[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-79f6641c4618a997-keenable-building-web-search-infrastructure-for-ai-summary":3,"summaries-facets-categories":91,"summary-related-79f6641c4618a997-keenable-building-web-search-infrastructure-for-ai-summary":6847},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":72,"path":73,"published_at":74,"question":48,"scraped_at":75,"seo":76,"sitemap":77,"source_id":78,"source_name":79,"source_type":80,"source_url":81,"stem":82,"tags":83,"thumbnail_url":48,"tldr":88,"tweet":48,"unknown_tags":89,"__hash__":90},"summaries\u002Fsummaries\u002F79f6641c4618a997-keenable-building-web-search-infrastructure-for-ai-summary.md","Keenable: Building Web Search Infrastructure for AI Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6565,693,3456,0.00268075,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"the-shift-from-human-centric-to-agent-centric-search","The Shift from Human-Centric to Agent-Centric Search",[22,23,24],"p",{},"Traditional search engines were designed for human consumption, prioritizing readability and ranking for users who scan pages. As AI agents increasingly rely on web data to ground their responses, the current search infrastructure is becoming a bottleneck. Keenable, founded by former Yandex and Amazon search engineers, is building a web-scale index specifically for AI agents. By optimizing index structures for machine retrieval rather than human browsing, they aim to solve the high costs and latency issues associated with using general-purpose search APIs for agentic tasks.",[17,26,28],{"id":27},"technical-differentiation-and-cost-efficiency","Technical Differentiation and Cost Efficiency",[22,30,31],{},"Keenable’s core value proposition lies in its ability to narrow search space rapidly, which is critical for maintaining performance at scale. Founder Andrey Styskin notes that enterprise search solutions often fail or become prohibitively expensive when scaled to the entire web because they lack task-specific fine-tuning. The company is also developing a proprietary \"WebQueryLanguage\" designed to help AI systems synthesize information across multiple web sources, even when no single document contains the complete answer. This approach is intended to compete with the bundled, restrictive search APIs currently offered by major tech incumbents, who are increasingly limiting access to their search data to avoid cannibalizing their own AI products.",[17,33,35],{"id":34},"market-positioning-and-growth","Market Positioning and Growth",[22,37,38],{},"With $26 million in seed funding led by Accel, Keenable is positioning itself as a specialized infrastructure provider for AI labs and inference providers. While the company acknowledges the extreme difficulty of competing with established search giants, they argue that the \"innovator's dilemma\" makes incumbents vulnerable in the agentic search space. By focusing on cost-efficient, high-speed retrieval, Keenable aims to capture the growing segment of developers who need reliable, programmatic access to the web for AI grounding.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"AI & LLMs",null,"md",false,{"content_references":52,"triage":67},[53,58,61,64],{"type":54,"title":55,"url":56,"context":57},"tool","Keenable","https:\u002F\u002Fkeenable.ai\u002F","mentioned",{"type":54,"title":59,"url":60,"context":57},"Gradium","https:\u002F\u002Fkeenable.ai\u002Fblog\u002Fnatural-conversation-live-retrieval-keenable-search-with-gradium",{"type":54,"title":62,"url":63,"context":57},"Brave Search API","https:\u002F\u002Fbrave.com\u002Fsearch\u002Fapi\u002F",{"type":54,"title":65,"url":66,"context":57},"Exa","https:\u002F\u002Fexa.ai\u002F",{"relevance":68,"novelty":69,"quality":68,"actionability":69,"composite":70,"reasoning":71},4,3,3.6,"Category: AI & LLMs. The article discusses a new search infrastructure specifically designed for AI agents, addressing a relevant pain point of traditional search limitations for AI applications. It provides insights into the technical differentiation of Keenable's approach, but lacks detailed actionable steps for implementation.",true,"\u002Fsummaries\u002F79f6641c4618a997-keenable-building-web-search-infrastructure-for-ai-summary","2026-08-25 13:00:00","2026-08-26 03:10:20",{"title":5,"description":40},{"loc":73},"79f6641c4618a997","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F25\u002Faccel-backed-keenable-is-indexing-the-web-for-ai-agents\u002F","summaries\u002F79f6641c4618a997-keenable-building-web-search-infrastructure-for-ai-summary",[84,85,86,87],"ai-tools","startups","ai-agents","search-engines","Keenable is a new startup building a specialized search index of over 100 billion documents designed specifically for AI agents, aiming to provide a more cost-efficient and performant alternative to traditional search APIs.",[86,87],"AA95QWFemPwb8xq7RPuHoh9P8_kGkpVKY4fotyAtQOU",[92,94,97,99,102,104,107,110,112,114,116,119,121,123,125,127,130,132,134,136,138,141,144,146,148,150,152,154,156,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,193,195,197,199,201,203,205,207,209,211,213,215,217,219,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,263,265,267,269,271,273,275,277,279,281,283,285,287,289,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,355,357,359,361,363,365,367,369,371,373,375,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,411,413,415,417,419,421,423,425,427,429,431,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,491,493,495,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,531,533,535,537,539,541,543,545,547,549,551,553,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,841,843,845,847,849,852,854,856,858,860,862,864,866,868,870,872,874,876,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845],{"categories":93},[47],{"categories":95},[96],"Developer Productivity",{"categories":98},[47],{"categories":100},[101],"Business & SaaS",{"categories":103},[47],{"categories":105},[106],"AI Automation",{"categories":108},[109],"Product Strategy",{"categories":111},[47],{"categories":113},[96],{"categories":115},[106],{"categories":117},[118],"Software Engineering",{"categories":120},[47],{"categories":122},[101],{"categories":124},[],{"categories":126},[47],{"categories":128},[129],"Inference & Serving",{"categories":131},[47],{"categories":133},[47],{"categories":135},[106],{"categories":137},[],{"categories":139},[140],"AI News & Trends",{"categories":142},[143],"Data Science & Visualization",{"categories":145},[106],{"categories":147},[47],{"categories":149},[47],{"categories":151},[101],{"categories":153},[96],{"categories":155},[47],{"categories":157},[106],{"categories":159},[140],{"categories":161},[47],{"categories":163},[106],{"categories":165},[106],{"categories":167},[47],{"categories":169},[47],{"categories":171},[106],{"categories":173},[47],{"categories":175},[47],{"categories":177},[47],{"categories":179},[106],{"categories":181},[140],{"categories":183},[47],{"categories":185},[47],{"categories":187},[47],{"categories":189},[],{"categories":191},[192],"Design & Frontend",{"categories":194},[143],{"categories":196},[140],{"categories":198},[47],{"categories":200},[47],{"categories":202},[47],{"categories":204},[],{"categories":206},[47],{"categories":208},[47],{"categories":210},[106],{"categories":212},[118],{"categories":214},[47],{"categories":216},[106],{"categories":218},[47],{"categories":220},[221],"Marketing & Growth",{"categories":223},[192],{"categories":225},[47],{"categories":227},[106],{"categories":229},[47],{"categories":231},[47],{"categories":233},[118],{"categories":235},[47],{"categories":237},[],{"categories":239},[],{"categories":241},[192],{"categories":243},[47],{"categories":245},[106],{"categories":247},[96],{"categories":249},[118],{"categories":251},[106],{"categories":253},[192],{"categories":255},[109],{"categories":257},[47],{"categories":259},[118],{"categories":261},[262],"DevOps & Cloud",{"categories":264},[106],{"categories":266},[109],{"categories":268},[140],{"categories":270},[47],{"categories":272},[],{"categories":274},[47],{"categories":276},[47],{"categories":278},[],{"categories":280},[106],{"categories":282},[118],{"categories":284},[],{"categories":286},[118],{"categories":288},[47],{"categories":290},[291],"Governance & Standards",{"categories":293},[101],{"categories":295},[],{"categories":297},[],{"categories":299},[47],{"categories":301},[47],{"categories":303},[106],{"categories":305},[47],{"categories":307},[47],{"categories":309},[106],{"categories":311},[47],{"categories":313},[47],{"categories":315},[47],{"categories":317},[],{"categories":319},[118],{"categories":321},[],{"categories":323},[],{"categories":325},[47],{"categories":327},[118],{"categories":329},[],{"categories":331},[118],{"categories":333},[47],{"categories":335},[47],{"categories":337},[221],{"categories":339},[47],{"categories":341},[47],{"categories":343},[192],{"categories":345},[192],{"categories":347},[47],{"categories":349},[118],{"categories":351},[106],{"categories":353},[354],"GovTech & Public-Sector Adoption",{"categories":356},[118],{"categories":358},[47],{"categories":360},[47],{"categories":362},[47],{"categories":364},[106],{"categories":366},[106],{"categories":368},[143],{"categories":370},[47],{"categories":372},[140],{"categories":374},[106],{"categories":376},[377],"Legal AI Tools",{"categories":379},[47],{"categories":381},[106],{"categories":383},[47],{"categories":385},[221],{"categories":387},[106],{"categories":389},[109],{"categories":391},[47],{"categories":393},[118],{"categories":395},[354],{"categories":397},[],{"categories":399},[106],{"categories":401},[],{"categories":403},[101],{"categories":405},[106],{"categories":407},[106],{"categories":409},[410],"RAG & Retrieval",{"categories":412},[101],{"categories":414},[47],{"categories":416},[118],{"categories":418},[118],{"categories":420},[262],{"categories":422},[192],{"categories":424},[106],{"categories":426},[47],{"categories":428},[47],{"categories":430},[],{"categories":432},[433],"Agents & Orchestration",{"categories":435},[118],{"categories":437},[47],{"categories":439},[],{"categories":441},[106],{"categories":443},[101],{"categories":445},[],{"categories":447},[47],{"categories":449},[],{"categories":451},[47],{"categories":453},[96],{"categories":455},[118],{"categories":457},[101],{"categories":459},[47],{"categories":461},[106],{"categories":463},[47],{"categories":465},[140],{"categories":467},[47],{"categories":469},[],{"categories":471},[47],{"categories":473},[],{"categories":475},[47],{"categories":477},[118],{"categories":479},[47],{"categories":481},[143],{"categories":483},[],{"categories":485},[47],{"categories":487},[192],{"categories":489},[490],"Models & Frontier Labs",{"categories":492},[],{"categories":494},[192],{"categories":496},[497],"Regulation & Governance of AI",{"categories":499},[106],{"categories":501},[],{"categories":503},[47],{"categories":505},[47],{"categories":507},[106],{"categories":509},[140],{"categories":511},[47],{"categories":513},[101],{"categories":515},[47],{"categories":517},[106],{"categories":519},[],{"categories":521},[118],{"categories":523},[106],{"categories":525},[47],{"categories":527},[109],{"categories":529},[530],"AI Policy & Regulation",{"categories":532},[],{"categories":534},[47],{"categories":536},[106],{"categories":538},[109],{"categories":540},[106],{"categories":542},[47],{"categories":544},[47],{"categories":546},[47],{"categories":548},[106],{"categories":550},[],{"categories":552},[143],{"categories":554},[555],"Evals & Reliability",{"categories":557},[47],{"categories":559},[47],{"categories":561},[],{"categories":563},[96],{"categories":565},[354],{"categories":567},[530],{"categories":569},[47],{"categories":571},[101],{"categories":573},[47],{"categories":575},[106],{"categories":577},[47],{"categories":579},[106],{"categories":581},[433],{"categories":583},[47],{"categories":585},[118],{"categories":587},[47],{"categories":589},[],{"categories":591},[192],{"categories":593},[],{"categories":595},[47],{"categories":597},[354],{"categories":599},[47],{"categories":601},[47],{"categories":603},[47],{"categories":605},[],{"categories":607},[47],{"categories":609},[192],{"categories":611},[],{"categories":613},[47],{"categories":615},[],{"categories":617},[106],{"categories":619},[47],{"categories":621},[192],{"categories":623},[],{"categories":625},[47],{"categories":627},[47],{"categories":629},[143],{"categories":631},[106],{"categories":633},[47],{"categories":635},[101],{"categories":637},[106],{"categories":639},[47],{"categories":641},[47],{"categories":643},[118],{"categories":645},[192],{"categories":647},[47],{"categories":649},[106],{"categories":651},[],{"categories":653},[118],{"categories":655},[106],{"categories":657},[143],{"categories":659},[],{"categories":661},[47],{"categories":663},[140],{"categories":665},[47],{"categories":667},[],{"categories":669},[47],{"categories":671},[47],{"categories":673},[47],{"categories":675},[101,221],{"categories":677},[],{"categories":679},[118],{"categories":681},[47],{"categories":683},[47],{"categories":685},[106],{"categories":687},[47],{"categories":689},[],{"categories":691},[],{"categories":693},[47],{"categories":695},[192],{"categories":697},[47],{"categories":699},[],{"categories":701},[47],{"categories":703},[262],{"categories":705},[],{"categories":707},[106],{"categories":709},[140],{"categories":711},[47],{"categories":713},[47],{"categories":715},[192],{"categories":717},[],{"categories":719},[140],{"categories":721},[47],{"categories":723},[129],{"categories":725},[47],{"categories":727},[47],{"categories":729},[106],{"categories":731},[140],{"categories":733},[490],{"categories":735},[47],{"categories":737},[221],{"categories":739},[],{"categories":741},[106],{"categories":743},[101],{"categories":745},[118],{"categories":747},[47],{"categories":749},[106],{"categories":751},[],{"categories":753},[47,262],{"categories":755},[47],{"categories":757},[47],{"categories":759},[47],{"categories":761},[106],{"categories":763},[47,118],{"categories":765},[143],{"categories":767},[47],{"categories":769},[47],{"categories":771},[47],{"categories":773},[118],{"categories":775},[47],{"categories":777},[106],{"categories":779},[106],{"categories":781},[530],{"categories":783},[221],{"categories":785},[47],{"categories":787},[106],{"categories":789},[47],{"categories":791},[47],{"categories":793},[106],{"categories":795},[],{"categories":797},[106],{"categories":799},[47],{"categories":801},[47],{"categories":803},[106],{"categories":805},[47],{"categories":807},[47,101],{"categories":809},[47],{"categories":811},[101],{"categories":813},[],{"categories":815},[192],{"categories":817},[192],{"categories":819},[47],{"categories":821},[],{"categories":823},[],{"categories":825},[47],{"categories":827},[140],{"categories":829},[],{"categories":831},[96],{"categories":833},[47],{"categories":835},[118],{"categories":837},[47],{"categories":839},[840],"Generative UI & Design-to-Code",{"categories":842},[47],{"categories":844},[47],{"categories":846},[192],{"categories":848},[47],{"categories":850},[851],"Algorithmic Accountability",{"categories":853},[106],{"categories":855},[118],{"categories":857},[140],{"categories":859},[192],{"categories":861},[47],{"categories":863},[],{"categories":865},[109],{"categories":867},[47],{"categories":869},[47],{"categories":871},[47],{"categories":873},[47],{"categories":875},[106],{"categories":877},[878],"MLOps & Infrastructure",{"categories":880},[47],{"categories":882},[47],{"categories":884},[47],{"categories":886},[47],{"categories":888},[47],{"categories":890},[118],{"categories":892},[140],{"categories":894},[47],{"categories":896},[109],{"categories":898},[96],{"categories":900},[47],{"categories":902},[106],{"categories":904},[262],{"categories":906},[47],{"categories":908},[101],{"categories":910},[47],{"categories":912},[192],{"categories":914},[47],{"categories":916},[47],{"categories":918},[106],{"categories":920},[],{"categories":922},[],{"categories":924},[47],{"categories":926},[129],{"categories":928},[192],{"categories":930},[140],{"categories":932},[143],{"categories":934},[],{"categories":936},[47],{"categories":938},[47],{"categories":940},[101],{"categories":942},[106],{"categories":944},[47],{"categories":946},[47],{"categories":948},[47],{"categories":950},[47],{"categories":952},[140],{"categories":954},[129],{"categories":956},[47],{"categories":958},[192],{"categories":960},[47],{"categories":962},[],{"categories":964},[106],{"categories":966},[118],{"categories":968},[],{"categories":970},[47],{"categories":972},[47],{"categories":974},[106],{"categories":976},[118],{"categories":978},[47],{"categories":980},[143],{"categories":982},[192],{"categories":984},[],{"categories":986},[47],{"categories":988},[],{"categories":990},[47],{"categories":992},[],{"categories":994},[47],{"categories":996},[47],{"categories":998},[109],{"categories":1000},[101],{"categories":1002},[106],{"categories":1004},[106],{"categories":1006},[],{"categories":1008},[47],{"categories":1010},[96],{"categories":1012},[47],{"categories":1014},[47],{"categories":1016},[101],{"categories":1018},[140],{"categories":1020},[96],{"categories":1022},[],{"categories":1024},[47],{"categories":1026},[],{"categories":1028},[],{"categories":1030},[140],{"categories":1032},[140],{"categories":1034},[],{"categories":1036},[433],{"categories":1038},[47],{"categories":1040},[192],{"categories":1042},[118],{"categories":1044},[],{"categories":1046},[377],{"categories":1048},[106],{"categories":1050},[101],{"categories":1052},[],{"categories":1054},[],{"categories":1056},[96],{"categories":1058},[143],{"categories":1060},[],{"categories":1062},[221],{"categories":1064},[106],{"categories":1066},[101],{"categories":1068},[106],{"categories":1070},[101],{"categories":1072},[47],{"categories":1074},[118],{"categories":1076},[],{"categories":1078},[129],{"categories":1080},[109],{"categories":1082},[47],{"categories":1084},[192],{"categories":1086},[118],{"categories":1088},[101],{"categories":1090},[47],{"categories":1092},[47],{"categories":1094},[106],{"categories":1096},[101],{"categories":1098},[47],{"categories":1100},[47],{"categories":1102},[47],{"categories":1104},[47],{"categories":1106},[47],{"categories":1108},[],{"categories":1110},[],{"categories":1112},[118],{"categories":1114},[143],{"categories":1116},[109],{"categories":1118},[47],{"categories":1120},[106],{"categories":1122},[118],{"categories":1124},[118],{"categories":1126},[47],{"categories":1128},[],{"categories":1130},[140],{"categories":1132},[109],{"categories":1134},[118],{"categories":1136},[47],{"categories":1138},[555],{"categories":1140},[262],{"categories":1142},[],{"categories":1144},[106],{"categories":1146},[47],{"categories":1148},[],{"categories":1150},[96],{"categories":1152},[],{"categories":1154},[47],{"categories":1156},[47],{"categories":1158},[47],{"categories":1160},[192],{"categories":1162},[221],{"categories":1164},[47],{"categories":1166},[118],{"categories":1168},[47],{"categories":1170},[106],{"categories":1172},[],{"categories":1174},[118],{"categories":1176},[47],{"categories":1178},[96],{"categories":1180},[],{"categories":1182},[101],{"categories":1184},[47],{"categories":1186},[47],{"categories":1188},[140],{"categories":1190},[47,262],{"categories":1192},[47],{"categories":1194},[1195],"Design Systems for AI",{"categories":1197},[47],{"categories":1199},[47],{"categories":1201},[140],{"categories":1203},[47],{"categories":1205},[47],{"categories":1207},[47],{"categories":1209},[101],{"categories":1211},[47],{"categories":1213},[47],{"categories":1215},[47],{"categories":1217},[],{"categories":1219},[47],{"categories":1221},[47],{"categories":1223},[101],{"categories":1225},[47],{"categories":1227},[],{"categories":1229},[106],{"categories":1231},[118],{"categories":1233},[140],{"categories":1235},[118],{"categories":1237},[47],{"categories":1239},[192],{"categories":1241},[140],{"categories":1243},[143],{"categories":1245},[47],{"categories":1247},[47],{"categories":1249},[106],{"categories":1251},[96],{"categories":1253},[530],{"categories":1255},[47],{"categories":1257},[106],{"categories":1259},[47],{"categories":1261},[118],{"categories":1263},[118],{"categories":1265},[],{"categories":1267},[],{"categories":1269},[47],{"categories":1271},[106],{"categories":1273},[109],{"categories":1275},[],{"categories":1277},[101],{"categories":1279},[47],{"categories":1281},[],{"categories":1283},[192],{"categories":1285},[118],{"categories":1287},[106],{"categories":1289},[118],{"categories":1291},[192],{"categories":1293},[47],{"categories":1295},[47],{"categories":1297},[192],{"categories":1299},[],{"categories":1301},[],{"categories":1303},[140],{"categories":1305},[106],{"categories":1307},[106],{"categories":1309},[47],{"categories":1311},[47],{"categories":1313},[47],{"categories":1315},[47],{"categories":1317},[101],{"categories":1319},[47],{"categories":1321},[47],{"categories":1323},[],{"categories":1325},[118],{"categories":1327},[118],{"categories":1329},[47],{"categories":1331},[118],{"categories":1333},[101],{"categories":1335},[],{"categories":1337},[47],{"categories":1339},[47],{"categories":1341},[47],{"categories":1343},[47],{"categories":1345},[47],{"categories":1347},[106],{"categories":1349},[96],{"categories":1351},[101],{"categories":1353},[47],{"categories":1355},[106],{"categories":1357},[140],{"categories":1359},[106],{"categories":1361},[129],{"categories":1363},[221],{"categories":1365},[47],{"categories":1367},[106],{"categories":1369},[47],{"categories":1371},[47],{"categories":1373},[47],{"categories":1375},[],{"categories":1377},[192],{"categories":1379},[],{"categories":1381},[47],{"categories":1383},[47],{"categories":1385},[],{"categories":1387},[118],{"categories":1389},[101],{"categories":1391},[1392],"Visual & Generative Media",{"categories":1394},[106],{"categories":1396},[],{"categories":1398},[47],{"categories":1400},[47],{"categories":1402},[118],{"categories":1404},[262],{"categories":1406},[47],{"categories":1408},[143],{"categories":1410},[530],{"categories":1412},[118],{"categories":1414},[221],{"categories":1416},[47],{"categories":1418},[192],{"categories":1420},[47],{"categories":1422},[47],{"categories":1424},[118],{"categories":1426},[106],{"categories":1428},[47],{"categories":1430},[],{"categories":1432},[],{"categories":1434},[106],{"categories":1436},[118],{"categories":1438},[96],{"categories":1440},[106],{"categories":1442},[490],{"categories":1444},[47],{"categories":1446},[109],{"categories":1448},[47],{"categories":1450},[101],{"categories":1452},[],{"categories":1454},[47],{"categories":1456},[109],{"categories":1458},[47],{"categories":1460},[47],{"categories":1462},[47],{"categories":1464},[109],{"categories":1466},[47],{"categories":1468},[47],{"categories":1470},[221],{"categories":1472},[47],{"categories":1474},[433],{"categories":1476},[47],{"categories":1478},[106],{"categories":1480},[47],{"categories":1482},[47],{"categories":1484},[47],{"categories":1486},[47],{"categories":1488},[192],{"categories":1490},[106],{"categories":1492},[],{"categories":1494},[106],{"categories":1496},[],{"categories":1498},[262],{"categories":1500},[118],{"categories":1502},[],{"categories":1504},[490],{"categories":1506},[47],{"categories":1508},[106],{"categories":1510},[106],{"categories":1512},[47],{"categories":1514},[192,47],{"categories":1516},[96],{"categories":1518},[47],{"categories":1520},[192],{"categories":1522},[],{"categories":1524},[47],{"categories":1526},[96],{"categories":1528},[47],{"categories":1530},[1531],"Medical Imaging & Radiology",{"categories":1533},[47],{"categories":1535},[47],{"categories":1537},[192],{"categories":1539},[106],{"categories":1541},[118],{"categories":1543},[],{"categories":1545},[47],{"categories":1547},[47],{"categories":1549},[47],{"categories":1551},[],{"categories":1553},[],{"categories":1555},[47],{"categories":1557},[433],{"categories":1559},[47],{"categories":1561},[96],{"categories":1563},[47],{"categories":1565},[47],{"categories":1567},[],{"categories":1569},[106],{"categories":1571},[47],{"categories":1573},[109],{"categories":1575},[118],{"categories":1577},[47],{"categories":1579},[106],{"categories":1581},[433],{"categories":1583},[47],{"categories":1585},[106],{"categories":1587},[47],{"categories":1589},[47],{"categories":1591},[47],{"categories":1593},[192],{"categories":1595},[106],{"categories":1597},[262],{"categories":1599},[192],{"categories":1601},[101],{"categories":1603},[106],{"categories":1605},[140],{"categories":1607},[47],{"categories":1609},[47],{"categories":1611},[109],{"categories":1613},[47],{"categories":1615},[47],{"categories":1617},[47],{"categories":1619},[47],{"categories":1621},[106],{"categories":1623},[47],{"categories":1625},[118],{"categories":1627},[118],{"categories":1629},[47],{"categories":1631},[109],{"categories":1633},[],{"categories":1635},[140],{"categories":1637},[],{"categories":1639},[109],{"categories":1641},[106],{"categories":1643},[47],{"categories":1645},[106],{"categories":1647},[1195],{"categories":1649},[1195],{"categories":1651},[192],{"categories":1653},[47],{"categories":1655},[47],{"categories":1657},[106],{"categories":1659},[118],{"categories":1661},[192],{"categories":1663},[106],{"categories":1665},[140],{"categories":1667},[],{"categories":1669},[47],{"categories":1671},[],{"categories":1673},[47],{"categories":1675},[47],{"categories":1677},[47],{"categories":1679},[47],{"categories":1681},[106],{"categories":1683},[1684],"Contract Review & E-Discovery",{"categories":1686},[47],{"categories":1688},[192],{"categories":1690},[47],{"categories":1692},[96],{"categories":1694},[47],{"categories":1696},[140],{"categories":1698},[47],{"categories":1700},[47],{"categories":1702},[221],{"categories":1704},[118],{"categories":1706},[47],{"categories":1708},[47],{"categories":1710},[106],{"categories":1712},[106],{"categories":1714},[851],{"categories":1716},[47],{"categories":1718},[47],{"categories":1720},[106],{"categories":1722},[106],{"categories":1724},[47],{"categories":1726},[47],{"categories":1728},[106],{"categories":1730},[47],{"categories":1732},[47],{"categories":1734},[433],{"categories":1736},[410],{"categories":1738},[47],{"categories":1740},[106],{"categories":1742},[47],{"categories":1744},[1745],"Law-Firm Practice & Adoption",{"categories":1747},[47],{"categories":1749},[106],{"categories":1751},[192],{"categories":1753},[47],{"categories":1755},[47],{"categories":1757},[47],{"categories":1759},[],{"categories":1761},[],{"categories":1763},[118],{"categories":1765},[47],{"categories":1767},[],{"categories":1769},[106],{"categories":1771},[96],{"categories":1773},[262],{"categories":1775},[47],{"categories":1777},[],{"categories":1779},[96],{"categories":1781},[101],{"categories":1783},[47],{"categories":1785},[221],{"categories":1787},[],{"categories":1789},[101],{"categories":1791},[101],{"categories":1793},[],{"categories":1795},[47],{"categories":1797},[109],{"categories":1799},[47],{"categories":1801},[118],{"categories":1803},[],{"categories":1805},[],{"categories":1807},[],{"categories":1809},[],{"categories":1811},[47],{"categories":1813},[109],{"categories":1815},[106],{"categories":1817},[262],{"categories":1819},[47],{"categories":1821},[96],{"categories":1823},[118],{"categories":1825},[47],{"categories":1827},[47],{"categories":1829},[118],{"categories":1831},[109],{"categories":1833},[47],{"categories":1835},[47],{"categories":1837},[47],{"categories":1839},[878],{"categories":1841},[47],{"categories":1843},[47],{"categories":1845},[221],{"categories":1847},[118],{"categories":1849},[101],{"categories":1851},[47],{"categories":1853},[47],{"categories":1855},[47],{"categories":1857},[192],{"categories":1859},[47],{"categories":1861},[47],{"categories":1863},[47],{"categories":1865},[47],{"categories":1867},[101],{"categories":1869},[106],{"categories":1871},[47,96],{"categories":1873},[433],{"categories":1875},[47],{"categories":1877},[47],{"categories":1879},[118],{"categories":1881},[118],{"categories":1883},[192],{"categories":1885},[106],{"categories":1887},[106],{"categories":1889},[118],{"categories":1891},[47],{"categories":1893},[47],{"categories":1895},[],{"categories":1897},[],{"categories":1899},[47],{"categories":1901},[47],{"categories":1903},[106],{"categories":1905},[],{"categories":1907},[47],{"categories":1909},[47],{"categories":1911},[118],{"categories":1913},[143],{"categories":1915},[140],{"categories":1917},[192],{"categories":1919},[47],{"categories":1921},[106],{"categories":1923},[47],{"categories":1925},[118],{"categories":1927},[],{"categories":1929},[106],{"categories":1931},[47],{"categories":1933},[47],{"categories":1935},[47],{"categories":1937},[47],{"categories":1939},[],{"categories":1941},[106],{"categories":1943},[47],{"categories":1945},[47],{"categories":1947},[47],{"categories":1949},[],{"categories":1951},[106],{"categories":1953},[47],{"categories":1955},[47],{"categories":1957},[101],{"categories":1959},[47],{"categories":1961},[47],{"categories":1963},[],{"categories":1965},[96],{"categories":1967},[47],{"categories":1969},[47],{"categories":1971},[47],{"categories":1973},[192],{"categories":1975},[47],{"categories":1977},[118],{"categories":1979},[47],{"categories":1981},[96],{"categories":1983},[47],{"categories":1985},[118],{"categories":1987},[221],{"categories":1989},[106],{"categories":1991},[106],{"categories":1993},[47],{"categories":1995},[47],{"categories":1997},[47,192],{"categories":1999},[47],{"categories":2001},[106],{"categories":2003},[140],{"categories":2005},[47],{"categories":2007},[140],{"categories":2009},[106],{"categories":2011},[192],{"categories":2013},[47],{"categories":2015},[],{"categories":2017},[118],{"categories":2019},[262],{"categories":2021},[192],{"categories":2023},[118],{"categories":2025},[47],{"categories":2027},[109],{"categories":2029},[47],{"categories":2031},[47],{"categories":2033},[106],{"categories":2035},[],{"categories":2037},[],{"categories":2039},[47],{"categories":2041},[],{"categories":2043},[],{"categories":2045},[109],{"categories":2047},[118],{"categories":2049},[47],{"categories":2051},[106],{"categories":2053},[106],{"categories":2055},[101],{"categories":2057},[106],{"categories":2059},[262],{"categories":2061},[47],{"categories":2063},[47],{"categories":2065},[47],{"categories":2067},[129],{"categories":2069},[47],{"categories":2071},[47],{"categories":2073},[47],{"categories":2075},[118],{"categories":2077},[106],{"categories":2079},[47],{"categories":2081},[47],{"categories":2083},[377],{"categories":2085},[851],{"categories":2087},[],{"categories":2089},[192],{"categories":2091},[1745],{"categories":2093},[118],{"categories":2095},[],{"categories":2097},[],{"categories":2099},[47],{"categories":2101},[106],{"categories":2103},[],{"categories":2105},[],{"categories":2107},[47],{"categories":2109},[221],{"categories":2111},[47],{"categories":2113},[221],{"categories":2115},[106],{"categories":2117},[47],{"categories":2119},[47],{"categories":2121},[118],{"categories":2123},[109],{"categories":2125},[],{"categories":2127},[47],{"categories":2129},[47],{"categories":2131},[118],{"categories":2133},[1684],{"categories":2135},[192],{"categories":2137},[192],{"categories":2139},[47],{"categories":2141},[106],{"categories":2143},[96],{"categories":2145},[47],{"categories":2147},[47],{"categories":2149},[47],{"categories":2151},[192],{"categories":2153},[192],{"categories":2155},[106],{"categories":2157},[106],{"categories":2159},[106],{"categories":2161},[47],{"categories":2163},[47],{"categories":2165},[],{"categories":2167},[47],{"categories":2169},[],{"categories":2171},[2172],"Interaction & Product Design",{"categories":2174},[47],{"categories":2176},[106],{"categories":2178},[118],{"categories":2180},[291],{"categories":2182},[140],{"categories":2184},[118],{"categories":2186},[47],{"categories":2188},[47],{"categories":2190},[47],{"categories":2192},[118],{"categories":2194},[47],{"categories":2196},[96],{"categories":2198},[106],{"categories":2200},[47],{"categories":2202},[],{"categories":2204},[106],{"categories":2206},[106],{"categories":2208},[106],{"categories":2210},[],{"categories":2212},[118],{"categories":2214},[47],{"categories":2216},[96],{"categories":2218},[2172],{"categories":2220},[47],{"categories":2222},[96],{"categories":2224},[96],{"categories":2226},[],{"categories":2228},[106],{"categories":2230},[118],{"categories":2232},[],{"categories":2234},[106],{"categories":2236},[140],{"categories":2238},[47],{"categories":2240},[106],{"categories":2242},[47],{"categories":2244},[106],{"categories":2246},[47],{"categories":2248},[47],{"categories":2250},[140],{"categories":2252},[143],{"categories":2254},[47],{"categories":2256},[109],{"categories":2258},[118],{"categories":2260},[2261],"Coding Agents & Dev Productivity",{"categories":2263},[140],{"categories":2265},[192],{"categories":2267},[47],{"categories":2269},[47],{"categories":2271},[],{"categories":2273},[47],{"categories":2275},[851],{"categories":2277},[],{"categories":2279},[47],{"categories":2281},[262],{"categories":2283},[47],{"categories":2285},[140],{"categories":2287},[],{"categories":2289},[],{"categories":2291},[47],{"categories":2293},[],{"categories":2295},[106],{"categories":2297},[47],{"categories":2299},[],{"categories":2301},[118],{"categories":2303},[118],{"categories":2305},[47],{"categories":2307},[143],{"categories":2309},[],{"categories":2311},[47],{"categories":2313},[47],{"categories":2315},[47],{"categories":2317},[143],{"categories":2319},[118],{"categories":2321},[106],{"categories":2323},[],{"categories":2325},[],{"categories":2327},[47],{"categories":2329},[47],{"categories":2331},[106],{"categories":2333},[106],{"categories":2335},[354],{"categories":2337},[118],{"categories":2339},[118],{"categories":2341},[106],{"categories":2343},[140],{"categories":2345},[140],{"categories":2347},[106],{"categories":2349},[106],{"categories":2351},[47],{"categories":2353},[96],{"categories":2355},[2172],{"categories":2357},[109],{"categories":2359},[47,262],{"categories":2361},[143],{"categories":2363},[],{"categories":2365},[192],{"categories":2367},[106],{"categories":2369},[118],{"categories":2371},[96],{"categories":2373},[47],{"categories":2375},[106],{"categories":2377},[2378],"The Designer's Role & Craft",{"categories":2380},[192],{"categories":2382},[],{"categories":2384},[106],{"categories":2386},[47],{"categories":2388},[106],{"categories":2390},[106],{"categories":2392},[47],{"categories":2394},[221],{"categories":2396},[47],{"categories":2398},[118],{"categories":2400},[47],{"categories":2402},[192],{"categories":2404},[47],{"categories":2406},[],{"categories":2408},[106],{"categories":2410},[192],{"categories":2412},[47],{"categories":2414},[47],{"categories":2416},[47],{"categories":2418},[2419],"AI UX Patterns",{"categories":2421},[106],{"categories":2423},[106],{"categories":2425},[106],{"categories":2427},[106],{"categories":2429},[221],{"categories":2431},[143],{"categories":2433},[47],{"categories":2435},[106],{"categories":2437},[47],{"categories":2439},[1195],{"categories":2441},[],{"categories":2443},[221],{"categories":2445},[106],{"categories":2447},[140],{"categories":2449},[118],{"categories":2451},[47],{"categories":2453},[106],{"categories":2455},[],{"categories":2457},[],{"categories":2459},[47],{"categories":2461},[47],{"categories":2463},[106],{"categories":2465},[47],{"categories":2467},[106],{"categories":2469},[354],{"categories":2471},[192],{"categories":2473},[47],{"categories":2475},[140],{"categories":2477},[118],{"categories":2479},[47],{"categories":2481},[106],{"categories":2483},[106],{"categories":2485},[],{"categories":2487},[47],{"categories":2489},[],{"categories":2491},[],{"categories":2493},[47],{"categories":2495},[47],{"categories":2497},[47],{"categories":2499},[106],{"categories":2501},[118],{"categories":2503},[],{"categories":2505},[],{"categories":2507},[143],{"categories":2509},[129],{"categories":2511},[47],{"categories":2513},[47],{"categories":2515},[47],{"categories":2517},[143],{"categories":2519},[47],{"categories":2521},[47],{"categories":2523},[140],{"categories":2525},[47],{"categories":2527},[47],{"categories":2529},[47],{"categories":2531},[106],{"categories":2533},[47],{"categories":2535},[106],{"categories":2537},[47],{"categories":2539},[47],{"categories":2541},[47],{"categories":2543},[106],{"categories":2545},[],{"categories":2547},[47],{"categories":2549},[],{"categories":2551},[47],{"categories":2553},[47],{"categories":2555},[262],{"categories":2557},[47],{"categories":2559},[],{"categories":2561},[],{"categories":2563},[192],{"categories":2565},[878],{"categories":2567},[106],{"categories":2569},[96],{"categories":2571},[2378],{"categories":2573},[],{"categories":2575},[],{"categories":2577},[47],{"categories":2579},[],{"categories":2581},[],{"categories":2583},[118],{"categories":2585},[140],{"categories":2587},[221],{"categories":2589},[106],{"categories":2591},[101],{"categories":2593},[47],{"categories":2595},[47],{"categories":2597},[101],{"categories":2599},[],{"categories":2601},[192],{"categories":2603},[109],{"categories":2605},[47],{"categories":2607},[47],{"categories":2609},[106],{"categories":2611},[101],{"categories":2613},[47],{"categories":2615},[47],{"categories":2617},[96],{"categories":2619},[47],{"categories":2621},[47],{"categories":2623},[],{"categories":2625},[96],{"categories":2627},[47],{"categories":2629},[221],{"categories":2631},[106],{"categories":2633},[140],{"categories":2635},[47],{"categories":2637},[118],{"categories":2639},[47],{"categories":2641},[47],{"categories":2643},[101],{"categories":2645},[47],{"categories":2647},[47],{"categories":2649},[47],{"categories":2651},[106],{"categories":2653},[47],{"categories":2655},[],{"categories":2657},[47],{"categories":2659},[118],{"categories":2661},[96],{"categories":2663},[47],{"categories":2665},[47],{"categories":2667},[47],{"categories":2669},[],{"categories":2671},[47],{"categories":2673},[433],{"categories":2675},[106],{"categories":2677},[101],{"categories":2679},[140],{"categories":2681},[47],{"categories":2683},[47],{"categories":2685},[],{"categories":2687},[101],{"categories":2689},[101],{"categories":2691},[47],{"categories":2693},[47],{"categories":2695},[109],{"categories":2697},[47],{"categories":2699},[47],{"categories":2701},[47],{"categories":2703},[47],{"categories":2705},[118],{"categories":2707},[118],{"categories":2709},[47],{"categories":2711},[],{"categories":2713},[118],{"categories":2715},[47],{"categories":2717},[118],{"categories":2719},[106],{"categories":2721},[530],{"categories":2723},[],{"categories":2725},[],{"categories":2727},[47],{"categories":2729},[140],{"categories":2731},[],{"categories":2733},[262],{"categories":2735},[47],{"categories":2737},[47],{"categories":2739},[47],{"categories":2741},[192],{"categories":2743},[840],{"categories":2745},[],{"categories":2747},[47],{"categories":2749},[47],{"categories":2751},[47],{"categories":2753},[118],{"categories":2755},[47],{"categories":2757},[47],{"categories":2759},[47,262],{"categories":2761},[47],{"categories":2763},[47],{"categories":2765},[192],{"categories":2767},[106],{"categories":2769},[],{"categories":2771},[106],{"categories":2773},[106],{"categories":2775},[47],{"categories":2777},[47],{"categories":2779},[47],{"categories":2781},[47],{"categories":2783},[143],{"categories":2785},[47],{"categories":2787},[2419],{"categories":2789},[96],{"categories":2791},[143],{"categories":2793},[96],{"categories":2795},[118],{"categories":2797},[192],{"categories":2799},[106],{"categories":2801},[47],{"categories":2803},[],{"categories":2805},[101],{"categories":2807},[47],{"categories":2809},[47],{"categories":2811},[140],{"categories":2813},[47],{"categories":2815},[47],{"categories":2817},[106],{"categories":2819},[47],{"categories":2821},[47],{"categories":2823},[47],{"categories":2825},[101],{"categories":2827},[],{"categories":2829},[262],{"categories":2831},[47],{"categories":2833},[354],{"categories":2835},[192],{"categories":2837},[192],{"categories":2839},[118],{"categories":2841},[106],{"categories":2843},[47],{"categories":2845},[101],{"categories":2847},[140],{"categories":2849},[47],{"categories":2851},[47],{"categories":2853},[192],{"categories":2855},[106],{"categories":2857},[106],{"categories":2859},[47],{"categories":2861},[47],{"categories":2863},[490],{"categories":2865},[106],{"categories":2867},[],{"categories":2869},[47],{"categories":2871},[47],{"categories":2873},[47],{"categories":2875},[],{"categories":2877},[],{"categories":2879},[47],{"categories":2881},[47],{"categories":2883},[106],{"categories":2885},[47],{"categories":2887},[47],{"categories":2889},[47],{"categories":2891},[118],{"categories":2893},[47],{"categories":2895},[47],{"categories":2897},[106],{"categories":2899},[47],{"categories":2901},[47],{"categories":2903},[47],{"categories":2905},[47],{"categories":2907},[47],{"categories":2909},[],{"categories":2911},[118],{"categories":2913},[143],{"categories":2915},[47],{"categories":2917},[106],{"categories":2919},[47],{"categories":2921},[47],{"categories":2923},[],{"categories":2925},[],{"categories":2927},[47],{"categories":2929},[47],{"categories":2931},[47],{"categories":2933},[140],{"categories":2935},[143],{"categories":2937},[],{"categories":2939},[47],{"categories":2941},[192],{"categories":2943},[47],{"categories":2945},[262],{"categories":2947},[1745],{"categories":2949},[140],{"categories":2951},[118],{"categories":2953},[47],{"categories":2955},[118],{"categories":2957},[118],{"categories":2959},[47],{"categories":2961},[47],{"categories":2963},[118],{"categories":2965},[140],{"categories":2967},[140],{"categories":2969},[262],{"categories":2971},[106],{"categories":2973},[],{"categories":2975},[140],{"categories":2977},[47],{"categories":2979},[106],{"categories":2981},[96],{"categories":2983},[118],{"categories":2985},[47],{"categories":2987},[140],{"categories":2989},[],{"categories":2991},[47],{"categories":2993},[118],{"categories":2995},[118],{"categories":2997},[143],{"categories":2999},[47],{"categories":3001},[140],{"categories":3003},[47],{"categories":3005},[118],{"categories":3007},[106],{"categories":3009},[140],{"categories":3011},[106],{"categories":3013},[262],{"categories":3015},[106],{"categories":3017},[47],{"categories":3019},[47],{"categories":3021},[47],{"categories":3023},[47],{"categories":3025},[118],{"categories":3027},[47],{"categories":3029},[],{"categories":3031},[106],{"categories":3033},[101],{"categories":3035},[118],{"categories":3037},[],{"categories":3039},[],{"categories":3041},[47],{"categories":3043},[106],{"categories":3045},[47],{"categories":3047},[47],{"categories":3049},[3050],"Frameworks & Tooling",{"categories":3052},[47],{"categories":3054},[47],{"categories":3056},[118],{"categories":3058},[47],{"categories":3060},[47],{"categories":3062},[],{"categories":3064},[143],{"categories":3066},[143],{"categories":3068},[96],{"categories":3070},[47],{"categories":3072},[106],{"categories":3074},[47],{"categories":3076},[192],{"categories":3078},[],{"categories":3080},[1745],{"categories":3082},[47],{"categories":3084},[118],{"categories":3086},[47],{"categories":3088},[262],{"categories":3090},[262],{"categories":3092},[],{"categories":3094},[106],{"categories":3096},[47],{"categories":3098},[47],{"categories":3100},[140],{"categories":3102},[106],{"categories":3104},[140],{"categories":3106},[47],{"categories":3108},[106],{"categories":3110},[],{"categories":3112},[192],{"categories":3114},[47],{"categories":3116},[47],{"categories":3118},[],{"categories":3120},[47],{"categories":3122},[106],{"categories":3124},[47],{"categories":3126},[47],{"categories":3128},[47],{"categories":3130},[],{"categories":3132},[118],{"categories":3134},[47],{"categories":3136},[118],{"categories":3138},[262],{"categories":3140},[47],{"categories":3142},[47],{"categories":3144},[118],{"categories":3146},[101],{"categories":3148},[47],{"categories":3150},[1745],{"categories":3152},[],{"categories":3154},[106],{"categories":3156},[96],{"categories":3158},[47],{"categories":3160},[96],{"categories":3162},[47],{"categories":3164},[],{"categories":3166},[106],{"categories":3168},[47],{"categories":3170},[47],{"categories":3172},[3173],"AI Design Tooling",{"categories":3175},[192],{"categories":3177},[47],{"categories":3179},[47],{"categories":3181},[118],{"categories":3183},[192],{"categories":3185},[47],{"categories":3187},[118],{"categories":3189},[140],{"categories":3191},[109],{"categories":3193},[118],{"categories":3195},[47],{"categories":3197},[47],{"categories":3199},[47],{"categories":3201},[106],{"categories":3203},[47],{"categories":3205},[],{"categories":3207},[47],{"categories":3209},[47],{"categories":3211},[106],{"categories":3213},[47],{"categories":3215},[47],{"categories":3217},[47],{"categories":3219},[106],{"categories":3221},[],{"categories":3223},[106],{"categories":3225},[3050],{"categories":3227},[47],{"categories":3229},[47],{"categories":3231},[106],{"categories":3233},[106],{"categories":3235},[118],{"categories":3237},[118],{"categories":3239},[],{"categories":3241},[118],{"categories":3243},[47],{"categories":3245},[47],{"categories":3247},[106],{"categories":3249},[101],{"categories":3251},[47],{"categories":3253},[],{"categories":3255},[47],{"categories":3257},[47],{"categories":3259},[2172],{"categories":3261},[],{"categories":3263},[47],{"categories":3265},[47],{"categories":3267},[47],{"categories":3269},[47],{"categories":3271},[192],{"categories":3273},[47],{"categories":3275},[],{"categories":3277},[47],{"categories":3279},[47],{"categories":3281},[47],{"categories":3283},[47],{"categories":3285},[221],{"categories":3287},[140],{"categories":3289},[47],{"categories":3291},[47],{"categories":3293},[1745],{"categories":3295},[96],{"categories":3297},[47],{"categories":3299},[47],{"categories":3301},[143],{"categories":3303},[47],{"categories":3305},[47],{"categories":3307},[140],{"categories":3309},[106],{"categories":3311},[],{"categories":3313},[47],{"categories":3315},[47],{"categories":3317},[192],{"categories":3319},[47],{"categories":3321},[221],{"categories":3323},[106],{"categories":3325},[47],{"categories":3327},[106],{"categories":3329},[],{"categories":3331},[],{"categories":3333},[],{"categories":3335},[96],{"categories":3337},[140],{"categories":3339},[106],{"categories":3341},[47],{"categories":3343},[47],{"categories":3345},[47],{"categories":3347},[47],{"categories":3349},[377],{"categories":3351},[192],{"categories":3353},[106],{"categories":3355},[47],{"categories":3357},[],{"categories":3359},[106],{"categories":3361},[106],{"categories":3363},[],{"categories":3365},[47],{"categories":3367},[106],{"categories":3369},[47],{"categories":3371},[],{"categories":3373},[47],{"categories":3375},[47],{"categories":3377},[47],{"categories":3379},[140],{"categories":3381},[192],{"categories":3383},[106],{"categories":3385},[192],{"categories":3387},[106],{"categories":3389},[47],{"categories":3391},[101],{"categories":3393},[],{"categories":3395},[],{"categories":3397},[47],{"categories":3399},[47],{"categories":3401},[47],{"categories":3403},[96],{"categories":3405},[106],{"categories":3407},[140],{"categories":3409},[],{"categories":3411},[192],{"categories":3413},[],{"categories":3415},[118],{"categories":3417},[47],{"categories":3419},[118],{"categories":3421},[192],{"categories":3423},[118],{"categories":3425},[47],{"categories":3427},[],{"categories":3429},[47],{"categories":3431},[47],{"categories":3433},[],{"categories":3435},[47],{"categories":3437},[221],{"categories":3439},[47],{"categories":3441},[262],{"categories":3443},[118],{"categories":3445},[47],{"categories":3447},[],{"categories":3449},[106],{"categories":3451},[47],{"categories":3453},[96],{"categories":3455},[490],{"categories":3457},[47],{"categories":3459},[47],{"categories":3461},[106],{"categories":3463},[47],{"categories":3465},[106],{"categories":3467},[47],{"categories":3469},[47],{"categories":3471},[47],{"categories":3473},[47],{"categories":3475},[],{"categories":3477},[47],{"categories":3479},[96],{"categories":3481},[47],{"categories":3483},[101],{"categories":3485},[118],{"categories":3487},[192],{"categories":3489},[],{"categories":3491},[47],{"categories":3493},[],{"categories":3495},[47],{"categories":3497},[],{"categories":3499},[106],{"categories":3501},[47],{"categories":3503},[118],{"categories":3505},[192],{"categories":3507},[140],{"categories":3509},[47],{"categories":3511},[140],{"categories":3513},[106],{"categories":3515},[192],{"categories":3517},[47],{"categories":3519},[],{"categories":3521},[47],{"categories":3523},[129],{"categories":3525},[106],{"categories":3527},[47],{"categories":3529},[192],{"categories":3531},[140],{"categories":3533},[101],{"categories":3535},[118],{"categories":3537},[47],{"categories":3539},[47],{"categories":3541},[47],{"categories":3543},[47],{"categories":3545},[140],{"categories":3547},[221],{"categories":3549},[],{"categories":3551},[],{"categories":3553},[143],{"categories":3555},[433],{"categories":3557},[47],{"categories":3559},[106],{"categories":3561},[47,118],{"categories":3563},[140],{"categories":3565},[47],{"categories":3567},[47],{"categories":3569},[47],{"categories":3571},[47],{"categories":3573},[47],{"categories":3575},[106],{"categories":3577},[47],{"categories":3579},[106],{"categories":3581},[47],{"categories":3583},[47],{"categories":3585},[47],{"categories":3587},[],{"categories":3589},[47],{"categories":3591},[1195],{"categories":3593},[118],{"categories":3595},[192],{"categories":3597},[47],{"categories":3599},[47],{"categories":3601},[47],{"categories":3603},[143],{"categories":3605},[106],{"categories":3607},[221],{"categories":3609},[262],{"categories":3611},[],{"categories":3613},[47],{"categories":3615},[101],{"categories":3617},[106],{"categories":3619},[96],{"categories":3621},[106],{"categories":3623},[47],{"categories":3625},[106],{"categories":3627},[106],{"categories":3629},[109],{"categories":3631},[118],{"categories":3633},[47],{"categories":3635},[47],{"categories":3637},[],{"categories":3639},[],{"categories":3641},[],{"categories":3643},[262],{"categories":3645},[47],{"categories":3647},[140],{"categories":3649},[47],{"categories":3651},[47],{"categories":3653},[47],{"categories":3655},[47],{"categories":3657},[],{"categories":3659},[47],{"categories":3661},[143],{"categories":3663},[101],{"categories":3665},[106],{"categories":3667},[47],{"categories":3669},[],{"categories":3671},[47],{"categories":3673},[106],{"categories":3675},[47],{"categories":3677},[262],{"categories":3679},[],{"categories":3681},[192],{"categories":3683},[192],{"categories":3685},[47],{"categories":3687},[106],{"categories":3689},[],{"categories":3691},[118],{"categories":3693},[47],{"categories":3695},[192],{"categories":3697},[47],{"categories":3699},[101],{"categories":3701},[106],{"categories":3703},[47],{"categories":3705},[],{"categories":3707},[140],{"categories":3709},[47],{"categories":3711},[47],{"categories":3713},[47],{"categories":3715},[192],{"categories":3717},[106],{"categories":3719},[140],{"categories":3721},[],{"categories":3723},[106],{"categories":3725},[101],{"categories":3727},[106],{"categories":3729},[192],{"categories":3731},[47],{"categories":3733},[47],{"categories":3735},[47],{"categories":3737},[433],{"categories":3739},[47],{"categories":3741},[106],{"categories":3743},[],{"categories":3745},[47],{"categories":3747},[47],{"categories":3749},[262],{"categories":3751},[140],{"categories":3753},[143],{"categories":3755},[530],{"categories":3757},[143],{"categories":3759},[143],{"categories":3761},[47],{"categories":3763},[],{"categories":3765},[],{"categories":3767},[],{"categories":3769},[106],{"categories":3771},[106],{"categories":3773},[106],{"categories":3775},[118],{"categories":3777},[47],{"categories":3779},[410],{"categories":3781},[118],{"categories":3783},[47],{"categories":3785},[47],{"categories":3787},[47],{"categories":3789},[47],{"categories":3791},[106],{"categories":3793},[47],{"categories":3795},[],{"categories":3797},[],{"categories":3799},[47],{"categories":3801},[],{"categories":3803},[47],{"categories":3805},[106],{"categories":3807},[192],{"categories":3809},[47],{"categories":3811},[47],{"categories":3813},[],{"categories":3815},[106],{"categories":3817},[47],{"categories":3819},[47],{"categories":3821},[109],{"categories":3823},[47],{"categories":3825},[192],{"categories":3827},[47],{"categories":3829},[106],{"categories":3831},[101],{"categories":3833},[47],{"categories":3835},[221],{"categories":3837},[106],{"categories":3839},[47],{"categories":3841},[47],{"categories":3843},[840],{"categories":3845},[47],{"categories":3847},[106],{"categories":3849},[47],{"categories":3851},[118],{"categories":3853},[47],{"categories":3855},[490],{"categories":3857},[192],{"categories":3859},[],{"categories":3861},[47],{"categories":3863},[47],{"categories":3865},[140],{"categories":3867},[433],{"categories":3869},[106],{"categories":3871},[47],{"categories":3873},[],{"categories":3875},[140],{"categories":3877},[354],{"categories":3879},[106],{"categories":3881},[106],{"categories":3883},[106],{"categories":3885},[47],{"categories":3887},[47],{"categories":3889},[106],{"categories":3891},[],{"categories":3893},[101],{"categories":3895},[47],{"categories":3897},[101],{"categories":3899},[106],{"categories":3901},[],{"categories":3903},[118],{"categories":3905},[47],{"categories":3907},[47],{"categories":3909},[96],{"categories":3911},[140],{"categories":3913},[262],{"categories":3915},[129],{"categories":3917},[106],{"categories":3919},[106],{"categories":3921},[47],{"categories":3923},[47],{"categories":3925},[106],{"categories":3927},[47],{"categories":3929},[96],{"categories":3931},[],{"categories":3933},[47],{"categories":3935},[47],{"categories":3937},[47],{"categories":3939},[106],{"categories":3941},[47],{"categories":3943},[],{"categories":3945},[47],{"categories":3947},[],{"categories":3949},[192],{"categories":3951},[106],{"categories":3953},[47,101],{"categories":3955},[106],{"categories":3957},[47],{"categories":3959},[],{"categories":3961},[96],{"categories":3963},[143],{"categories":3965},[101],{"categories":3967},[47],{"categories":3969},[118],{"categories":3971},[47],{"categories":3973},[47],{"categories":3975},[106],{"categories":3977},[47],{"categories":3979},[47],{"categories":3981},[47],{"categories":3983},[140],{"categories":3985},[1195],{"categories":3987},[106],{"categories":3989},[47],{"categories":3991},[],{"categories":3993},[],{"categories":3995},[47],{"categories":3997},[106],{"categories":3999},[47],{"categories":4001},[47],{"categories":4003},[262],{"categories":4005},[],{"categories":4007},[47],{"categories":4009},[106],{"categories":4011},[129],{"categories":4013},[106],{"categories":4015},[433],{"categories":4017},[],{"categories":4019},[377],{"categories":4021},[106],{"categories":4023},[47],{"categories":4025},[47],{"categories":4027},[221],{"categories":4029},[106],{"categories":4031},[47],{"categories":4033},[143],{"categories":4035},[109],{"categories":4037},[106],{"categories":4039},[47],{"categories":4041},[433],{"categories":4043},[47],{"categories":4045},[262],{"categories":4047},[101],{"categories":4049},[],{"categories":4051},[47],{"categories":4053},[47],{"categories":4055},[221],{"categories":4057},[192],{"categories":4059},[47],{"categories":4061},[47],{"categories":4063},[47],{"categories":4065},[],{"categories":4067},[221],{"categories":4069},[140],{"categories":4071},[47],{"categories":4073},[47],{"categories":4075},[47],{"categories":4077},[530],{"categories":4079},[96],{"categories":4081},[47],{"categories":4083},[109],{"categories":4085},[47],{"categories":4087},[],{"categories":4089},[],{"categories":4091},[192],{"categories":4093},[47],{"categories":4095},[143],{"categories":4097},[221],{"categories":4099},[106],{"categories":4101},[47],{"categories":4103},[47],{"categories":4105},[221],{"categories":4107},[140],{"categories":4109},[47],{"categories":4111},[],{"categories":4113},[47],{"categories":4115},[47],{"categories":4117},[],{"categories":4119},[47],{"categories":4121},[47],{"categories":4123},[555],{"categories":4125},[47],{"categories":4127},[47],{"categories":4129},[106],{"categories":4131},[118],{"categories":4133},[433],{"categories":4135},[47],{"categories":4137},[47],{"categories":4139},[47],{"categories":4141},[],{"categories":4143},[47,118],{"categories":4145},[140],{"categories":4147},[106],{"categories":4149},[118],{"categories":4151},[106],{"categories":4153},[878],{"categories":4155},[118],{"categories":4157},[118],{"categories":4159},[106],{"categories":4161},[47],{"categories":4163},[96],{"categories":4165},[],{"categories":4167},[],{"categories":4169},[106],{"categories":4171},[47],{"categories":4173},[118],{"categories":4175},[47],{"categories":4177},[96],{"categories":4179},[118],{"categories":4181},[118],{"categories":4183},[47],{"categories":4185},[221],{"categories":4187},[47],{"categories":4189},[118],{"categories":4191},[47],{"categories":4193},[],{"categories":4195},[47],{"categories":4197},[47],{"categories":4199},[192,47],{"categories":4201},[262],{"categories":4203},[96],{"categories":4205},[47],{"categories":4207},[],{"categories":4209},[47],{"categories":4211},[47],{"categories":4213},[101],{"categories":4215},[47],{"categories":4217},[101],{"categories":4219},[47],{"categories":4221},[47],{"categories":4223},[354],{"categories":4225},[47],{"categories":4227},[101],{"categories":4229},[118],{"categories":4231},[143],{"categories":4233},[106],{"categories":4235},[118],{"categories":4237},[47],{"categories":4239},[47],{"categories":4241},[140],{"categories":4243},[221],{"categories":4245},[192],{"categories":4247},[47],{"categories":4249},[47],{"categories":4251},[47],{"categories":4253},[47],{"categories":4255},[96],{"categories":4257},[47],{"categories":4259},[106],{"categories":4261},[106],{"categories":4263},[118],{"categories":4265},[140],{"categories":4267},[118],{"categories":4269},[118],{"categories":4271},[47],{"categories":4273},[47],{"categories":4275},[],{"categories":4277},[],{"categories":4279},[143],{"categories":4281},[47],{"categories":4283},[118],{"categories":4285},[47],{"categories":4287},[192],{"categories":4289},[433],{"categories":4291},[377],{"categories":4293},[354],{"categories":4295},[47],{"categories":4297},[47],{"categories":4299},[47],{"categories":4301},[143],{"categories":4303},[47],{"categories":4305},[47],{"categories":4307},[47],{"categories":4309},[47],{"categories":4311},[47],{"categories":4313},[47],{"categories":4315},[47],{"categories":4317},[106],{"categories":4319},[96],{"categories":4321},[106],{"categories":4323},[47,101],{"categories":4325},[],{"categories":4327},[192],{"categories":4329},[],{"categories":4331},[109],{"categories":4333},[47],{"categories":4335},[140],{"categories":4337},[96],{"categories":4339},[47],{"categories":4341},[96],{"categories":4343},[106],{"categories":4345},[143],{"categories":4347},[106],{"categories":4349},[106],{"categories":4351},[47],{"categories":4353},[47],{"categories":4355},[101],{"categories":4357},[106],{"categories":4359},[118],{"categories":4361},[221],{"categories":4363},[47],{"categories":4365},[47],{"categories":4367},[],{"categories":4369},[140],{"categories":4371},[47],{"categories":4373},[47],{"categories":4375},[47],{"categories":4377},[47],{"categories":4379},[47],{"categories":4381},[47],{"categories":4383},[118],{"categories":4385},[140],{"categories":4387},[118],{"categories":4389},[118],{"categories":4391},[47],{"categories":4393},[47],{"categories":4395},[47],{"categories":4397},[47],{"categories":4399},[377],{"categories":4401},[47],{"categories":4403},[106],{"categories":4405},[140],{"categories":4407},[47],{"categories":4409},[47],{"categories":4411},[47],{"categories":4413},[106],{"categories":4415},[47],{"categories":4417},[47],{"categories":4419},[47],{"categories":4421},[3050],{"categories":4423},[4424],"Clinical AI",{"categories":4426},[192],{"categories":4428},[47],{"categories":4430},[47],{"categories":4432},[47],{"categories":4434},[47],{"categories":4436},[262],{"categories":4438},[2419],{"categories":4440},[47],{"categories":4442},[109],{"categories":4444},[47],{"categories":4446},[106],{"categories":4448},[47],{"categories":4450},[47],{"categories":4452},[140],{"categories":4454},[47],{"categories":4456},[106],{"categories":4458},[118],{"categories":4460},[221],{"categories":4462},[47],{"categories":4464},[47],{"categories":4466},[101],{"categories":4468},[47],{"categories":4470},[47],{"categories":4472},[490],{"categories":4474},[47],{"categories":4476},[],{"categories":4478},[106],{"categories":4480},[47],{"categories":4482},[118],{"categories":4484},[96],{"categories":4486},[47],{"categories":4488},[],{"categories":4490},[],{"categories":4492},[47],{"categories":4494},[],{"categories":4496},[101],{"categories":4498},[47],{"categories":4500},[47],{"categories":4502},[106],{"categories":4504},[47],{"categories":4506},[140],{"categories":4508},[140],{"categories":4510},[140],{"categories":4512},[140],{"categories":4514},[],{"categories":4516},[96],{"categories":4518},[106],{"categories":4520},[140],{"categories":4522},[47],{"categories":4524},[555],{"categories":4526},[109],{"categories":4528},[106],{"categories":4530},[47],{"categories":4532},[96],{"categories":4534},[47],{"categories":4536},[106],{"categories":4538},[47],{"categories":4540},[47],{"categories":4542},[47,106],{"categories":4544},[106],{"categories":4546},[262],{"categories":4548},[140],{"categories":4550},[106],{"categories":4552},[140],{"categories":4554},[106],{"categories":4556},[47],{"categories":4558},[],{"categories":4560},[140],{"categories":4562},[221],{"categories":4564},[96],{"categories":4566},[47],{"categories":4568},[47],{"categories":4570},[],{"categories":4572},[118],{"categories":4574},[],{"categories":4576},[96],{"categories":4578},[106],{"categories":4580},[140],{"categories":4582},[47],{"categories":4584},[140],{"categories":4586},[96],{"categories":4588},[140],{"categories":4590},[140],{"categories":4592},[],{"categories":4594},[101],{"categories":4596},[106],{"categories":4598},[140],{"categories":4600},[140],{"categories":4602},[140],{"categories":4604},[140],{"categories":4606},[140],{"categories":4608},[140],{"categories":4610},[140],{"categories":4612},[140],{"categories":4614},[140],{"categories":4616},[140],{"categories":4618},[143],{"categories":4620},[96],{"categories":4622},[47],{"categories":4624},[47],{"categories":4626},[106],{"categories":4628},[106],{"categories":4630},[],{"categories":4632},[47],{"categories":4634},[47,96],{"categories":4636},[],{"categories":4638},[106],{"categories":4640},[47],{"categories":4642},[140],{"categories":4644},[106],{"categories":4646},[878],{"categories":4648},[47],{"categories":4650},[47],{"categories":4652},[47],{"categories":4654},[47],{"categories":4656},[47],{"categories":4658},[354],{"categories":4660},[47],{"categories":4662},[47],{"categories":4664},[106],{"categories":4666},[47],{"categories":4668},[47],{"categories":4670},[101],{"categories":4672},[109],{"categories":4674},[106],{"categories":4676},[106],{"categories":4678},[],{"categories":4680},[106],{"categories":4682},[192],{"categories":4684},[140],{"categories":4686},[47],{"categories":4688},[],{"categories":4690},[109],{"categories":4692},[],{"categories":4694},[118],{"categories":4696},[47],{"categories":4698},[106],{"categories":4700},[192],{"categories":4702},[47],{"categories":4704},[],{"categories":4706},[47],{"categories":4708},[],{"categories":4710},[221],{"categories":4712},[47],{"categories":4714},[106],{"categories":4716},[],{"categories":4718},[],{"categories":4720},[140],{"categories":4722},[96],{"categories":4724},[47],{"categories":4726},[47],{"categories":4728},[101],{"categories":4730},[47],{"categories":4732},[47],{"categories":4734},[106],{"categories":4736},[47],{"categories":4738},[101],{"categories":4740},[101],{"categories":4742},[192],{"categories":4744},[],{"categories":4746},[47],{"categories":4748},[140],{"categories":4750},[],{"categories":4752},[47],{"categories":4754},[47],{"categories":4756},[192],{"categories":4758},[47],{"categories":4760},[47],{"categories":4762},[221],{"categories":4764},[47],{"categories":4766},[262],{"categories":4768},[],{"categories":4770},[106],{"categories":4772},[47],{"categories":4774},[221],{"categories":4776},[118],{"categories":4778},[],{"categories":4780},[47],{"categories":4782},[],{"categories":4784},[106],{"categories":4786},[192],{"categories":4788},[118],{"categories":4790},[],{"categories":4792},[3050],{"categories":4794},[101],{"categories":4796},[96],{"categories":4798},[47],{"categories":4800},[143],{"categories":4802},[106],{"categories":4804},[192],{"categories":4806},[47],{"categories":4808},[118],{"categories":4810},[],{"categories":4812},[],{"categories":4814},[47],{"categories":4816},[96],{"categories":4818},[47],{"categories":4820},[221],{"categories":4822},[],{"categories":4824},[106],{"categories":4826},[106],{"categories":4828},[47],{"categories":4830},[106],{"categories":4832},[47],{"categories":4834},[140],{"categories":4836},[118],{"categories":4838},[47],{"categories":4840},[106],{"categories":4842},[109],{"categories":4844},[47],{"categories":4846},[47],{"categories":4848},[47],{"categories":4850},[106],{"categories":4852},[47],{"categories":4854},[109],{"categories":4856},[221],{"categories":4858},[140],{"categories":4860},[],{"categories":4862},[221],{"categories":4864},[47],{"categories":4866},[],{"categories":4868},[118],{"categories":4870},[106],{"categories":4872},[],{"categories":4874},[47],{"categories":4876},[47],{"categories":4878},[47],{"categories":4880},[47],{"categories":4882},[47],{"categories":4884},[106],{"categories":4886},[101],{"categories":4888},[96],{"categories":4890},[106],{"categories":4892},[47],{"categories":4894},[192],{"categories":4896},[118],{"categories":4898},[118],{"categories":4900},[47],{"categories":4902},[143],{"categories":4904},[106],{"categories":4906},[47],{"categories":4908},[47],{"categories":4910},[106],{"categories":4912},[47],{"categories":4914},[101],{"categories":4916},[47],{"categories":4918},[192],{"categories":4920},[118],{"categories":4922},[106],{"categories":4924},[47],{"categories":4926},[109],{"categories":4928},[47],{"categories":4930},[106],{"categories":4932},[47],{"categories":4934},[47],{"categories":4936},[140],{"categories":4938},[47],{"categories":4940},[],{"categories":4942},[96],{"categories":4944},[47],{"categories":4946},[47],{"categories":4948},[47],{"categories":4950},[118],{"categories":4952},[118],{"categories":4954},[47],{"categories":4956},[118],{"categories":4958},[47],{"categories":4960},[106],{"categories":4962},[47],{"categories":4964},[47],{"categories":4966},[47],{"categories":4968},[47],{"categories":4970},[47],{"categories":4972},[],{"categories":4974},[47],{"categories":4976},[192],{"categories":4978},[106],{"categories":4980},[101],{"categories":4982},[140],{"categories":4984},[47],{"categories":4986},[106],{"categories":4988},[47],{"categories":4990},[106],{"categories":4992},[47],{"categories":4994},[47],{"categories":4996},[192],{"categories":4998},[106],{"categories":5000},[47],{"categories":5002},[221],{"categories":5004},[47],{"categories":5006},[143],{"categories":5008},[47],{"categories":5010},[47],{"categories":5012},[140],{"categories":5014},[47],{"categories":5016},[47],{"categories":5018},[47],{"categories":5020},[47],{"categories":5022},[106],{"categories":5024},[262],{"categories":5026},[47],{"categories":5028},[118],{"categories":5030},[106],{"categories":5032},[143],{"categories":5034},[],{"categories":5036},[106],{"categories":5038},[118],{"categories":5040},[47],{"categories":5042},[47],{"categories":5044},[2261],{"categories":5046},[192],{"categories":5048},[291],{"categories":5050},[47],{"categories":5052},[47],{"categories":5054},[47],{"categories":5056},[47],{"categories":5058},[96],{"categories":5060},[47],{"categories":5062},[47],{"categories":5064},[118],{"categories":5066},[101],{"categories":5068},[47],{"categories":5070},[118],{"categories":5072},[47],{"categories":5074},[],{"categories":5076},[106],{"categories":5078},[106],{"categories":5080},[47],{"categories":5082},[47],{"categories":5084},[143],{"categories":5086},[],{"categories":5088},[140],{"categories":5090},[],{"categories":5092},[140],{"categories":5094},[47],{"categories":5096},[47],{"categories":5098},[106],{"categories":5100},[47],{"categories":5102},[106],{"categories":5104},[106],{"categories":5106},[],{"categories":5108},[47],{"categories":5110},[140],{"categories":5112},[47],{"categories":5114},[],{"categories":5116},[47],{"categories":5118},[47],{"categories":5120},[],{"categories":5122},[47],{"categories":5124},[47],{"categories":5126},[192],{"categories":5128},[118],{"categories":5130},[106],{"categories":5132},[47],{"categories":5134},[47],{"categories":5136},[47],{"categories":5138},[47],{"categories":5140},[221],{"categories":5142},[47],{"categories":5144},[47],{"categories":5146},[47],{"categories":5148},[96],{"categories":5150},[47],{"categories":5152},[47],{"categories":5154},[],{"categories":5156},[47],{"categories":5158},[47],{"categories":5160},[47],{"categories":5162},[],{"categories":5164},[96],{"categories":5166},[47],{"categories":5168},[47],{"categories":5170},[140],{"categories":5172},[118],{"categories":5174},[109],{"categories":5176},[106],{"categories":5178},[433],{"categories":5180},[47],{"categories":5182},[47],{"categories":5184},[47],{"categories":5186},[118],{"categories":5188},[140],{"categories":5190},[192],{"categories":5192},[47],{"categories":5194},[47],{"categories":5196},[47],{"categories":5198},[47],{"categories":5200},[140],{"categories":5202},[47],{"categories":5204},[192],{"categories":5206},[47],{"categories":5208},[47],{"categories":5210},[140],{"categories":5212},[192],{"categories":5214},[47],{"categories":5216},[140],{"categories":5218},[47],{"categories":5220},[106],{"categories":5222},[106],{"categories":5224},[106],{"categories":5226},[118],{"categories":5228},[140],{"categories":5230},[106],{"categories":5232},[106],{"categories":5234},[47],{"categories":5236},[118],{"categories":5238},[192],{"categories":5240},[47],{"categories":5242},[47],{"categories":5244},[106],{"categories":5246},[47],{"categories":5248},[],{"categories":5250},[106],{"categories":5252},[],{"categories":5254},[47],{"categories":5256},[47],{"categories":5258},[],{"categories":5260},[],{"categories":5262},[106],{"categories":5264},[101],{"categories":5266},[106],{"categories":5268},[5269],"Liability & Ethics",{"categories":5271},[47],{"categories":5273},[47],{"categories":5275},[47],{"categories":5277},[106],{"categories":5279},[96],{"categories":5281},[106],{"categories":5283},[101],{"categories":5285},[221],{"categories":5287},[106],{"categories":5289},[47],{"categories":5291},[47],{"categories":5293},[],{"categories":5295},[530],{"categories":5297},[106],{"categories":5299},[],{"categories":5301},[47],{"categories":5303},[96],{"categories":5305},[106],{"categories":5307},[],{"categories":5309},[106],{"categories":5311},[47],{"categories":5313},[47],{"categories":5315},[118],{"categories":5317},[47],{"categories":5319},[140],{"categories":5321},[47],{"categories":5323},[47],{"categories":5325},[106],{"categories":5327},[47],{"categories":5329},[47],{"categories":5331},[47],{"categories":5333},[140],{"categories":5335},[106],{"categories":5337},[118],{"categories":5339},[192],{"categories":5341},[96],{"categories":5343},[47],{"categories":5345},[47],{"categories":5347},[47],{"categories":5349},[],{"categories":5351},[106],{"categories":5353},[106],{"categories":5355},[106],{"categories":5357},[433],{"categories":5359},[192],{"categories":5361},[106],{"categories":5363},[262],{"categories":5365},[118],{"categories":5367},[140],{"categories":5369},[47],{"categories":5371},[192],{"categories":5373},[47],{"categories":5375},[96],{"categories":5377},[],{"categories":5379},[106],{"categories":5381},[47],{"categories":5383},[47],{"categories":5385},[47],{"categories":5387},[47],{"categories":5389},[106],{"categories":5391},[47],{"categories":5393},[47],{"categories":5395},[192],{"categories":5397},[],{"categories":5399},[106],{"categories":5401},[109],{"categories":5403},[140],{"categories":5405},[106],{"categories":5407},[101],{"categories":5409},[],{"categories":5411},[47],{"categories":5413},[47],{"categories":5415},[109],{"categories":5417},[47],{"categories":5419},[106],{"categories":5421},[140],{"categories":5423},[96],{"categories":5425},[262],{"categories":5427},[47],{"categories":5429},[47],{"categories":5431},[47],{"categories":5433},[140],{"categories":5435},[101],{"categories":5437},[47],{"categories":5439},[192],{"categories":5441},[140],{"categories":5443},[262],{"categories":5445},[47],{"categories":5447},[106],{"categories":5449},[],{"categories":5451},[490],{"categories":5453},[],{"categories":5455},[47],{"categories":5457},[262],{"categories":5459},[47],{"categories":5461},[143],{"categories":5463},[47],{"categories":5465},[106],{"categories":5467},[106],{"categories":5469},[5470],"Design News & Tools",{"categories":5472},[47],{"categories":5474},[140],{"categories":5476},[47],{"categories":5478},[47],{"categories":5480},[96],{"categories":5482},[106],{"categories":5484},[47],{"categories":5486},[192],{"categories":5488},[106],{"categories":5490},[106],{"categories":5492},[192],{"categories":5494},[47],{"categories":5496},[433],{"categories":5498},[106],{"categories":5500},[47],{"categories":5502},[47],{"categories":5504},[433],{"categories":5506},[47],{"categories":5508},[221],{"categories":5510},[47],{"categories":5512},[106],{"categories":5514},[],{"categories":5516},[47],{"categories":5518},[47],{"categories":5520},[47],{"categories":5522},[140],{"categories":5524},[96],{"categories":5526},[],{"categories":5528},[47],{"categories":5530},[47],{"categories":5532},[47],{"categories":5534},[118],{"categories":5536},[555],{"categories":5538},[118],{"categories":5540},[192],{"categories":5542},[47],{"categories":5544},[47,106],{"categories":5546},[221,101],{"categories":5548},[118],{"categories":5550},[47],{"categories":5552},[47],{"categories":5554},[47],{"categories":5556},[47],{"categories":5558},[],{"categories":5560},[106],{"categories":5562},[47],{"categories":5564},[],{"categories":5566},[47],{"categories":5568},[118],{"categories":5570},[47],{"categories":5572},[118],{"categories":5574},[],{"categories":5576},[106],{"categories":5578},[47],{"categories":5580},[101],{"categories":5582},[47],{"categories":5584},[140],{"categories":5586},[47],{"categories":5588},[],{"categories":5590},[106],{"categories":5592},[47],{"categories":5594},[],{"categories":5596},[192],{"categories":5598},[47],{"categories":5600},[47],{"categories":5602},[106],{"categories":5604},[47],{"categories":5606},[47],{"categories":5608},[96],{"categories":5610},[106],{"categories":5612},[47],{"categories":5614},[],{"categories":5616},[47],{"categories":5618},[262],{"categories":5620},[221],{"categories":5622},[101],{"categories":5624},[101],{"categories":5626},[47],{"categories":5628},[96],{"categories":5630},[96],{"categories":5632},[47],{"categories":5634},[106],{"categories":5636},[47],{"categories":5638},[47],{"categories":5640},[47],{"categories":5642},[47],{"categories":5644},[118],{"categories":5646},[47],{"categories":5648},[96],{"categories":5650},[47],{"categories":5652},[47],{"categories":5654},[106],{"categories":5656},[47],{"categories":5658},[221],{"categories":5660},[47],{"categories":5662},[140],{"categories":5664},[47],{"categories":5666},[47],{"categories":5668},[106],{"categories":5670},[47],{"categories":5672},[47],{"categories":5674},[106],{"categories":5676},[],{"categories":5678},[118],{"categories":5680},[],{"categories":5682},[118],{"categories":5684},[106],{"categories":5686},[96],{"categories":5688},[47],{"categories":5690},[],{"categories":5692},[143],{"categories":5694},[262],{"categories":5696},[47],{"categories":5698},[118],{"categories":5700},[47],{"categories":5702},[],{"categories":5704},[140],{"categories":5706},[106],{"categories":5708},[118],{"categories":5710},[192],{"categories":5712},[101],{"categories":5714},[47],{"categories":5716},[47],{"categories":5718},[106],{"categories":5720},[118],{"categories":5722},[106],{"categories":5724},[140],{"categories":5726},[47],{"categories":5728},[109],{"categories":5730},[96],{"categories":5732},[109],{"categories":5734},[140],{"categories":5736},[47],{"categories":5738},[118],{"categories":5740},[47],{"categories":5742},[192],{"categories":5744},[101],{"categories":5746},[47],{"categories":5748},[47],{"categories":5750},[47],{"categories":5752},[47],{"categories":5754},[47],{"categories":5756},[47],{"categories":5758},[106],{"categories":5760},[47],{"categories":5762},[106],{"categories":5764},[47],{"categories":5766},[47],{"categories":5768},[96],{"categories":5770},[47],{"categories":5772},[106],{"categories":5774},[106],{"categories":5776},[192],{"categories":5778},[106],{"categories":5780},[106],{"categories":5782},[47],{"categories":5784},[96],{"categories":5786},[106],{"categories":5788},[192],{"categories":5790},[],{"categories":5792},[47],{"categories":5794},[143],{"categories":5796},[433],{"categories":5798},[47],{"categories":5800},[47],{"categories":5802},[47],{"categories":5804},[118],{"categories":5806},[47],{"categories":5808},[],{"categories":5810},[47],{"categories":5812},[106],{"categories":5814},[47],{"categories":5816},[221],{"categories":5818},[47],{"categories":5820},[118],{"categories":5822},[47],{"categories":5824},[140],{"categories":5826},[106],{"categories":5828},[47],{"categories":5830},[221],{"categories":5832},[106],{"categories":5834},[101],{"categories":5836},[101],{"categories":5838},[47],{"categories":5840},[47],{"categories":5842},[47],{"categories":5844},[47],{"categories":5846},[47],{"categories":5848},[47],{"categories":5850},[96],{"categories":5852},[],{"categories":5854},[47],{"categories":5856},[47],{"categories":5858},[106],{"categories":5860},[106],{"categories":5862},[47],{"categories":5864},[47],{"categories":5866},[47],{"categories":5868},[47],{"categories":5870},[47],{"categories":5872},[118],{"categories":5874},[],{"categories":5876},[96],{"categories":5878},[47],{"categories":5880},[47],{"categories":5882},[106],{"categories":5884},[106],{"categories":5886},[],{"categories":5888},[118],{"categories":5890},[118],{"categories":5892},[47],{"categories":5894},[221],{"categories":5896},[101],{"categories":5898},[192],{"categories":5900},[],{"categories":5902},[47],{"categories":5904},[106],{"categories":5906},[96],{"categories":5908},[47],{"categories":5910},[47],{"categories":5912},[118],{"categories":5914},[96],{"categories":5916},[47],{"categories":5918},[47],{"categories":5920},[140],{"categories":5922},[143],{"categories":5924},[47],{"categories":5926},[140],{"categories":5928},[106],{"categories":5930},[47],{"categories":5932},[],{"categories":5934},[140],{"categories":5936},[106],{"categories":5938},[192],{"categories":5940},[143],{"categories":5942},[47],{"categories":5944},[47],{"categories":5946},[],{"categories":5948},[106],{"categories":5950},[106],{"categories":5952},[106],{"categories":5954},[3050],{"categories":5956},[140],{"categories":5958},[47],{"categories":5960},[118],{"categories":5962},[47],{"categories":5964},[47],{"categories":5966},[47],{"categories":5968},[47],{"categories":5970},[101],{"categories":5972},[47],{"categories":5974},[96],{"categories":5976},[1745],{"categories":5978},[262],{"categories":5980},[96],{"categories":5982},[],{"categories":5984},[47],{"categories":5986},[],{"categories":5988},[140],{"categories":5990},[106],{"categories":5992},[192],{"categories":5994},[47],{"categories":5996},[47],{"categories":5998},[47],{"categories":6000},[140],{"categories":6002},[],{"categories":6004},[106],{"categories":6006},[47],{"categories":6008},[106],{"categories":6010},[106],{"categories":6012},[],{"categories":6014},[47],{"categories":6016},[],{"categories":6018},[140],{"categories":6020},[96],{"categories":6022},[192],{"categories":6024},[47],{"categories":6026},[106],{"categories":6028},[140],{"categories":6030},[47],{"categories":6032},[140],{"categories":6034},[],{"categories":6036},[140],{"categories":6038},[47],{"categories":6040},[96],{"categories":6042},[433],{"categories":6044},[106],{"categories":6046},[47],{"categories":6048},[],{"categories":6050},[118],{"categories":6052},[106],{"categories":6054},[109],{"categories":6056},[106],{"categories":6058},[96],{"categories":6060},[47],{"categories":6062},[],{"categories":6064},[],{"categories":6066},[],{"categories":6068},[192],{"categories":6070},[47],{"categories":6072},[106],{"categories":6074},[47],{"categories":6076},[47],{"categories":6078},[],{"categories":6080},[],{"categories":6082},[],{"categories":6084},[47],{"categories":6086},[192],{"categories":6088},[47],{"categories":6090},[],{"categories":6092},[106],{"categories":6094},[47],{"categories":6096},[47],{"categories":6098},[96],{"categories":6100},[],{"categories":6102},[],{"categories":6104},[47],{"categories":6106},[47],{"categories":6108},[106],{"categories":6110},[192],{"categories":6112},[47],{"categories":6114},[140],{"categories":6116},[],{"categories":6118},[47],{"categories":6120},[47],{"categories":6122},[221],{"categories":6124},[140],{"categories":6126},[221],{"categories":6128},[143],{"categories":6130},[47],{"categories":6132},[47],{"categories":6134},[],{"categories":6136},[],{"categories":6138},[106],{"categories":6140},[],{"categories":6142},[47],{"categories":6144},[433],{"categories":6146},[47],{"categories":6148},[47],{"categories":6150},[47],{"categories":6152},[47],{"categories":6154},[],{"categories":6156},[106],{"categories":6158},[47],{"categories":6160},[47],{"categories":6162},[],{"categories":6164},[106],{"categories":6166},[47],{"categories":6168},[140],{"categories":6170},[47],{"categories":6172},[221],{"categories":6174},[101],{"categories":6176},[47],{"categories":6178},[47],{"categories":6180},[106],{"categories":6182},[143],{"categories":6184},[106],{"categories":6186},[106],{"categories":6188},[],{"categories":6190},[47],{"categories":6192},[106],{"categories":6194},[],{"categories":6196},[47],{"categories":6198},[],{"categories":6200},[140],{"categories":6202},[101],{"categories":6204},[],{"categories":6206},[47],{"categories":6208},[47],{"categories":6210},[],{"categories":6212},[106],{"categories":6214},[192],{"categories":6216},[96],{"categories":6218},[47],{"categories":6220},[],{"categories":6222},[101],{"categories":6224},[221],{"categories":6226},[47],{"categories":6228},[118],{"categories":6230},[96],{"categories":6232},[143],{"categories":6234},[101],{"categories":6236},[118],{"categories":6238},[106],{"categories":6240},[118],{"categories":6242},[],{"categories":6244},[47],{"categories":6246},[109],{"categories":6248},[47],{"categories":6250},[],{"categories":6252},[106],{"categories":6254},[96],{"categories":6256},[192],{"categories":6258},[47],{"categories":6260},[96],{"categories":6262},[106],{"categories":6264},[262],{"categories":6266},[47],{"categories":6268},[47],{"categories":6270},[47],{"categories":6272},[47],{"categories":6274},[96],{"categories":6276},[47],{"categories":6278},[143],{"categories":6280},[106],{"categories":6282},[],{"categories":6284},[47],{"categories":6286},[47],{"categories":6288},[47],{"categories":6290},[118],{"categories":6292},[106],{"categories":6294},[140],{"categories":6296},[118],{"categories":6298},[47],{"categories":6300},[109],{"categories":6302},[],{"categories":6304},[192],{"categories":6306},[118],{"categories":6308},[140],{"categories":6310},[96],{"categories":6312},[106],{"categories":6314},[47],{"categories":6316},[47],{"categories":6318},[106],{"categories":6320},[109],{"categories":6322},[47],{"categories":6324},[106],{"categories":6326},[47],{"categories":6328},[101],{"categories":6330},[106],{"categories":6332},[106,262],{"categories":6334},[47],{"categories":6336},[47],{"categories":6338},[106],{"categories":6340},[118],{"categories":6342},[47],{"categories":6344},[47],{"categories":6346},[143],{"categories":6348},[106],{"categories":6350},[221],{"categories":6352},[106],{"categories":6354},[101],{"categories":6356},[],{"categories":6358},[106],{"categories":6360},[47],{"categories":6362},[101],{"categories":6364},[],{"categories":6366},[],{"categories":6368},[118],{"categories":6370},[47],{"categories":6372},[47],{"categories":6374},[106],{"categories":6376},[143],{"categories":6378},[221],{"categories":6380},[47],{"categories":6382},[47],{"categories":6384},[47],{"categories":6386},[106],{"categories":6388},[],{"categories":6390},[106],{"categories":6392},[140],{"categories":6394},[47],{"categories":6396},[106],{"categories":6398},[106],{"categories":6400},[47],{"categories":6402},[],{"categories":6404},[140],{"categories":6406},[118],{"categories":6408},[3050],{"categories":6410},[96],{"categories":6412},[118],{"categories":6414},[47],{"categories":6416},[106],{"categories":6418},[47],{"categories":6420},[47],{"categories":6422},[221],{"categories":6424},[118],{"categories":6426},[143],{"categories":6428},[],{"categories":6430},[140],{"categories":6432},[47],{"categories":6434},[],{"categories":6436},[106],{"categories":6438},[47],{"categories":6440},[47],{"categories":6442},[47],{"categories":6444},[47],{"categories":6446},[106],{"categories":6448},[47],{"categories":6450},[47],{"categories":6452},[47],{"categories":6454},[109],{"categories":6456},[47],{"categories":6458},[106],{"categories":6460},[47],{"categories":6462},[47],{"categories":6464},[47],{"categories":6466},[47],{"categories":6468},[47],{"categories":6470},[47],{"categories":6472},[47],{"categories":6474},[101],{"categories":6476},[],{"categories":6478},[109],{"categories":6480},[140],{"categories":6482},[106],{"categories":6484},[47],{"categories":6486},[118],{"categories":6488},[],{"categories":6490},[118],{"categories":6492},[118],{"categories":6494},[106],{"categories":6496},[118],{"categories":6498},[47],{"categories":6500},[47],{"categories":6502},[47],{"categories":6504},[106],{"categories":6506},[118],{"categories":6508},[47],{"categories":6510},[47],{"categories":6512},[47],{"categories":6514},[106],{"categories":6516},[140],{"categories":6518},[47],{"categories":6520},[47],{"categories":6522},[47],{"categories":6524},[101],{"categories":6526},[47],{"categories":6528},[106],{"categories":6530},[192],{"categories":6532},[],{"categories":6534},[47],{"categories":6536},[143],{"categories":6538},[106],{"categories":6540},[47],{"categories":6542},[47],{"categories":6544},[],{"categories":6546},[47],{"categories":6548},[47],{"categories":6550},[140],{"categories":6552},[47],{"categories":6554},[47],{"categories":6556},[106],{"categories":6558},[221],{"categories":6560},[],{"categories":6562},[],{"categories":6564},[118],{"categories":6566},[47],{"categories":6568},[47],{"categories":6570},[140],{"categories":6572},[47],{"categories":6574},[118],{"categories":6576},[140],{"categories":6578},[47],{"categories":6580},[47],{"categories":6582},[221],{"categories":6584},[143],{"categories":6586},[47],{"categories":6588},[47],{"categories":6590},[96],{"categories":6592},[106],{"categories":6594},[47],{"categories":6596},[47],{"categories":6598},[106],{"categories":6600},[101],{"categories":6602},[106],{"categories":6604},[118],{"categories":6606},[47],{"categories":6608},[101],{"categories":6610},[],{"categories":6612},[47],{"categories":6614},[143],{"categories":6616},[47],{"categories":6618},[],{"categories":6620},[140],{"categories":6622},[47],{"categories":6624},[106],{"categories":6626},[143],{"categories":6628},[47],{"categories":6630},[118],{"categories":6632},[118],{"categories":6634},[118],{"categories":6636},[47],{"categories":6638},[106],{"categories":6640},[106],{"categories":6642},[47],{"categories":6644},[106],{"categories":6646},[47],{"categories":6648},[47],{"categories":6650},[192],{"categories":6652},[143],{"categories":6654},[143],{"categories":6656},[],{"categories":6658},[140],{"categories":6660},[47],{"categories":6662},[47],{"categories":6664},[118],{"categories":6666},[],{"categories":6668},[140],{"categories":6670},[140],{"categories":6672},[140],{"categories":6674},[],{"categories":6676},[106],{"categories":6678},[47],{"categories":6680},[],{"categories":6682},[96],{"categories":6684},[101],{"categories":6686},[],{"categories":6688},[47],{"categories":6690},[47],{"categories":6692},[],{"categories":6694},[118],{"categories":6696},[],{"categories":6698},[],{"categories":6700},[],{"categories":6702},[],{"categories":6704},[47],{"categories":6706},[140],{"categories":6708},[],{"categories":6710},[],{"categories":6712},[47],{"categories":6714},[47],{"categories":6716},[47],{"categories":6718},[143],{"categories":6720},[47],{"categories":6722},[143],{"categories":6724},[],{"categories":6726},[143],{"categories":6728},[143],{"categories":6730},[262],{"categories":6732},[106],{"categories":6734},[118],{"categories":6736},[],{"categories":6738},[],{"categories":6740},[143],{"categories":6742},[118],{"categories":6744},[118],{"categories":6746},[118],{"categories":6748},[],{"categories":6750},[96],{"categories":6752},[118],{"categories":6754},[118],{"categories":6756},[96],{"categories":6758},[118],{"categories":6760},[101],{"categories":6762},[118],{"categories":6764},[118],{"categories":6766},[118],{"categories":6768},[143],{"categories":6770},[140],{"categories":6772},[140],{"categories":6774},[47],{"categories":6776},[118],{"categories":6778},[143],{"categories":6780},[262],{"categories":6782},[143],{"categories":6784},[143],{"categories":6786},[143],{"categories":6788},[],{"categories":6790},[101],{"categories":6792},[],{"categories":6794},[262],{"categories":6796},[118],{"categories":6798},[118],{"categories":6800},[118],{"categories":6802},[106],{"categories":6804},[140,101],{"categories":6806},[143],{"categories":6808},[],{"categories":6810},[],{"categories":6812},[143],{"categories":6814},[],{"categories":6816},[143],{"categories":6818},[140],{"categories":6820},[106],{"categories":6822},[],{"categories":6824},[118],{"categories":6826},[47],{"categories":6828},[192],{"categories":6830},[],{"categories":6832},[47],{"categories":6834},[],{"categories":6836},[140],{"categories":6838},[96],{"categories":6840},[143],{"categories":6842},[],{"categories":6844},[118],{"categories":6846},[140],[6848,6928,6991,7053],{"id":6849,"title":6850,"ai":6851,"body":6857,"categories":6889,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":6890,"navigation":72,"path":6915,"published_at":6916,"question":48,"scraped_at":6917,"seo":6918,"sitemap":6919,"source_id":6920,"source_name":79,"source_type":80,"source_url":6921,"stem":6922,"tags":6923,"thumbnail_url":48,"tldr":6925,"tweet":48,"unknown_tags":6926,"__hash__":6927},"summaries\u002Fsummaries\u002F83b67efe25c10443-medicare-s-access-rewards-ai-outcomes-over-time-sp-summary.md","Medicare's ACCESS Rewards AI Outcomes Over Time Spent",{"provider":7,"model":6852,"input_tokens":6853,"output_tokens":6854,"processing_time_ms":6855,"cost_usd":6856},"x-ai\u002Fgrok-4.1-fast",6111,2029,29891,0.00221405,{"type":14,"value":6858,"toc":6885},[6859,6863,6866,6869,6872,6876,6879,6882],[17,6860,6862],{"id":6861},"outcome-payments-enable-ai-scaling-in-chronic-care","Outcome Payments Enable AI Scaling in Chronic Care",[22,6864,6865],{},"CMS's ACCESS program, launching July 5 with 150 participants, shifts Medicare from reimbursing clinician time to predictable payments for managing diabetes, hypertension, chronic kidney disease, obesity, depression, or anxiety. Providers earn full payments only if patients hit measurable goals like reduced blood pressure or pain levels. This creates the first federal mechanism to fund AI agents for between-visit monitoring, check-ins, medication reminders, and social referrals—tasks traditional fee-for-service ignores. Without this, AI couldn't compete economically; now low per-patient reimbursements force lean, AI-first operations, as Pair Team CEO Neil Batlivala notes: \"The economics only work if you're running a lean, AI-first operation.\"",[22,6867,6868],{},"Pair Team, serving patients with chronic conditions plus social challenges like homelessness or food insecurity (affecting 1\u002F3 of Americans), proves the model. It employs 850 clinical pros, runs California's largest community health workforce, generates 9-figure revenue on $30M raised (Kleiner Perkins, Kraft Ventures, Next Ventures), and accesses 500,000 potential patients with a 1M goal in 3 years. A peer-reviewed Journal of General Internal Medicine study on its community-integrated care for high-risk Medicaid patients showed strong engagement and cuts avoidable hospital visits by 25% and ER visits by 50%.",[22,6870,6871],{},"Nine months ago, Pair Team made voice AI agent Flora its primary patient interface: 24\u002F7 availability for intake, referrals, check-ins, and companionship. A 67-year-old homeless woman with PTSD and heart failure spoke to Flora for over an hour—her first real conversation in weeks—demonstrating AI's intervention power where humans scale poorly.",[17,6873,6875],{"id":6874},"startup-roots-drive-competition-but-risks-loom","Startup Roots Drive Competition, But Risks Loom",[22,6877,6878],{},"Designed by ex-startup operators Abe Sutton (ex-Rubicon Founders VC) and Jacob Shiff (ex-healthcare founder), ACCESS uses outcome pay, direct enrollment, and competition to spur innovation in regulated healthcare. Batlivala calls it \"swim lanes for AI innovation,\" where best solutions win.",[22,6880,6881],{},"Skepticism targets less contextual entrants like wearables (e.g., Whoop): great for fitness, but irrelevant for food-insecure seniors. Pair Team's 5+ years building for social determinants positions it better.",[22,6883,6884],{},"Downsides include feeding sensitive data (housing, mental illness) into CMS's breach-prone systems (e.g., exposed SSNs). Past CMS Innovation Center efforts cost $5.4B extra over a decade per 2023 CBO analysis, with lower-than-expected reimbursements squeezing non-AI players. Yet Batlivala sees low rates as intentional: they incentivize AI to deliver outcomes at scale.",{"title":40,"searchDepth":41,"depth":41,"links":6886},[6887,6888],{"id":6861,"depth":41,"text":6862},{"id":6874,"depth":41,"text":6875},[47],{"content_references":6891,"triage":6912},[6892,6895,6899,6905,6909],{"type":54,"title":6893,"url":6894,"context":57},"Pair Team","https:\u002F\u002Fpairteam.com\u002F",{"type":6896,"title":6897,"url":6898,"context":57},"other","ACCESS","https:\u002F\u002Fwww.cms.gov\u002Fpriorities\u002Finnovation\u002Finnovation-models\u002Faccess",{"type":6900,"title":6901,"author":6902,"url":6903,"context":6904},"paper","Journal of General Internal Medicine study on Pair Team's model","Pair Team researchers","https:\u002F\u002Flink.springer.com\u002Farticle\u002F10.1007\u002Fs11606-025-09839-2","cited",{"type":6906,"title":6907,"url":6908,"context":6904},"report","CBO analysis of CMS Innovation Center","https:\u002F\u002Fwww.cbo.gov\u002Fpublication\u002F59274",{"type":6896,"title":6910,"url":6911,"context":57},"CMS data breach report","https:\u002F\u002Fwww.hipaajournal.com\u002Fcms-leaked-providers-ssns-provider-directory\u002F",{"relevance":69,"novelty":69,"quality":68,"actionability":41,"composite":6913,"reasoning":6914},3.05,"Category: Business & SaaS. The article discusses a new payment model that enables the use of AI in chronic care, which is relevant to product builders in the healthcare SaaS space. However, while it presents some insights into the model's implications, it lacks specific actionable steps for implementing similar strategies in other contexts.","\u002Fsummaries\u002F83b67efe25c10443-medicare-s-access-rewards-ai-outcomes-over-time-sp-summary","2026-05-13 00:26:48","2026-05-13 12:01:02",{"title":6850,"description":40},{"loc":6915},"83b67efe25c10443","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F12\u002Fmedicares-new-payment-model-is-built-for-ai-and-most-of-the-tech-world-has-no-idea\u002F","summaries\u002F83b67efe25c10443-medicare-s-access-rewards-ai-outcomes-over-time-sp-summary",[84,6924,85,86],"saas","CMS's 10-year ACCESS model pays for chronic care outcomes like lower blood pressure, enabling AI agents to scale where human-only care couldn't—Pair Team's Flora AI handles 24\u002F7 patient check-ins for vulnerable seniors.",[86],"DdoczPLOTGBvTUuqQhMba0PnrpKoPipRC9XJl20P4Ak",{"id":6929,"title":6930,"ai":6931,"body":6936,"categories":6967,"created_at":48,"date_modified":48,"description":6940,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":6968,"navigation":72,"path":6979,"published_at":6980,"question":48,"scraped_at":6981,"seo":6982,"sitemap":6983,"source_id":6984,"source_name":79,"source_type":80,"source_url":6985,"stem":6986,"tags":6987,"thumbnail_url":48,"tldr":6988,"tweet":48,"unknown_tags":6989,"__hash__":6990},"summaries\u002Fsummaries\u002Fc7ad877297bfdb75-cerebras-5-5b-ipo-hits-56b-valuation-on-ai-chip-mo-summary.md","Cerebras $5.5B IPO Hits $56B Valuation on AI Chip Momentum",{"provider":7,"model":6852,"input_tokens":6932,"output_tokens":6933,"processing_time_ms":6934,"cost_usd":6935},5274,2430,29811,0.00176295,{"type":14,"value":6937,"toc":6962},[6938,6941,6945,6948,6952,6955,6959],[22,6939,6940],{},"This news reports Cerebras' blockbuster IPO amid AI hardware demand, highlighting execution risks and validation for inference chip builders. Key facts equip AI product builders evaluating non-Nvidia options.",[17,6942,6944],{"id":6943},"navigating-geopolitical-and-revenue-risks-to-ipo-success","Navigating Geopolitical and Revenue Risks to IPO Success",[22,6946,6947],{},"Cerebras overcame a 2024 IPO delay from CFIUS scrutiny over Abu Dhabi-based G42's heavy revenue reliance (nearly all prior sales). Relaunching in April 2026, it priced 30M shares at $185—above initial $115-$125 and revised $150-$160 ranges—raising $5.5B. Fully diluted valuation hit $56.4B; CEO Andrew Feldman’s stake reached $1.9B, CTO Sean Lie’s $1B. Pre-market bids signaled a huge pop (title notes 108%, pending open). Builders note: Diversifying beyond one customer unlocked investor confidence.",[17,6949,6951],{"id":6950},"profitability-swing-validates-ai-inference-focus","Profitability Swing Validates AI Inference Focus",[22,6953,6954],{},"2025 revenues doubled to $510M (76% YoY growth) from multiple customers, flipping a ~$500M prior-year loss to $237.8M net income. Purpose-built giant chips target inference—ongoing AI model compute for prompts—positioning against Nvidia. Investors 'salivated' at scaled, profitable traction. For AI engineers: Cerebras proves custom silicon viability for production inference workloads.",[17,6956,6958],{"id":6957},"elite-customers-cement-market-position","Elite Customers Cement Market Position",[22,6960,6961],{},"OpenAI (via circular deal), G42, Saudi’s Mohamed bin Zayed University of AI, and AWS now drive demand. This shifts Cerebras from niche to contender, kicking off 2026 IPO season. Product builders gain: Proven inference suppliers exist beyond GPU giants, with real hyperscaler\u002FOpenAI adoption.",{"title":40,"searchDepth":41,"depth":41,"links":6963},[6964,6965,6966],{"id":6943,"depth":41,"text":6944},{"id":6950,"depth":41,"text":6951},{"id":6957,"depth":41,"text":6958},[140],{"content_references":6969,"triage":6977},[6970,6974],{"type":6906,"title":6971,"publisher":6972,"url":6973,"context":6904},"Cerebras S-1A2","SEC","https:\u002F\u002Fwww.sec.gov\u002FArchives\u002Fedgar\u002Fdata\u002F2021728\u002F000162828026033143\u002Fcerebras-sx1a2.htm#ibd339ea2eafe457fa4b52fadf16fc05d_2302",{"type":6896,"title":6975,"url":6976,"context":57},"OpenAI’s cozy partner Cerebras is on track for a blockbuster IPO","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F04\u002Fopenais-cozy-partner-cerebras-is-on-track-for-a-blockbuster-ipo\u002F",{"relevance":68,"novelty":69,"quality":68,"actionability":69,"composite":70,"reasoning":6978},"Category: AI & LLMs. The article discusses Cerebras' IPO and its implications for AI hardware, particularly for product builders evaluating alternatives to Nvidia, addressing a specific audience pain point. It provides insights into market dynamics and customer adoption, which are relevant for AI product builders.","\u002Fsummaries\u002Fc7ad877297bfdb75-cerebras-5-5b-ipo-hits-56b-valuation-on-ai-chip-mo-summary","2026-05-14 16:30:02","2026-05-14 19:00:53",{"title":6930,"description":6940},{"loc":6979},"c7ad877297bfdb75","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F14\u002Fcerebras-raises-5-5b-kicking-off-2026s-ipo-season-with-a-bang\u002F","summaries\u002Fc7ad877297bfdb75-cerebras-5-5b-ipo-hits-56b-valuation-on-ai-chip-mo-summary",[85,84],"Cerebras raised $5.5B in its 2026 IPO at $185\u002Fshare—far above $150-$160 range—valuing it at $56.4B fully diluted, fueled by $510M revenue (up 76% YoY) and $238M profit after CFIUS delays.",[],"xKsY1W1CgHzW2N-o2m29t4BqNRG86FbTsNVCnUO1Ojk",{"id":6992,"title":6993,"ai":6994,"body":6999,"categories":7027,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7028,"navigation":72,"path":7040,"published_at":7041,"question":48,"scraped_at":7042,"seo":7043,"sitemap":7044,"source_id":7045,"source_name":79,"source_type":80,"source_url":7046,"stem":7047,"tags":7048,"thumbnail_url":48,"tldr":7050,"tweet":48,"unknown_tags":7051,"__hash__":7052},"summaries\u002Fsummaries\u002F87a2c71e171532fb-brian-chesky-to-launch-ai-lab-focused-on-design-an-summary.md","Brian Chesky to Launch AI Lab Focused on Design and Interaction",{"provider":7,"model":8,"input_tokens":6995,"output_tokens":6996,"processing_time_ms":6997,"cost_usd":6998},5527,621,3082,0.00231325,{"type":14,"value":7000,"toc":7022},[7001,7005,7008,7012,7015,7019],[17,7002,7004],{"id":7003},"a-shift-toward-independent-ai-development","A Shift Toward Independent AI Development",[22,7006,7007],{},"Airbnb CEO Brian Chesky is moving beyond his role as an advisor to major AI players by launching his own AI lab. Despite his deep ties to the industry—most notably his mentorship and strategic support of OpenAI’s Sam Altman—Chesky has expressed dissatisfaction with the current state of frontier models. His decision to build an independent lab suggests a belief that existing offerings are not yet optimized for the specific user-centric applications he envisions.",[17,7009,7011],{"id":7010},"focus-on-design-and-user-experience","Focus on Design and User Experience",[22,7013,7014],{},"While the lab's specific technical roadmap remains undisclosed, reports indicate a primary focus on user interaction and design. This aligns with Chesky’s long-standing emphasis on product-first design at Airbnb. The initiative mirrors recent industry trends, such as Brett Adcock’s Hark, which is similarly prioritizing the development of novel, intuitive AI interfaces rather than just raw model performance. By focusing on the 'how' of human-AI interaction, Chesky aims to solve usability gaps that he believes current LLM-based products have failed to address.",[17,7016,7018],{"id":7017},"operational-structure","Operational Structure",[22,7020,7021],{},"Chesky will not step down from his role at Airbnb to lead the new venture. Instead, he will maintain his position as CEO of the travel platform while likely serving as a founding chair for the lab. This arrangement suggests a hands-on, potentially micromanaged approach to the lab's direction, requiring a leadership team capable of executing his specific design-led vision while operating independently of Airbnb's core business.",{"title":40,"searchDepth":41,"depth":41,"links":7023},[7024,7025,7026],{"id":7003,"depth":41,"text":7004},{"id":7010,"depth":41,"text":7011},{"id":7017,"depth":41,"text":7018},[47],{"content_references":7029,"triage":7037},[7030,7034],{"type":6896,"title":7031,"author":7032,"url":7033,"context":6904},"Airbnb CEO Brian Chesky plans to start a new AI company","Bloomberg","https:\u002F\u002Fwww.bloomberg.com\u002Fnews\u002Farticles\u002F2026-06-04\u002Fairbnb-ceo-brian-chesky-plans-to-start-a-new-ai-company",{"type":54,"title":7035,"url":7036,"context":57},"Hark","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F21\u002Fhark-raises-700m-series-a-for-its-secretive-universal-ai-interface\u002F",{"relevance":68,"novelty":69,"quality":68,"actionability":41,"composite":7038,"reasoning":7039},3.4,"Category: Design & Frontend. The article discusses Brian Chesky's new AI lab focused on user interaction and design, which aligns with the interests of the target audience in building AI-powered products. However, it lacks specific actionable insights or frameworks that the audience can directly apply in their work.","\u002Fsummaries\u002F87a2c71e171532fb-brian-chesky-to-launch-ai-lab-focused-on-design-an-summary","2026-06-04 22:29:50","2026-06-06 16:12:11",{"title":6993,"description":40},{"loc":7040},"87a2c71e171532fb","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F06\u002F04\u002Fairbnbs-brian-chesky-plans-to-launch-a-new-ai-lab\u002F","summaries\u002F87a2c71e171532fb-brian-chesky-to-launch-ai-lab-focused-on-design-an-summary",[84,85,7049],"ui-ux","Airbnb CEO Brian Chesky is establishing an independent AI lab to explore new user interfaces and design paradigms, signaling a shift from advisor to direct competitor in the AI space.",[],"MQq7YztsoVgBVbiEXT9w2BDOL_Pcc1D6fFOjVz6ToE0",{"id":7054,"title":7055,"ai":7056,"body":7061,"categories":7095,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7096,"navigation":72,"path":7108,"published_at":7109,"question":48,"scraped_at":7110,"seo":7111,"sitemap":7112,"source_id":7113,"source_name":79,"source_type":80,"source_url":7114,"stem":7115,"tags":7116,"thumbnail_url":48,"tldr":7118,"tweet":48,"unknown_tags":7119,"__hash__":7120},"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":6852,"input_tokens":7057,"output_tokens":7058,"processing_time_ms":7059,"cost_usd":7060},5776,1904,21809,0.00160035,{"type":14,"value":7062,"toc":7090},[7063,7067,7070,7073,7077,7080,7083,7087],[17,7064,7066],{"id":7065},"llm-failures-demand-specialized-evaluation","LLM Failures Demand Specialized Evaluation",[22,7068,7069],{},"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.",[22,7071,7072],{},"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.",[17,7074,7076],{"id":7075},"build-expert-consensus-with-ai-judges","Build Expert Consensus with AI Judges",[22,7078,7079],{},"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.",[22,7081,7082],{},"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.",[17,7084,7086],{"id":7085},"enterprise-liability-forces-truth-over-engagement","Enterprise Liability Forces Truth Over Engagement",[22,7088,7089],{},"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":40,"searchDepth":41,"depth":41,"links":7091},[7092,7093,7094],{"id":7065,"depth":41,"text":7066},{"id":7075,"depth":41,"text":7076},{"id":7085,"depth":41,"text":7086},[47],{"content_references":7097,"triage":7104},[7098,7101],{"type":54,"title":7099,"url":7100,"context":57},"Forum AI","https:\u002F\u002Fbyforum.com\u002F",{"type":6896,"title":7102,"url":7103,"context":57},"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":7105,"novelty":68,"quality":68,"actionability":68,"composite":7106,"reasoning":7107},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":7055,"description":40},{"loc":7108},"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",[7117,84,85],"llm","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"]