[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-995de8c39198301f-cohere-s-command-a-a-218b-sparse-moe-model-for-age-summary":3,"summaries-facets-categories":104,"summary-related-995de8c39198301f-cohere-s-command-a-a-218b-sparse-moe-model-for-age-summary":7008},{"id":4,"title":5,"ai":6,"body":13,"categories":67,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":72,"navigation":85,"path":86,"published_at":87,"question":69,"scraped_at":88,"seo":89,"sitemap":90,"source_id":91,"source_name":92,"source_type":93,"source_url":94,"stem":95,"tags":96,"thumbnail_url":69,"tldr":101,"tweet":69,"unknown_tags":102,"__hash__":103},"summaries\u002Fsummaries\u002F995de8c39198301f-cohere-s-command-a-a-218b-sparse-moe-model-for-age-summary.md","Cohere's Command A+: A 218B Sparse MoE Model for Agentic Workflows",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",9439,596,2888,0.00325375,{"type":14,"value":15,"toc":61},"minimark",[16,21,25,28,32,35,58],[17,18,20],"h2",{"id":19},"architecture-and-efficiency","Architecture and Efficiency",[22,23,24],"p",{},"Command A+ is a decoder-only Sparse Mixture-of-Experts (MoE) model with 218B total parameters, utilizing 25B active parameters per token. It employs 128 experts, routing 8 experts per token alongside a shared expert. The model architecture features a 3:1 ratio of sliding-window attention to global attention layers, supporting a 128K input context and 64K generation length.",[22,26,27],{},"To optimize deployment, Cohere utilizes NVFP4 W4A4 quantization (4-bit weights and activations) for the MoE experts, while maintaining full precision for the attention path and KV cache. To mitigate quality loss from this aggressive quantization, the model undergoes Quantization-Aware Distillation (QAD), where the student model is trained to mirror the full-precision teacher's output distribution.",[17,29,31],{"id":30},"hardware-and-performance","Hardware and Performance",[22,33,34],{},"Command A+ is designed for high-performance enterprise agentic workflows, including RAG, multilingual processing, and multimodal document analysis. Hardware requirements scale by quantization level:",[36,37,38,46,52],"ul",{},[39,40,41,45],"li",{},[42,43,44],"strong",{},"BF16:"," 8x H100 or 4x B200",[39,47,48,51],{},[42,49,50],{},"FP8:"," 4x H100 or 2x B200",[39,53,54,57],{},[42,55,56],{},"W4A4:"," 2x H100 or 1x B200",[22,59,60],{},"Performance benchmarks show significant improvements over previous iterations, including a 20% increase in agentic QA accuracy and a 32% improvement in spreadsheet analysis. The model also demonstrates superior speed, with W4A4 quantization providing a 47% speed increase and 13% latency reduction. When combined with architecture-specific speculative decoding, inference speed increases by 1.5–1.6x.",{"title":62,"searchDepth":63,"depth":63,"links":64},"",2,[65,66],{"id":19,"depth":63,"text":20},{"id":30,"depth":63,"text":31},[68],"AI & LLMs",null,"md",false,{"content_references":73,"triage":79},[74],{"type":75,"title":76,"url":77,"context":78},"tool","Command A+","https:\u002F\u002Fhuggingface.co\u002FCohereLabs\u002Fcommand-a-plus-05-2026-w4a4","recommended",{"relevance":80,"novelty":81,"quality":81,"actionability":82,"composite":83,"reasoning":84},5,4,3,4.15,"Category: AI & LLMs. The article provides in-depth technical details about a new AI model specifically designed for agentic workflows, addressing the audience's need for practical applications of AI in product development. It discusses performance improvements and hardware requirements, which are actionable insights for developers looking to implement such models.",true,"\u002Fsummaries\u002F995de8c39198301f-cohere-s-command-a-a-218b-sparse-moe-model-for-age-summary","2026-05-21 21:47:00","2026-05-21 23:00:43",{"title":5,"description":62},{"loc":86},"995de8c39198301f","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F21\u002Fcohere-releases-command-a-a-218b-sparse-moe-model-for-agentic-workflows-that-runs-on-as-few-as-two-h100-gpus\u002F","summaries\u002F995de8c39198301f-cohere-s-command-a-a-218b-sparse-moe-model-for-age-summary",[97,98,99,100],"llm","agents","ai-tools","multimodal","Command A+ is a 218B parameter sparse MoE model designed for enterprise agentic tasks, featuring multimodal capabilities, a 128K context window, and efficient W4A4 quantization that allows it to run on as few as two H100 GPUs.",[100],"BzHICR17bdIGFf0VdGyuWT2NQcv0vuNxLneIlU9SJ00",[105,107,110,112,115,117,120,123,125,127,129,131,134,136,138,140,142,145,147,149,151,153,156,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,208,210,212,214,216,218,220,222,224,226,228,230,232,234,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,278,280,282,284,286,288,290,292,294,296,298,300,302,304,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,372,374,376,378,380,382,384,386,388,390,392,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,428,430,432,434,436,438,440,442,444,446,448,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,510,512,514,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,556,558,560,562,564,566,568,570,572,574,576,578,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,868,870,872,874,876,879,881,883,885,887,889,891,893,895,897,899,901,903,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006],{"categories":106},[68],{"categories":108},[109],"Developer Productivity",{"categories":111},[68],{"categories":113},[114],"Business & SaaS",{"categories":116},[68],{"categories":118},[119],"AI Automation",{"categories":121},[122],"Product Strategy",{"categories":124},[119],{"categories":126},[68],{"categories":128},[109],{"categories":130},[119],{"categories":132},[133],"Software Engineering",{"categories":135},[68],{"categories":137},[114],{"categories":139},[],{"categories":141},[68],{"categories":143},[144],"Inference & Serving",{"categories":146},[68],{"categories":148},[68],{"categories":150},[119],{"categories":152},[],{"categories":154},[155],"AI News & Trends",{"categories":157},[158],"Data Science & Visualization",{"categories":160},[119],{"categories":162},[68],{"categories":164},[68],{"categories":166},[114],{"categories":168},[109],{"categories":170},[68],{"categories":172},[119],{"categories":174},[155],{"categories":176},[68],{"categories":178},[119],{"categories":180},[119],{"categories":182},[68],{"categories":184},[68],{"categories":186},[119],{"categories":188},[68],{"categories":190},[68],{"categories":192},[68],{"categories":194},[119],{"categories":196},[155],{"categories":198},[68],{"categories":200},[68],{"categories":202},[68],{"categories":204},[],{"categories":206},[207],"Design & Frontend",{"categories":209},[158],{"categories":211},[155],{"categories":213},[68],{"categories":215},[68],{"categories":217},[68],{"categories":219},[],{"categories":221},[68],{"categories":223},[68],{"categories":225},[119],{"categories":227},[133],{"categories":229},[68],{"categories":231},[119],{"categories":233},[68],{"categories":235},[236],"Marketing & Growth",{"categories":238},[207],{"categories":240},[68],{"categories":242},[119],{"categories":244},[68],{"categories":246},[68],{"categories":248},[133],{"categories":250},[68],{"categories":252},[],{"categories":254},[],{"categories":256},[207],{"categories":258},[68],{"categories":260},[119],{"categories":262},[109],{"categories":264},[133],{"categories":266},[119],{"categories":268},[207],{"categories":270},[122],{"categories":272},[68],{"categories":274},[133],{"categories":276},[277],"DevOps & Cloud",{"categories":279},[119],{"categories":281},[122],{"categories":283},[155],{"categories":285},[68],{"categories":287},[],{"categories":289},[68],{"categories":291},[68],{"categories":293},[],{"categories":295},[119],{"categories":297},[133],{"categories":299},[],{"categories":301},[133],{"categories":303},[68],{"categories":305},[306],"Governance & Standards",{"categories":308},[114],{"categories":310},[],{"categories":312},[],{"categories":314},[68],{"categories":316},[68],{"categories":318},[119],{"categories":320},[68],{"categories":322},[68],{"categories":324},[119],{"categories":326},[68],{"categories":328},[68],{"categories":330},[68],{"categories":332},[],{"categories":334},[133],{"categories":336},[],{"categories":338},[],{"categories":340},[68],{"categories":342},[133],{"categories":344},[],{"categories":346},[133],{"categories":348},[68],{"categories":350},[68],{"categories":352},[236],{"categories":354},[68],{"categories":356},[68],{"categories":358},[68],{"categories":360},[207],{"categories":362},[207],{"categories":364},[68],{"categories":366},[133],{"categories":368},[119],{"categories":370},[371],"GovTech & Public-Sector Adoption",{"categories":373},[133],{"categories":375},[68],{"categories":377},[68],{"categories":379},[68],{"categories":381},[119],{"categories":383},[119],{"categories":385},[158],{"categories":387},[68],{"categories":389},[155],{"categories":391},[119],{"categories":393},[394],"Legal AI Tools",{"categories":396},[68],{"categories":398},[119],{"categories":400},[68],{"categories":402},[236],{"categories":404},[119],{"categories":406},[122],{"categories":408},[68],{"categories":410},[133],{"categories":412},[371],{"categories":414},[],{"categories":416},[119],{"categories":418},[],{"categories":420},[114],{"categories":422},[119],{"categories":424},[119],{"categories":426},[427],"RAG & Retrieval",{"categories":429},[114],{"categories":431},[68],{"categories":433},[133],{"categories":435},[133],{"categories":437},[277],{"categories":439},[207],{"categories":441},[119],{"categories":443},[68],{"categories":445},[68],{"categories":447},[],{"categories":449},[450],"Agents & Orchestration",{"categories":452},[133],{"categories":454},[68],{"categories":456},[],{"categories":458},[119],{"categories":460},[114],{"categories":462},[],{"categories":464},[68],{"categories":466},[],{"categories":468},[68],{"categories":470},[109],{"categories":472},[133],{"categories":474},[114],{"categories":476},[68],{"categories":478},[119],{"categories":480},[68],{"categories":482},[155],{"categories":484},[68],{"categories":486},[],{"categories":488},[68],{"categories":490},[],{"categories":492},[68],{"categories":494},[133],{"categories":496},[68],{"categories":498},[119],{"categories":500},[158],{"categories":502},[],{"categories":504},[68],{"categories":506},[207],{"categories":508},[509],"Models & Frontier Labs",{"categories":511},[],{"categories":513},[207],{"categories":515},[516],"Regulation & Governance of AI",{"categories":518},[122],{"categories":520},[119],{"categories":522},[],{"categories":524},[68],{"categories":526},[68],{"categories":528},[119],{"categories":530},[119],{"categories":532},[155],{"categories":534},[68],{"categories":536},[114],{"categories":538},[68],{"categories":540},[119],{"categories":542},[],{"categories":544},[133],{"categories":546},[119],{"categories":548},[68],{"categories":550},[122],{"categories":552},[68],{"categories":554},[555],"AI Policy & Regulation",{"categories":557},[],{"categories":559},[68],{"categories":561},[119],{"categories":563},[122],{"categories":565},[119],{"categories":567},[68],{"categories":569},[68],{"categories":571},[68],{"categories":573},[119],{"categories":575},[],{"categories":577},[158],{"categories":579},[580],"Evals & Reliability",{"categories":582},[68],{"categories":584},[68],{"categories":586},[],{"categories":588},[109],{"categories":590},[371],{"categories":592},[555],{"categories":594},[68],{"categories":596},[114],{"categories":598},[68],{"categories":600},[119],{"categories":602},[68],{"categories":604},[119],{"categories":606},[450],{"categories":608},[68],{"categories":610},[133],{"categories":612},[68],{"categories":614},[],{"categories":616},[207],{"categories":618},[],{"categories":620},[68],{"categories":622},[371],{"categories":624},[68],{"categories":626},[68],{"categories":628},[68],{"categories":630},[],{"categories":632},[68],{"categories":634},[207],{"categories":636},[133],{"categories":638},[],{"categories":640},[68],{"categories":642},[],{"categories":644},[119],{"categories":646},[68],{"categories":648},[207],{"categories":650},[],{"categories":652},[68],{"categories":654},[68],{"categories":656},[158],{"categories":658},[119],{"categories":660},[68],{"categories":662},[114],{"categories":664},[119],{"categories":666},[68],{"categories":668},[68],{"categories":670},[133],{"categories":672},[207],{"categories":674},[68],{"categories":676},[119],{"categories":678},[],{"categories":680},[133],{"categories":682},[119],{"categories":684},[158],{"categories":686},[],{"categories":688},[68],{"categories":690},[155],{"categories":692},[68],{"categories":694},[],{"categories":696},[68],{"categories":698},[68],{"categories":700},[68],{"categories":702},[114,236],{"categories":704},[],{"categories":706},[133],{"categories":708},[68],{"categories":710},[68],{"categories":712},[119],{"categories":714},[68],{"categories":716},[],{"categories":718},[],{"categories":720},[68],{"categories":722},[207],{"categories":724},[68],{"categories":726},[],{"categories":728},[68],{"categories":730},[277],{"categories":732},[],{"categories":734},[119],{"categories":736},[155],{"categories":738},[68],{"categories":740},[68],{"categories":742},[207],{"categories":744},[],{"categories":746},[155],{"categories":748},[68],{"categories":750},[144],{"categories":752},[68],{"categories":754},[68],{"categories":756},[119],{"categories":758},[155],{"categories":760},[509],{"categories":762},[68],{"categories":764},[236],{"categories":766},[],{"categories":768},[119],{"categories":770},[114],{"categories":772},[133],{"categories":774},[68],{"categories":776},[119],{"categories":778},[],{"categories":780},[68,277],{"categories":782},[68],{"categories":784},[68],{"categories":786},[68],{"categories":788},[119],{"categories":790},[68,133],{"categories":792},[158],{"categories":794},[68],{"categories":796},[68],{"categories":798},[68],{"categories":800},[133],{"categories":802},[68],{"categories":804},[119],{"categories":806},[119],{"categories":808},[555],{"categories":810},[236],{"categories":812},[68],{"categories":814},[119],{"categories":816},[68],{"categories":818},[68],{"categories":820},[119],{"categories":822},[],{"categories":824},[119],{"categories":826},[68],{"categories":828},[68],{"categories":830},[119],{"categories":832},[68],{"categories":834},[68,114],{"categories":836},[68],{"categories":838},[114],{"categories":840},[],{"categories":842},[207],{"categories":844},[207],{"categories":846},[68],{"categories":848},[],{"categories":850},[],{"categories":852},[68],{"categories":854},[155],{"categories":856},[],{"categories":858},[109],{"categories":860},[68],{"categories":862},[133],{"categories":864},[68],{"categories":866},[867],"Generative UI & Design-to-Code",{"categories":869},[68],{"categories":871},[68],{"categories":873},[207],{"categories":875},[68],{"categories":877},[878],"Algorithmic Accountability",{"categories":880},[119],{"categories":882},[133],{"categories":884},[155],{"categories":886},[207],{"categories":888},[68],{"categories":890},[],{"categories":892},[122],{"categories":894},[68],{"categories":896},[68],{"categories":898},[68],{"categories":900},[68],{"categories":902},[119],{"categories":904},[905],"MLOps & Infrastructure",{"categories":907},[68],{"categories":909},[68],{"categories":911},[68],{"categories":913},[68],{"categories":915},[68],{"categories":917},[133],{"categories":919},[155],{"categories":921},[68],{"categories":923},[122],{"categories":925},[109],{"categories":927},[68],{"categories":929},[119],{"categories":931},[277],{"categories":933},[68],{"categories":935},[114],{"categories":937},[68],{"categories":939},[207],{"categories":941},[68],{"categories":943},[68],{"categories":945},[119],{"categories":947},[],{"categories":949},[],{"categories":951},[68],{"categories":953},[144],{"categories":955},[207],{"categories":957},[155],{"categories":959},[158],{"categories":961},[],{"categories":963},[68],{"categories":965},[68],{"categories":967},[114],{"categories":969},[119],{"categories":971},[68],{"categories":973},[68],{"categories":975},[68],{"categories":977},[68],{"categories":979},[155],{"categories":981},[144],{"categories":983},[68],{"categories":985},[207],{"categories":987},[68],{"categories":989},[],{"categories":991},[119],{"categories":993},[133],{"categories":995},[],{"categories":997},[68],{"categories":999},[68],{"categories":1001},[119],{"categories":1003},[133],{"categories":1005},[68],{"categories":1007},[158],{"categories":1009},[207],{"categories":1011},[],{"categories":1013},[68],{"categories":1015},[],{"categories":1017},[68],{"categories":1019},[],{"categories":1021},[68],{"categories":1023},[68],{"categories":1025},[122],{"categories":1027},[114],{"categories":1029},[119],{"categories":1031},[119],{"categories":1033},[],{"categories":1035},[68],{"categories":1037},[109],{"categories":1039},[68],{"categories":1041},[68],{"categories":1043},[114],{"categories":1045},[155],{"categories":1047},[109],{"categories":1049},[],{"categories":1051},[68],{"categories":1053},[],{"categories":1055},[68],{"categories":1057},[],{"categories":1059},[155],{"categories":1061},[155],{"categories":1063},[],{"categories":1065},[450],{"categories":1067},[68],{"categories":1069},[207],{"categories":1071},[133],{"categories":1073},[],{"categories":1075},[394],{"categories":1077},[119],{"categories":1079},[114],{"categories":1081},[],{"categories":1083},[],{"categories":1085},[109],{"categories":1087},[158],{"categories":1089},[],{"categories":1091},[236],{"categories":1093},[119],{"categories":1095},[114],{"categories":1097},[119],{"categories":1099},[68],{"categories":1101},[114],{"categories":1103},[68],{"categories":1105},[133],{"categories":1107},[],{"categories":1109},[144],{"categories":1111},[122],{"categories":1113},[68],{"categories":1115},[207],{"categories":1117},[133],{"categories":1119},[114],{"categories":1121},[68],{"categories":1123},[133],{"categories":1125},[68],{"categories":1127},[119],{"categories":1129},[114],{"categories":1131},[68],{"categories":1133},[68],{"categories":1135},[68],{"categories":1137},[68],{"categories":1139},[68],{"categories":1141},[],{"categories":1143},[],{"categories":1145},[133],{"categories":1147},[158],{"categories":1149},[122],{"categories":1151},[68],{"categories":1153},[119],{"categories":1155},[133],{"categories":1157},[133],{"categories":1159},[68],{"categories":1161},[],{"categories":1163},[155],{"categories":1165},[122],{"categories":1167},[122],{"categories":1169},[133],{"categories":1171},[68],{"categories":1173},[580],{"categories":1175},[277],{"categories":1177},[],{"categories":1179},[119],{"categories":1181},[68],{"categories":1183},[],{"categories":1185},[109],{"categories":1187},[],{"categories":1189},[68],{"categories":1191},[68],{"categories":1193},[68],{"categories":1195},[207],{"categories":1197},[236],{"categories":1199},[68],{"categories":1201},[133],{"categories":1203},[68],{"categories":1205},[119],{"categories":1207},[],{"categories":1209},[133],{"categories":1211},[68],{"categories":1213},[109],{"categories":1215},[],{"categories":1217},[114],{"categories":1219},[68],{"categories":1221},[68],{"categories":1223},[155],{"categories":1225},[68,277],{"categories":1227},[68],{"categories":1229},[1230],"Design Systems for AI",{"categories":1232},[68],{"categories":1234},[68],{"categories":1236},[155],{"categories":1238},[68],{"categories":1240},[68],{"categories":1242},[68],{"categories":1244},[114],{"categories":1246},[68],{"categories":1248},[68],{"categories":1250},[68],{"categories":1252},[],{"categories":1254},[68],{"categories":1256},[68],{"categories":1258},[114],{"categories":1260},[68],{"categories":1262},[],{"categories":1264},[119],{"categories":1266},[119],{"categories":1268},[133],{"categories":1270},[155],{"categories":1272},[133],{"categories":1274},[68],{"categories":1276},[207],{"categories":1278},[155],{"categories":1280},[158],{"categories":1282},[68],{"categories":1284},[68],{"categories":1286},[119],{"categories":1288},[109],{"categories":1290},[555],{"categories":1292},[68],{"categories":1294},[119],{"categories":1296},[68],{"categories":1298},[133],{"categories":1300},[133],{"categories":1302},[],{"categories":1304},[],{"categories":1306},[68],{"categories":1308},[119],{"categories":1310},[122],{"categories":1312},[],{"categories":1314},[114],{"categories":1316},[68],{"categories":1318},[],{"categories":1320},[207],{"categories":1322},[133],{"categories":1324},[119],{"categories":1326},[133],{"categories":1328},[207],{"categories":1330},[68],{"categories":1332},[68],{"categories":1334},[207],{"categories":1336},[],{"categories":1338},[],{"categories":1340},[155],{"categories":1342},[119],{"categories":1344},[119],{"categories":1346},[68],{"categories":1348},[68],{"categories":1350},[68],{"categories":1352},[68],{"categories":1354},[114],{"categories":1356},[68],{"categories":1358},[68],{"categories":1360},[],{"categories":1362},[133],{"categories":1364},[133],{"categories":1366},[68],{"categories":1368},[133],{"categories":1370},[114],{"categories":1372},[],{"categories":1374},[68],{"categories":1376},[68],{"categories":1378},[68],{"categories":1380},[68],{"categories":1382},[68],{"categories":1384},[119],{"categories":1386},[109],{"categories":1388},[114],{"categories":1390},[68],{"categories":1392},[119],{"categories":1394},[155],{"categories":1396},[119],{"categories":1398},[144],{"categories":1400},[236],{"categories":1402},[68],{"categories":1404},[119],{"categories":1406},[68],{"categories":1408},[68],{"categories":1410},[68],{"categories":1412},[],{"categories":1414},[207],{"categories":1416},[],{"categories":1418},[68],{"categories":1420},[68],{"categories":1422},[],{"categories":1424},[68],{"categories":1426},[133],{"categories":1428},[114],{"categories":1430},[1431],"Visual & Generative Media",{"categories":1433},[119],{"categories":1435},[],{"categories":1437},[68],{"categories":1439},[68],{"categories":1441},[133],{"categories":1443},[277],{"categories":1445},[68],{"categories":1447},[158],{"categories":1449},[555],{"categories":1451},[133],{"categories":1453},[236],{"categories":1455},[68],{"categories":1457},[207],{"categories":1459},[68],{"categories":1461},[68],{"categories":1463},[133],{"categories":1465},[119],{"categories":1467},[68],{"categories":1469},[],{"categories":1471},[],{"categories":1473},[119],{"categories":1475},[133],{"categories":1477},[109],{"categories":1479},[119],{"categories":1481},[509],{"categories":1483},[68],{"categories":1485},[122],{"categories":1487},[68],{"categories":1489},[114],{"categories":1491},[],{"categories":1493},[68],{"categories":1495},[122],{"categories":1497},[68],{"categories":1499},[68],{"categories":1501},[68],{"categories":1503},[122],{"categories":1505},[68],{"categories":1507},[68],{"categories":1509},[236],{"categories":1511},[68],{"categories":1513},[450],{"categories":1515},[68],{"categories":1517},[119],{"categories":1519},[68],{"categories":1521},[68],{"categories":1523},[68],{"categories":1525},[68],{"categories":1527},[207],{"categories":1529},[119],{"categories":1531},[],{"categories":1533},[119],{"categories":1535},[],{"categories":1537},[277],{"categories":1539},[133],{"categories":1541},[],{"categories":1543},[509],{"categories":1545},[68],{"categories":1547},[119],{"categories":1549},[119],{"categories":1551},[68],{"categories":1553},[207,68],{"categories":1555},[109],{"categories":1557},[68],{"categories":1559},[207],{"categories":1561},[],{"categories":1563},[68],{"categories":1565},[109],{"categories":1567},[68],{"categories":1569},[1570],"Medical Imaging & Radiology",{"categories":1572},[68],{"categories":1574},[68],{"categories":1576},[68],{"categories":1578},[207],{"categories":1580},[119],{"categories":1582},[133],{"categories":1584},[],{"categories":1586},[68],{"categories":1588},[68],{"categories":1590},[68],{"categories":1592},[],{"categories":1594},[],{"categories":1596},[68],{"categories":1598},[68],{"categories":1600},[450],{"categories":1602},[68],{"categories":1604},[109],{"categories":1606},[68],{"categories":1608},[68],{"categories":1610},[],{"categories":1612},[119],{"categories":1614},[68],{"categories":1616},[122],{"categories":1618},[133],{"categories":1620},[68],{"categories":1622},[119],{"categories":1624},[450],{"categories":1626},[68],{"categories":1628},[119],{"categories":1630},[68],{"categories":1632},[68],{"categories":1634},[68],{"categories":1636},[207],{"categories":1638},[119],{"categories":1640},[277],{"categories":1642},[207],{"categories":1644},[114],{"categories":1646},[119],{"categories":1648},[155],{"categories":1650},[68],{"categories":1652},[68],{"categories":1654},[122],{"categories":1656},[68],{"categories":1658},[68],{"categories":1660},[68],{"categories":1662},[68],{"categories":1664},[119],{"categories":1666},[68],{"categories":1668},[133],{"categories":1670},[133],{"categories":1672},[68],{"categories":1674},[122],{"categories":1676},[],{"categories":1678},[155],{"categories":1680},[],{"categories":1682},[122],{"categories":1684},[119],{"categories":1686},[68],{"categories":1688},[119],{"categories":1690},[1230],{"categories":1692},[1230],{"categories":1694},[207],{"categories":1696},[68],{"categories":1698},[68],{"categories":1700},[68],{"categories":1702},[119],{"categories":1704},[133],{"categories":1706},[207],{"categories":1708},[119],{"categories":1710},[155],{"categories":1712},[],{"categories":1714},[68],{"categories":1716},[],{"categories":1718},[68],{"categories":1720},[68],{"categories":1722},[68],{"categories":1724},[68],{"categories":1726},[119],{"categories":1728},[1729],"Contract Review & E-Discovery",{"categories":1731},[68],{"categories":1733},[207],{"categories":1735},[68],{"categories":1737},[109],{"categories":1739},[68],{"categories":1741},[155],{"categories":1743},[68],{"categories":1745},[68],{"categories":1747},[236],{"categories":1749},[133],{"categories":1751},[68],{"categories":1753},[68],{"categories":1755},[119],{"categories":1757},[119],{"categories":1759},[878],{"categories":1761},[68],{"categories":1763},[68],{"categories":1765},[119],{"categories":1767},[119],{"categories":1769},[68],{"categories":1771},[68],{"categories":1773},[68],{"categories":1775},[119],{"categories":1777},[68],{"categories":1779},[68],{"categories":1781},[450],{"categories":1783},[427],{"categories":1785},[68],{"categories":1787},[119],{"categories":1789},[68],{"categories":1791},[1792],"Law-Firm Practice & Adoption",{"categories":1794},[68],{"categories":1796},[119],{"categories":1798},[207],{"categories":1800},[68],{"categories":1802},[68],{"categories":1804},[68],{"categories":1806},[],{"categories":1808},[],{"categories":1810},[133],{"categories":1812},[68],{"categories":1814},[],{"categories":1816},[119],{"categories":1818},[109],{"categories":1820},[277],{"categories":1822},[68],{"categories":1824},[],{"categories":1826},[109],{"categories":1828},[114],{"categories":1830},[68],{"categories":1832},[236],{"categories":1834},[],{"categories":1836},[114],{"categories":1838},[119],{"categories":1840},[114],{"categories":1842},[],{"categories":1844},[68],{"categories":1846},[122],{"categories":1848},[68],{"categories":1850},[133],{"categories":1852},[],{"categories":1854},[],{"categories":1856},[],{"categories":1858},[],{"categories":1860},[68],{"categories":1862},[122],{"categories":1864},[119],{"categories":1866},[277],{"categories":1868},[68],{"categories":1870},[109],{"categories":1872},[133],{"categories":1874},[68],{"categories":1876},[68],{"categories":1878},[133],{"categories":1880},[122],{"categories":1882},[68],{"categories":1884},[68],{"categories":1886},[68],{"categories":1888},[905],{"categories":1890},[68],{"categories":1892},[133],{"categories":1894},[68],{"categories":1896},[236],{"categories":1898},[133],{"categories":1900},[114],{"categories":1902},[68],{"categories":1904},[68],{"categories":1906},[68],{"categories":1908},[207],{"categories":1910},[68],{"categories":1912},[68],{"categories":1914},[68],{"categories":1916},[68],{"categories":1918},[114],{"categories":1920},[119],{"categories":1922},[68,109],{"categories":1924},[450],{"categories":1926},[68],{"categories":1928},[68],{"categories":1930},[133],{"categories":1932},[133],{"categories":1934},[207],{"categories":1936},[119],{"categories":1938},[119],{"categories":1940},[133],{"categories":1942},[68],{"categories":1944},[68],{"categories":1946},[68],{"categories":1948},[],{"categories":1950},[],{"categories":1952},[68],{"categories":1954},[158],{"categories":1956},[68],{"categories":1958},[119],{"categories":1960},[],{"categories":1962},[68],{"categories":1964},[68],{"categories":1966},[133],{"categories":1968},[158],{"categories":1970},[155],{"categories":1972},[207],{"categories":1974},[68],{"categories":1976},[119],{"categories":1978},[68],{"categories":1980},[133],{"categories":1982},[],{"categories":1984},[119],{"categories":1986},[68],{"categories":1988},[68],{"categories":1990},[68],{"categories":1992},[68],{"categories":1994},[],{"categories":1996},[119],{"categories":1998},[68],{"categories":2000},[68],{"categories":2002},[68],{"categories":2004},[],{"categories":2006},[119],{"categories":2008},[68],{"categories":2010},[68],{"categories":2012},[114],{"categories":2014},[68],{"categories":2016},[68],{"categories":2018},[],{"categories":2020},[109],{"categories":2022},[68],{"categories":2024},[68],{"categories":2026},[68],{"categories":2028},[207],{"categories":2030},[68],{"categories":2032},[133],{"categories":2034},[68],{"categories":2036},[109],{"categories":2038},[68],{"categories":2040},[133],{"categories":2042},[236],{"categories":2044},[119],{"categories":2046},[119],{"categories":2048},[68],{"categories":2050},[68],{"categories":2052},[68,207],{"categories":2054},[68],{"categories":2056},[119],{"categories":2058},[155],{"categories":2060},[68],{"categories":2062},[155],{"categories":2064},[119],{"categories":2066},[207],{"categories":2068},[68],{"categories":2070},[],{"categories":2072},[133],{"categories":2074},[277],{"categories":2076},[207],{"categories":2078},[133],{"categories":2080},[68],{"categories":2082},[122],{"categories":2084},[68],{"categories":2086},[68],{"categories":2088},[119],{"categories":2090},[],{"categories":2092},[],{"categories":2094},[68],{"categories":2096},[],{"categories":2098},[],{"categories":2100},[122],{"categories":2102},[133],{"categories":2104},[68],{"categories":2106},[119],{"categories":2108},[119],{"categories":2110},[114],{"categories":2112},[119],{"categories":2114},[277],{"categories":2116},[68],{"categories":2118},[68],{"categories":2120},[68],{"categories":2122},[144],{"categories":2124},[68],{"categories":2126},[68],{"categories":2128},[68],{"categories":2130},[133],{"categories":2132},[119],{"categories":2134},[68],{"categories":2136},[68],{"categories":2138},[133],{"categories":2140},[394],{"categories":2142},[119],{"categories":2144},[878],{"categories":2146},[],{"categories":2148},[207],{"categories":2150},[1792],{"categories":2152},[133],{"categories":2154},[],{"categories":2156},[],{"categories":2158},[68],{"categories":2160},[119],{"categories":2162},[],{"categories":2164},[],{"categories":2166},[68],{"categories":2168},[236],{"categories":2170},[68],{"categories":2172},[236],{"categories":2174},[119],{"categories":2176},[68],{"categories":2178},[68],{"categories":2180},[133],{"categories":2182},[122],{"categories":2184},[],{"categories":2186},[68],{"categories":2188},[68],{"categories":2190},[133],{"categories":2192},[1729],{"categories":2194},[207],{"categories":2196},[207],{"categories":2198},[68],{"categories":2200},[119],{"categories":2202},[109],{"categories":2204},[68],{"categories":2206},[68],{"categories":2208},[68],{"categories":2210},[68],{"categories":2212},[207],{"categories":2214},[207],{"categories":2216},[119],{"categories":2218},[119],{"categories":2220},[119],{"categories":2222},[68],{"categories":2224},[68],{"categories":2226},[],{"categories":2228},[68],{"categories":2230},[],{"categories":2232},[2233],"Interaction & Product Design",{"categories":2235},[68],{"categories":2237},[119],{"categories":2239},[133],{"categories":2241},[306],{"categories":2243},[155],{"categories":2245},[133],{"categories":2247},[68],{"categories":2249},[68],{"categories":2251},[68],{"categories":2253},[133],{"categories":2255},[68],{"categories":2257},[109],{"categories":2259},[119],{"categories":2261},[68],{"categories":2263},[],{"categories":2265},[119],{"categories":2267},[119],{"categories":2269},[119],{"categories":2271},[],{"categories":2273},[133],{"categories":2275},[68],{"categories":2277},[119],{"categories":2279},[109],{"categories":2281},[2233],{"categories":2283},[68],{"categories":2285},[109],{"categories":2287},[109],{"categories":2289},[],{"categories":2291},[119],{"categories":2293},[133],{"categories":2295},[],{"categories":2297},[119],{"categories":2299},[155],{"categories":2301},[68],{"categories":2303},[119],{"categories":2305},[68],{"categories":2307},[119],{"categories":2309},[119],{"categories":2311},[68],{"categories":2313},[68],{"categories":2315},[155],{"categories":2317},[158],{"categories":2319},[68],{"categories":2321},[122],{"categories":2323},[133],{"categories":2325},[2326],"Coding Agents & Dev Productivity",{"categories":2328},[155],{"categories":2330},[207],{"categories":2332},[68],{"categories":2334},[68],{"categories":2336},[],{"categories":2338},[68],{"categories":2340},[878],{"categories":2342},[],{"categories":2344},[68],{"categories":2346},[68],{"categories":2348},[277],{"categories":2350},[68],{"categories":2352},[155],{"categories":2354},[],{"categories":2356},[],{"categories":2358},[68],{"categories":2360},[],{"categories":2362},[119],{"categories":2364},[68],{"categories":2366},[],{"categories":2368},[133],{"categories":2370},[133],{"categories":2372},[68],{"categories":2374},[158],{"categories":2376},[],{"categories":2378},[68],{"categories":2380},[68],{"categories":2382},[68],{"categories":2384},[158],{"categories":2386},[133],{"categories":2388},[119],{"categories":2390},[],{"categories":2392},[],{"categories":2394},[68],{"categories":2396},[68],{"categories":2398},[119],{"categories":2400},[119],{"categories":2402},[371],{"categories":2404},[133],{"categories":2406},[133],{"categories":2408},[119],{"categories":2410},[155],{"categories":2412},[155],{"categories":2414},[119],{"categories":2416},[119],{"categories":2418},[68],{"categories":2420},[109],{"categories":2422},[2233],{"categories":2424},[122],{"categories":2426},[68,277],{"categories":2428},[158],{"categories":2430},[],{"categories":2432},[207],{"categories":2434},[119],{"categories":2436},[133],{"categories":2438},[109],{"categories":2440},[68],{"categories":2442},[119],{"categories":2444},[2445],"The Designer's Role & Craft",{"categories":2447},[207],{"categories":2449},[],{"categories":2451},[119],{"categories":2453},[68],{"categories":2455},[119],{"categories":2457},[119],{"categories":2459},[68],{"categories":2461},[236],{"categories":2463},[68],{"categories":2465},[133],{"categories":2467},[68],{"categories":2469},[207],{"categories":2471},[68],{"categories":2473},[],{"categories":2475},[119],{"categories":2477},[207],{"categories":2479},[122],{"categories":2481},[68],{"categories":2483},[68],{"categories":2485},[68],{"categories":2487},[2488],"AI UX Patterns",{"categories":2490},[119],{"categories":2492},[119],{"categories":2494},[119],{"categories":2496},[119],{"categories":2498},[236],{"categories":2500},[158],{"categories":2502},[68],{"categories":2504},[119],{"categories":2506},[68],{"categories":2508},[1230],{"categories":2510},[],{"categories":2512},[236],{"categories":2514},[119],{"categories":2516},[155],{"categories":2518},[133],{"categories":2520},[68],{"categories":2522},[119],{"categories":2524},[],{"categories":2526},[],{"categories":2528},[68],{"categories":2530},[68],{"categories":2532},[119],{"categories":2534},[68],{"categories":2536},[119],{"categories":2538},[371],{"categories":2540},[207],{"categories":2542},[68],{"categories":2544},[155],{"categories":2546},[133],{"categories":2548},[68],{"categories":2550},[119],{"categories":2552},[119],{"categories":2554},[],{"categories":2556},[68],{"categories":2558},[],{"categories":2560},[68],{"categories":2562},[],{"categories":2564},[68],{"categories":2566},[68],{"categories":2568},[68],{"categories":2570},[119],{"categories":2572},[133],{"categories":2574},[],{"categories":2576},[],{"categories":2578},[158],{"categories":2580},[144],{"categories":2582},[68],{"categories":2584},[68],{"categories":2586},[68],{"categories":2588},[158],{"categories":2590},[68],{"categories":2592},[68],{"categories":2594},[155],{"categories":2596},[68],{"categories":2598},[68],{"categories":2600},[68],{"categories":2602},[119],{"categories":2604},[68],{"categories":2606},[119],{"categories":2608},[68],{"categories":2610},[68],{"categories":2612},[68],{"categories":2614},[119],{"categories":2616},[],{"categories":2618},[68],{"categories":2620},[],{"categories":2622},[68],{"categories":2624},[68],{"categories":2626},[277],{"categories":2628},[68],{"categories":2630},[],{"categories":2632},[],{"categories":2634},[207],{"categories":2636},[905],{"categories":2638},[119],{"categories":2640},[109],{"categories":2642},[2445],{"categories":2644},[],{"categories":2646},[],{"categories":2648},[68],{"categories":2650},[],{"categories":2652},[],{"categories":2654},[133],{"categories":2656},[155],{"categories":2658},[236],{"categories":2660},[119],{"categories":2662},[114],{"categories":2664},[68],{"categories":2666},[68],{"categories":2668},[114],{"categories":2670},[],{"categories":2672},[207],{"categories":2674},[122],{"categories":2676},[68],{"categories":2678},[68],{"categories":2680},[119],{"categories":2682},[114],{"categories":2684},[68],{"categories":2686},[68],{"categories":2688},[109],{"categories":2690},[68],{"categories":2692},[68],{"categories":2694},[],{"categories":2696},[109],{"categories":2698},[68],{"categories":2700},[236],{"categories":2702},[119],{"categories":2704},[155],{"categories":2706},[68],{"categories":2708},[133],{"categories":2710},[68],{"categories":2712},[68],{"categories":2714},[114],{"categories":2716},[68],{"categories":2718},[68],{"categories":2720},[68],{"categories":2722},[119],{"categories":2724},[68],{"categories":2726},[],{"categories":2728},[68],{"categories":2730},[133],{"categories":2732},[109],{"categories":2734},[68],{"categories":2736},[68],{"categories":2738},[68],{"categories":2740},[],{"categories":2742},[68],{"categories":2744},[450],{"categories":2746},[119],{"categories":2748},[114],{"categories":2750},[155],{"categories":2752},[68],{"categories":2754},[68],{"categories":2756},[],{"categories":2758},[114],{"categories":2760},[114],{"categories":2762},[68],{"categories":2764},[68],{"categories":2766},[122],{"categories":2768},[68],{"categories":2770},[68],{"categories":2772},[68],{"categories":2774},[68],{"categories":2776},[133],{"categories":2778},[133],{"categories":2780},[68],{"categories":2782},[],{"categories":2784},[133],{"categories":2786},[68],{"categories":2788},[133],{"categories":2790},[119],{"categories":2792},[555],{"categories":2794},[],{"categories":2796},[],{"categories":2798},[68],{"categories":2800},[155],{"categories":2802},[],{"categories":2804},[277],{"categories":2806},[68],{"categories":2808},[68],{"categories":2810},[68],{"categories":2812},[207],{"categories":2814},[867],{"categories":2816},[],{"categories":2818},[68],{"categories":2820},[68],{"categories":2822},[68],{"categories":2824},[133],{"categories":2826},[68],{"categories":2828},[68],{"categories":2830},[68,277],{"categories":2832},[68],{"categories":2834},[68],{"categories":2836},[207],{"categories":2838},[119],{"categories":2840},[],{"categories":2842},[119],{"categories":2844},[119],{"categories":2846},[68],{"categories":2848},[68],{"categories":2850},[68],{"categories":2852},[68],{"categories":2854},[158],{"categories":2856},[68],{"categories":2858},[2488],{"categories":2860},[109],{"categories":2862},[158],{"categories":2864},[109],{"categories":2866},[133],{"categories":2868},[207],{"categories":2870},[119],{"categories":2872},[68],{"categories":2874},[],{"categories":2876},[114],{"categories":2878},[68],{"categories":2880},[68],{"categories":2882},[155],{"categories":2884},[68],{"categories":2886},[68],{"categories":2888},[68],{"categories":2890},[119],{"categories":2892},[68],{"categories":2894},[68],{"categories":2896},[68],{"categories":2898},[114],{"categories":2900},[],{"categories":2902},[277],{"categories":2904},[68],{"categories":2906},[371],{"categories":2908},[207],{"categories":2910},[207],{"categories":2912},[133],{"categories":2914},[119],{"categories":2916},[68],{"categories":2918},[114],{"categories":2920},[155],{"categories":2922},[68],{"categories":2924},[68],{"categories":2926},[68],{"categories":2928},[207],{"categories":2930},[119],{"categories":2932},[119],{"categories":2934},[68],{"categories":2936},[68],{"categories":2938},[509],{"categories":2940},[119],{"categories":2942},[],{"categories":2944},[68],{"categories":2946},[68],{"categories":2948},[68],{"categories":2950},[],{"categories":2952},[],{"categories":2954},[68],{"categories":2956},[68],{"categories":2958},[119],{"categories":2960},[68],{"categories":2962},[68],{"categories":2964},[68],{"categories":2966},[133],{"categories":2968},[68],{"categories":2970},[68],{"categories":2972},[119],{"categories":2974},[68],{"categories":2976},[68],{"categories":2978},[68],{"categories":2980},[68],{"categories":2982},[68],{"categories":2984},[],{"categories":2986},[133],{"categories":2988},[158],{"categories":2990},[68],{"categories":2992},[119],{"categories":2994},[119],{"categories":2996},[68],{"categories":2998},[68],{"categories":3000},[],{"categories":3002},[],{"categories":3004},[68],{"categories":3006},[68],{"categories":3008},[68],{"categories":3010},[155],{"categories":3012},[158],{"categories":3014},[],{"categories":3016},[68],{"categories":3018},[207],{"categories":3020},[68],{"categories":3022},[277],{"categories":3024},[1792],{"categories":3026},[155],{"categories":3028},[133],{"categories":3030},[68],{"categories":3032},[133],{"categories":3034},[133],{"categories":3036},[68],{"categories":3038},[68],{"categories":3040},[133],{"categories":3042},[155],{"categories":3044},[155],{"categories":3046},[277],{"categories":3048},[119],{"categories":3050},[],{"categories":3052},[155],{"categories":3054},[68],{"categories":3056},[119],{"categories":3058},[109],{"categories":3060},[133],{"categories":3062},[68],{"categories":3064},[155],{"categories":3066},[],{"categories":3068},[68],{"categories":3070},[133],{"categories":3072},[133],{"categories":3074},[158],{"categories":3076},[68],{"categories":3078},[155],{"categories":3080},[68],{"categories":3082},[133],{"categories":3084},[119],{"categories":3086},[119],{"categories":3088},[155],{"categories":3090},[119],{"categories":3092},[277],{"categories":3094},[119],{"categories":3096},[68],{"categories":3098},[68],{"categories":3100},[68],{"categories":3102},[68],{"categories":3104},[133],{"categories":3106},[68],{"categories":3108},[],{"categories":3110},[119],{"categories":3112},[114],{"categories":3114},[133],{"categories":3116},[],{"categories":3118},[],{"categories":3120},[68],{"categories":3122},[119],{"categories":3124},[68],{"categories":3126},[68],{"categories":3128},[3129],"Frameworks & Tooling",{"categories":3131},[68],{"categories":3133},[68],{"categories":3135},[133],{"categories":3137},[68],{"categories":3139},[68],{"categories":3141},[],{"categories":3143},[158],{"categories":3145},[158],{"categories":3147},[109],{"categories":3149},[68],{"categories":3151},[119],{"categories":3153},[68],{"categories":3155},[207],{"categories":3157},[],{"categories":3159},[1792],{"categories":3161},[68],{"categories":3163},[133],{"categories":3165},[68],{"categories":3167},[277],{"categories":3169},[277],{"categories":3171},[],{"categories":3173},[119],{"categories":3175},[119],{"categories":3177},[68],{"categories":3179},[68],{"categories":3181},[155],{"categories":3183},[119],{"categories":3185},[155],{"categories":3187},[68],{"categories":3189},[119],{"categories":3191},[],{"categories":3193},[207],{"categories":3195},[68],{"categories":3197},[68],{"categories":3199},[],{"categories":3201},[68],{"categories":3203},[119],{"categories":3205},[68],{"categories":3207},[68],{"categories":3209},[68],{"categories":3211},[],{"categories":3213},[133],{"categories":3215},[68],{"categories":3217},[133],{"categories":3219},[277],{"categories":3221},[68],{"categories":3223},[68],{"categories":3225},[68],{"categories":3227},[133],{"categories":3229},[114],{"categories":3231},[68],{"categories":3233},[1792],{"categories":3235},[],{"categories":3237},[119],{"categories":3239},[109],{"categories":3241},[68],{"categories":3243},[109],{"categories":3245},[68],{"categories":3247},[],{"categories":3249},[119],{"categories":3251},[68],{"categories":3253},[68],{"categories":3255},[3256],"AI Design Tooling",{"categories":3258},[207],{"categories":3260},[68],{"categories":3262},[68],{"categories":3264},[133],{"categories":3266},[207],{"categories":3268},[68],{"categories":3270},[68],{"categories":3272},[133],{"categories":3274},[155],{"categories":3276},[122],{"categories":3278},[133],{"categories":3280},[68],{"categories":3282},[68],{"categories":3284},[68],{"categories":3286},[119],{"categories":3288},[68],{"categories":3290},[],{"categories":3292},[119],{"categories":3294},[68],{"categories":3296},[68],{"categories":3298},[119],{"categories":3300},[68],{"categories":3302},[68],{"categories":3304},[68],{"categories":3306},[119],{"categories":3308},[],{"categories":3310},[119],{"categories":3312},[3129],{"categories":3314},[68],{"categories":3316},[68],{"categories":3318},[119],{"categories":3320},[119],{"categories":3322},[133],{"categories":3324},[133],{"categories":3326},[68],{"categories":3328},[],{"categories":3330},[133],{"categories":3332},[68],{"categories":3334},[68],{"categories":3336},[119],{"categories":3338},[114],{"categories":3340},[68],{"categories":3342},[],{"categories":3344},[68],{"categories":3346},[68],{"categories":3348},[2233],{"categories":3350},[],{"categories":3352},[68],{"categories":3354},[68],{"categories":3356},[68],{"categories":3358},[68],{"categories":3360},[207],{"categories":3362},[68],{"categories":3364},[],{"categories":3366},[68],{"categories":3368},[68],{"categories":3370},[68],{"categories":3372},[68],{"categories":3374},[236],{"categories":3376},[155],{"categories":3378},[68],{"categories":3380},[68],{"categories":3382},[1792],{"categories":3384},[109],{"categories":3386},[68],{"categories":3388},[68],{"categories":3390},[158],{"categories":3392},[68],{"categories":3394},[68],{"categories":3396},[155],{"categories":3398},[119],{"categories":3400},[],{"categories":3402},[68],{"categories":3404},[68],{"categories":3406},[207],{"categories":3408},[68],{"categories":3410},[236],{"categories":3412},[119],{"categories":3414},[68],{"categories":3416},[119],{"categories":3418},[],{"categories":3420},[],{"categories":3422},[],{"categories":3424},[109],{"categories":3426},[155],{"categories":3428},[119],{"categories":3430},[68],{"categories":3432},[68],{"categories":3434},[68],{"categories":3436},[68],{"categories":3438},[394],{"categories":3440},[207],{"categories":3442},[119],{"categories":3444},[68],{"categories":3446},[],{"categories":3448},[119],{"categories":3450},[119],{"categories":3452},[],{"categories":3454},[68],{"categories":3456},[119],{"categories":3458},[68],{"categories":3460},[],{"categories":3462},[68],{"categories":3464},[68],{"categories":3466},[68],{"categories":3468},[155],{"categories":3470},[207],{"categories":3472},[119],{"categories":3474},[207],{"categories":3476},[119],{"categories":3478},[68],{"categories":3480},[114],{"categories":3482},[],{"categories":3484},[],{"categories":3486},[68],{"categories":3488},[68],{"categories":3490},[68],{"categories":3492},[109],{"categories":3494},[119],{"categories":3496},[155],{"categories":3498},[],{"categories":3500},[207],{"categories":3502},[],{"categories":3504},[133],{"categories":3506},[68],{"categories":3508},[133],{"categories":3510},[207],{"categories":3512},[133],{"categories":3514},[68],{"categories":3516},[],{"categories":3518},[68],{"categories":3520},[68],{"categories":3522},[],{"categories":3524},[68],{"categories":3526},[68],{"categories":3528},[236],{"categories":3530},[68],{"categories":3532},[68],{"categories":3534},[277],{"categories":3536},[133],{"categories":3538},[68],{"categories":3540},[],{"categories":3542},[119],{"categories":3544},[68],{"categories":3546},[109],{"categories":3548},[509],{"categories":3550},[68],{"categories":3552},[68],{"categories":3554},[119],{"categories":3556},[68],{"categories":3558},[119],{"categories":3560},[68],{"categories":3562},[68],{"categories":3564},[68],{"categories":3566},[68],{"categories":3568},[],{"categories":3570},[68],{"categories":3572},[109],{"categories":3574},[68],{"categories":3576},[114],{"categories":3578},[133],{"categories":3580},[207],{"categories":3582},[],{"categories":3584},[68],{"categories":3586},[],{"categories":3588},[119],{"categories":3590},[68],{"categories":3592},[],{"categories":3594},[119],{"categories":3596},[68],{"categories":3598},[133],{"categories":3600},[207],{"categories":3602},[155],{"categories":3604},[68],{"categories":3606},[155],{"categories":3608},[119],{"categories":3610},[207],{"categories":3612},[68],{"categories":3614},[],{"categories":3616},[68],{"categories":3618},[144],{"categories":3620},[119],{"categories":3622},[68],{"categories":3624},[207],{"categories":3626},[155],{"categories":3628},[114],{"categories":3630},[133],{"categories":3632},[68],{"categories":3634},[68],{"categories":3636},[68],{"categories":3638},[68],{"categories":3640},[155],{"categories":3642},[236],{"categories":3644},[],{"categories":3646},[],{"categories":3648},[158],{"categories":3650},[450],{"categories":3652},[68],{"categories":3654},[119],{"categories":3656},[68,133],{"categories":3658},[155],{"categories":3660},[68],{"categories":3662},[68],{"categories":3664},[68],{"categories":3666},[68],{"categories":3668},[68],{"categories":3670},[68],{"categories":3672},[68],{"categories":3674},[119],{"categories":3676},[68],{"categories":3678},[119],{"categories":3680},[68],{"categories":3682},[68],{"categories":3684},[68],{"categories":3686},[],{"categories":3688},[68],{"categories":3690},[1230],{"categories":3692},[133],{"categories":3694},[207],{"categories":3696},[68],{"categories":3698},[68],{"categories":3700},[68],{"categories":3702},[158],{"categories":3704},[119],{"categories":3706},[236],{"categories":3708},[277],{"categories":3710},[],{"categories":3712},[133],{"categories":3714},[68],{"categories":3716},[114],{"categories":3718},[119],{"categories":3720},[109],{"categories":3722},[119],{"categories":3724},[68],{"categories":3726},[119],{"categories":3728},[119],{"categories":3730},[122],{"categories":3732},[133],{"categories":3734},[68],{"categories":3736},[68],{"categories":3738},[],{"categories":3740},[],{"categories":3742},[],{"categories":3744},[277],{"categories":3746},[68],{"categories":3748},[155],{"categories":3750},[68],{"categories":3752},[68],{"categories":3754},[68],{"categories":3756},[68],{"categories":3758},[],{"categories":3760},[68],{"categories":3762},[158],{"categories":3764},[114],{"categories":3766},[119],{"categories":3768},[68],{"categories":3770},[],{"categories":3772},[68],{"categories":3774},[119],{"categories":3776},[68],{"categories":3778},[277],{"categories":3780},[],{"categories":3782},[207],{"categories":3784},[207],{"categories":3786},[68],{"categories":3788},[119],{"categories":3790},[],{"categories":3792},[133],{"categories":3794},[68],{"categories":3796},[207],{"categories":3798},[68],{"categories":3800},[114],{"categories":3802},[119],{"categories":3804},[68],{"categories":3806},[],{"categories":3808},[155],{"categories":3810},[68],{"categories":3812},[68],{"categories":3814},[68],{"categories":3816},[207],{"categories":3818},[119],{"categories":3820},[155],{"categories":3822},[],{"categories":3824},[119],{"categories":3826},[114],{"categories":3828},[119],{"categories":3830},[207],{"categories":3832},[68],{"categories":3834},[68],{"categories":3836},[68],{"categories":3838},[450],{"categories":3840},[68],{"categories":3842},[119],{"categories":3844},[],{"categories":3846},[68],{"categories":3848},[68],{"categories":3850},[277],{"categories":3852},[155],{"categories":3854},[158],{"categories":3856},[555],{"categories":3858},[158],{"categories":3860},[158],{"categories":3862},[68],{"categories":3864},[],{"categories":3866},[],{"categories":3868},[],{"categories":3870},[119],{"categories":3872},[68],{"categories":3874},[119],{"categories":3876},[119],{"categories":3878},[133],{"categories":3880},[68],{"categories":3882},[427],{"categories":3884},[133],{"categories":3886},[119],{"categories":3888},[68],{"categories":3890},[68],{"categories":3892},[68],{"categories":3894},[68],{"categories":3896},[68],{"categories":3898},[119],{"categories":3900},[68],{"categories":3902},[],{"categories":3904},[],{"categories":3906},[68],{"categories":3908},[],{"categories":3910},[68],{"categories":3912},[119],{"categories":3914},[207],{"categories":3916},[68],{"categories":3918},[68],{"categories":3920},[],{"categories":3922},[119],{"categories":3924},[68],{"categories":3926},[68],{"categories":3928},[122],{"categories":3930},[68],{"categories":3932},[207],{"categories":3934},[68],{"categories":3936},[119],{"categories":3938},[114],{"categories":3940},[68],{"categories":3942},[68],{"categories":3944},[236],{"categories":3946},[119],{"categories":3948},[68],{"categories":3950},[68],{"categories":3952},[867],{"categories":3954},[68],{"categories":3956},[119],{"categories":3958},[68],{"categories":3960},[133],{"categories":3962},[68],{"categories":3964},[509],{"categories":3966},[207],{"categories":3968},[],{"categories":3970},[68],{"categories":3972},[68],{"categories":3974},[155],{"categories":3976},[450],{"categories":3978},[119],{"categories":3980},[68],{"categories":3982},[],{"categories":3984},[155],{"categories":3986},[371],{"categories":3988},[119],{"categories":3990},[119],{"categories":3992},[119],{"categories":3994},[68],{"categories":3996},[68],{"categories":3998},[119],{"categories":4000},[],{"categories":4002},[114],{"categories":4004},[68],{"categories":4006},[114],{"categories":4008},[119],{"categories":4010},[],{"categories":4012},[133],{"categories":4014},[68],{"categories":4016},[68],{"categories":4018},[109],{"categories":4020},[68],{"categories":4022},[155],{"categories":4024},[277],{"categories":4026},[144],{"categories":4028},[119],{"categories":4030},[119],{"categories":4032},[68],{"categories":4034},[68],{"categories":4036},[119],{"categories":4038},[68],{"categories":4040},[109],{"categories":4042},[],{"categories":4044},[119],{"categories":4046},[68],{"categories":4048},[68],{"categories":4050},[68],{"categories":4052},[119],{"categories":4054},[68],{"categories":4056},[],{"categories":4058},[68],{"categories":4060},[],{"categories":4062},[207],{"categories":4064},[119],{"categories":4066},[68,114],{"categories":4068},[119],{"categories":4070},[68],{"categories":4072},[],{"categories":4074},[109],{"categories":4076},[158],{"categories":4078},[114],{"categories":4080},[68],{"categories":4082},[133],{"categories":4084},[68],{"categories":4086},[68],{"categories":4088},[119],{"categories":4090},[68],{"categories":4092},[68],{"categories":4094},[68],{"categories":4096},[155],{"categories":4098},[1230],{"categories":4100},[119],{"categories":4102},[68],{"categories":4104},[],{"categories":4106},[],{"categories":4108},[68],{"categories":4110},[119],{"categories":4112},[68],{"categories":4114},[68],{"categories":4116},[277],{"categories":4118},[],{"categories":4120},[68],{"categories":4122},[119],{"categories":4124},[144],{"categories":4126},[119],{"categories":4128},[450],{"categories":4130},[],{"categories":4132},[394],{"categories":4134},[119],{"categories":4136},[68],{"categories":4138},[68],{"categories":4140},[236],{"categories":4142},[119],{"categories":4144},[68],{"categories":4146},[158],{"categories":4148},[122],{"categories":4150},[119],{"categories":4152},[68],{"categories":4154},[450],{"categories":4156},[68],{"categories":4158},[277],{"categories":4160},[114],{"categories":4162},[],{"categories":4164},[68],{"categories":4166},[68],{"categories":4168},[236],{"categories":4170},[207],{"categories":4172},[68],{"categories":4174},[68],{"categories":4176},[68],{"categories":4178},[],{"categories":4180},[236],{"categories":4182},[155],{"categories":4184},[68],{"categories":4186},[68],{"categories":4188},[68],{"categories":4190},[555],{"categories":4192},[109],{"categories":4194},[68],{"categories":4196},[122],{"categories":4198},[68],{"categories":4200},[],{"categories":4202},[],{"categories":4204},[207],{"categories":4206},[68],{"categories":4208},[158],{"categories":4210},[236],{"categories":4212},[119],{"categories":4214},[68],{"categories":4216},[68],{"categories":4218},[236],{"categories":4220},[155],{"categories":4222},[68],{"categories":4224},[],{"categories":4226},[68],{"categories":4228},[68],{"categories":4230},[],{"categories":4232},[68],{"categories":4234},[68],{"categories":4236},[580],{"categories":4238},[68],{"categories":4240},[68],{"categories":4242},[119],{"categories":4244},[133],{"categories":4246},[450],{"categories":4248},[68],{"categories":4250},[68],{"categories":4252},[68],{"categories":4254},[],{"categories":4256},[68,133],{"categories":4258},[155],{"categories":4260},[119],{"categories":4262},[133],{"categories":4264},[119],{"categories":4266},[905],{"categories":4268},[133],{"categories":4270},[133],{"categories":4272},[119],{"categories":4274},[68],{"categories":4276},[109],{"categories":4278},[],{"categories":4280},[],{"categories":4282},[119],{"categories":4284},[68],{"categories":4286},[133],{"categories":4288},[68],{"categories":4290},[109],{"categories":4292},[133],{"categories":4294},[133],{"categories":4296},[68],{"categories":4298},[236],{"categories":4300},[68],{"categories":4302},[133],{"categories":4304},[68],{"categories":4306},[],{"categories":4308},[68],{"categories":4310},[68],{"categories":4312},[207,68],{"categories":4314},[277],{"categories":4316},[109],{"categories":4318},[68],{"categories":4320},[],{"categories":4322},[68],{"categories":4324},[68],{"categories":4326},[114],{"categories":4328},[68],{"categories":4330},[114],{"categories":4332},[68],{"categories":4334},[68],{"categories":4336},[371],{"categories":4338},[68],{"categories":4340},[114],{"categories":4342},[133],{"categories":4344},[158],{"categories":4346},[119],{"categories":4348},[68],{"categories":4350},[133],{"categories":4352},[68],{"categories":4354},[68],{"categories":4356},[155],{"categories":4358},[236],{"categories":4360},[207],{"categories":4362},[68],{"categories":4364},[68],{"categories":4366},[68],{"categories":4368},[68],{"categories":4370},[109],{"categories":4372},[68],{"categories":4374},[119],{"categories":4376},[119],{"categories":4378},[133],{"categories":4380},[155],{"categories":4382},[133],{"categories":4384},[133],{"categories":4386},[68],{"categories":4388},[68],{"categories":4390},[],{"categories":4392},[],{"categories":4394},[158],{"categories":4396},[68],{"categories":4398},[133],{"categories":4400},[68],{"categories":4402},[207],{"categories":4404},[450],{"categories":4406},[394],{"categories":4408},[371],{"categories":4410},[68],{"categories":4412},[68],{"categories":4414},[68],{"categories":4416},[158],{"categories":4418},[68],{"categories":4420},[68],{"categories":4422},[68],{"categories":4424},[68],{"categories":4426},[68],{"categories":4428},[68],{"categories":4430},[68],{"categories":4432},[119],{"categories":4434},[109],{"categories":4436},[119],{"categories":4438},[68,114],{"categories":4440},[],{"categories":4442},[207],{"categories":4444},[],{"categories":4446},[122],{"categories":4448},[68],{"categories":4450},[155],{"categories":4452},[109],{"categories":4454},[68],{"categories":4456},[109],{"categories":4458},[119],{"categories":4460},[158],{"categories":4462},[119],{"categories":4464},[122],{"categories":4466},[119],{"categories":4468},[68],{"categories":4470},[68],{"categories":4472},[114],{"categories":4474},[119],{"categories":4476},[133],{"categories":4478},[236],{"categories":4480},[68],{"categories":4482},[68],{"categories":4484},[],{"categories":4486},[155],{"categories":4488},[68],{"categories":4490},[68],{"categories":4492},[68],{"categories":4494},[68],{"categories":4496},[68],{"categories":4498},[68],{"categories":4500},[133],{"categories":4502},[155],{"categories":4504},[133],{"categories":4506},[133],{"categories":4508},[68],{"categories":4510},[68],{"categories":4512},[68],{"categories":4514},[68],{"categories":4516},[394],{"categories":4518},[68],{"categories":4520},[119],{"categories":4522},[155],{"categories":4524},[68],{"categories":4526},[68],{"categories":4528},[68],{"categories":4530},[119],{"categories":4532},[68],{"categories":4534},[68],{"categories":4536},[68],{"categories":4538},[3129],{"categories":4540},[4541],"Clinical AI",{"categories":4543},[207],{"categories":4545},[68],{"categories":4547},[68],{"categories":4549},[68],{"categories":4551},[68],{"categories":4553},[277],{"categories":4555},[2488],{"categories":4557},[68],{"categories":4559},[122],{"categories":4561},[207],{"categories":4563},[68],{"categories":4565},[119],{"categories":4567},[68],{"categories":4569},[68],{"categories":4571},[155],{"categories":4573},[68],{"categories":4575},[119],{"categories":4577},[133],{"categories":4579},[236],{"categories":4581},[68],{"categories":4583},[68],{"categories":4585},[114],{"categories":4587},[68],{"categories":4589},[68],{"categories":4591},[509],{"categories":4593},[68],{"categories":4595},[],{"categories":4597},[119],{"categories":4599},[68],{"categories":4601},[133],{"categories":4603},[109],{"categories":4605},[68],{"categories":4607},[],{"categories":4609},[],{"categories":4611},[68],{"categories":4613},[],{"categories":4615},[114],{"categories":4617},[68],{"categories":4619},[68],{"categories":4621},[119],{"categories":4623},[68],{"categories":4625},[155],{"categories":4627},[155],{"categories":4629},[155],{"categories":4631},[155],{"categories":4633},[],{"categories":4635},[109],{"categories":4637},[119],{"categories":4639},[155],{"categories":4641},[68],{"categories":4643},[580],{"categories":4645},[122],{"categories":4647},[119],{"categories":4649},[68],{"categories":4651},[109],{"categories":4653},[68],{"categories":4655},[119],{"categories":4657},[68],{"categories":4659},[68],{"categories":4661},[68],{"categories":4663},[68,119],{"categories":4665},[119],{"categories":4667},[277],{"categories":4669},[155],{"categories":4671},[119],{"categories":4673},[155],{"categories":4675},[119],{"categories":4677},[68],{"categories":4679},[],{"categories":4681},[155],{"categories":4683},[236],{"categories":4685},[109],{"categories":4687},[68],{"categories":4689},[68],{"categories":4691},[],{"categories":4693},[133],{"categories":4695},[],{"categories":4697},[109],{"categories":4699},[119],{"categories":4701},[155],{"categories":4703},[68],{"categories":4705},[155],{"categories":4707},[109],{"categories":4709},[155],{"categories":4711},[155],{"categories":4713},[],{"categories":4715},[114],{"categories":4717},[119],{"categories":4719},[155],{"categories":4721},[155],{"categories":4723},[155],{"categories":4725},[155],{"categories":4727},[155],{"categories":4729},[155],{"categories":4731},[155],{"categories":4733},[155],{"categories":4735},[155],{"categories":4737},[155],{"categories":4739},[158],{"categories":4741},[109],{"categories":4743},[68],{"categories":4745},[68],{"categories":4747},[119],{"categories":4749},[119],{"categories":4751},[],{"categories":4753},[68],{"categories":4755},[68,109],{"categories":4757},[],{"categories":4759},[119],{"categories":4761},[68],{"categories":4763},[155],{"categories":4765},[119],{"categories":4767},[905],{"categories":4769},[68],{"categories":4771},[68],{"categories":4773},[68],{"categories":4775},[68],{"categories":4777},[68],{"categories":4779},[371],{"categories":4781},[68],{"categories":4783},[68],{"categories":4785},[119],{"categories":4787},[68],{"categories":4789},[68],{"categories":4791},[114],{"categories":4793},[122],{"categories":4795},[119],{"categories":4797},[119],{"categories":4799},[],{"categories":4801},[119],{"categories":4803},[207],{"categories":4805},[155],{"categories":4807},[68],{"categories":4809},[],{"categories":4811},[122],{"categories":4813},[],{"categories":4815},[133],{"categories":4817},[68],{"categories":4819},[119],{"categories":4821},[207],{"categories":4823},[68],{"categories":4825},[],{"categories":4827},[68],{"categories":4829},[68],{"categories":4831},[],{"categories":4833},[236],{"categories":4835},[68],{"categories":4837},[119],{"categories":4839},[],{"categories":4841},[],{"categories":4843},[155],{"categories":4845},[109],{"categories":4847},[68],{"categories":4849},[68],{"categories":4851},[114],{"categories":4853},[68],{"categories":4855},[68],{"categories":4857},[119],{"categories":4859},[68],{"categories":4861},[114],{"categories":4863},[114],{"categories":4865},[207],{"categories":4867},[],{"categories":4869},[68],{"categories":4871},[155],{"categories":4873},[],{"categories":4875},[68],{"categories":4877},[68],{"categories":4879},[207],{"categories":4881},[68],{"categories":4883},[68],{"categories":4885},[236],{"categories":4887},[68],{"categories":4889},[277],{"categories":4891},[],{"categories":4893},[119],{"categories":4895},[68],{"categories":4897},[236],{"categories":4899},[133],{"categories":4901},[],{"categories":4903},[68],{"categories":4905},[],{"categories":4907},[119],{"categories":4909},[207],{"categories":4911},[133],{"categories":4913},[],{"categories":4915},[3129],{"categories":4917},[114],{"categories":4919},[109],{"categories":4921},[68],{"categories":4923},[158],{"categories":4925},[119],{"categories":4927},[207],{"categories":4929},[68],{"categories":4931},[133],{"categories":4933},[],{"categories":4935},[],{"categories":4937},[68],{"categories":4939},[109],{"categories":4941},[68],{"categories":4943},[236],{"categories":4945},[],{"categories":4947},[119],{"categories":4949},[119],{"categories":4951},[68],{"categories":4953},[119],{"categories":4955},[68],{"categories":4957},[155],{"categories":4959},[133],{"categories":4961},[68],{"categories":4963},[119],{"categories":4965},[122],{"categories":4967},[68],{"categories":4969},[68],{"categories":4971},[68],{"categories":4973},[119],{"categories":4975},[68],{"categories":4977},[122],{"categories":4979},[236],{"categories":4981},[155],{"categories":4983},[],{"categories":4985},[236],{"categories":4987},[68],{"categories":4989},[],{"categories":4991},[133],{"categories":4993},[119],{"categories":4995},[],{"categories":4997},[68],{"categories":4999},[68],{"categories":5001},[68],{"categories":5003},[68],{"categories":5005},[68],{"categories":5007},[119],{"categories":5009},[114],{"categories":5011},[109],{"categories":5013},[119],{"categories":5015},[68],{"categories":5017},[207],{"categories":5019},[133],{"categories":5021},[133],{"categories":5023},[68],{"categories":5025},[158],{"categories":5027},[119],{"categories":5029},[68],{"categories":5031},[68],{"categories":5033},[119],{"categories":5035},[68],{"categories":5037},[68],{"categories":5039},[119],{"categories":5041},[114],{"categories":5043},[68],{"categories":5045},[207],{"categories":5047},[133],{"categories":5049},[119],{"categories":5051},[68],{"categories":5053},[122],{"categories":5055},[68],{"categories":5057},[119],{"categories":5059},[68],{"categories":5061},[68],{"categories":5063},[155],{"categories":5065},[68],{"categories":5067},[],{"categories":5069},[109],{"categories":5071},[68],{"categories":5073},[68],{"categories":5075},[68],{"categories":5077},[133],{"categories":5079},[133],{"categories":5081},[68],{"categories":5083},[133],{"categories":5085},[68],{"categories":5087},[119],{"categories":5089},[68],{"categories":5091},[68],{"categories":5093},[68],{"categories":5095},[68],{"categories":5097},[68],{"categories":5099},[],{"categories":5101},[68],{"categories":5103},[207],{"categories":5105},[119],{"categories":5107},[114],{"categories":5109},[155],{"categories":5111},[68],{"categories":5113},[119],{"categories":5115},[68],{"categories":5117},[119],{"categories":5119},[68],{"categories":5121},[68],{"categories":5123},[207],{"categories":5125},[119],{"categories":5127},[68],{"categories":5129},[236],{"categories":5131},[68],{"categories":5133},[158],{"categories":5135},[68],{"categories":5137},[68],{"categories":5139},[155],{"categories":5141},[68],{"categories":5143},[68],{"categories":5145},[68],{"categories":5147},[68],{"categories":5149},[119],{"categories":5151},[277],{"categories":5153},[68],{"categories":5155},[133],{"categories":5157},[119],{"categories":5159},[158],{"categories":5161},[],{"categories":5163},[119],{"categories":5165},[133],{"categories":5167},[68],{"categories":5169},[68],{"categories":5171},[2326],{"categories":5173},[207],{"categories":5175},[306],{"categories":5177},[68],{"categories":5179},[68],{"categories":5181},[68],{"categories":5183},[68],{"categories":5185},[109],{"categories":5187},[68],{"categories":5189},[68],{"categories":5191},[133],{"categories":5193},[114],{"categories":5195},[68],{"categories":5197},[133],{"categories":5199},[68],{"categories":5201},[],{"categories":5203},[119],{"categories":5205},[119],{"categories":5207},[68],{"categories":5209},[68],{"categories":5211},[68],{"categories":5213},[158],{"categories":5215},[],{"categories":5217},[155],{"categories":5219},[],{"categories":5221},[155],{"categories":5223},[68],{"categories":5225},[68],{"categories":5227},[119],{"categories":5229},[68],{"categories":5231},[119],{"categories":5233},[119],{"categories":5235},[],{"categories":5237},[68],{"categories":5239},[155],{"categories":5241},[68],{"categories":5243},[],{"categories":5245},[68],{"categories":5247},[68],{"categories":5249},[],{"categories":5251},[68],{"categories":5253},[68],{"categories":5255},[207],{"categories":5257},[133],{"categories":5259},[119],{"categories":5261},[68],{"categories":5263},[68],{"categories":5265},[68],{"categories":5267},[68],{"categories":5269},[236],{"categories":5271},[68],{"categories":5273},[68],{"categories":5275},[68],{"categories":5277},[109],{"categories":5279},[68],{"categories":5281},[68],{"categories":5283},[],{"categories":5285},[68],{"categories":5287},[68],{"categories":5289},[68],{"categories":5291},[],{"categories":5293},[109],{"categories":5295},[68],{"categories":5297},[68],{"categories":5299},[155],{"categories":5301},[133],{"categories":5303},[122],{"categories":5305},[119],{"categories":5307},[450],{"categories":5309},[68],{"categories":5311},[68],{"categories":5313},[68],{"categories":5315},[133],{"categories":5317},[155],{"categories":5319},[207],{"categories":5321},[68],{"categories":5323},[68],{"categories":5325},[68],{"categories":5327},[68],{"categories":5329},[155],{"categories":5331},[68],{"categories":5333},[207],{"categories":5335},[68],{"categories":5337},[68],{"categories":5339},[155],{"categories":5341},[207],{"categories":5343},[68],{"categories":5345},[155],{"categories":5347},[68],{"categories":5349},[119],{"categories":5351},[119],{"categories":5353},[119],{"categories":5355},[133],{"categories":5357},[155],{"categories":5359},[119],{"categories":5361},[119],{"categories":5363},[68],{"categories":5365},[133],{"categories":5367},[207],{"categories":5369},[68],{"categories":5371},[68],{"categories":5373},[119],{"categories":5375},[68],{"categories":5377},[],{"categories":5379},[119],{"categories":5381},[],{"categories":5383},[68],{"categories":5385},[68],{"categories":5387},[],{"categories":5389},[],{"categories":5391},[119],{"categories":5393},[114],{"categories":5395},[119],{"categories":5397},[5398],"Liability & Ethics",{"categories":5400},[68],{"categories":5402},[68],{"categories":5404},[68],{"categories":5406},[119],{"categories":5408},[109],{"categories":5410},[119],{"categories":5412},[114],{"categories":5414},[236],{"categories":5416},[119],{"categories":5418},[68],{"categories":5420},[68],{"categories":5422},[],{"categories":5424},[555],{"categories":5426},[119],{"categories":5428},[],{"categories":5430},[68],{"categories":5432},[109],{"categories":5434},[119],{"categories":5436},[],{"categories":5438},[119],{"categories":5440},[68],{"categories":5442},[68],{"categories":5444},[133],{"categories":5446},[68],{"categories":5448},[155],{"categories":5450},[68],{"categories":5452},[68],{"categories":5454},[122],{"categories":5456},[119],{"categories":5458},[68],{"categories":5460},[68],{"categories":5462},[68],{"categories":5464},[155],{"categories":5466},[119],{"categories":5468},[133],{"categories":5470},[207],{"categories":5472},[109],{"categories":5474},[68],{"categories":5476},[68],{"categories":5478},[68],{"categories":5480},[],{"categories":5482},[119],{"categories":5484},[119],{"categories":5486},[119],{"categories":5488},[450],{"categories":5490},[207],{"categories":5492},[119],{"categories":5494},[277],{"categories":5496},[133],{"categories":5498},[155],{"categories":5500},[68],{"categories":5502},[207],{"categories":5504},[68],{"categories":5506},[109],{"categories":5508},[],{"categories":5510},[119],{"categories":5512},[68],{"categories":5514},[68],{"categories":5516},[68],{"categories":5518},[68],{"categories":5520},[119],{"categories":5522},[68],{"categories":5524},[68],{"categories":5526},[207],{"categories":5528},[],{"categories":5530},[119],{"categories":5532},[122],{"categories":5534},[155],{"categories":5536},[119],{"categories":5538},[114],{"categories":5540},[],{"categories":5542},[68],{"categories":5544},[68],{"categories":5546},[122],{"categories":5548},[68],{"categories":5550},[119],{"categories":5552},[155],{"categories":5554},[109],{"categories":5556},[277],{"categories":5558},[68],{"categories":5560},[68],{"categories":5562},[68],{"categories":5564},[155],{"categories":5566},[114],{"categories":5568},[68],{"categories":5570},[207],{"categories":5572},[155],{"categories":5574},[277],{"categories":5576},[68],{"categories":5578},[119],{"categories":5580},[],{"categories":5582},[509],{"categories":5584},[],{"categories":5586},[68],{"categories":5588},[277],{"categories":5590},[68],{"categories":5592},[158],{"categories":5594},[68],{"categories":5596},[119],{"categories":5598},[119],{"categories":5600},[5601],"Design News & Tools",{"categories":5603},[68],{"categories":5605},[68],{"categories":5607},[155],{"categories":5609},[68],{"categories":5611},[68],{"categories":5613},[109],{"categories":5615},[119],{"categories":5617},[68],{"categories":5619},[207],{"categories":5621},[119],{"categories":5623},[119],{"categories":5625},[207],{"categories":5627},[68],{"categories":5629},[68],{"categories":5631},[450],{"categories":5633},[119],{"categories":5635},[68],{"categories":5637},[68],{"categories":5639},[450],{"categories":5641},[68],{"categories":5643},[236],{"categories":5645},[68],{"categories":5647},[119],{"categories":5649},[],{"categories":5651},[68],{"categories":5653},[68],{"categories":5655},[68],{"categories":5657},[155],{"categories":5659},[68],{"categories":5661},[109],{"categories":5663},[],{"categories":5665},[68],{"categories":5667},[68],{"categories":5669},[68],{"categories":5671},[133],{"categories":5673},[580],{"categories":5675},[133],{"categories":5677},[207],{"categories":5679},[68],{"categories":5681},[68,119],{"categories":5683},[236,114],{"categories":5685},[133],{"categories":5687},[68],{"categories":5689},[68],{"categories":5691},[68],{"categories":5693},[68],{"categories":5695},[],{"categories":5697},[119],{"categories":5699},[68],{"categories":5701},[],{"categories":5703},[68],{"categories":5705},[133],{"categories":5707},[68],{"categories":5709},[133],{"categories":5711},[],{"categories":5713},[119],{"categories":5715},[68],{"categories":5717},[114],{"categories":5719},[68],{"categories":5721},[155],{"categories":5723},[68],{"categories":5725},[],{"categories":5727},[119],{"categories":5729},[68],{"categories":5731},[],{"categories":5733},[207],{"categories":5735},[68],{"categories":5737},[68],{"categories":5739},[119],{"categories":5741},[68],{"categories":5743},[68],{"categories":5745},[109],{"categories":5747},[119],{"categories":5749},[68],{"categories":5751},[],{"categories":5753},[68],{"categories":5755},[277],{"categories":5757},[236],{"categories":5759},[114],{"categories":5761},[114],{"categories":5763},[68],{"categories":5765},[109],{"categories":5767},[109],{"categories":5769},[68],{"categories":5771},[119],{"categories":5773},[68],{"categories":5775},[68],{"categories":5777},[68],{"categories":5779},[68],{"categories":5781},[133],{"categories":5783},[68],{"categories":5785},[109],{"categories":5787},[68],{"categories":5789},[68],{"categories":5791},[119],{"categories":5793},[68],{"categories":5795},[236],{"categories":5797},[68],{"categories":5799},[155],{"categories":5801},[68],{"categories":5803},[68],{"categories":5805},[119],{"categories":5807},[122],{"categories":5809},[68],{"categories":5811},[68],{"categories":5813},[119],{"categories":5815},[],{"categories":5817},[133],{"categories":5819},[],{"categories":5821},[133],{"categories":5823},[119],{"categories":5825},[109],{"categories":5827},[68],{"categories":5829},[],{"categories":5831},[158],{"categories":5833},[277],{"categories":5835},[68],{"categories":5837},[133],{"categories":5839},[68],{"categories":5841},[],{"categories":5843},[155],{"categories":5845},[119],{"categories":5847},[133],{"categories":5849},[207],{"categories":5851},[114],{"categories":5853},[68],{"categories":5855},[68],{"categories":5857},[119],{"categories":5859},[133],{"categories":5861},[119],{"categories":5863},[155],{"categories":5865},[68],{"categories":5867},[122],{"categories":5869},[109],{"categories":5871},[122],{"categories":5873},[155],{"categories":5875},[68],{"categories":5877},[133],{"categories":5879},[68],{"categories":5881},[207],{"categories":5883},[114],{"categories":5885},[68],{"categories":5887},[68],{"categories":5889},[68],{"categories":5891},[68],{"categories":5893},[68],{"categories":5895},[68],{"categories":5897},[119],{"categories":5899},[68],{"categories":5901},[119],{"categories":5903},[68],{"categories":5905},[68],{"categories":5907},[109],{"categories":5909},[68],{"categories":5911},[119],{"categories":5913},[119],{"categories":5915},[207],{"categories":5917},[119],{"categories":5919},[119],{"categories":5921},[68],{"categories":5923},[109],{"categories":5925},[119],{"categories":5927},[207],{"categories":5929},[],{"categories":5931},[68],{"categories":5933},[158],{"categories":5935},[450],{"categories":5937},[68],{"categories":5939},[119],{"categories":5941},[68],{"categories":5943},[68],{"categories":5945},[133],{"categories":5947},[68],{"categories":5949},[],{"categories":5951},[68],{"categories":5953},[119],{"categories":5955},[68],{"categories":5957},[236],{"categories":5959},[68],{"categories":5961},[133],{"categories":5963},[68],{"categories":5965},[155],{"categories":5967},[119],{"categories":5969},[68],{"categories":5971},[236],{"categories":5973},[119],{"categories":5975},[114],{"categories":5977},[114],{"categories":5979},[68],{"categories":5981},[68],{"categories":5983},[68],{"categories":5985},[68],{"categories":5987},[68],{"categories":5989},[68],{"categories":5991},[109],{"categories":5993},[],{"categories":5995},[68],{"categories":5997},[68],{"categories":5999},[119],{"categories":6001},[119],{"categories":6003},[68],{"categories":6005},[68],{"categories":6007},[68],{"categories":6009},[68],{"categories":6011},[68],{"categories":6013},[133],{"categories":6015},[],{"categories":6017},[109],{"categories":6019},[68],{"categories":6021},[68],{"categories":6023},[119],{"categories":6025},[119],{"categories":6027},[],{"categories":6029},[133],{"categories":6031},[133],{"categories":6033},[68],{"categories":6035},[236],{"categories":6037},[114],{"categories":6039},[207],{"categories":6041},[],{"categories":6043},[68],{"categories":6045},[119],{"categories":6047},[109],{"categories":6049},[68],{"categories":6051},[68],{"categories":6053},[133],{"categories":6055},[109],{"categories":6057},[68],{"categories":6059},[68],{"categories":6061},[155],{"categories":6063},[158],{"categories":6065},[68],{"categories":6067},[155],{"categories":6069},[119],{"categories":6071},[68],{"categories":6073},[],{"categories":6075},[155],{"categories":6077},[119],{"categories":6079},[207],{"categories":6081},[158],{"categories":6083},[68],{"categories":6085},[68],{"categories":6087},[],{"categories":6089},[119],{"categories":6091},[119],{"categories":6093},[119],{"categories":6095},[3129],{"categories":6097},[155],{"categories":6099},[68],{"categories":6101},[133],{"categories":6103},[68],{"categories":6105},[68],{"categories":6107},[68],{"categories":6109},[68],{"categories":6111},[68],{"categories":6113},[114],{"categories":6115},[68],{"categories":6117},[109],{"categories":6119},[1792],{"categories":6121},[277],{"categories":6123},[109],{"categories":6125},[],{"categories":6127},[68],{"categories":6129},[],{"categories":6131},[155],{"categories":6133},[119],{"categories":6135},[207],{"categories":6137},[68],{"categories":6139},[68],{"categories":6141},[68],{"categories":6143},[155],{"categories":6145},[],{"categories":6147},[119],{"categories":6149},[68],{"categories":6151},[119],{"categories":6153},[119],{"categories":6155},[],{"categories":6157},[68],{"categories":6159},[],{"categories":6161},[155],{"categories":6163},[109],{"categories":6165},[207],{"categories":6167},[68],{"categories":6169},[119],{"categories":6171},[155],{"categories":6173},[68],{"categories":6175},[155],{"categories":6177},[],{"categories":6179},[155],{"categories":6181},[68],{"categories":6183},[109],{"categories":6185},[450],{"categories":6187},[119],{"categories":6189},[68],{"categories":6191},[],{"categories":6193},[133],{"categories":6195},[119],{"categories":6197},[122],{"categories":6199},[119],{"categories":6201},[109],{"categories":6203},[68],{"categories":6205},[68],{"categories":6207},[],{"categories":6209},[],{"categories":6211},[],{"categories":6213},[207],{"categories":6215},[68],{"categories":6217},[119],{"categories":6219},[68],{"categories":6221},[68],{"categories":6223},[],{"categories":6225},[],{"categories":6227},[],{"categories":6229},[68],{"categories":6231},[119],{"categories":6233},[207],{"categories":6235},[68],{"categories":6237},[],{"categories":6239},[119],{"categories":6241},[68],{"categories":6243},[68],{"categories":6245},[109],{"categories":6247},[],{"categories":6249},[],{"categories":6251},[68],{"categories":6253},[68],{"categories":6255},[119],{"categories":6257},[207],{"categories":6259},[68],{"categories":6261},[155],{"categories":6263},[],{"categories":6265},[68],{"categories":6267},[68],{"categories":6269},[236],{"categories":6271},[155],{"categories":6273},[236],{"categories":6275},[158],{"categories":6277},[68],{"categories":6279},[68],{"categories":6281},[],{"categories":6283},[],{"categories":6285},[119],{"categories":6287},[],{"categories":6289},[68],{"categories":6291},[450],{"categories":6293},[68],{"categories":6295},[68],{"categories":6297},[68],{"categories":6299},[68],{"categories":6301},[],{"categories":6303},[119],{"categories":6305},[68],{"categories":6307},[68],{"categories":6309},[],{"categories":6311},[119],{"categories":6313},[68],{"categories":6315},[155],{"categories":6317},[68],{"categories":6319},[236],{"categories":6321},[114],{"categories":6323},[122],{"categories":6325},[68],{"categories":6327},[68],{"categories":6329},[119],{"categories":6331},[158],{"categories":6333},[119],{"categories":6335},[119],{"categories":6337},[],{"categories":6339},[68],{"categories":6341},[119],{"categories":6343},[],{"categories":6345},[68],{"categories":6347},[],{"categories":6349},[155],{"categories":6351},[114],{"categories":6353},[],{"categories":6355},[68],{"categories":6357},[68],{"categories":6359},[68],{"categories":6361},[],{"categories":6363},[119],{"categories":6365},[207],{"categories":6367},[109],{"categories":6369},[68],{"categories":6371},[],{"categories":6373},[114],{"categories":6375},[236],{"categories":6377},[68],{"categories":6379},[133],{"categories":6381},[109],{"categories":6383},[158],{"categories":6385},[114],{"categories":6387},[133],{"categories":6389},[119],{"categories":6391},[133],{"categories":6393},[],{"categories":6395},[68],{"categories":6397},[122],{"categories":6399},[68],{"categories":6401},[],{"categories":6403},[119],{"categories":6405},[109],{"categories":6407},[207],{"categories":6409},[68],{"categories":6411},[109],{"categories":6413},[119],{"categories":6415},[277],{"categories":6417},[68],{"categories":6419},[68],{"categories":6421},[68],{"categories":6423},[68],{"categories":6425},[68],{"categories":6427},[109],{"categories":6429},[68],{"categories":6431},[133],{"categories":6433},[158],{"categories":6435},[119],{"categories":6437},[],{"categories":6439},[68],{"categories":6441},[68],{"categories":6443},[68],{"categories":6445},[133],{"categories":6447},[119],{"categories":6449},[155],{"categories":6451},[133],{"categories":6453},[68],{"categories":6455},[122],{"categories":6457},[],{"categories":6459},[207],{"categories":6461},[133],{"categories":6463},[155],{"categories":6465},[68],{"categories":6467},[109],{"categories":6469},[119],{"categories":6471},[68],{"categories":6473},[68],{"categories":6475},[119],{"categories":6477},[122],{"categories":6479},[68],{"categories":6481},[119],{"categories":6483},[68],{"categories":6485},[114],{"categories":6487},[119],{"categories":6489},[119,277],{"categories":6491},[68],{"categories":6493},[68],{"categories":6495},[119],{"categories":6497},[133],{"categories":6499},[68],{"categories":6501},[68],{"categories":6503},[158],{"categories":6505},[119],{"categories":6507},[236],{"categories":6509},[119],{"categories":6511},[114],{"categories":6513},[],{"categories":6515},[119],{"categories":6517},[68],{"categories":6519},[114],{"categories":6521},[],{"categories":6523},[],{"categories":6525},[133],{"categories":6527},[68],{"categories":6529},[68],{"categories":6531},[119],{"categories":6533},[158],{"categories":6535},[236],{"categories":6537},[68],{"categories":6539},[68],{"categories":6541},[68],{"categories":6543},[119],{"categories":6545},[],{"categories":6547},[119],{"categories":6549},[155],{"categories":6551},[68],{"categories":6553},[119],{"categories":6555},[119],{"categories":6557},[68],{"categories":6559},[],{"categories":6561},[155],{"categories":6563},[133],{"categories":6565},[3129],{"categories":6567},[109],{"categories":6569},[133],{"categories":6571},[68],{"categories":6573},[119],{"categories":6575},[68],{"categories":6577},[68],{"categories":6579},[236],{"categories":6581},[133],{"categories":6583},[158],{"categories":6585},[],{"categories":6587},[155],{"categories":6589},[68],{"categories":6591},[68],{"categories":6593},[],{"categories":6595},[119],{"categories":6597},[68],{"categories":6599},[68],{"categories":6601},[68],{"categories":6603},[68],{"categories":6605},[119],{"categories":6607},[68],{"categories":6609},[68],{"categories":6611},[68],{"categories":6613},[122],{"categories":6615},[68],{"categories":6617},[119],{"categories":6619},[68],{"categories":6621},[68],{"categories":6623},[68],{"categories":6625},[68],{"categories":6627},[68],{"categories":6629},[68],{"categories":6631},[68],{"categories":6633},[114],{"categories":6635},[],{"categories":6637},[122],{"categories":6639},[155],{"categories":6641},[119],{"categories":6643},[68],{"categories":6645},[133],{"categories":6647},[],{"categories":6649},[133],{"categories":6651},[133],{"categories":6653},[119],{"categories":6655},[133],{"categories":6657},[68],{"categories":6659},[68],{"categories":6661},[68],{"categories":6663},[119],{"categories":6665},[133],{"categories":6667},[68],{"categories":6669},[68],{"categories":6671},[68],{"categories":6673},[119],{"categories":6675},[155],{"categories":6677},[68],{"categories":6679},[68],{"categories":6681},[68],{"categories":6683},[114],{"categories":6685},[68],{"categories":6687},[119],{"categories":6689},[207],{"categories":6691},[],{"categories":6693},[68],{"categories":6695},[158],{"categories":6697},[119],{"categories":6699},[68],{"categories":6701},[68],{"categories":6703},[],{"categories":6705},[68],{"categories":6707},[68],{"categories":6709},[155],{"categories":6711},[68],{"categories":6713},[68],{"categories":6715},[119],{"categories":6717},[236],{"categories":6719},[],{"categories":6721},[],{"categories":6723},[133],{"categories":6725},[68],{"categories":6727},[68],{"categories":6729},[155],{"categories":6731},[68],{"categories":6733},[133],{"categories":6735},[155],{"categories":6737},[68],{"categories":6739},[68],{"categories":6741},[236],{"categories":6743},[158],{"categories":6745},[68],{"categories":6747},[68],{"categories":6749},[109],{"categories":6751},[119],{"categories":6753},[68],{"categories":6755},[68],{"categories":6757},[119],{"categories":6759},[114],{"categories":6761},[119],{"categories":6763},[133],{"categories":6765},[68],{"categories":6767},[114],{"categories":6769},[],{"categories":6771},[68],{"categories":6773},[158],{"categories":6775},[68],{"categories":6777},[68],{"categories":6779},[],{"categories":6781},[155],{"categories":6783},[68],{"categories":6785},[119],{"categories":6787},[158],{"categories":6789},[68],{"categories":6791},[133],{"categories":6793},[133],{"categories":6795},[133],{"categories":6797},[68],{"categories":6799},[119],{"categories":6801},[119],{"categories":6803},[68],{"categories":6805},[119],{"categories":6807},[68],{"categories":6809},[68],{"categories":6811},[207],{"categories":6813},[158],{"categories":6815},[158],{"categories":6817},[],{"categories":6819},[155],{"categories":6821},[68],{"categories":6823},[68],{"categories":6825},[133],{"categories":6827},[],{"categories":6829},[155],{"categories":6831},[155],{"categories":6833},[155],{"categories":6835},[],{"categories":6837},[119],{"categories":6839},[68],{"categories":6841},[],{"categories":6843},[109],{"categories":6845},[114],{"categories":6847},[],{"categories":6849},[68],{"categories":6851},[68],{"categories":6853},[],{"categories":6855},[133],{"categories":6857},[],{"categories":6859},[],{"categories":6861},[],{"categories":6863},[],{"categories":6865},[68],{"categories":6867},[155],{"categories":6869},[],{"categories":6871},[],{"categories":6873},[68],{"categories":6875},[68],{"categories":6877},[68],{"categories":6879},[158],{"categories":6881},[68],{"categories":6883},[158],{"categories":6885},[],{"categories":6887},[158],{"categories":6889},[158],{"categories":6891},[277],{"categories":6893},[119],{"categories":6895},[133],{"categories":6897},[],{"categories":6899},[],{"categories":6901},[158],{"categories":6903},[133],{"categories":6905},[133],{"categories":6907},[133],{"categories":6909},[],{"categories":6911},[109],{"categories":6913},[133],{"categories":6915},[133],{"categories":6917},[109],{"categories":6919},[133],{"categories":6921},[114],{"categories":6923},[133],{"categories":6925},[133],{"categories":6927},[133],{"categories":6929},[158],{"categories":6931},[155],{"categories":6933},[155],{"categories":6935},[68],{"categories":6937},[133],{"categories":6939},[158],{"categories":6941},[277],{"categories":6943},[158],{"categories":6945},[158],{"categories":6947},[158],{"categories":6949},[],{"categories":6951},[114],{"categories":6953},[],{"categories":6955},[277],{"categories":6957},[133],{"categories":6959},[133],{"categories":6961},[133],{"categories":6963},[119],{"categories":6965},[155,114],{"categories":6967},[158],{"categories":6969},[],{"categories":6971},[],{"categories":6973},[158],{"categories":6975},[],{"categories":6977},[158],{"categories":6979},[155],{"categories":6981},[119],{"categories":6983},[],{"categories":6985},[133],{"categories":6987},[68],{"categories":6989},[207],{"categories":6991},[],{"categories":6993},[68],{"categories":6995},[],{"categories":6997},[155],{"categories":6999},[109],{"categories":7001},[158],{"categories":7003},[],{"categories":7005},[133],{"categories":7007},[155],[7009,7080,7251,7300],{"id":7010,"title":7011,"ai":7012,"body":7017,"categories":7060,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":7061,"navigation":85,"path":7069,"published_at":7070,"question":69,"scraped_at":7070,"seo":7071,"sitemap":7072,"source_id":7073,"source_name":92,"source_type":93,"source_url":7074,"stem":7075,"tags":7076,"thumbnail_url":69,"tldr":7077,"tweet":69,"unknown_tags":7078,"__hash__":7079},"summaries\u002Fsummaries\u002Fe7fcfcf1ed44f584-step-3-7-flash-a-198b-moe-model-for-agentic-workfl-summary.md","Step 3.7 Flash: A 198B MoE Model for Agentic Workflows",{"provider":7,"model":8,"input_tokens":7013,"output_tokens":7014,"processing_time_ms":7015,"cost_usd":7016},10902,573,3095,0.003585,{"type":14,"value":7018,"toc":7055},[7019,7021,7024,7028,7031,7035,7038,7052],[17,7020,20],{"id":19},[22,7022,7023],{},"Step 3.7 Flash is a sparse Mixture-of-Experts (MoE) vision-language model with 198B total parameters (196B language backbone + 1.8B ViT encoder). By activating only ~11B parameters per token, it achieves high-performance reasoning while maintaining the inference compute profile of a much smaller dense model. The model supports a 256k token context window and offers three selectable reasoning depths, allowing developers to trade latency for depth depending on the task.",[17,7025,7027],{"id":7026},"agentic-performance-and-advisor-mode","Agentic Performance and Advisor Mode",[22,7029,7030],{},"Step 3.7 Flash shows significant gains in coding benchmarks, scoring 56.26% on SWE-Bench Pro and 59.55% on Terminal-Bench 2.1. A standout feature is its \"Advisor Mode,\" which implements an agentic strategy where the model handles the full execution loop and only escalates to a larger advisor model during critical planning or failure recovery. This approach reportedly achieves 97% of Claude Opus 4.6's performance at roughly one-ninth the cost ($0.19 vs. $1.76 per task).",[17,7032,7034],{"id":7033},"multimodal-and-tool-use-capabilities","Multimodal and Tool-Use Capabilities",[22,7036,7037],{},"Unlike its predecessor, Step 3.7 Flash includes native vision support via two distinct pathways:",[36,7039,7040,7046],{},[39,7041,7042,7045],{},[42,7043,7044],{},"Visual Search Tool:"," Used for long-tail or recently emerged concepts where parametric knowledge is insufficient.",[39,7047,7048,7051],{},[42,7049,7050],{},"Python Tool:"," Enables fine-grained visual analysis (e.g., cropping, zooming, bounding-box analysis) by allowing the model to interact with images via code.",[22,7053,7054],{},"Testing revealed emergent compositional tool use, where the model integrated visual and non-visual tools without explicit training—for example, rendering frontend code in a GUI to inspect results before iterating. It also demonstrates strong performance in long-horizon UI tasks, scoring 61.87% on the Android Daily benchmark.",{"title":62,"searchDepth":63,"depth":63,"links":7056},[7057,7058,7059],{"id":19,"depth":63,"text":20},{"id":7026,"depth":63,"text":7027},{"id":7033,"depth":63,"text":7034},[68],{"content_references":7062,"triage":7067},[7063],{"type":75,"title":7064,"url":7065,"context":7066},"Step 3.7 Flash","https:\u002F\u002Fgithub.com\u002Fstepfun-ai\u002FStep-3.7-Flash","mentioned",{"relevance":80,"novelty":81,"quality":81,"actionability":82,"composite":83,"reasoning":7068},"Category: AI & LLMs. The article provides in-depth insights into a new AI model that enhances agentic workflows, addressing specific audience pain points related to AI integration in products. It discusses unique features like 'Advisor Mode' and multimodal capabilities, which are relevant for developers looking to implement advanced AI functionalities.","\u002Fsummaries\u002Fe7fcfcf1ed44f584-step-3-7-flash-a-198b-moe-model-for-agentic-workfl-summary","2026-05-30 14:03:17",{"title":7011,"description":62},{"loc":7069},"e7fcfcf1ed44f584","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F29\u002Fstepfun-releases-step-3-7-flash-a-198b-moe-vision-language-model-for-coding-agents-and-search-workflows\u002F","summaries\u002Fe7fcfcf1ed44f584-step-3-7-flash-a-198b-moe-model-for-agentic-workfl-summary",[97,98,99,100],"StepFun’s new 198B parameter MoE model features native vision capabilities, improved tool-use reliability, and an 'Advisor Mode' that delivers near-Opus performance at a fraction of the cost.",[100],"H1pwxdvQN--3ORxexmFHVx2HHIZ1Ne4N-Wq7sp-8_eQ",{"id":7081,"title":7082,"ai":7083,"body":7088,"categories":7223,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":7224,"navigation":85,"path":7235,"published_at":7236,"question":69,"scraped_at":7237,"seo":7238,"sitemap":7239,"source_id":7240,"source_name":7241,"source_type":7242,"source_url":7243,"stem":7244,"tags":7245,"thumbnail_url":7246,"tldr":7247,"tweet":7248,"unknown_tags":7249,"__hash__":7250},"summaries\u002Fsummaries\u002Fc227a71ab9afbe29-next-gen-agentic-architecture-gemini-3-5-adk-summary.md","Next-Gen Agentic Architecture: Gemini 3.5 & ADK",{"provider":7,"model":8,"input_tokens":7084,"output_tokens":7085,"processing_time_ms":7086,"cost_usd":7087},8876,1107,5250,0.0038795,{"type":14,"value":7089,"toc":7215},[7090,7094,7097,7101,7104,7124,7128,7131,7135,7138,7164,7168,7200,7204],[17,7091,7093],{"id":7092},"the-gemini-enterprise-agent-platform","The Gemini Enterprise Agent Platform",[22,7095,7096],{},"Google’s agentic strategy is built on four pillars: Build, Scale, Govern, and Optimize. While developers often focus exclusively on the 'build' phase, the platform is designed to handle the entire lifecycle. The Agent Development Kit (ADK) serves as the primary framework for creating complex agents, while the Agent Registry and runtime environments provide the necessary infrastructure for scaling and security. A critical, often overlooked component is automated evaluation, which ensures that agents remain performant and aligned with organizational standards as models and requirements evolve.",[17,7098,7100],{"id":7099},"gemini-35-flash-performance-at-scale","Gemini 3.5 Flash: Performance at Scale",[22,7102,7103],{},"Gemini 3.5 Flash represents a shift in how developers should think about model selection. By delivering near state-of-the-art results at a fraction of the cost of previous 'Pro' models, it enables high-performance agentic workflows that were previously cost-prohibitive. Key improvements include:",[36,7105,7106,7112,7118],{},[39,7107,7108,7111],{},[42,7109,7110],{},"Coding & Tool Calling:"," Significant gains in benchmarks like 'Terminal Bench' and 'MCP Atlas,' making the model highly effective for autonomous coding tasks.",[39,7113,7114,7117],{},[42,7115,7116],{},"Latency:"," The model is optimized for speed, providing high tokens-per-second, which is essential for real-time agentic interactions.",[39,7119,7120,7123],{},[42,7121,7122],{},"Agentic Workflows:"," The model is specifically trained to handle complex tool-calling sequences, allowing it to act as the 'brain' for agents that need to interact with external APIs and CLI tools.",[17,7125,7127],{"id":7126},"gemini-omni-multimodal-generation","Gemini Omni: Multimodal Generation",[22,7129,7130],{},"Gemini Omni introduces 'any-to-any' multimodal capabilities, allowing users to generate video from various inputs, including text, images, and other videos. The model demonstrates a deep understanding of physics, branding, and temporal consistency. A standout feature is its ability to maintain character and object consistency across video generations, which is a major unlock for marketing and creative workflows. Users can perform iterative video editing through natural language, allowing for precise control over scene composition and style without needing traditional video editing software.",[17,7132,7134],{"id":7133},"from-idea-to-implementation-the-adk-workflow","From Idea to Implementation: The ADK Workflow",[22,7136,7137],{},"Lavi Nigam demonstrated how the Agent Development Kit (ADK) and the Antigravity CLI accelerate the development lifecycle. By providing a natural language prompt, the system can:",[36,7139,7140,7146,7152,7158],{},[39,7141,7142,7145],{},[42,7143,7144],{},"Scaffold Projects:"," Automatically generate the necessary directory structure, test files, and configuration.",[39,7147,7148,7151],{},[42,7149,7150],{},"Plan Implementation:"," Create a step-by-step task list based on the user's requirements.",[39,7153,7154,7157],{},[42,7155,7156],{},"Integrate Tools:"," Automatically identify and call necessary MCP (Model Context Protocol) tools to fulfill the agent's objectives.",[39,7159,7160,7163],{},[42,7161,7162],{},"Collaborate:"," Allow for human-in-the-loop feedback via comments, ensuring the agent's logic aligns with developer intent before deployment.",[17,7165,7167],{"id":7166},"key-takeaways","Key Takeaways",[36,7169,7170,7176,7182,7188,7194],{},[39,7171,7172,7175],{},[42,7173,7174],{},"Prioritize the Lifecycle:"," Don't just focus on building; integrate evaluation and governance early to ensure your agents remain reliable as they scale.",[39,7177,7178,7181],{},[42,7179,7180],{},"Leverage Flash Models:"," Use Gemini 3.5 Flash for agentic tasks where cost-efficiency and high-speed tool calling are more important than the raw parameter count of a 'Pro' model.",[39,7183,7184,7187],{},[42,7185,7186],{},"Multimodal Consistency:"," Use Gemini Omni’s ability to maintain context across frames to create consistent branded content or complex visual narratives.",[39,7189,7190,7193],{},[42,7191,7192],{},"Automate Scaffolding:"," Use the Antigravity CLI and ADK to move from an idea to a functional, deployed agent by letting the model handle the boilerplate and tool-calling logic.",[39,7195,7196,7199],{},[42,7197,7198],{},"Iterative Refinement:"," Treat agent development as a conversational process; use natural language to refine agent behavior and video outputs iteratively.",[17,7201,7203],{"id":7202},"notable-quotes","Notable Quotes",[36,7205,7206,7209,7212],{},[39,7207,7208],{},"\"The moment you sort of just put a query and it's really fast and that's the kind of thing that we are aiming with the flash models which is you get the best performance in the cost.\" — Lavi Nigam",[39,7210,7211],{},"\"The real unlock of this model is you're able to do iterative video editing through natural language.\" — Katie Nguyen",[39,7213,7214],{},"\"Unless they're evaluated and the organization sort of agrees and aligns with that, there's no point of doing that.\" — Lavi Nigam",{"title":62,"searchDepth":63,"depth":63,"links":7216},[7217,7218,7219,7220,7221,7222],{"id":7092,"depth":63,"text":7093},{"id":7099,"depth":63,"text":7100},{"id":7126,"depth":63,"text":7127},{"id":7133,"depth":63,"text":7134},{"id":7166,"depth":63,"text":7167},{"id":7202,"depth":63,"text":7203},[68],{"content_references":7225,"triage":7232},[7226,7228,7230],{"type":75,"title":7227,"context":78},"Gemini Enterprise Agent Platform",{"type":75,"title":7229,"context":78},"Agent Development Kit (ADK)",{"type":75,"title":7231,"context":78},"Antigravity CLI",{"relevance":81,"novelty":82,"quality":81,"actionability":82,"composite":7233,"reasoning":7234},3.6,"Category: AI & LLMs. The article discusses Google's Gemini 3.5 and the Agent Development Kit (ADK), which are relevant to AI engineering and product development. It addresses the lifecycle of building AI agents, a specific pain point for developers looking to integrate AI into their products.","\u002Fsummaries\u002Fc227a71ab9afbe29-next-gen-agentic-architecture-gemini-3-5-adk-summary","2026-05-22 16:00:37","2026-05-22 19:00:35",{"title":7082,"description":62},{"loc":7235},"c227a71ab9afbe29","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=XZJk_S82Gpk","summaries\u002Fc227a71ab9afbe29-next-gen-agentic-architecture-gemini-3-5-adk-summary",[97,98,99,100],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FXZJk_S82Gpk\u002Fhqdefault.jpg","Google's Gemini 3.5 Flash and Gemini Omni introduce higher intelligence, lower costs, and advanced multimodal capabilities, while the Agent Development Kit (ADK) streamlines the lifecycle of building, scaling, and governing AI agents.","This is a promotional interview from Google I\u002FO 2026 covering the release of Gemini 3.5 Flash and Gemini Omni. The speakers provide a high-level overview of the [Gemini Enterprise Agent Platform](https:\u002F\u002Fcloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Flearn\u002Foverview), focusing on how the [Agent Development Kit](https:\u002F\u002Fcloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Flearn\u002Foverview) and [Antigravity CLI](https:\u002F\u002Fcloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Flearn\u002Foverview) are intended to streamline the lifecycle of building, scaling, and evaluating AI agents.",[100],"D-9n7dFTbYt1WfbXOmNRk7NcxvuseGUd49KrQgBjTcU",{"id":7252,"title":7253,"ai":7254,"body":7259,"categories":7279,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":7280,"navigation":85,"path":7289,"published_at":7290,"question":69,"scraped_at":7290,"seo":7291,"sitemap":7292,"source_id":7293,"source_name":7294,"source_type":93,"source_url":7286,"stem":7295,"tags":7296,"thumbnail_url":69,"tldr":7297,"tweet":69,"unknown_tags":7298,"__hash__":7299},"summaries\u002Fsummaries\u002Fcedf57bb6ac50ed2-agentao-a-governed-local-first-runtime-for-ai-agen-summary.md","Agentao: A Governed Local-First Runtime for AI Agents",{"provider":7,"model":8,"input_tokens":7255,"output_tokens":7256,"processing_time_ms":7257,"cost_usd":7258},4039,405,2227,0.00161725,{"type":14,"value":7260,"toc":7275},[7261,7265,7268,7272],[17,7262,7264],{"id":7263},"the-shift-toward-local-first-agent-governance","The Shift Toward Local-First Agent Governance",[22,7266,7267],{},"Agentao addresses the critical security and control challenges inherent in deploying tool-using LLM agents. Current agentic workflows often rely on cloud-based runtimes where the execution environment is opaque, making it difficult to audit agent behavior, restrict tool access, or ensure data privacy. Agentao proposes a local-first runtime architecture that places the agent's execution within a governed, local environment. This approach allows developers to define strict boundaries for what tools an agent can access and how it interacts with local system resources, effectively mitigating the risks of unauthorized tool execution or data exfiltration.",[17,7269,7271],{"id":7270},"architecture-for-secure-tool-interaction","Architecture for Secure Tool Interaction",[22,7273,7274],{},"The core value of Agentao lies in its governance model. By moving the runtime to a local-first paradigm, the framework enables developers to implement fine-grained access control policies that are enforced at the execution layer rather than the prompt layer. This ensures that even if an LLM is prompted to perform an unauthorized action, the runtime environment acts as a hard constraint, preventing the execution of restricted tools or unauthorized file system access. This design is particularly relevant for multi-agent systems where individual agents may have varying levels of trust and permission scopes, providing a standardized way to manage these interactions without sacrificing the flexibility of LLM-based decision-making.",{"title":62,"searchDepth":63,"depth":63,"links":7276},[7277,7278],{"id":7263,"depth":63,"text":7264},{"id":7270,"depth":63,"text":7271},[68],{"content_references":7281,"triage":7287},[7282],{"type":7283,"title":7284,"author":7285,"url":7286,"context":7066},"other","Agentao: A Governed Local-First Runtime for Tool-Using LLM Agents","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.13574",{"relevance":80,"novelty":81,"quality":81,"actionability":82,"composite":83,"reasoning":7288},"Category: AI & LLMs. The article discusses a local-first runtime for AI agents, addressing security and governance, which is highly relevant for developers integrating AI into products. It presents a novel approach to managing agent interactions and governance, though it lacks specific implementation details that would enhance actionability.","\u002Fsummaries\u002Fcedf57bb6ac50ed2-agentao-a-governed-local-first-runtime-for-ai-agen-summary","2026-08-18 03:10:24",{"title":7253,"description":62},{"loc":7289},"cedf57bb6ac50ed2","arXiv cs.AI","summaries\u002Fcedf57bb6ac50ed2-agentao-a-governed-local-first-runtime-for-ai-agen-summary",[98,97,99],"Agentao is a proposed local-first runtime designed to provide governance and security for tool-using LLM agents, shifting control from cloud-based black boxes to local execution environments.",[],"WWKqUt7tRqK8cLeNO9hxy6EPoNBwZ8lC4CIFsNSnBDc",{"id":7301,"title":7302,"ai":7303,"body":7308,"categories":7357,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":7358,"navigation":85,"path":7367,"published_at":7368,"question":69,"scraped_at":7368,"seo":7369,"sitemap":7370,"source_id":7371,"source_name":7294,"source_type":93,"source_url":7363,"stem":7372,"tags":7373,"thumbnail_url":69,"tldr":7374,"tweet":69,"unknown_tags":7375,"__hash__":7376},"summaries\u002Fsummaries\u002F21fc8eb6f77f5baa-shape-your-feed-agentic-conversational-recommendat-summary.md","Shape Your Feed: Agentic Conversational Recommendation Systems",{"provider":7,"model":8,"input_tokens":7304,"output_tokens":7305,"processing_time_ms":7306,"cost_usd":7307},4037,586,3156,0.00188825,{"type":14,"value":7309,"toc":7352},[7310,7314,7317,7321,7324,7345,7349],[17,7311,7313],{"id":7312},"moving-beyond-static-recommendation-feeds","Moving Beyond Static Recommendation Feeds",[22,7315,7316],{},"Traditional recommendation systems often rely on static, batch-processed algorithms that struggle to incorporate immediate user feedback or nuanced preferences. The 'Shape Your Feed' framework introduces an agentic approach to this problem, leveraging Large Language Models (LLMs) to act as an intermediary between the user and the recommendation engine. By treating the feed as a conversational interface, the system allows users to refine their content streams through natural language, effectively turning the recommendation process into a dynamic, iterative dialogue.",[17,7318,7320],{"id":7319},"the-agentic-architecture","The Agentic Architecture",[22,7322,7323],{},"The core of the system is an agentic loop that manages the interaction between user intent and content retrieval. Instead of a single-shot prediction, the agent performs three critical functions:",[7325,7326,7327,7333,7339],"ol",{},[39,7328,7329,7332],{},[42,7330,7331],{},"Intent Interpretation:"," The LLM parses natural language input to extract specific constraints, preferences, or feedback on existing items.",[39,7334,7335,7338],{},[42,7336,7337],{},"Dynamic Retrieval Strategy:"," Rather than relying solely on pre-computed embeddings, the agent translates user intent into actionable queries that can adjust the retrieval parameters or re-rank the current feed.",[39,7340,7341,7344],{},[42,7342,7343],{},"Feedback Integration:"," The system maintains a stateful context of the conversation, allowing it to learn from negative feedback (e.g., 'I don't like this type of content') and positive reinforcement in real-time, significantly reducing the 'cold start' friction for new user preferences.",[17,7346,7348],{"id":7347},"practical-implications-for-industrial-systems","Practical Implications for Industrial Systems",[22,7350,7351],{},"Accepted for the RecSys 2026 Industrial Track, this approach addresses the scalability and latency challenges typically associated with LLM-integrated systems. By offloading complex reasoning to the agent while keeping the heavy-lifting retrieval tasks optimized, the system demonstrates that conversational recommendation can be performant enough for production environments. The primary trade-off is the increased complexity in managing state and context across long-running sessions, but the benefit is a significantly higher degree of user agency and satisfaction compared to traditional 'black-box' recommendation models.",{"title":62,"searchDepth":63,"depth":63,"links":7353},[7354,7355,7356],{"id":7312,"depth":63,"text":7313},{"id":7319,"depth":63,"text":7320},{"id":7347,"depth":63,"text":7348},[68],{"content_references":7359,"triage":7365},[7360],{"type":7361,"title":7362,"url":7363,"context":7364},"paper","Shape Your Feed: An LLM-based Agentic System for Conversational Recommendation","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.06632","reviewed",{"relevance":80,"novelty":81,"quality":81,"actionability":82,"composite":83,"reasoning":7366},"Category: AI & LLMs. The article presents a novel framework for transforming static recommendation systems into interactive, conversational experiences using LLMs, addressing a specific pain point of traditional systems. It provides insights into the architecture and functions of the agentic loop, though it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F21fc8eb6f77f5baa-shape-your-feed-agentic-conversational-recommendat-summary","2026-08-11 03:21:37",{"title":7302,"description":62},{"loc":7367},"21fc8eb6f77f5baa","summaries\u002F21fc8eb6f77f5baa-shape-your-feed-agentic-conversational-recommendat-summary",[97,98,99],"The 'Shape Your Feed' framework uses LLM-based agents to transform static recommendation feeds into interactive, conversational experiences that adapt to user feedback in real-time.",[],"aKrsHmqYkbUpdCuUSqvmWdXdBuKzCpBoCJsDP8jQ7rk"]