[64],{"categories":232},[109],{"categories":234},[64],{"categories":236},[64],{"categories":238},[123],{"categories":240},[64],{"categories":242},[],{"categories":244},[],{"categories":246},[197],{"categories":248},[64],{"categories":250},[109],{"categories":252},[99],{"categories":254},[123],{"categories":256},[109],{"categories":258},[197],{"categories":260},[112],{"categories":262},[64],{"categories":264},[123],{"categories":266},[267],"DevOps & Cloud",{"categories":269},[109],{"categories":271},[112],{"categories":273},[145],{"categories":275},[64],{"categories":277},[],{"categories":279},[64],{"categories":281},[64],{"categories":283},[],{"categories":285},[109],{"categories":287},[123],{"categories":289},[],{"categories":291},[123],{"categories":293},[64],{"categories":295},[296],"Governance & Standards",{"categories":298},[104],{"categories":300},[],{"categories":302},[],{"categories":304},[64],{"categories":306},[64],{"categories":308},[109],{"categories":310},[64],{"categories":312},[64],{"categories":314},[109],{"categories":316},[64],{"categories":318},[64],{"categories":320},[64],{"categories":322},[],{"categories":324},[123],{"categories":326},[],{"categories":328},[],{"categories":330},[64],{"categories":332},[123],{"categories":334},[],{"categories":336},[123],{"categories":338},[64],{"categories":340},[64],{"categories":342},[226],{"categories":344},[64],{"categories":346},[64],{"categories":348},[64],{"categories":350},[197],{"categories":352},[197],{"categories":354},[64],{"categories":356},[123],{"categories":358},[109],{"categories":360},[361],"GovTech & Public-Sector Adoption",{"categories":363},[123],{"categories":365},[64],{"categories":367},[64],{"categories":369},[64],{"categories":371},[109],{"categories":373},[109],{"categories":375},[148],{"categories":377},[64],{"categories":379},[145],{"categories":381},[109],{"categories":383},[384],"Legal AI Tools",{"categories":386},[64],{"categories":388},[109],{"categories":390},[64],{"categories":392},[226],{"categories":394},[109],{"categories":396},[112],{"categories":398},[64],{"categories":400},[123],{"categories":402},[361],{"categories":404},[],{"categories":406},[109],{"categories":408},[],{"categories":410},[104],{"categories":412},[109],{"categories":414},[109],{"categories":416},[417],"RAG & Retrieval",{"categories":419},[104],{"categories":421},[64],{"categories":423},[123],{"categories":425},[123],{"categories":427},[267],{"categories":429},[197],{"categories":431},[109],{"categories":433},[64],{"categories":435},[64],{"categories":437},[],{"categories":439},[440],"Agents & Orchestration",{"categories":442},[123],{"categories":444},[64],{"categories":446},[],{"categories":448},[109],{"categories":450},[104],{"categories":452},[],{"categories":454},[64],{"categories":456},[],{"categories":458},[64],{"categories":460},[99],{"categories":462},[123],{"categories":464},[104],{"categories":466},[64],{"categories":468},[109],{"categories":470},[64],{"categories":472},[145],{"categories":474},[64],{"categories":476},[],{"categories":478},[64],{"categories":480},[],{"categories":482},[64],{"categories":484},[123],{"categories":486},[64],{"categories":488},[109],{"categories":490},[148],{"categories":492},[],{"categories":494},[64],{"categories":496},[197],{"categories":498},[499],"Models & Frontier Labs",{"categories":501},[],{"categories":503},[197],{"categories":505},[506],"Regulation & Governance of AI",{"categories":508},[112],{"categories":510},[109],{"categories":512},[],{"categories":514},[64],{"categories":516},[64],{"categories":518},[109],{"categories":520},[109],{"categories":522},[145],{"categories":524},[64],{"categories":526},[104],{"categories":528},[64],{"categories":530},[109],{"categories":532},[],{"categories":534},[123],{"categories":536},[109],{"categories":538},[64],{"categories":540},[112],{"categories":542},[64],{"categories":544},[545],"AI Policy & Regulation",{"categories":547},[],{"categories":549},[64],{"categories":551},[109],{"categories":553},[112],{"categories":555},[109],{"categories":557},[64],{"categories":559},[64],{"categories":561},[64],{"categories":563},[109],{"categories":565},[],{"categories":567},[148],{"categories":569},[570],"Evals & Reliability",{"categories":572},[64],{"categories":574},[64],{"categories":576},[],{"categories":578},[99],{"categories":580},[361],{"categories":582},[545],{"categories":584},[64],{"categories":586},[104],{"categories":588},[64],{"categories":590},[109],{"categories":592},[64],{"categories":594},[109],{"categories":596},[440],{"categories":598},[64],{"categories":600},[123],{"categories":602},[64],{"categories":604},[],{"categories":606},[197],{"categories":608},[],{"categories":610},[64],{"categories":612},[361],{"categories":614},[64],{"categories":616},[64],{"categories":618},[64],{"categories":620},[],{"categories":622},[64],{"categories":624},[197],{"categories":626},[123],{"categories":628},[],{"categories":630},[64],{"categories":632},[],{"categories":634},[109],{"categories":636},[64],{"categories":638},[197],{"categories":640},[],{"categories":642},[64],{"categories":644},[64],{"categories":646},[148],{"categories":648},[109],{"categories":650},[64],{"categories":652},[104],{"categories":654},[109],{"categories":656},[64],{"categories":658},[64],{"categories":660},[123],{"categories":662},[197],{"categories":664},[64],{"categories":666},[109],{"categories":668},[],{"categories":670},[123],{"categories":672},[109],{"categories":674},[148],{"categories":676},[],{"categories":678},[64],{"categories":680},[145],{"categories":682},[64],{"categories":684},[],{"categories":686},[64],{"categories":688},[64],{"categories":690},[64],{"categories":692},[104,226],{"categories":694},[],{"categories":696},[123],{"categories":698},[64],{"categories":700},[64],{"categories":702},[109],{"categories":704},[64],{"categories":706},[],{"categories":708},[],{"categories":710},[64],{"categories":712},[197],{"categories":714},[64],{"categories":716},[],{"categories":718},[64],{"categories":720},[267],{"categories":722},[],{"categories":724},[109],{"categories":726},[145],{"categories":728},[64],{"categories":730},[64],{"categories":732},[197],{"categories":734},[],{"categories":736},[145],{"categories":738},[64],{"categories":740},[134],{"categories":742},[64],{"categories":744},[64],{"categories":746},[109],{"categories":748},[145],{"categories":750},[499],{"categories":752},[64],{"categories":754},[226],{"categories":756},[],{"categories":758},[109],{"categories":760},[104],{"categories":762},[123],{"categories":764},[64],{"categories":766},[109],{"categories":768},[],{"categories":770},[64,267],{"categories":772},[64],{"categories":774},[64],{"categories":776},[64],{"categories":778},[109],{"categories":780},[64,123],{"categories":782},[148],{"categories":784},[64],{"categories":786},[64],{"categories":788},[64],{"categories":790},[123],{"categories":792},[64],{"categories":794},[109],{"categories":796},[109],{"categories":798},[545],{"categories":800},[226],{"categories":802},[64],{"categories":804},[109],{"categories":806},[64],{"categories":808},[64],{"categories":810},[109],{"categories":812},[],{"categories":814},[109],{"categories":816},[64],{"categories":818},[64],{"categories":820},[109],{"categories":822},[64],{"categories":824},[64,104],{"categories":826},[64],{"categories":828},[104],{"categories":830},[],{"categories":832},[197],{"categories":834},[197],{"categories":836},[64],{"categories":838},[],{"categories":840},[],{"categories":842},[64],{"categories":844},[145],{"categories":846},[],{"categories":848},[99],{"categories":850},[64],{"categories":852},[123],{"categories":854},[64],{"categories":856},[857],"Generative UI & Design-to-Code",{"categories":859},[64],{"categories":861},[64],{"categories":863},[197],{"categories":865},[64],{"categories":867},[868],"Algorithmic Accountability",{"categories":870},[109],{"categories":872},[123],{"categories":874},[145],{"categories":876},[197],{"categories":878},[64],{"categories":880},[],{"categories":882},[112],{"categories":884},[64],{"categories":886},[64],{"categories":888},[64],{"categories":890},[64],{"categories":892},[109],{"categories":894},[895],"MLOps & Infrastructure",{"categories":897},[64],{"categories":899},[64],{"categories":901},[64],{"categories":903},[64],{"categories":905},[64],{"categories":907},[123],{"categories":909},[145],{"categories":911},[64],{"categories":913},[112],{"categories":915},[99],{"categories":917},[64],{"categories":919},[109],{"categories":921},[267],{"categories":923},[64],{"categories":925},[104],{"categories":927},[64],{"categories":929},[197],{"categories":931},[64],{"categories":933},[64],{"categories":935},[109],{"categories":937},[],{"categories":939},[],{"categories":941},[64],{"categories":943},[134],{"categories":945},[197],{"categories":947},[145],{"categories":949},[148],{"categories":951},[],{"categories":953},[64],{"categories":955},[64],{"categories":957},[104],{"categories":959},[109],{"categories":961},[64],{"categories":963},[64],{"categories":965},[64],{"categories":967},[64],{"categories":969},[145],{"categories":971},[134],{"categories":973},[64],{"categories":975},[197],{"categories":977},[64],{"categories":979},[],{"categories":981},[109],{"categories":983},[123],{"categories":985},[],{"categories":987},[64],{"categories":989},[64],{"categories":991},[109],{"categories":993},[123],{"categories":995},[64],{"categories":997},[148],{"categories":999},[197],{"categories":1001},[],{"categories":1003},[64],{"categories":1005},[],{"categories":1007},[64],{"categories":1009},[],{"categories":1011},[64],{"categories":1013},[64],{"categories":1015},[112],{"categories":1017},[104],{"categories":1019},[109],{"categories":1021},[109],{"categories":1023},[],{"categories":1025},[64],{"categories":1027},[99],{"categories":1029},[64],{"categories":1031},[64],{"categories":1033},[104],{"categories":1035},[145],{"categories":1037},[99],{"categories":1039},[],{"categories":1041},[64],{"categories":1043},[],{"categories":1045},[64],{"categories":1047},[],{"categories":1049},[145],{"categories":1051},[145],{"categories":1053},[],{"categories":1055},[440],{"categories":1057},[64],{"categories":1059},[197],{"categories":1061},[123],{"categories":1063},[],{"categories":1065},[384],{"categories":1067},[109],{"categories":1069},[104],{"categories":1071},[],{"categories":1073},[],{"categories":1075},[99],{"categories":1077},[148],{"categories":1079},[],{"categories":1081},[226],{"categories":1083},[109],{"categories":1085},[104],{"categories":1087},[109],{"categories":1089},[64],{"categories":1091},[104],{"categories":1093},[64],{"categories":1095},[123],{"categories":1097},[],{"categories":1099},[134],{"categories":1101},[112],{"categories":1103},[64],{"categories":1105},[197],{"categories":1107},[123],{"categories":1109},[104],{"categories":1111},[64],{"categories":1113},[123],{"categories":1115},[64],{"categories":1117},[109],{"categories":1119},[104],{"categories":1121},[64],{"categories":1123},[64],{"categories":1125},[64],{"categories":1127},[64],{"categories":1129},[64],{"categories":1131},[],{"categories":1133},[],{"categories":1135},[123],{"categories":1137},[148],{"categories":1139},[112],{"categories":1141},[64],{"categories":1143},[109],{"categories":1145},[123],{"categories":1147},[123],{"categories":1149},[64],{"categories":1151},[],{"categories":1153},[145],{"categories":1155},[112],{"categories":1157},[112],{"categories":1159},[123],{"categories":1161},[64],{"categories":1163},[570],{"categories":1165},[267],{"categories":1167},[],{"categories":1169},[109],{"categories":1171},[64],{"categories":1173},[],{"categories":1175},[99],{"categories":1177},[],{"categories":1179},[64],{"categories":1181},[64],{"categories":1183},[64],{"categories":1185},[197],{"categories":1187},[226],{"categories":1189},[64],{"categories":1191},[123],{"categories":1193},[64],{"categories":1195},[109],{"categories":1197},[],{"categories":1199},[123],{"categories":1201},[64],{"categories":1203},[99],{"categories":1205},[],{"categories":1207},[104],{"categories":1209},[64],{"categories":1211},[64],{"categories":1213},[145],{"categories":1215},[64,267],{"categories":1217},[64],{"categories":1219},[1220],"Design Systems for AI",{"categories":1222},[64],{"categories":1224},[64],{"categories":1226},[145],{"categories":1228},[64],{"categories":1230},[64],{"categories":1232},[64],{"categories":1234},[104],{"categories":1236},[64],{"categories":1238},[64],{"categories":1240},[64],{"categories":1242},[],{"categories":1244},[64],{"categories":1246},[64],{"categories":1248},[104],{"categories":1250},[64],{"categories":1252},[],{"categories":1254},[109],{"categories":1256},[109],{"categories":1258},[123],{"categories":1260},[145],{"categories":1262},[123],{"categories":1264},[64],{"categories":1266},[197],{"categories":1268},[145],{"categories":1270},[148],{"categories":1272},[64],{"categories":1274},[64],{"categories":1276},[109],{"categories":1278},[99],{"categories":1280},[545],{"categories":1282},[64],{"categories":1284},[109],{"categories":1286},[64],{"categories":1288},[123],{"categories":1290},[123],{"categories":1292},[],{"categories":1294},[],{"categories":1296},[64],{"categories":1298},[109],{"categories":1300},[112],{"categories":1302},[],{"categories":1304},[104],{"categories":1306},[64],{"categories":1308},[],{"categories":1310},[197],{"categories":1312},[123],{"categories":1314},[109],{"categories":1316},[123],{"categories":1318},[197],{"categories":1320},[64],{"categories":1322},[64],{"categories":1324},[197],{"categories":1326},[],{"categories":1328},[],{"categories":1330},[145],{"categories":1332},[109],{"categories":1334},[109],{"categories":1336},[64],{"categories":1338},[64],{"categories":1340},[64],{"categories":1342},[64],{"categories":1344},[104],{"categories":1346},[64],{"categories":1348},[64],{"categories":1350},[],{"categories":1352},[123],{"categories":1354},[123],{"categories":1356},[64],{"categories":1358},[123],{"categories":1360},[104],{"categories":1362},[],{"categories":1364},[64],{"categories":1366},[64],{"categories":1368},[64],{"categories":1370},[64],{"categories":1372},[64],{"categories":1374},[109],{"categories":1376},[99],{"categories":1378},[104],{"categories":1380},[64],{"categories":1382},[109],{"categories":1384},[145],{"categories":1386},[109],{"categories":1388},[134],{"categories":1390},[226],{"categories":1392},[64],{"categories":1394},[109],{"categories":1396},[64],{"categories":1398},[64],{"categories":1400},[64],{"categories":1402},[],{"categories":1404},[197],{"categories":1406},[],{"categories":1408},[64],{"categories":1410},[64],{"categories":1412},[],{"categories":1414},[64],{"categories":1416},[123],{"categories":1418},[104],{"categories":1420},[1421],"Visual & Generative Media",{"categories":1423},[109],{"categories":1425},[],{"categories":1427},[64],{"categories":1429},[64],{"categories":1431},[123],{"categories":1433},[267],{"categories":1435},[64],{"categories":1437},[148],{"categories":1439},[545],{"categories":1441},[123],{"categories":1443},[226],{"categories":1445},[64],{"categories":1447},[197],{"categories":1449},[64],{"categories":1451},[64],{"categories":1453},[123],{"categories":1455},[109],{"categories":1457},[64],{"categories":1459},[],{"categories":1461},[],{"categories":1463},[109],{"categories":1465},[123],{"categories":1467},[99],{"categories":1469},[109],{"categories":1471},[499],{"categories":1473},[64],{"categories":1475},[112],{"categories":1477},[64],{"categories":1479},[104],{"categories":1481},[],{"categories":1483},[64],{"categories":1485},[112],{"categories":1487},[64],{"categories":1489},[64],{"categories":1491},[64],{"categories":1493},[112],{"categories":1495},[64],{"categories":1497},[64],{"categories":1499},[226],{"categories":1501},[64],{"categories":1503},[440],{"categories":1505},[64],{"categories":1507},[109],{"categories":1509},[64],{"categories":1511},[64],{"categories":1513},[64],{"categories":1515},[64],{"categories":1517},[197],{"categories":1519},[109],{"categories":1521},[],{"categories":1523},[109],{"categories":1525},[],{"categories":1527},[267],{"categories":1529},[123],{"categories":1531},[],{"categories":1533},[499],{"categories":1535},[64],{"categories":1537},[109],{"categories":1539},[109],{"categories":1541},[64],{"categories":1543},[197,64],{"categories":1545},[99],{"categories":1547},[64],{"categories":1549},[197],{"categories":1551},[],{"categories":1553},[64],{"categories":1555},[99],{"categories":1557},[64],{"categories":1559},[1560],"Medical Imaging & Radiology",{"categories":1562},[64],{"categories":1564},[64],{"categories":1566},[64],{"categories":1568},[197],{"categories":1570},[109],{"categories":1572},[123],{"categories":1574},[],{"categories":1576},[64],{"categories":1578},[64],{"categories":1580},[64],{"categories":1582},[],{"categories":1584},[],{"categories":1586},[64],{"categories":1588},[64],{"categories":1590},[440],{"categories":1592},[64],{"categories":1594},[99],{"categories":1596},[64],{"categories":1598},[64],{"categories":1600},[],{"categories":1602},[109],{"categories":1604},[64],{"categories":1606},[112],{"categories":1608},[123],{"categories":1610},[64],{"categories":1612},[109],{"categories":1614},[440],{"categories":1616},[64],{"categories":1618},[109],{"categories":1620},[64],{"categories":1622},[64],{"categories":1624},[64],{"categories":1626},[197],{"categories":1628},[109],{"categories":1630},[267],{"categories":1632},[197],{"categories":1634},[104],{"categories":1636},[109],{"categories":1638},[145],{"categories":1640},[64],{"categories":1642},[64],{"categories":1644},[112],{"categories":1646},[64],{"categories":1648},[64],{"categories":1650},[64],{"categories":1652},[64],{"categories":1654},[109],{"categories":1656},[64],{"categories":1658},[123],{"categories":1660},[123],{"categories":1662},[64],{"categories":1664},[112],{"categories":1666},[],{"categories":1668},[145],{"categories":1670},[],{"categories":1672},[112],{"categories":1674},[109],{"categories":1676},[64],{"categories":1678},[109],{"categories":1680},[1220],{"categories":1682},[1220],{"categories":1684},[197],{"categories":1686},[64],{"categories":1688},[64],{"categories":1690},[64],{"categories":1692},[109],{"categories":1694},[123],{"categories":1696},[197],{"categories":1698},[109],{"categories":1700},[145],{"categories":1702},[],{"categories":1704},[64],{"categories":1706},[],{"categories":1708},[64],{"categories":1710},[64],{"categories":1712},[64],{"categories":1714},[64],{"categories":1716},[109],{"categories":1718},[1719],"Contract Review & E-Discovery",{"categories":1721},[64],{"categories":1723},[197],{"categories":1725},[64],{"categories":1727},[99],{"categories":1729},[64],{"categories":1731},[145],{"categories":1733},[64],{"categories":1735},[64],{"categories":1737},[226],{"categories":1739},[123],{"categories":1741},[64],{"categories":1743},[64],{"categories":1745},[109],{"categories":1747},[109],{"categories":1749},[868],{"categories":1751},[64],{"categories":1753},[64],{"categories":1755},[109],{"categories":1757},[109],{"categories":1759},[64],{"categories":1761},[64],{"categories":1763},[64],{"categories":1765},[109],{"categories":1767},[64],{"categories":1769},[64],{"categories":1771},[440],{"categories":1773},[417],{"categories":1775},[64],{"categories":1777},[109],{"categories":1779},[64],{"categories":1781},[1782],"Law-Firm Practice & Adoption",{"categories":1784},[64],{"categories":1786},[109],{"categories":1788},[197],{"categories":1790},[64],{"categories":1792},[64],{"categories":1794},[64],{"categories":1796},[],{"categories":1798},[],{"categories":1800},[123],{"categories":1802},[64],{"categories":1804},[],{"categories":1806},[109],{"categories":1808},[99],{"categories":1810},[267],{"categories":1812},[64],{"categories":1814},[],{"categories":1816},[99],{"categories":1818},[104],{"categories":1820},[64],{"categories":1822},[226],{"categories":1824},[],{"categories":1826},[104],{"categories":1828},[109],{"categories":1830},[104],{"categories":1832},[],{"categories":1834},[64],{"categories":1836},[112],{"categories":1838},[64],{"categories":1840},[123],{"categories":1842},[],{"categories":1844},[],{"categories":1846},[],{"categories":1848},[],{"categories":1850},[64],{"categories":1852},[112],{"categories":1854},[109],{"categories":1856},[267],{"categories":1858},[64],{"categories":1860},[99],{"categories":1862},[123],{"categories":1864},[64],{"categories":1866},[64],{"categories":1868},[123],{"categories":1870},[112],{"categories":1872},[64],{"categories":1874},[64],{"categories":1876},[64],{"categories":1878},[895],{"categories":1880},[64],{"categories":1882},[123],{"categories":1884},[64],{"categories":1886},[226],{"categories":1888},[123],{"categories":1890},[104],{"categories":1892},[64],{"categories":1894},[64],{"categories":1896},[64],{"categories":1898},[197],{"categories":1900},[64],{"categories":1902},[64],{"categories":1904},[64],{"categories":1906},[64],{"categories":1908},[104],{"categories":1910},[109],{"categories":1912},[64,99],{"categories":1914},[440],{"categories":1916},[64],{"categories":1918},[64],{"categories":1920},[123],{"categories":1922},[123],{"categories":1924},[197],{"categories":1926},[109],{"categories":1928},[109],{"categories":1930},[123],{"categories":1932},[64],{"categories":1934},[64],{"categories":1936},[64],{"categories":1938},[],{"categories":1940},[],{"categories":1942},[64],{"categories":1944},[148],{"categories":1946},[64],{"categories":1948},[109],{"categories":1950},[],{"categories":1952},[64],{"categories":1954},[64],{"categories":1956},[123],{"categories":1958},[148],{"categories":1960},[145],{"categories":1962},[197],{"categories":1964},[64],{"categories":1966},[109],{"categories":1968},[64],{"categories":1970},[123],{"categories":1972},[],{"categories":1974},[109],{"categories":1976},[64],{"categories":1978},[64],{"categories":1980},[64],{"categories":1982},[64],{"categories":1984},[],{"categories":1986},[109],{"categories":1988},[64],{"categories":1990},[64],{"categories":1992},[64],{"categories":1994},[],{"categories":1996},[109],{"categories":1998},[64],{"categories":2000},[64],{"categories":2002},[104],{"categories":2004},[64],{"categories":2006},[64],{"categories":2008},[],{"categories":2010},[99],{"categories":2012},[64],{"categories":2014},[64],{"categories":2016},[64],{"categories":2018},[197],{"categories":2020},[64],{"categories":2022},[123],{"categories":2024},[64],{"categories":2026},[99],{"categories":2028},[64],{"categories":2030},[123],{"categories":2032},[226],{"categories":2034},[109],{"categories":2036},[109],{"categories":2038},[64],{"categories":2040},[64],{"categories":2042},[64,197],{"categories":2044},[64],{"categories":2046},[109],{"categories":2048},[145],{"categories":2050},[64],{"categories":2052},[145],{"categories":2054},[109],{"categories":2056},[197],{"categories":2058},[64],{"categories":2060},[],{"categories":2062},[123],{"categories":2064},[267],{"categories":2066},[197],{"categories":2068},[123],{"categories":2070},[64],{"categories":2072},[112],{"categories":2074},[64],{"categories":2076},[64],{"categories":2078},[109],{"categories":2080},[],{"categories":2082},[],{"categories":2084},[64],{"categories":2086},[],{"categories":2088},[],{"categories":2090},[112],{"categories":2092},[123],{"categories":2094},[64],{"categories":2096},[109],{"categories":2098},[109],{"categories":2100},[104],{"categories":2102},[109],{"categories":2104},[267],{"categories":2106},[64],{"categories":2108},[64],{"categories":2110},[64],{"categories":2112},[134],{"categories":2114},[64],{"categories":2116},[64],{"categories":2118},[64],{"categories":2120},[123],{"categories":2122},[109],{"categories":2124},[64],{"categories":2126},[64],{"categories":2128},[123],{"categories":2130},[384],{"categories":2132},[109],{"categories":2134},[868],{"categories":2136},[],{"categories":2138},[197],{"categories":2140},[1782],{"categories":2142},[123],{"categories":2144},[],{"categories":2146},[],{"categories":2148},[64],{"categories":2150},[109],{"categories":2152},[],{"categories":2154},[],{"categories":2156},[64],{"categories":2158},[226],{"categories":2160},[64],{"categories":2162},[226],{"categories":2164},[109],{"categories":2166},[64],{"categories":2168},[64],{"categories":2170},[123],{"categories":2172},[112],{"categories":2174},[],{"categories":2176},[64],{"categories":2178},[64],{"categories":2180},[123],{"categories":2182},[1719],{"categories":2184},[197],{"categories":2186},[197],{"categories":2188},[64],{"categories":2190},[109],{"categories":2192},[99],{"categories":2194},[64],{"categories":2196},[64],{"categories":2198},[64],{"categories":2200},[64],{"categories":2202},[197],{"categories":2204},[197],{"categories":2206},[109],{"categories":2208},[109],{"categories":2210},[109],{"categories":2212},[64],{"categories":2214},[64],{"categories":2216},[],{"categories":2218},[64],{"categories":2220},[],{"categories":2222},[2223],"Interaction & Product Design",{"categories":2225},[64],{"categories":2227},[109],{"categories":2229},[123],{"categories":2231},[296],{"categories":2233},[145],{"categories":2235},[123],{"categories":2237},[64],{"categories":2239},[64],{"categories":2241},[64],{"categories":2243},[123],{"categories":2245},[64],{"categories":2247},[99],{"categories":2249},[109],{"categories":2251},[64],{"categories":2253},[],{"categories":2255},[109],{"categories":2257},[109],{"categories":2259},[109],{"categories":2261},[],{"categories":2263},[123],{"categories":2265},[64],{"categories":2267},[109],{"categories":2269},[99],{"categories":2271},[2223],{"categories":2273},[64],{"categories":2275},[99],{"categories":2277},[99],{"categories":2279},[],{"categories":2281},[109],{"categories":2283},[123],{"categories":2285},[],{"categories":2287},[109],{"categories":2289},[145],{"categories":2291},[64],{"categories":2293},[109],{"categories":2295},[64],{"categories":2297},[109],{"categories":2299},[109],{"categories":2301},[64],{"categories":2303},[64],{"categories":2305},[145],{"categories":2307},[148],{"categories":2309},[64],{"categories":2311},[112],{"categories":2313},[123],{"categories":2315},[2316],"Coding Agents & Dev Productivity",{"categories":2318},[145],{"categories":2320},[197],{"categories":2322},[64],{"categories":2324},[64],{"categories":2326},[],{"categories":2328},[64],{"categories":2330},[868],{"categories":2332},[],{"categories":2334},[64],{"categories":2336},[64],{"categories":2338},[267],{"categories":2340},[64],{"categories":2342},[145],{"categories":2344},[],{"categories":2346},[],{"categories":2348},[64],{"categories":2350},[],{"categories":2352},[109],{"categories":2354},[64],{"categories":2356},[],{"categories":2358},[123],{"categories":2360},[123],{"categories":2362},[64],{"categories":2364},[148],{"categories":2366},[],{"categories":2368},[64],{"categories":2370},[64],{"categories":2372},[64],{"categories":2374},[148],{"categories":2376},[123],{"categories":2378},[109],{"categories":2380},[],{"categories":2382},[],{"categories":2384},[64],{"categories":2386},[64],{"categories":2388},[109],{"categories":2390},[109],{"categories":2392},[361],{"categories":2394},[123],{"categories":2396},[123],{"categories":2398},[109],{"categories":2400},[145],{"categories":2402},[145],{"categories":2404},[109],{"categories":2406},[109],{"categories":2408},[64],{"categories":2410},[99],{"categories":2412},[2223],{"categories":2414},[112],{"categories":2416},[64,267],{"categories":2418},[148],{"categories":2420},[],{"categories":2422},[197],{"categories":2424},[109],{"categories":2426},[123],{"categories":2428},[99],{"categories":2430},[64],{"categories":2432},[109],{"categories":2434},[2435],"The Designer's Role & Craft",{"categories":2437},[197],{"categories":2439},[],{"categories":2441},[109],{"categories":2443},[64],{"categories":2445},[109],{"categories":2447},[109],{"categories":2449},[64],{"categories":2451},[226],{"categories":2453},[64],{"categories":2455},[123],{"categories":2457},[64],{"categories":2459},[197],{"categories":2461},[64],{"categories":2463},[],{"categories":2465},[109],{"categories":2467},[197],{"categories":2469},[112],{"categories":2471},[64],{"categories":2473},[64],{"categories":2475},[64],{"categories":2477},[2478],"AI UX Patterns",{"categories":2480},[109],{"categories":2482},[109],{"categories":2484},[109],{"categories":2486},[109],{"categories":2488},[226],{"categories":2490},[148],{"categories":2492},[64],{"categories":2494},[109],{"categories":2496},[64],{"categories":2498},[1220],{"categories":2500},[],{"categories":2502},[226],{"categories":2504},[109],{"categories":2506},[145],{"categories":2508},[123],{"categories":2510},[64],{"categories":2512},[109],{"categories":2514},[],{"categories":2516},[],{"categories":2518},[64],{"categories":2520},[64],{"categories":2522},[109],{"categories":2524},[64],{"categories":2526},[109],{"categories":2528},[361],{"categories":2530},[197],{"categories":2532},[64],{"categories":2534},[145],{"categories":2536},[123],{"categories":2538},[64],{"categories":2540},[109],{"categories":2542},[109],{"categories":2544},[],{"categories":2546},[64],{"categories":2548},[],{"categories":2550},[64],{"categories":2552},[],{"categories":2554},[64],{"categories":2556},[64],{"categories":2558},[64],{"categories":2560},[109],{"categories":2562},[123],{"categories":2564},[],{"categories":2566},[],{"categories":2568},[148],{"categories":2570},[134],{"categories":2572},[64],{"categories":2574},[64],{"categories":2576},[64],{"categories":2578},[148],{"categories":2580},[64],{"categories":2582},[64],{"categories":2584},[145],{"categories":2586},[64],{"categories":2588},[64],{"categories":2590},[64],{"categories":2592},[109],{"categories":2594},[64],{"categories":2596},[109],{"categories":2598},[64],{"categories":2600},[64],{"categories":2602},[64],{"categories":2604},[109],{"categories":2606},[],{"categories":2608},[64],{"categories":2610},[],{"categories":2612},[64],{"categories":2614},[64],{"categories":2616},[267],{"categories":2618},[64],{"categories":2620},[],{"categories":2622},[],{"categories":2624},[197],{"categories":2626},[895],{"categories":2628},[109],{"categories":2630},[99],{"categories":2632},[2435],{"categories":2634},[],{"categories":2636},[],{"categories":2638},[64],{"categories":2640},[],{"categories":2642},[],{"categories":2644},[123],{"categories":2646},[145],{"categories":2648},[226],{"categories":2650},[109],{"categories":2652},[104],{"categories":2654},[64],{"categories":2656},[64],{"categories":2658},[104],{"categories":2660},[],{"categories":2662},[197],{"categories":2664},[112],{"categories":2666},[64],{"categories":2668},[64],{"categories":2670},[109],{"categories":2672},[104],{"categories":2674},[64],{"categories":2676},[64],{"categories":2678},[99],{"categories":2680},[64],{"categories":2682},[64],{"categories":2684},[],{"categories":2686},[99],{"categories":2688},[64],{"categories":2690},[226],{"categories":2692},[109],{"categories":2694},[145],{"categories":2696},[64],{"categories":2698},[123],{"categories":2700},[64],{"categories":2702},[64],{"categories":2704},[104],{"categories":2706},[64],{"categories":2708},[64],{"categories":2710},[64],{"categories":2712},[109],{"categories":2714},[64],{"categories":2716},[],{"categories":2718},[64],{"categories":2720},[123],{"categories":2722},[99],{"categories":2724},[64],{"categories":2726},[64],{"categories":2728},[64],{"categories":2730},[],{"categories":2732},[64],{"categories":2734},[440],{"categories":2736},[109],{"categories":2738},[104],{"categories":2740},[145],{"categories":2742},[64],{"categories":2744},[64],{"categories":2746},[],{"categories":2748},[104],{"categories":2750},[104],{"categories":2752},[64],{"categories":2754},[64],{"categories":2756},[112],{"categories":2758},[64],{"categories":2760},[64],{"categories":2762},[64],{"categories":2764},[64],{"categories":2766},[123],{"categories":2768},[123],{"categories":2770},[64],{"categories":2772},[],{"categories":2774},[123],{"categories":2776},[64],{"categories":2778},[123],{"categories":2780},[109],{"categories":2782},[545],{"categories":2784},[],{"categories":2786},[],{"categories":2788},[64],{"categories":2790},[145],{"categories":2792},[],{"categories":2794},[267],{"categories":2796},[64],{"categories":2798},[64],{"categories":2800},[64],{"categories":2802},[197],{"categories":2804},[857],{"categories":2806},[],{"categories":2808},[64],{"categories":2810},[64],{"categories":2812},[64],{"categories":2814},[123],{"categories":2816},[64],{"categories":2818},[64],{"categories":2820},[64,267],{"categories":2822},[64],{"categories":2824},[64],{"categories":2826},[197],{"categories":2828},[109],{"categories":2830},[],{"categories":2832},[109],{"categories":2834},[109],{"categories":2836},[64],{"categories":2838},[64],{"categories":2840},[64],{"categories":2842},[64],{"categories":2844},[148],{"categories":2846},[64],{"categories":2848},[2478],{"categories":2850},[99],{"categories":2852},[148],{"categories":2854},[99],{"categories":2856},[123],{"categories":2858},[197],{"categories":2860},[109],{"categories":2862},[64],{"categories":2864},[],{"categories":2866},[104],{"categories":2868},[64],{"categories":2870},[64],{"categories":2872},[145],{"categories":2874},[64],{"categories":2876},[64],{"categories":2878},[64],{"categories":2880},[109],{"categories":2882},[64],{"categories":2884},[64],{"categories":2886},[64],{"categories":2888},[104],{"categories":2890},[],{"categories":2892},[267],{"categories":2894},[64],{"categories":2896},[361],{"categories":2898},[197],{"categories":2900},[197],{"categories":2902},[123],{"categories":2904},[109],{"categories":2906},[64],{"categories":2908},[104],{"categories":2910},[145],{"categories":2912},[64],{"categories":2914},[64],{"categories":2916},[64],{"categories":2918},[197],{"categories":2920},[109],{"categories":2922},[109],{"categories":2924},[64],{"categories":2926},[64],{"categories":2928},[499],{"categories":2930},[109],{"categories":2932},[],{"categories":2934},[64],{"categories":2936},[64],{"categories":2938},[64],{"categories":2940},[],{"categories":2942},[],{"categories":2944},[64],{"categories":2946},[64],{"categories":2948},[109],{"categories":2950},[64],{"categories":2952},[64],{"categories":2954},[64],{"categories":2956},[123],{"categories":2958},[64],{"categories":2960},[64],{"categories":2962},[109],{"categories":2964},[64],{"categories":2966},[64],{"categories":2968},[64],{"categories":2970},[64],{"categories":2972},[64],{"categories":2974},[],{"categories":2976},[123],{"categories":2978},[148],{"categories":2980},[64],{"categories":2982},[109],{"categories":2984},[109],{"categories":2986},[64],{"categories":2988},[64],{"categories":2990},[],{"categories":2992},[],{"categories":2994},[64],{"categories":2996},[64],{"categories":2998},[64],{"categories":3000},[145],{"categories":3002},[148],{"categories":3004},[],{"categories":3006},[64],{"categories":3008},[197],{"categories":3010},[64],{"categories":3012},[267],{"categories":3014},[1782],{"categories":3016},[145],{"categories":3018},[123],{"categories":3020},[64],{"categories":3022},[123],{"categories":3024},[123],{"categories":3026},[64],{"categories":3028},[64],{"categories":3030},[123],{"categories":3032},[145],{"categories":3034},[145],{"categories":3036},[267],{"categories":3038},[109],{"categories":3040},[],{"categories":3042},[145],{"categories":3044},[64],{"categories":3046},[109],{"categories":3048},[99],{"categories":3050},[123],{"categories":3052},[64],{"categories":3054},[145],{"categories":3056},[],{"categories":3058},[64],{"categories":3060},[123],{"categories":3062},[123],{"categories":3064},[148],{"categories":3066},[64],{"categories":3068},[145],{"categories":3070},[64],{"categories":3072},[123],{"categories":3074},[109],{"categories":3076},[109],{"categories":3078},[145],{"categories":3080},[109],{"categories":3082},[267],{"categories":3084},[109],{"categories":3086},[64],{"categories":3088},[64],{"categories":3090},[64],{"categories":3092},[64],{"categories":3094},[123],{"categories":3096},[64],{"categories":3098},[],{"categories":3100},[109],{"categories":3102},[104],{"categories":3104},[123],{"categories":3106},[],{"categories":3108},[],{"categories":3110},[64],{"categories":3112},[109],{"categories":3114},[64],{"categories":3116},[64],{"categories":3118},[3119],"Frameworks & Tooling",{"categories":3121},[64],{"categories":3123},[64],{"categories":3125},[123],{"categories":3127},[64],{"categories":3129},[64],{"categories":3131},[],{"categories":3133},[148],{"categories":3135},[148],{"categories":3137},[99],{"categories":3139},[64],{"categories":3141},[109],{"categories":3143},[64],{"categories":3145},[197],{"categories":3147},[],{"categories":3149},[1782],{"categories":3151},[64],{"categories":3153},[123],{"categories":3155},[64],{"categories":3157},[267],{"categories":3159},[267],{"categories":3161},[],{"categories":3163},[109],{"categories":3165},[109],{"categories":3167},[64],{"categories":3169},[64],{"categories":3171},[145],{"categories":3173},[109],{"categories":3175},[145],{"categories":3177},[64],{"categories":3179},[109],{"categories":3181},[],{"categories":3183},[197],{"categories":3185},[64],{"categories":3187},[64],{"categories":3189},[],{"categories":3191},[64],{"categories":3193},[109],{"categories":3195},[64],{"categories":3197},[64],{"categories":3199},[64],{"categories":3201},[],{"categories":3203},[123],{"categories":3205},[64],{"categories":3207},[123],{"categories":3209},[267],{"categories":3211},[64],{"categories":3213},[64],{"categories":3215},[64],{"categories":3217},[123],{"categories":3219},[104],{"categories":3221},[64],{"categories":3223},[1782],{"categories":3225},[],{"categories":3227},[109],{"categories":3229},[99],{"categories":3231},[64],{"categories":3233},[99],{"categories":3235},[64],{"categories":3237},[],{"categories":3239},[109],{"categories":3241},[64],{"categories":3243},[64],{"categories":3245},[3246],"AI Design Tooling",{"categories":3248},[197],{"categories":3250},[64],{"categories":3252},[64],{"categories":3254},[123],{"categories":3256},[197],{"categories":3258},[64],{"categories":3260},[64],{"categories":3262},[123],{"categories":3264},[145],{"categories":3266},[112],{"categories":3268},[123],{"categories":3270},[64],{"categories":3272},[64],{"categories":3274},[64],{"categories":3276},[109],{"categories":3278},[64],{"categories":3280},[],{"categories":3282},[109],{"categories":3284},[64],{"categories":3286},[64],{"categories":3288},[109],{"categories":3290},[64],{"categories":3292},[64],{"categories":3294},[64],{"categories":3296},[109],{"categories":3298},[],{"categories":3300},[109],{"categories":3302},[3119],{"categories":3304},[64],{"categories":3306},[64],{"categories":3308},[109],{"categories":3310},[109],{"categories":3312},[123],{"categories":3314},[123],{"categories":3316},[64],{"categories":3318},[],{"categories":3320},[123],{"categories":3322},[64],{"categories":3324},[64],{"categories":3326},[109],{"categories":3328},[104],{"categories":3330},[64],{"categories":3332},[],{"categories":3334},[64],{"categories":3336},[64],{"categories":3338},[2223],{"categories":3340},[],{"categories":3342},[64],{"categories":3344},[64],{"categories":3346},[64],{"categories":3348},[64],{"categories":3350},[197],{"categories":3352},[64],{"categories":3354},[],{"categories":3356},[64],{"categories":3358},[64],{"categories":3360},[64],{"categories":3362},[64],{"categories":3364},[226],{"categories":3366},[145],{"categories":3368},[64],{"categories":3370},[64],{"categories":3372},[1782],{"categories":3374},[99],{"categories":3376},[64],{"categories":3378},[64],{"categories":3380},[148],{"categories":3382},[64],{"categories":3384},[64],{"categories":3386},[145],{"categories":3388},[109],{"categories":3390},[],{"categories":3392},[64],{"categories":3394},[64],{"categories":3396},[197],{"categories":3398},[64],{"categories":3400},[226],{"categories":3402},[109],{"categories":3404},[64],{"categories":3406},[109],{"categories":3408},[],{"categories":3410},[],{"categories":3412},[],{"categories":3414},[99],{"categories":3416},[145],{"categories":3418},[109],{"categories":3420},[64],{"categories":3422},[64],{"categories":3424},[64],{"categories":3426},[64],{"categories":3428},[384],{"categories":3430},[197],{"categories":3432},[109],{"categories":3434},[64],{"categories":3436},[],{"categories":3438},[109],{"categories":3440},[109],{"categories":3442},[],{"categories":3444},[64],{"categories":3446},[109],{"categories":3448},[64],{"categories":3450},[],{"categories":3452},[64],{"categories":3454},[64],{"categories":3456},[64],{"categories":3458},[145],{"categories":3460},[197],{"categories":3462},[109],{"categories":3464},[197],{"categories":3466},[109],{"categories":3468},[64],{"categories":3470},[104],{"categories":3472},[],{"categories":3474},[],{"categories":3476},[64],{"categories":3478},[64],{"categories":3480},[64],{"categories":3482},[99],{"categories":3484},[109],{"categories":3486},[145],{"categories":3488},[],{"categories":3490},[197],{"categories":3492},[],{"categories":3494},[123],{"categories":3496},[64],{"categories":3498},[123],{"categories":3500},[197],{"categories":3502},[123],{"categories":3504},[64],{"categories":3506},[],{"categories":3508},[64],{"categories":3510},[64],{"categories":3512},[],{"categories":3514},[64],{"categories":3516},[64],{"categories":3518},[226],{"categories":3520},[64],{"categories":3522},[64],{"categories":3524},[267],{"categories":3526},[123],{"categories":3528},[64],{"categories":3530},[],{"categories":3532},[109],{"categories":3534},[64],{"categories":3536},[99],{"categories":3538},[499],{"categories":3540},[64],{"categories":3542},[64],{"categories":3544},[109],{"categories":3546},[64],{"categories":3548},[109],{"categories":3550},[64],{"categories":3552},[64],{"categories":3554},[64],{"categories":3556},[64],{"categories":3558},[],{"categories":3560},[64],{"categories":3562},[99],{"categories":3564},[64],{"categories":3566},[104],{"categories":3568},[123],{"categories":3570},[197],{"categories":3572},[],{"categories":3574},[64],{"categories":3576},[],{"categories":3578},[109],{"categories":3580},[64],{"categories":3582},[],{"categories":3584},[109],{"categories":3586},[64],{"categories":3588},[123],{"categories":3590},[197],{"categories":3592},[145],{"categories":3594},[64],{"categories":3596},[145],{"categories":3598},[109],{"categories":3600},[197],{"categories":3602},[64],{"categories":3604},[],{"categories":3606},[64],{"categories":3608},[134],{"categories":3610},[109],{"categories":3612},[64],{"categories":3614},[197],{"categories":3616},[145],{"categories":3618},[104],{"categories":3620},[123],{"categories":3622},[64],{"categories":3624},[64],{"categories":3626},[64],{"categories":3628},[64],{"categories":3630},[145],{"categories":3632},[226],{"categories":3634},[],{"categories":3636},[],{"categories":3638},[148],{"categories":3640},[440],{"categories":3642},[64],{"categories":3644},[109],{"categories":3646},[64,123],{"categories":3648},[145],{"categories":3650},[64],{"categories":3652},[64],{"categories":3654},[64],{"categories":3656},[64],{"categories":3658},[64],{"categories":3660},[64],{"categories":3662},[64],{"categories":3664},[109],{"categories":3666},[64],{"categories":3668},[109],{"categories":3670},[64],{"categories":3672},[64],{"categories":3674},[64],{"categories":3676},[],{"categories":3678},[64],{"categories":3680},[1220],{"categories":3682},[123],{"categories":3684},[197],{"categories":3686},[64],{"categories":3688},[64],{"categories":3690},[64],{"categories":3692},[148],{"categories":3694},[109],{"categories":3696},[226],{"categories":3698},[267],{"categories":3700},[],{"categories":3702},[123],{"categories":3704},[64],{"categories":3706},[104],{"categories":3708},[109],{"categories":3710},[99],{"categories":3712},[109],{"categories":3714},[64],{"categories":3716},[109],{"categories":3718},[109],{"categories":3720},[112],{"categories":3722},[123],{"categories":3724},[64],{"categories":3726},[64],{"categories":3728},[],{"categories":3730},[],{"categories":3732},[],{"categories":3734},[267],{"categories":3736},[64],{"categories":3738},[145],{"categories":3740},[64],{"categories":3742},[64],{"categories":3744},[64],{"categories":3746},[64],{"categories":3748},[],{"categories":3750},[64],{"categories":3752},[148],{"categories":3754},[104],{"categories":3756},[109],{"categories":3758},[64],{"categories":3760},[],{"categories":3762},[64],{"categories":3764},[109],{"categories":3766},[64],{"categories":3768},[267],{"categories":3770},[],{"categories":3772},[197],{"categories":3774},[197],{"categories":3776},[64],{"categories":3778},[109],{"categories":3780},[],{"categories":3782},[123],{"categories":3784},[64],{"categories":3786},[197],{"categories":3788},[64],{"categories":3790},[104],{"categories":3792},[109],{"categories":3794},[64],{"categories":3796},[],{"categories":3798},[145],{"categories":3800},[64],{"categories":3802},[64],{"categories":3804},[64],{"categories":3806},[197],{"categories":3808},[109],{"categories":3810},[145],{"categories":3812},[],{"categories":3814},[109],{"categories":3816},[104],{"categories":3818},[109],{"categories":3820},[197],{"categories":3822},[64],{"categories":3824},[64],{"categories":3826},[64],{"categories":3828},[440],{"categories":3830},[64],{"categories":3832},[109],{"categories":3834},[],{"categories":3836},[64],{"categories":3838},[64],{"categories":3840},[267],{"categories":3842},[145],{"categories":3844},[148],{"categories":3846},[545],{"categories":3848},[148],{"categories":3850},[148],{"categories":3852},[64],{"categories":3854},[],{"categories":3856},[],{"categories":3858},[],{"categories":3860},[109],{"categories":3862},[64],{"categories":3864},[109],{"categories":3866},[109],{"categories":3868},[123],{"categories":3870},[64],{"categories":3872},[417],{"categories":3874},[123],{"categories":3876},[109],{"categories":3878},[64],{"categories":3880},[64],{"categories":3882},[64],{"categories":3884},[64],{"categories":3886},[64],{"categories":3888},[109],{"categories":3890},[64],{"categories":3892},[],{"categories":3894},[],{"categories":3896},[64],{"categories":3898},[],{"categories":3900},[64],{"categories":3902},[109],{"categories":3904},[197],{"categories":3906},[64],{"categories":3908},[64],{"categories":3910},[],{"categories":3912},[109],{"categories":3914},[64],{"categories":3916},[64],{"categories":3918},[112],{"categories":3920},[64],{"categories":3922},[197],{"categories":3924},[64],{"categories":3926},[109],{"categories":3928},[104],{"categories":3930},[64],{"categories":3932},[64],{"categories":3934},[226],{"categories":3936},[109],{"categories":3938},[64],{"categories":3940},[64],{"categories":3942},[857],{"categories":3944},[64],{"categories":3946},[109],{"categories":3948},[64],{"categories":3950},[123],{"categories":3952},[64],{"categories":3954},[499],{"categories":3956},[197],{"categories":3958},[],{"categories":3960},[64],{"categories":3962},[64],{"categories":3964},[145],{"categories":3966},[440],{"categories":3968},[109],{"categories":3970},[64],{"categories":3972},[],{"categories":3974},[145],{"categories":3976},[361],{"categories":3978},[109],{"categories":3980},[109],{"categories":3982},[109],{"categories":3984},[64],{"categories":3986},[64],{"categories":3988},[109],{"categories":3990},[],{"categories":3992},[104],{"categories":3994},[64],{"categories":3996},[104],{"categories":3998},[109],{"categories":4000},[],{"categories":4002},[123],{"categories":4004},[64],{"categories":4006},[64],{"categories":4008},[99],{"categories":4010},[64],{"categories":4012},[145],{"categories":4014},[267],{"categories":4016},[134],{"categories":4018},[109],{"categories":4020},[109],{"categories":4022},[64],{"categories":4024},[64],{"categories":4026},[109],{"categories":4028},[64],{"categories":4030},[99],{"categories":4032},[],{"categories":4034},[109],{"categories":4036},[64],{"categories":4038},[64],{"categories":4040},[64],{"categories":4042},[109],{"categories":4044},[64],{"categories":4046},[],{"categories":4048},[64],{"categories":4050},[],{"categories":4052},[197],{"categories":4054},[109],{"categories":4056},[64,104],{"categories":4058},[109],{"categories":4060},[64],{"categories":4062},[],{"categories":4064},[99],{"categories":4066},[148],{"categories":4068},[104],{"categories":4070},[64],{"categories":4072},[123],{"categories":4074},[64],{"categories":4076},[64],{"categories":4078},[109],{"categories":4080},[64],{"categories":4082},[64],{"categories":4084},[64],{"categories":4086},[145],{"categories":4088},[1220],{"categories":4090},[109],{"categories":4092},[64],{"categories":4094},[],{"categories":4096},[],{"categories":4098},[64],{"categories":4100},[109],{"categories":4102},[64],{"categories":4104},[64],{"categories":4106},[267],{"categories":4108},[],{"categories":4110},[64],{"categories":4112},[109],{"categories":4114},[134],{"categories":4116},[109],{"categories":4118},[440],{"categories":4120},[],{"categories":4122},[384],{"categories":4124},[109],{"categories":4126},[64],{"categories":4128},[64],{"categories":4130},[226],{"categories":4132},[109],{"categories":4134},[64],{"categories":4136},[148],{"categories":4138},[112],{"categories":4140},[109],{"categories":4142},[64],{"categories":4144},[440],{"categories":4146},[64],{"categories":4148},[267],{"categories":4150},[104],{"categories":4152},[],{"categories":4154},[64],{"categories":4156},[64],{"categories":4158},[226],{"categories":4160},[197],{"categories":4162},[64],{"categories":4164},[64],{"categories":4166},[64],{"categories":4168},[],{"categories":4170},[226],{"categories":4172},[145],{"categories":4174},[64],{"categories":4176},[64],{"categories":4178},[64],{"categories":4180},[545],{"categories":4182},[99],{"categories":4184},[64],{"categories":4186},[112],{"categories":4188},[64],{"categories":4190},[],{"categories":4192},[],{"categories":4194},[197],{"categories":4196},[64],{"categories":4198},[148],{"categories":4200},[226],{"categories":4202},[109],{"categories":4204},[64],{"categories":4206},[64],{"categories":4208},[226],{"categories":4210},[145],{"categories":4212},[64],{"categories":4214},[],{"categories":4216},[64],{"categories":4218},[64],{"categories":4220},[],{"categories":4222},[64],{"categories":4224},[64],{"categories":4226},[570],{"categories":4228},[64],{"categories":4230},[64],{"categories":4232},[109],{"categories":4234},[123],{"categories":4236},[440],{"categories":4238},[64],{"categories":4240},[64],{"categories":4242},[64],{"categories":4244},[],{"categories":4246},[64,123],{"categories":4248},[145],{"categories":4250},[109],{"categories":4252},[123],{"categories":4254},[109],{"categories":4256},[895],{"categories":4258},[123],{"categories":4260},[123],{"categories":4262},[109],{"categories":4264},[64],{"categories":4266},[99],{"categories":4268},[],{"categories":4270},[],{"categories":4272},[109],{"categories":4274},[64],{"categories":4276},[123],{"categories":4278},[64],{"categories":4280},[99],{"categories":4282},[123],{"categories":4284},[123],{"categories":4286},[64],{"categories":4288},[226],{"categories":4290},[64],{"categories":4292},[123],{"categories":4294},[64],{"categories":4296},[],{"categories":4298},[64],{"categories":4300},[64],{"categories":4302},[197,64],{"categories":4304},[267],{"categories":4306},[99],{"categories":4308},[64],{"categories":4310},[],{"categories":4312},[64],{"categories":4314},[64],{"categories":4316},[104],{"categories":4318},[64],{"categories":4320},[104],{"categories":4322},[64],{"categories":4324},[64],{"categories":4326},[361],{"categories":4328},[64],{"categories":4330},[104],{"categories":4332},[123],{"categories":4334},[148],{"categories":4336},[109],{"categories":4338},[64],{"categories":4340},[123],{"categories":4342},[64],{"categories":4344},[64],{"categories":4346},[145],{"categories":4348},[226],{"categories":4350},[197],{"categories":4352},[64],{"categories":4354},[64],{"categories":4356},[64],{"categories":4358},[64],{"categories":4360},[99],{"categories":4362},[64],{"categories":4364},[109],{"categories":4366},[109],{"categories":4368},[123],{"categories":4370},[145],{"categories":4372},[123],{"categories":4374},[123],{"categories":4376},[64],{"categories":4378},[64],{"categories":4380},[],{"categories":4382},[],{"categories":4384},[148],{"categories":4386},[64],{"categories":4388},[123],{"categories":4390},[64],{"categories":4392},[197],{"categories":4394},[440],{"categories":4396},[384],{"categories":4398},[361],{"categories":4400},[64],{"categories":4402},[64],{"categories":4404},[64],{"categories":4406},[148],{"categories":4408},[64],{"categories":4410},[64],{"categories":4412},[64],{"categories":4414},[64],{"categories":4416},[64],{"categories":4418},[64],{"categories":4420},[64],{"categories":4422},[109],{"categories":4424},[99],{"categories":4426},[109],{"categories":4428},[64,104],{"categories":4430},[],{"categories":4432},[197],{"categories":4434},[],{"categories":4436},[112],{"categories":4438},[64],{"categories":4440},[145],{"categories":4442},[99],{"categories":4444},[64],{"categories":4446},[99],{"categories":4448},[109],{"categories":4450},[148],{"categories":4452},[109],{"categories":4454},[112],{"categories":4456},[109],{"categories":4458},[64],{"categories":4460},[64],{"categories":4462},[104],{"categories":4464},[109],{"categories":4466},[123],{"categories":4468},[226],{"categories":4470},[64],{"categories":4472},[64],{"categories":4474},[],{"categories":4476},[145],{"categories":4478},[64],{"categories":4480},[64],{"categories":4482},[64],{"categories":4484},[64],{"categories":4486},[64],{"categories":4488},[64],{"categories":4490},[123],{"categories":4492},[145],{"categories":4494},[123],{"categories":4496},[123],{"categories":4498},[64],{"categories":4500},[64],{"categories":4502},[64],{"categories":4504},[64],{"categories":4506},[384],{"categories":4508},[64],{"categories":4510},[109],{"categories":4512},[145],{"categories":4514},[64],{"categories":4516},[64],{"categories":4518},[64],{"categories":4520},[109],{"categories":4522},[64],{"categories":4524},[64],{"categories":4526},[64],{"categories":4528},[3119],{"categories":4530},[4531],"Clinical AI",{"categories":4533},[197],{"categories":4535},[64],{"categories":4537},[64],{"categories":4539},[64],{"categories":4541},[64],{"categories":4543},[267],{"categories":4545},[2478],{"categories":4547},[64],{"categories":4549},[112],{"categories":4551},[197],{"categories":4553},[64],{"categories":4555},[109],{"categories":4557},[64],{"categories":4559},[64],{"categories":4561},[145],{"categories":4563},[64],{"categories":4565},[109],{"categories":4567},[123],{"categories":4569},[226],{"categories":4571},[64],{"categories":4573},[64],{"categories":4575},[104],{"categories":4577},[64],{"categories":4579},[64],{"categories":4581},[499],{"categories":4583},[64],{"categories":4585},[],{"categories":4587},[109],{"categories":4589},[64],{"categories":4591},[123],{"categories":4593},[99],{"categories":4595},[64],{"categories":4597},[],{"categories":4599},[],{"categories":4601},[64],{"categories":4603},[],{"categories":4605},[104],{"categories":4607},[64],{"categories":4609},[64],{"categories":4611},[109],{"categories":4613},[64],{"categories":4615},[145],{"categories":4617},[145],{"categories":4619},[145],{"categories":4621},[145],{"categories":4623},[],{"categories":4625},[99],{"categories":4627},[109],{"categories":4629},[145],{"categories":4631},[64],{"categories":4633},[570],{"categories":4635},[112],{"categories":4637},[109],{"categories":4639},[64],{"categories":4641},[99],{"categories":4643},[64],{"categories":4645},[109],{"categories":4647},[64],{"categories":4649},[64],{"categories":4651},[64],{"categories":4653},[64,109],{"categories":4655},[109],{"categories":4657},[267],{"categories":4659},[145],{"categories":4661},[109],{"categories":4663},[145],{"categories":4665},[109],{"categories":4667},[64],{"categories":4669},[],{"categories":4671},[145],{"categories":4673},[226],{"categories":4675},[99],{"categories":4677},[64],{"categories":4679},[64],{"categories":4681},[],{"categories":4683},[123],{"categories":4685},[],{"categories":4687},[99],{"categories":4689},[109],{"categories":4691},[145],{"categories":4693},[64],{"categories":4695},[145],{"categories":4697},[99],{"categories":4699},[145],{"categories":4701},[145],{"categories":4703},[],{"categories":4705},[104],{"categories":4707},[109],{"categories":4709},[145],{"categories":4711},[145],{"categories":4713},[145],{"categories":4715},[145],{"categories":4717},[145],{"categories":4719},[145],{"categories":4721},[145],{"categories":4723},[145],{"categories":4725},[145],{"categories":4727},[145],{"categories":4729},[148],{"categories":4731},[99],{"categories":4733},[64],{"categories":4735},[64],{"categories":4737},[109],{"categories":4739},[109],{"categories":4741},[],{"categories":4743},[64],{"categories":4745},[64,99],{"categories":4747},[],{"categories":4749},[109],{"categories":4751},[64],{"categories":4753},[145],{"categories":4755},[109],{"categories":4757},[895],{"categories":4759},[64],{"categories":4761},[64],{"categories":4763},[64],{"categories":4765},[64],{"categories":4767},[64],{"categories":4769},[361],{"categories":4771},[64],{"categories":4773},[64],{"categories":4775},[109],{"categories":4777},[64],{"categories":4779},[64],{"categories":4781},[104],{"categories":4783},[112],{"categories":4785},[109],{"categories":4787},[109],{"categories":4789},[],{"categories":4791},[109],{"categories":4793},[197],{"categories":4795},[145],{"categories":4797},[64],{"categories":4799},[],{"categories":4801},[112],{"categories":4803},[],{"categories":4805},[123],{"categories":4807},[64],{"categories":4809},[109],{"categories":4811},[197],{"categories":4813},[64],{"categories":4815},[],{"categories":4817},[64],{"categories":4819},[64],{"categories":4821},[],{"categories":4823},[226],{"categories":4825},[64],{"categories":4827},[109],{"categories":4829},[],{"categories":4831},[],{"categories":4833},[145],{"categories":4835},[99],{"categories":4837},[64],{"categories":4839},[64],{"categories":4841},[104],{"categories":4843},[64],{"categories":4845},[64],{"categories":4847},[109],{"categories":4849},[64],{"categories":4851},[104],{"categories":4853},[104],{"categories":4855},[197],{"categories":4857},[],{"categories":4859},[64],{"categories":4861},[145],{"categories":4863},[],{"categories":4865},[64],{"categories":4867},[64],{"categories":4869},[197],{"categories":4871},[64],{"categories":4873},[64],{"categories":4875},[226],{"categories":4877},[64],{"categories":4879},[267],{"categories":4881},[],{"categories":4883},[109],{"categories":4885},[64],{"categories":4887},[226],{"categories":4889},[123],{"categories":4891},[],{"categories":4893},[64],{"categories":4895},[],{"categories":4897},[109],{"categories":4899},[197],{"categories":4901},[123],{"categories":4903},[],{"categories":4905},[3119],{"categories":4907},[104],{"categories":4909},[99],{"categories":4911},[64],{"categories":4913},[148],{"categories":4915},[109],{"categories":4917},[197],{"categories":4919},[64],{"categories":4921},[123],{"categories":4923},[],{"categories":4925},[],{"categories":4927},[64],{"categories":4929},[99],{"categories":4931},[64],{"categories":4933},[226],{"categories":4935},[],{"categories":4937},[109],{"categories":4939},[109],{"categories":4941},[64],{"categories":4943},[109],{"categories":4945},[64],{"categories":4947},[145],{"categories":4949},[123],{"categories":4951},[64],{"categories":4953},[109],{"categories":4955},[112],{"categories":4957},[64],{"categories":4959},[64],{"categories":4961},[64],{"categories":4963},[109],{"categories":4965},[64],{"categories":4967},[112],{"categories":4969},[226],{"categories":4971},[145],{"categories":4973},[],{"categories":4975},[226],{"categories":4977},[64],{"categories":4979},[],{"categories":4981},[123],{"categories":4983},[109],{"categories":4985},[],{"categories":4987},[64],{"categories":4989},[64],{"categories":4991},[64],{"categories":4993},[64],{"categories":4995},[64],{"categories":4997},[109],{"categories":4999},[104],{"categories":5001},[99],{"categories":5003},[109],{"categories":5005},[64],{"categories":5007},[197],{"categories":5009},[123],{"categories":5011},[123],{"categories":5013},[64],{"categories":5015},[148],{"categories":5017},[109],{"categories":5019},[64],{"categories":5021},[64],{"categories":5023},[109],{"categories":5025},[64],{"categories":5027},[64],{"categories":5029},[109],{"categories":5031},[104],{"categories":5033},[64],{"categories":5035},[197],{"categories":5037},[123],{"categories":5039},[109],{"categories":5041},[64],{"categories":5043},[112],{"categories":5045},[64],{"categories":5047},[109],{"categories":5049},[64],{"categories":5051},[64],{"categories":5053},[145],{"categories":5055},[64],{"categories":5057},[],{"categories":5059},[99],{"categories":5061},[64],{"categories":5063},[64],{"categories":5065},[64],{"categories":5067},[123],{"categories":5069},[123],{"categories":5071},[64],{"categories":5073},[123],{"categories":5075},[64],{"categories":5077},[109],{"categories":5079},[64],{"categories":5081},[64],{"categories":5083},[64],{"categories":5085},[64],{"categories":5087},[64],{"categories":5089},[],{"categories":5091},[64],{"categories":5093},[197],{"categories":5095},[109],{"categories":5097},[104],{"categories":5099},[145],{"categories":5101},[64],{"categories":5103},[109],{"categories":5105},[64],{"categories":5107},[109],{"categories":5109},[64],{"categories":5111},[64],{"categories":5113},[197],{"categories":5115},[109],{"categories":5117},[64],{"categories":5119},[226],{"categories":5121},[64],{"categories":5123},[148],{"categories":5125},[64],{"categories":5127},[64],{"categories":5129},[145],{"categories":5131},[64],{"categories":5133},[64],{"categories":5135},[64],{"categories":5137},[64],{"categories":5139},[109],{"categories":5141},[267],{"categories":5143},[64],{"categories":5145},[123],{"categories":5147},[109],{"categories":5149},[148],{"categories":5151},[],{"categories":5153},[109],{"categories":5155},[123],{"categories":5157},[64],{"categories":5159},[64],{"categories":5161},[2316],{"categories":5163},[197],{"categories":5165},[296],{"categories":5167},[64],{"categories":5169},[64],{"categories":5171},[64],{"categories":5173},[64],{"categories":5175},[99],{"categories":5177},[64],{"categories":5179},[64],{"categories":5181},[123],{"categories":5183},[104],{"categories":5185},[64],{"categories":5187},[123],{"categories":5189},[64],{"categories":5191},[],{"categories":5193},[109],{"categories":5195},[109],{"categories":5197},[64],{"categories":5199},[64],{"categories":5201},[64],{"categories":5203},[148],{"categories":5205},[],{"categories":5207},[145],{"categories":5209},[],{"categories":5211},[145],{"categories":5213},[64],{"categories":5215},[64],{"categories":5217},[109],{"categories":5219},[64],{"categories":5221},[109],{"categories":5223},[109],{"categories":5225},[],{"categories":5227},[64],{"categories":5229},[145],{"categories":5231},[64],{"categories":5233},[],{"categories":5235},[64],{"categories":5237},[64],{"categories":5239},[],{"categories":5241},[64],{"categories":5243},[64],{"categories":5245},[197],{"categories":5247},[123],{"categories":5249},[109],{"categories":5251},[64],{"categories":5253},[64],{"categories":5255},[64],{"categories":5257},[64],{"categories":5259},[226],{"categories":5261},[64],{"categories":5263},[64],{"categories":5265},[64],{"categories":5267},[99],{"categories":5269},[64],{"categories":5271},[64],{"categories":5273},[],{"categories":5275},[64],{"categories":5277},[64],{"categories":5279},[64],{"categories":5281},[],{"categories":5283},[99],{"categories":5285},[64],{"categories":5287},[64],{"categories":5289},[145],{"categories":5291},[123],{"categories":5293},[112],{"categories":5295},[109],{"categories":5297},[440],{"categories":5299},[64],{"categories":5301},[64],{"categories":5303},[64],{"categories":5305},[123],{"categories":5307},[145],{"categories":5309},[197],{"categories":5311},[64],{"categories":5313},[64],{"categories":5315},[64],{"categories":5317},[64],{"categories":5319},[145],{"categories":5321},[64],{"categories":5323},[197],{"categories":5325},[64],{"categories":5327},[64],{"categories":5329},[145],{"categories":5331},[197],{"categories":5333},[64],{"categories":5335},[145],{"categories":5337},[64],{"categories":5339},[109],{"categories":5341},[109],{"categories":5343},[109],{"categories":5345},[123],{"categories":5347},[145],{"categories":5349},[109],{"categories":5351},[109],{"categories":5353},[64],{"categories":5355},[123],{"categories":5357},[197],{"categories":5359},[64],{"categories":5361},[64],{"categories":5363},[109],{"categories":5365},[64],{"categories":5367},[],{"categories":5369},[109],{"categories":5371},[],{"categories":5373},[64],{"categories":5375},[64],{"categories":5377},[],{"categories":5379},[],{"categories":5381},[109],{"categories":5383},[104],{"categories":5385},[109],{"categories":5387},[5388],"Liability & Ethics",{"categories":5390},[64],{"categories":5392},[64],{"categories":5394},[64],{"categories":5396},[109],{"categories":5398},[99],{"categories":5400},[109],{"categories":5402},[104],{"categories":5404},[226],{"categories":5406},[109],{"categories":5408},[64],{"categories":5410},[64],{"categories":5412},[],{"categories":5414},[545],{"categories":5416},[109],{"categories":5418},[],{"categories":5420},[64],{"categories":5422},[99],{"categories":5424},[109],{"categories":5426},[],{"categories":5428},[109],{"categories":5430},[64],{"categories":5432},[64],{"categories":5434},[123],{"categories":5436},[64],{"categories":5438},[145],{"categories":5440},[64],{"categories":5442},[64],{"categories":5444},[112],{"categories":5446},[109],{"categories":5448},[64],{"categories":5450},[64],{"categories":5452},[64],{"categories":5454},[145],{"categories":5456},[109],{"categories":5458},[123],{"categories":5460},[197],{"categories":5462},[99],{"categories":5464},[64],{"categories":5466},[64],{"categories":5468},[64],{"categories":5470},[],{"categories":5472},[109],{"categories":5474},[109],{"categories":5476},[109],{"categories":5478},[440],{"categories":5480},[197],{"categories":5482},[109],{"categories":5484},[267],{"categories":5486},[123],{"categories":5488},[145],{"categories":5490},[64],{"categories":5492},[197],{"categories":5494},[64],{"categories":5496},[99],{"categories":5498},[],{"categories":5500},[109],{"categories":5502},[64],{"categories":5504},[64],{"categories":5506},[64],{"categories":5508},[64],{"categories":5510},[109],{"categories":5512},[64],{"categories":5514},[64],{"categories":5516},[197],{"categories":5518},[],{"categories":5520},[109],{"categories":5522},[112],{"categories":5524},[145],{"categories":5526},[109],{"categories":5528},[104],{"categories":5530},[],{"categories":5532},[64],{"categories":5534},[64],{"categories":5536},[112],{"categories":5538},[64],{"categories":5540},[109],{"categories":5542},[145],{"categories":5544},[99],{"categories":5546},[267],{"categories":5548},[64],{"categories":5550},[64],{"categories":5552},[64],{"categories":5554},[145],{"categories":5556},[104],{"categories":5558},[64],{"categories":5560},[197],{"categories":5562},[145],{"categories":5564},[267],{"categories":5566},[64],{"categories":5568},[109],{"categories":5570},[],{"categories":5572},[499],{"categories":5574},[],{"categories":5576},[64],{"categories":5578},[267],{"categories":5580},[64],{"categories":5582},[148],{"categories":5584},[64],{"categories":5586},[109],{"categories":5588},[109],{"categories":5590},[5591],"Design News & Tools",{"categories":5593},[64],{"categories":5595},[64],{"categories":5597},[145],{"categories":5599},[64],{"categories":5601},[64],{"categories":5603},[99],{"categories":5605},[109],{"categories":5607},[64],{"categories":5609},[197],{"categories":5611},[109],{"categories":5613},[109],{"categories":5615},[197],{"categories":5617},[64],{"categories":5619},[64],{"categories":5621},[440],{"categories":5623},[109],{"categories":5625},[64],{"categories":5627},[64],{"categories":5629},[440],{"categories":5631},[64],{"categories":5633},[226],{"categories":5635},[64],{"categories":5637},[109],{"categories":5639},[],{"categories":5641},[64],{"categories":5643},[64],{"categories":5645},[64],{"categories":5647},[145],{"categories":5649},[64],{"categories":5651},[99],{"categories":5653},[],{"categories":5655},[64],{"categories":5657},[64],{"categories":5659},[64],{"categories":5661},[123],{"categories":5663},[570],{"categories":5665},[123],{"categories":5667},[197],{"categories":5669},[64],{"categories":5671},[64,109],{"categories":5673},[226,104],{"categories":5675},[123],{"categories":5677},[64],{"categories":5679},[64],{"categories":5681},[64],{"categories":5683},[64],{"categories":5685},[],{"categories":5687},[109],{"categories":5689},[64],{"categories":5691},[],{"categories":5693},[64],{"categories":5695},[123],{"categories":5697},[64],{"categories":5699},[123],{"categories":5701},[],{"categories":5703},[109],{"categories":5705},[64],{"categories":5707},[104],{"categories":5709},[64],{"categories":5711},[145],{"categories":5713},[64],{"categories":5715},[],{"categories":5717},[109],{"categories":5719},[64],{"categories":5721},[],{"categories":5723},[197],{"categories":5725},[64],{"categories":5727},[64],{"categories":5729},[109],{"categories":5731},[64],{"categories":5733},[64],{"categories":5735},[99],{"categories":5737},[109],{"categories":5739},[64],{"categories":5741},[],{"categories":5743},[64],{"categories":5745},[267],{"categories":5747},[226],{"categories":5749},[104],{"categories":5751},[104],{"categories":5753},[64],{"categories":5755},[99],{"categories":5757},[99],{"categories":5759},[64],{"categories":5761},[109],{"categories":5763},[64],{"categories":5765},[64],{"categories":5767},[64],{"categories":5769},[64],{"categories":5771},[123],{"categories":5773},[64],{"categories":5775},[99],{"categories":5777},[64],{"categories":5779},[64],{"categories":5781},[109],{"categories":5783},[64],{"categories":5785},[226],{"categories":5787},[64],{"categories":5789},[145],{"categories":5791},[64],{"categories":5793},[64],{"categories":5795},[109],{"categories":5797},[112],{"categories":5799},[64],{"categories":5801},[64],{"categories":5803},[109],{"categories":5805},[],{"categories":5807},[123],{"categories":5809},[],{"categories":5811},[123],{"categories":5813},[109],{"categories":5815},[99],{"categories":5817},[64],{"categories":5819},[],{"categories":5821},[148],{"categories":5823},[267],{"categories":5825},[64],{"categories":5827},[123],{"categories":5829},[64],{"categories":5831},[],{"categories":5833},[145],{"categories":5835},[109],{"categories":5837},[123],{"categories":5839},[197],{"categories":5841},[104],{"categories":5843},[64],{"categories":5845},[64],{"categories":5847},[109],{"categories":5849},[123],{"categories":5851},[109],{"categories":5853},[145],{"categories":5855},[64],{"categories":5857},[112],{"categories":5859},[99],{"categories":5861},[112],{"categories":5863},[145],{"categories":5865},[64],{"categories":5867},[123],{"categories":5869},[64],{"categories":5871},[197],{"categories":5873},[104],{"categories":5875},[64],{"categories":5877},[64],{"categories":5879},[64],{"categories":5881},[64],{"categories":5883},[64],{"categories":5885},[64],{"categories":5887},[109],{"categories":5889},[64],{"categories":5891},[109],{"categories":5893},[64],{"categories":5895},[64],{"categories":5897},[99],{"categories":5899},[64],{"categories":5901},[109],{"categories":5903},[109],{"categories":5905},[197],{"categories":5907},[109],{"categories":5909},[109],{"categories":5911},[64],{"categories":5913},[99],{"categories":5915},[109],{"categories":5917},[197],{"categories":5919},[],{"categories":5921},[64],{"categories":5923},[148],{"categories":5925},[440],{"categories":5927},[64],{"categories":5929},[109],{"categories":5931},[64],{"categories":5933},[64],{"categories":5935},[123],{"categories":5937},[64],{"categories":5939},[],{"categories":5941},[64],{"categories":5943},[109],{"categories":5945},[64],{"categories":5947},[226],{"categories":5949},[64],{"categories":5951},[123],{"categories":5953},[64],{"categories":5955},[145],{"categories":5957},[109],{"categories":5959},[64],{"categories":5961},[226],{"categories":5963},[109],{"categories":5965},[104],{"categories":5967},[104],{"categories":5969},[64],{"categories":5971},[64],{"categories":5973},[64],{"categories":5975},[64],{"categories":5977},[64],{"categories":5979},[64],{"categories":5981},[99],{"categories":5983},[],{"categories":5985},[64],{"categories":5987},[64],{"categories":5989},[109],{"categories":5991},[109],{"categories":5993},[64],{"categories":5995},[64],{"categories":5997},[64],{"categories":5999},[64],{"categories":6001},[64],{"categories":6003},[123],{"categories":6005},[],{"categories":6007},[99],{"categories":6009},[64],{"categories":6011},[64],{"categories":6013},[109],{"categories":6015},[109],{"categories":6017},[],{"categories":6019},[123],{"categories":6021},[123],{"categories":6023},[64],{"categories":6025},[226],{"categories":6027},[104],{"categories":6029},[197],{"categories":6031},[],{"categories":6033},[64],{"categories":6035},[109],{"categories":6037},[99],{"categories":6039},[64],{"categories":6041},[64],{"categories":6043},[123],{"categories":6045},[99],{"categories":6047},[64],{"categories":6049},[64],{"categories":6051},[145],{"categories":6053},[148],{"categories":6055},[64],{"categories":6057},[145],{"categories":6059},[109],{"categories":6061},[64],{"categories":6063},[],{"categories":6065},[145],{"categories":6067},[109],{"categories":6069},[197],{"categories":6071},[148],{"categories":6073},[64],{"categories":6075},[64],{"categories":6077},[],{"categories":6079},[109],{"categories":6081},[109],{"categories":6083},[109],{"categories":6085},[3119],{"categories":6087},[145],{"categories":6089},[64],{"categories":6091},[123],{"categories":6093},[64],{"categories":6095},[64],{"categories":6097},[64],{"categories":6099},[64],{"categories":6101},[64],{"categories":6103},[104],{"categories":6105},[64],{"categories":6107},[99],{"categories":6109},[1782],{"categories":6111},[267],{"categories":6113},[99],{"categories":6115},[],{"categories":6117},[64],{"categories":6119},[],{"categories":6121},[145],{"categories":6123},[109],{"categories":6125},[197],{"categories":6127},[64],{"categories":6129},[64],{"categories":6131},[64],{"categories":6133},[145],{"categories":6135},[],{"categories":6137},[109],{"categories":6139},[64],{"categories":6141},[109],{"categories":6143},[109],{"categories":6145},[],{"categories":6147},[64],{"categories":6149},[],{"categories":6151},[145],{"categories":6153},[99],{"categories":6155},[197],{"categories":6157},[64],{"categories":6159},[109],{"categories":6161},[145],{"categories":6163},[64],{"categories":6165},[145],{"categories":6167},[],{"categories":6169},[145],{"categories":6171},[64],{"categories":6173},[99],{"categories":6175},[440],{"categories":6177},[109],{"categories":6179},[64],{"categories":6181},[],{"categories":6183},[123],{"categories":6185},[109],{"categories":6187},[112],{"categories":6189},[109],{"categories":6191},[99],{"categories":6193},[64],{"categories":6195},[64],{"categories":6197},[],{"categories":6199},[],{"categories":6201},[],{"categories":6203},[197],{"categories":6205},[64],{"categories":6207},[109],{"categories":6209},[64],{"categories":6211},[64],{"categories":6213},[],{"categories":6215},[],{"categories":6217},[],{"categories":6219},[64],{"categories":6221},[109],{"categories":6223},[197],{"categories":6225},[64],{"categories":6227},[],{"categories":6229},[109],{"categories":6231},[64],{"categories":6233},[64],{"categories":6235},[99],{"categories":6237},[],{"categories":6239},[],{"categories":6241},[64],{"categories":6243},[64],{"categories":6245},[109],{"categories":6247},[197],{"categories":6249},[64],{"categories":6251},[145],{"categories":6253},[],{"categories":6255},[64],{"categories":6257},[64],{"categories":6259},[226],{"categories":6261},[145],{"categories":6263},[226],{"categories":6265},[148],{"categories":6267},[64],{"categories":6269},[64],{"categories":6271},[],{"categories":6273},[],{"categories":6275},[109],{"categories":6277},[],{"categories":6279},[64],{"categories":6281},[440],{"categories":6283},[64],{"categories":6285},[64],{"categories":6287},[64],{"categories":6289},[64],{"categories":6291},[],{"categories":6293},[109],{"categories":6295},[64],{"categories":6297},[64],{"categories":6299},[],{"categories":6301},[109],{"categories":6303},[64],{"categories":6305},[145],{"categories":6307},[64],{"categories":6309},[226],{"categories":6311},[104],{"categories":6313},[112],{"categories":6315},[64],{"categories":6317},[64],{"categories":6319},[109],{"categories":6321},[148],{"categories":6323},[109],{"categories":6325},[109],{"categories":6327},[],{"categories":6329},[64],{"categories":6331},[109],{"categories":6333},[],{"categories":6335},[64],{"categories":6337},[],{"categories":6339},[145],{"categories":6341},[104],{"categories":6343},[],{"categories":6345},[64],{"categories":6347},[64],{"categories":6349},[64],{"categories":6351},[],{"categories":6353},[109],{"categories":6355},[197],{"categories":6357},[99],{"categories":6359},[64],{"categories":6361},[],{"categories":6363},[104],{"categories":6365},[226],{"categories":6367},[64],{"categories":6369},[123],{"categories":6371},[99],{"categories":6373},[148],{"categories":6375},[104],{"categories":6377},[123],{"categories":6379},[109],{"categories":6381},[123],{"categories":6383},[],{"categories":6385},[64],{"categories":6387},[112],{"categories":6389},[64],{"categories":6391},[],{"categories":6393},[109],{"categories":6395},[99],{"categories":6397},[197],{"categories":6399},[64],{"categories":6401},[99],{"categories":6403},[109],{"categories":6405},[267],{"categories":6407},[64],{"categories":6409},[64],{"categories":6411},[64],{"categories":6413},[64],{"categories":6415},[64],{"categories":6417},[99],{"categories":6419},[64],{"categories":6421},[123],{"categories":6423},[148],{"categories":6425},[109],{"categories":6427},[],{"categories":6429},[64],{"categories":6431},[64],{"categories":6433},[64],{"categories":6435},[123],{"categories":6437},[109],{"categories":6439},[145],{"categories":6441},[123],{"categories":6443},[64],{"categories":6445},[112],{"categories":6447},[],{"categories":6449},[197],{"categories":6451},[123],{"categories":6453},[145],{"categories":6455},[64],{"categories":6457},[99],{"categories":6459},[109],{"categories":6461},[64],{"categories":6463},[64],{"categories":6465},[109],{"categories":6467},[112],{"categories":6469},[64],{"categories":6471},[109],{"categories":6473},[64],{"categories":6475},[104],{"categories":6477},[109],{"categories":6479},[109,267],{"categories":6481},[64],{"categories":6483},[64],{"categories":6485},[109],{"categories":6487},[123],{"categories":6489},[64],{"categories":6491},[64],{"categories":6493},[148],{"categories":6495},[109],{"categories":6497},[226],{"categories":6499},[109],{"categories":6501},[104],{"categories":6503},[],{"categories":6505},[109],{"categories":6507},[64],{"categories":6509},[104],{"categories":6511},[],{"categories":6513},[],{"categories":6515},[123],{"categories":6517},[64],{"categories":6519},[64],{"categories":6521},[109],{"categories":6523},[148],{"categories":6525},[226],{"categories":6527},[64],{"categories":6529},[64],{"categories":6531},[64],{"categories":6533},[109],{"categories":6535},[],{"categories":6537},[109],{"categories":6539},[145],{"categories":6541},[64],{"categories":6543},[109],{"categories":6545},[109],{"categories":6547},[64],{"categories":6549},[],{"categories":6551},[145],{"categories":6553},[123],{"categories":6555},[3119],{"categories":6557},[99],{"categories":6559},[123],{"categories":6561},[64],{"categories":6563},[109],{"categories":6565},[64],{"categories":6567},[64],{"categories":6569},[226],{"categories":6571},[123],{"categories":6573},[148],{"categories":6575},[],{"categories":6577},[145],{"categories":6579},[64],{"categories":6581},[64],{"categories":6583},[],{"categories":6585},[109],{"categories":6587},[64],{"categories":6589},[64],{"categories":6591},[64],{"categories":6593},[64],{"categories":6595},[109],{"categories":6597},[64],{"categories":6599},[64],{"categories":6601},[64],{"categories":6603},[112],{"categories":6605},[64],{"categories":6607},[109],{"categories":6609},[64],{"categories":6611},[64],{"categories":6613},[64],{"categories":6615},[64],{"categories":6617},[64],{"categories":6619},[64],{"categories":6621},[64],{"categories":6623},[104],{"categories":6625},[],{"categories":6627},[112],{"categories":6629},[145],{"categories":6631},[109],{"categories":6633},[64],{"categories":6635},[123],{"categories":6637},[],{"categories":6639},[123],{"categories":6641},[123],{"categories":6643},[109],{"categories":6645},[123],{"categories":6647},[64],{"categories":6649},[64],{"categories":6651},[64],{"categories":6653},[109],{"categories":6655},[123],{"categories":6657},[64],{"categories":6659},[64],{"categories":6661},[64],{"categories":6663},[109],{"categories":6665},[145],{"categories":6667},[64],{"categories":6669},[64],{"categories":6671},[64],{"categories":6673},[104],{"categories":6675},[64],{"categories":6677},[109],{"categories":6679},[197],{"categories":6681},[],{"categories":6683},[64],{"categories":6685},[148],{"categories":6687},[109],{"categories":6689},[64],{"categories":6691},[64],{"categories":6693},[],{"categories":6695},[64],{"categories":6697},[64],{"categories":6699},[145],{"categories":6701},[64],{"categories":6703},[64],{"categories":6705},[109],{"categories":6707},[226],{"categories":6709},[],{"categories":6711},[],{"categories":6713},[123],{"categories":6715},[64],{"categories":6717},[64],{"categories":6719},[145],{"categories":6721},[64],{"categories":6723},[123],{"categories":6725},[145],{"categories":6727},[64],{"categories":6729},[64],{"categories":6731},[226],{"categories":6733},[148],{"categories":6735},[64],{"categories":6737},[64],{"categories":6739},[99],{"categories":6741},[109],{"categories":6743},[64],{"categories":6745},[64],{"categories":6747},[109],{"categories":6749},[104],{"categories":6751},[109],{"categories":6753},[123],{"categories":6755},[64],{"categories":6757},[104],{"categories":6759},[],{"categories":6761},[64],{"categories":6763},[148],{"categories":6765},[64],{"categories":6767},[64],{"categories":6769},[],{"categories":6771},[145],{"categories":6773},[64],{"categories":6775},[109],{"categories":6777},[148],{"categories":6779},[64],{"categories":6781},[123],{"categories":6783},[123],{"categories":6785},[123],{"categories":6787},[64],{"categories":6789},[109],{"categories":6791},[109],{"categories":6793},[64],{"categories":6795},[109],{"categories":6797},[64],{"categories":6799},[64],{"categories":6801},[197],{"categories":6803},[148],{"categories":6805},[148],{"categories":6807},[],{"categories":6809},[145],{"categories":6811},[64],{"categories":6813},[64],{"categories":6815},[123],{"categories":6817},[],{"categories":6819},[145],{"categories":6821},[145],{"categories":6823},[145],{"categories":6825},[],{"categories":6827},[109],{"categories":6829},[64],{"categories":6831},[],{"categories":6833},[99],{"categories":6835},[104],{"categories":6837},[],{"categories":6839},[64],{"categories":6841},[64],{"categories":6843},[],{"categories":6845},[123],{"categories":6847},[],{"categories":6849},[],{"categories":6851},[],{"categories":6853},[],{"categories":6855},[64],{"categories":6857},[145],{"categories":6859},[],{"categories":6861},[],{"categories":6863},[64],{"categories":6865},[64],{"categories":6867},[64],{"categories":6869},[148],{"categories":6871},[64],{"categories":6873},[148],{"categories":6875},[],{"categories":6877},[148],{"categories":6879},[148],{"categories":6881},[267],{"categories":6883},[109],{"categories":6885},[123],{"categories":6887},[],{"categories":6889},[],{"categories":6891},[148],{"categories":6893},[123],{"categories":6895},[123],{"categories":6897},[123],{"categories":6899},[],{"categories":6901},[99],{"categories":6903},[123],{"categories":6905},[123],{"categories":6907},[99],{"categories":6909},[123],{"categories":6911},[104],{"categories":6913},[123],{"categories":6915},[123],{"categories":6917},[123],{"categories":6919},[148],{"categories":6921},[145],{"categories":6923},[145],{"categories":6925},[64],{"categories":6927},[123],{"categories":6929},[148],{"categories":6931},[267],{"categories":6933},[148],{"categories":6935},[148],{"categories":6937},[148],{"categories":6939},[],{"categories":6941},[104],{"categories":6943},[],{"categories":6945},[267],{"categories":6947},[123],{"categories":6949},[123],{"categories":6951},[123],{"categories":6953},[109],{"categories":6955},[145,104],{"categories":6957},[148],{"categories":6959},[],{"categories":6961},[],{"categories":6963},[148],{"categories":6965},[],{"categories":6967},[148],{"categories":6969},[145],{"categories":6971},[109],{"categories":6973},[],{"categories":6975},[123],{"categories":6977},[64],{"categories":6979},[197],{"categories":6981},[],{"categories":6983},[64],{"categories":6985},[],{"categories":6987},[145],{"categories":6989},[99],{"categories":6991},[148],{"categories":6993},[],{"categories":6995},[123],{"categories":6997},[145],[6999,7065,7134,7204],{"id":7000,"title":7001,"ai":7002,"body":7007,"categories":7035,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7036,"navigation":75,"path":7053,"published_at":7054,"question":65,"scraped_at":7055,"seo":7056,"sitemap":7057,"source_id":7058,"source_name":82,"source_type":83,"source_url":7059,"stem":7060,"tags":7061,"thumbnail_url":65,"tldr":7062,"tweet":65,"unknown_tags":7063,"__hash__":7064},"summaries\u002Fsummaries\u002F559a10d0dfda2d93-why-vibe-coding-platform-base44-is-building-its-ow-summary.md","Why Vibe Coding Platform Base44 is Building Its Own AI Model",{"provider":7,"model":8,"input_tokens":7003,"output_tokens":7004,"processing_time_ms":7005,"cost_usd":7006},6261,564,3320,0.00241125,{"type":14,"value":7008,"toc":7030},[7009,7013,7016,7020,7023,7027],[17,7010,7012],{"id":7011},"the-shift-toward-vertical-integration","The Shift Toward Vertical Integration",[22,7014,7015],{},"Base44, a \"vibe coding\" platform acquired by Wix, has launched its own custom LLM, \"Base1.\" This move marks a strategic pivot away from relying solely on frontier models, aiming to achieve a fully vertically integrated stack. By owning the model, the company gains direct control over its infrastructure, which founder Maor Shlomo argues is essential for optimizing latency, efficiency, and long-term cost structures.",[17,7017,7019],{"id":7018},"defensibility-through-data-and-infrastructure","Defensibility Through Data and Infrastructure",[22,7021,7022],{},"In the competitive landscape of AI-powered development tools, defensibility is increasingly tied to three pillars: distribution, tech stack, and proprietary data. Base44’s model was trained on tens of millions of real user interactions, creating a feedback loop that the company believes will provide a competitive edge over general-purpose models. While competitors like Lovable currently rely on external LLMs, the industry trend suggests that companies with sufficient scale and velocity will eventually move toward proprietary or specialized models to maintain margins and product differentiation.",[17,7024,7026],{"id":7025},"managing-inference-costs-and-performance","Managing Inference Costs and Performance",[22,7028,7029],{},"Beyond defensibility, the move is a response to the growing pressure of inference costs. Enterprise customers are increasingly scrutinizing the ROI of AI features, often finding that general-purpose frontier models are overkill for specific tasks. By training a specialized model, Base44 aims to deliver a product that is faster and more cost-effective for its specific use cases. While some industry experts caution that training custom models is a massive engineering undertaking—citing examples like Harvey that abandoned similar plans—Base44 is betting that vertical integration is the only way to secure a sustainable, high-margin business model in the long term.",{"title":57,"searchDepth":58,"depth":58,"links":7031},[7032,7033,7034],{"id":7011,"depth":58,"text":7012},{"id":7018,"depth":58,"text":7019},{"id":7025,"depth":58,"text":7026},[64],{"content_references":7037,"triage":7050},[7038,7043,7046,7048],{"type":7039,"title":7040,"url":7041,"context":7042},"tool","Base44","https:\u002F\u002Fbase44.com\u002F","mentioned",{"type":7039,"title":7044,"url":7045,"context":7042},"Lovable","https:\u002F\u002Flovable.dev\u002F",{"type":7039,"title":7047,"context":7042},"Mistral AI",{"type":7039,"title":7049,"context":7042},"Harvey",{"relevance":71,"novelty":72,"quality":71,"actionability":58,"composite":7051,"reasoning":7052},3.4,"Category: Business & SaaS. The article discusses Base44's strategic decision to build its own AI model, addressing the pain point of defensibility in AI startups. However, while it provides insights into industry trends and challenges, it lacks specific actionable steps for the audience to implement similar strategies.","\u002Fsummaries\u002F559a10d0dfda2d93-why-vibe-coding-platform-base44-is-building-its-ow-summary","2026-06-30 02:28:41","2026-06-30 12:57:20",{"title":7001,"description":57},{"loc":7053},"559a10d0dfda2d93","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F06\u002F29\u002Fvibe-coding-platform-base44-launches-own-model-as-ai-startups-seek-defensibility\u002F","summaries\u002F559a10d0dfda2d93-why-vibe-coding-platform-base44-is-building-its-ow-summary",[90,87,88,89],"Base44 is transitioning to a vertically integrated stack by training its own LLM to gain control over latency, costs, and performance, signaling a shift toward defensibility for AI-native startups.",[],"S2gNJQbOJT8BmIOc9CPjS_dytI4pNlmN6HBkb2QCfl4",{"id":7066,"title":7067,"ai":7068,"body":7074,"categories":7108,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7109,"navigation":75,"path":7122,"published_at":7123,"question":65,"scraped_at":7124,"seo":7125,"sitemap":7126,"source_id":7127,"source_name":82,"source_type":83,"source_url":7128,"stem":7129,"tags":7130,"thumbnail_url":65,"tldr":7131,"tweet":65,"unknown_tags":7132,"__hash__":7133},"summaries\u002Fsummaries\u002Fa8a13d86637768c0-expert-benchmarks-make-ai-reliable-on-high-stakes-summary.md","Expert Benchmarks Make AI Reliable on High-Stakes Topics",{"provider":7,"model":7069,"input_tokens":7070,"output_tokens":7071,"processing_time_ms":7072,"cost_usd":7073},"x-ai\u002Fgrok-4.1-fast",5776,1904,21809,0.00160035,{"type":14,"value":7075,"toc":7103},[7076,7080,7083,7086,7090,7093,7096,7100],[17,7077,7079],{"id":7078},"llm-failures-demand-specialized-evaluation","LLM Failures Demand Specialized Evaluation",[22,7081,7082],{},"Leading foundation models struggle on high-stakes topics like geopolitics, mental health, finance, and hiring, where nuance trumps simple facts. Gemini cites Chinese Communist Party sites for unrelated stories, most models show left-leaning bias, and they often omit context, ignore perspectives, or straw-man arguments. These issues arise because model makers prioritize coding and math over information accuracy, leading to unreliable outputs as the primary info funnel—echoing Meta's engagement-optimized failures that killed fact-checking and left users misinformed.",[22,7084,7085],{},"To fix this, demand real benchmarks over checkbox audits. New York City's hiring bias law exposed over half of AI audits missing violations because they ignore edge cases; domain experts must test murky scenarios that generalists overlook.",[17,7087,7089],{"id":7088},"build-expert-consensus-with-ai-judges","Build Expert Consensus with AI Judges",[22,7091,7092],{},"Forum AI, founded 17 months ago post-ChatGPT launch, solves this by partnering with world-class experts—Niall Ferguson, Fareed Zakaria, Tony Blinken, Kevin McCarthy, Anne Neuberger—to design benchmarks for complex topics. They train AI judges to evaluate models at scale, hitting 90% agreement with human experts. This scales human judgment without losing nuance, providing actionable fixes that dramatically improve model performance on the same topics.",[22,7094,7095],{},"Apply this for production AI: integrate expert-vetted evals into pipelines for hiring tools or financial advisors to catch biases early, avoiding liability from bad decisions.",[17,7097,7099],{"id":7098},"enterprise-liability-forces-truth-over-engagement","Enterprise Liability Forces Truth Over Engagement",[22,7101,7102],{},"Consumer chatbots still deliver 'slop' despite hype, eroding trust—Silicon Valley touts world-changing tech while users get wrong answers. But enterprise users in credit, lending, insurance, and hiring prioritize accuracy to dodge lawsuits, creating demand for rigorous evals like Forum AI's. This pressure can shift AI from engagement traps to truth-optimization, benefiting society. Forum AI bets on this market despite immature compliance, having raised $3M from Lerer Hippeau to scale.",{"title":57,"searchDepth":58,"depth":58,"links":7104},[7105,7106,7107],{"id":7078,"depth":58,"text":7079},{"id":7088,"depth":58,"text":7089},{"id":7098,"depth":58,"text":7099},[64],{"content_references":7110,"triage":7118},[7111,7114],{"type":7039,"title":7112,"url":7113,"context":7042},"Forum AI","https:\u002F\u002Fbyforum.com\u002F",{"type":7115,"title":7116,"url":7117,"context":7042},"other","Please welcome Forum AI, the company bringing human expert judgment to AI","https:\u002F\u002Fmedium.com\u002Flerer-hippeau-ventures\u002Fplease-welcome-forum-ai-the-company-bringing-human-expert-judgment-to-ai-93943fc7dfab",{"relevance":7119,"novelty":71,"quality":71,"actionability":71,"composite":7120,"reasoning":7121},5,4.35,"Category: AI & LLMs. The article discusses the importance of expert benchmarks for evaluating LLMs in high-stakes areas, addressing a critical pain point for product builders concerned about AI reliability. It provides actionable insights on integrating expert evaluations into AI pipelines, which can directly influence product development.","\u002Fsummaries\u002Fa8a13d86637768c0-expert-benchmarks-make-ai-reliable-on-high-stakes-summary","2026-05-14 06:05:31","2026-05-14 07:01:06",{"title":7067,"description":57},{"loc":7122},"a8a13d86637768c0","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F13\u002Fwho-decides-what-ai-tells-you-campbell-brown-once-metas-news-chief-has-thoughts\u002F","summaries\u002Fa8a13d86637768c0-expert-benchmarks-make-ai-reliable-on-high-stakes-summary",[90,87,89],"Forum AI recruits top experts like Niall Ferguson and Tony Blinken to benchmark LLMs on geopolitics and finance, training AI judges to 90% expert consensus for accurate evaluations.",[],"DCFldA_0z2k-MWKP_dV7y4VywFjE2zKNsEhYiaUABm4",{"id":7135,"title":7136,"ai":7137,"body":7142,"categories":7182,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7183,"navigation":75,"path":7192,"published_at":7193,"question":65,"scraped_at":7194,"seo":7195,"sitemap":7196,"source_id":7197,"source_name":82,"source_type":83,"source_url":7198,"stem":7199,"tags":7200,"thumbnail_url":65,"tldr":7201,"tweet":65,"unknown_tags":7202,"__hash__":7203},"summaries\u002Fsummaries\u002Ff5eeda33934b75ac-the-real-cost-of-ai-adoption-benchmarking-enterpri-summary.md","The Real Cost of AI Adoption: Benchmarking Enterprise Spend",{"provider":7,"model":8,"input_tokens":7138,"output_tokens":7139,"processing_time_ms":7140,"cost_usd":7141},5537,522,6484,0.00216725,{"type":14,"value":7143,"toc":7178},[7144,7148,7151,7171,7175],[17,7145,7147],{"id":7146},"the-reality-of-ai-spending-tiers","The Reality of AI Spending Tiers",[22,7149,7150],{},"Recent data from the Ramp AI Index reveals a massive disparity in how companies allocate budget toward artificial intelligence. While industry headlines suggest that compute costs are beginning to rival payroll, the data indicates this is currently a phenomenon limited to the top 1% of adopters, whom the index labels as \"AI-pilled.\"",[33,7152,7153,7159,7165],{},[36,7154,7155,7158],{},[39,7156,7157],{},"The Top 1%:"," These firms spend $7,500 per employee per month on AI. For context, this remains below the average monthly salary of a software engineer (approximately $16,000), suggesting that while AI costs are significant, they have not yet eclipsed human capital for most organizations.",[36,7160,7161,7164],{},[39,7162,7163],{},"The Top 10%:"," Spending drops significantly to $611 per employee per month.",[36,7166,7167,7170],{},[39,7168,7169],{},"The Median:"," The typical firm spends only $11.38 per employee per month, which largely reflects the cost of standard enterprise software seat licenses.",[17,7172,7174],{"id":7173},"trends-in-ai-budgeting","Trends in AI Budgeting",[22,7176,7177],{},"Despite the wide variance in spending, the trajectory for high-intensity users is upward. AI-pilled firms saw a 14.1% increase in per-employee AI spending over the last month. To manage these escalating costs, these power users are increasingly adopting a \"mix and match\" strategy. Rather than relying on a single vendor, they are actively rotating between multiple frontier models and integrating cheaper, open-source alternatives to optimize their token consumption and maintain operational efficiency.",{"title":57,"searchDepth":58,"depth":58,"links":7179},[7180,7181],{"id":7146,"depth":58,"text":7147},{"id":7173,"depth":58,"text":7174},[104],{"content_references":7184,"triage":7190},[7185],{"type":7115,"title":7186,"author":7187,"url":7188,"context":7189},"Ramp AI Index","Ramp","https:\u002F\u002Feconlab.substack.com\u002Fp\u002Fhow-much-does-it-cost-to-be-ai-pilled","cited",{"relevance":71,"novelty":72,"quality":71,"actionability":58,"composite":7051,"reasoning":7191},"Category: Business & SaaS. The article provides insights into AI spending trends among enterprises, which is relevant for product builders considering budget allocation for AI tools. However, while it presents useful data, it lacks specific actionable strategies for managing AI costs that the audience could implement.","\u002Fsummaries\u002Ff5eeda33934b75ac-the-real-cost-of-ai-adoption-benchmarking-enterpri-summary","2026-06-10 17:07:35","2026-06-11 12:57:22",{"title":7136,"description":57},{"loc":7192},"f5eeda33934b75ac","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F06\u002F10\u002Fai-pilled-firms-spend-7500-per-employee-each-month-on-ai\u002F","summaries\u002Ff5eeda33934b75ac-the-real-cost-of-ai-adoption-benchmarking-enterpri-summary",[87,88,89],"While top-tier 'AI-pilled' firms spend $7,500 per employee monthly on AI, median spending remains low at $11.38, suggesting that runaway AI costs are currently concentrated among power users.",[],"boc4MMUFchJlyeRCPMXgXQfMLP249u8w_ALqb2K_A5w",{"id":7205,"title":7206,"ai":7207,"body":7212,"categories":7240,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7241,"navigation":75,"path":7246,"published_at":7247,"question":65,"scraped_at":7248,"seo":7249,"sitemap":7250,"source_id":7251,"source_name":82,"source_type":83,"source_url":7252,"stem":7253,"tags":7254,"thumbnail_url":65,"tldr":7255,"tweet":65,"unknown_tags":7256,"__hash__":7257},"summaries\u002Fsummaries\u002F69e393a89c3bf2b4-anthropic-s-ipo-strategy-and-capital-efficiency-summary.md","Anthropic's IPO Strategy and Capital Efficiency",{"provider":7,"model":8,"input_tokens":7208,"output_tokens":7209,"processing_time_ms":7210,"cost_usd":7211},5662,446,2437,0.0020845,{"type":14,"value":7213,"toc":7235},[7214,7218,7221,7225,7228,7232],[17,7215,7217],{"id":7216},"the-case-for-public-capital","The Case for Public Capital",[22,7219,7220],{},"Anthropic has filed confidentially for an IPO following a $65 billion fundraise at a $965 billion valuation. Co-founder Daniela Amodei justifies the move by citing the extreme capital intensity of training and serving frontier AI models. She argues that public markets are the most suitable vehicle for the sustained, large-scale investment required to remain competitive in the AI sector.",[17,7222,7224],{"id":7223},"strategic-compute-management","Strategic Compute Management",[22,7226,7227],{},"Unlike competitors such as OpenAI and xAI, Anthropic has avoided building its own data centers. Amodei describes this as a deliberate strategy to avoid overextending capital on infrastructure that may not be fully utilized. The company prefers to maintain a slight deficit in compute capacity—ensuring demand outstrips supply—rather than risking the inefficiency of idle hardware. This approach is exemplified by their $1.25 billion-per-month compute partnership with xAI, which allows them to scale capacity without the long-term operational burden of physical data center ownership.",[17,7229,7231],{"id":7230},"navigating-market-skepticism","Navigating Market Skepticism",[22,7233,7234],{},"Despite rapid growth—with annualized revenue reaching $47 billion in May 2026, up from $9 billion at the end of 2025—the company faces questions regarding the long-term ROI of AI for enterprise customers. Amodei remains optimistic, framing current corporate hesitation as a natural phase of adoption. She believes that as businesses move beyond initial experimentation into deeper integration within coding, healthcare, and financial services, the realized value of these tools will increase, justifying continued enterprise spending.",{"title":57,"searchDepth":58,"depth":58,"links":7236},[7237,7238,7239],{"id":7216,"depth":58,"text":7217},{"id":7223,"depth":58,"text":7224},{"id":7230,"depth":58,"text":7231},[104],{"content_references":7242,"triage":7243},[],{"relevance":72,"novelty":72,"quality":71,"actionability":58,"composite":7244,"reasoning":7245},3.05,"Category: Business & SaaS. The article discusses Anthropic's IPO strategy and capital efficiency, which relates to the business aspects of AI-powered products. While it provides insights into market strategies and financial considerations, it lacks specific actionable steps for product builders.","\u002Fsummaries\u002F69e393a89c3bf2b4-anthropic-s-ipo-strategy-and-capital-efficiency-summary","2026-06-04 22:43:26","2026-06-06 16:12:11",{"title":7206,"description":57},{"loc":7246},"69e393a89c3bf2b4","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F06\u002F04\u002Fahead-of-its-ipo-anthropics-daniela-amodei-shrugs-off-doubts-about-ais-returns\u002F","summaries\u002F69e393a89c3bf2b4-anthropic-s-ipo-strategy-and-capital-efficiency-summary",[87,89,88],"As Anthropic moves toward a public listing, co-founder Daniela Amodei emphasizes that public markets are essential for the massive capital requirements of frontier AI, while maintaining a lean approach to infrastructure by outsourcing compute.",[],"Gcd47WbtX9yi0V14WGo5njVRFa0c15t0TbjHF710JKQ"]