[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-ab13ad334f391826-decart-s-oasis-3-real-time-world-models-for-autono-summary":3,"summaries-facets-categories":112,"summary-related-ab13ad334f391826-decart-s-oasis-3-real-time-world-models-for-autono-summary":7016},{"id":4,"title":5,"ai":6,"body":13,"categories":69,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":74,"navigation":93,"path":94,"published_at":95,"question":71,"scraped_at":96,"seo":97,"sitemap":98,"source_id":99,"source_name":100,"source_type":101,"source_url":102,"stem":103,"tags":104,"thumbnail_url":71,"tldr":109,"tweet":71,"unknown_tags":110,"__hash__":111},"summaries\u002Fsummaries\u002Fab13ad334f391826-decart-s-oasis-3-real-time-world-models-for-autono-summary.md","Decart's Oasis 3: Real-Time World Models for Autonomous Driving",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6899,591,3617,0.00261125,{"type":14,"value":15,"toc":62},"minimark",[16,21,25,29,32,55,59],[17,18,20],"h2",{"id":19},"the-architecture-of-oasis-3","The Architecture of Oasis 3",[22,23,24],"p",{},"Oasis 3 is an auto-regressive world model designed to generate photorealistic, multi-camera driving environments in real time. By generating one frame at a time and referencing previous frames, the model creates interactive simulations. Decart leverages its proprietary 'Decart Optimization Stack' (DOS) to achieve high efficiency across Nvidia, Amazon, and Google hardware. This vertical integration allows the company to price API access at $0.02 per second, positioning it as a cost-effective alternative to competitors.",[17,26,28],{"id":27},"current-limitations-and-research-challenges","Current Limitations and Research Challenges",[22,30,31],{},"Despite its photorealistic output, the model faces significant hurdles in maintaining long-term coherence and physical accuracy:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Memory Constraints:"," Because each frame consumes approximately 8,000 tokens, the context window fills rapidly during continuous generation. This leads to 'dream-like' degradation where environments lose thematic integrity and original locations disappear.",[36,44,45,48],{},[39,46,47],{},"Physics Inconsistency:"," The model currently fails to simulate solid-body physics, often allowing vehicles to pass through one another. Decart attributes this to a data imbalance, noting that training sets contain significantly more examples of 'good driving' than accident scenarios.",[36,50,51,54],{},[39,52,53],{},"Control Responsiveness:"," Users often experience difficulty maintaining precise control over the simulated vehicle, a common issue in current world model architectures.",[17,56,58],{"id":57},"strategy-building-a-developer-ecosystem","Strategy: Building a Developer Ecosystem",[22,60,61],{},"Decart is explicitly modeling its go-to-market strategy after OpenAI’s early API-first approach. By providing immediate API access rather than keeping the technology behind research previews, the company aims to foster a developer community that discovers novel use cases for world models. While initially targeting autonomous vehicle companies for edge-case testing, Decart intends to expand into broader robotics and physical AI applications. Future iterations are expected to address memory issues by allowing users to seed simulations with video input rather than static images, and by researching methods to compress memory into fewer tokens.",{"title":63,"searchDepth":64,"depth":64,"links":65},"",2,[66,67,68],{"id":19,"depth":64,"text":20},{"id":27,"depth":64,"text":28},{"id":57,"depth":64,"text":58},[70],"AI & LLMs",null,"md",false,{"content_references":75,"triage":88},[76,81,85],{"type":77,"title":78,"author":79,"context":80},"tool","Oasis 3","Decart","reviewed",{"type":77,"title":82,"author":83,"context":84},"Genie 3","Google","mentioned",{"type":77,"title":86,"author":87,"context":84},"Marble","World Labs",{"relevance":89,"novelty":90,"quality":89,"actionability":90,"composite":91,"reasoning":92},4,3,3.6,"Category: AI & LLMs. The article discusses a new API for generating real-time driving environments, which is relevant to AI engineering and product development. It addresses specific challenges in the technology, such as memory constraints and physics inconsistencies, which are pain points for developers looking to implement AI solutions.",true,"\u002Fsummaries\u002Fab13ad334f391826-decart-s-oasis-3-real-time-world-models-for-autono-summary","2026-06-10 13:07:56","2026-06-11 12:57:23",{"title":5,"description":63},{"loc":94},"ab13ad334f391826","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F06\u002F10\u002Fdecarts-new-world-model-can-simulate-hours-of-photorealistic-driving-with-some-caveats\u002F","summaries\u002Fab13ad334f391826-decart-s-oasis-3-real-time-world-models-for-autono-summary",[105,106,107,108],"agents","ai-tools","startups","ai-llms","Decart has launched Oasis 3, an API-accessible world model for generating photorealistic driving environments, aiming to build a developer ecosystem for physical AI despite current limitations in memory and physics consistency.",[108],"RCzH6xZ-sbTcbf8pSnSrGPc1kP4KEAV7_7J4qiJZ3Cg",[113,115,118,120,123,125,128,131,133,135,137,139,142,144,146,148,150,153,155,157,159,161,164,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,216,218,220,222,224,226,228,230,232,234,236,238,240,242,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,286,288,290,292,294,296,298,300,302,304,306,308,310,312,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,380,382,384,386,388,390,392,394,396,398,400,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,436,438,440,442,444,446,448,450,452,454,456,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,518,520,522,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,564,566,568,570,572,574,576,578,580,582,584,586,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,876,878,880,882,884,887,889,891,893,895,897,899,901,903,905,907,909,911,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014],{"categories":114},[70],{"categories":116},[117],"Developer Productivity",{"categories":119},[70],{"categories":121},[122],"Business & SaaS",{"categories":124},[70],{"categories":126},[127],"AI Automation",{"categories":129},[130],"Product Strategy",{"categories":132},[127],{"categories":134},[70],{"categories":136},[117],{"categories":138},[127],{"categories":140},[141],"Software Engineering",{"categories":143},[70],{"categories":145},[122],{"categories":147},[],{"categories":149},[70],{"categories":151},[152],"Inference & Serving",{"categories":154},[70],{"categories":156},[70],{"categories":158},[127],{"categories":160},[],{"categories":162},[163],"AI News & Trends",{"categories":165},[166],"Data Science & Visualization",{"categories":168},[127],{"categories":170},[70],{"categories":172},[70],{"categories":174},[122],{"categories":176},[117],{"categories":178},[70],{"categories":180},[127],{"categories":182},[163],{"categories":184},[70],{"categories":186},[127],{"categories":188},[127],{"categories":190},[70],{"categories":192},[70],{"categories":194},[127],{"categories":196},[70],{"categories":198},[70],{"categories":200},[70],{"categories":202},[127],{"categories":204},[163],{"categories":206},[70],{"categories":208},[70],{"categories":210},[70],{"categories":212},[],{"categories":214},[215],"Design & Frontend",{"categories":217},[166],{"categories":219},[163],{"categories":221},[70],{"categories":223},[70],{"categories":225},[70],{"categories":227},[],{"categories":229},[70],{"categories":231},[70],{"categories":233},[127],{"categories":235},[141],{"categories":237},[70],{"categories":239},[127],{"categories":241},[70],{"categories":243},[244],"Marketing & Growth",{"categories":246},[215],{"categories":248},[70],{"categories":250},[127],{"categories":252},[70],{"categories":254},[70],{"categories":256},[141],{"categories":258},[70],{"categories":260},[],{"categories":262},[],{"categories":264},[215],{"categories":266},[70],{"categories":268},[127],{"categories":270},[117],{"categories":272},[141],{"categories":274},[127],{"categories":276},[215],{"categories":278},[130],{"categories":280},[70],{"categories":282},[141],{"categories":284},[285],"DevOps & Cloud",{"categories":287},[127],{"categories":289},[130],{"categories":291},[163],{"categories":293},[70],{"categories":295},[],{"categories":297},[70],{"categories":299},[70],{"categories":301},[],{"categories":303},[127],{"categories":305},[141],{"categories":307},[],{"categories":309},[141],{"categories":311},[70],{"categories":313},[314],"Governance & Standards",{"categories":316},[122],{"categories":318},[],{"categories":320},[],{"categories":322},[70],{"categories":324},[70],{"categories":326},[127],{"categories":328},[70],{"categories":330},[70],{"categories":332},[127],{"categories":334},[70],{"categories":336},[70],{"categories":338},[70],{"categories":340},[],{"categories":342},[141],{"categories":344},[],{"categories":346},[],{"categories":348},[70],{"categories":350},[141],{"categories":352},[],{"categories":354},[141],{"categories":356},[70],{"categories":358},[70],{"categories":360},[244],{"categories":362},[70],{"categories":364},[70],{"categories":366},[70],{"categories":368},[215],{"categories":370},[215],{"categories":372},[70],{"categories":374},[141],{"categories":376},[127],{"categories":378},[379],"GovTech & Public-Sector Adoption",{"categories":381},[141],{"categories":383},[70],{"categories":385},[70],{"categories":387},[70],{"categories":389},[127],{"categories":391},[127],{"categories":393},[166],{"categories":395},[70],{"categories":397},[163],{"categories":399},[127],{"categories":401},[402],"Legal AI Tools",{"categories":404},[70],{"categories":406},[127],{"categories":408},[70],{"categories":410},[244],{"categories":412},[127],{"categories":414},[130],{"categories":416},[70],{"categories":418},[141],{"categories":420},[379],{"categories":422},[],{"categories":424},[127],{"categories":426},[],{"categories":428},[122],{"categories":430},[127],{"categories":432},[127],{"categories":434},[435],"RAG & Retrieval",{"categories":437},[122],{"categories":439},[70],{"categories":441},[141],{"categories":443},[141],{"categories":445},[285],{"categories":447},[215],{"categories":449},[127],{"categories":451},[70],{"categories":453},[70],{"categories":455},[],{"categories":457},[458],"Agents & Orchestration",{"categories":460},[141],{"categories":462},[70],{"categories":464},[],{"categories":466},[127],{"categories":468},[122],{"categories":470},[],{"categories":472},[70],{"categories":474},[],{"categories":476},[70],{"categories":478},[117],{"categories":480},[141],{"categories":482},[122],{"categories":484},[70],{"categories":486},[127],{"categories":488},[70],{"categories":490},[163],{"categories":492},[70],{"categories":494},[],{"categories":496},[70],{"categories":498},[],{"categories":500},[70],{"categories":502},[141],{"categories":504},[70],{"categories":506},[127],{"categories":508},[166],{"categories":510},[],{"categories":512},[70],{"categories":514},[215],{"categories":516},[517],"Models & Frontier Labs",{"categories":519},[],{"categories":521},[215],{"categories":523},[524],"Regulation & Governance of AI",{"categories":526},[130],{"categories":528},[127],{"categories":530},[],{"categories":532},[70],{"categories":534},[70],{"categories":536},[127],{"categories":538},[127],{"categories":540},[163],{"categories":542},[70],{"categories":544},[122],{"categories":546},[70],{"categories":548},[127],{"categories":550},[],{"categories":552},[141],{"categories":554},[127],{"categories":556},[70],{"categories":558},[130],{"categories":560},[70],{"categories":562},[563],"AI Policy & Regulation",{"categories":565},[],{"categories":567},[70],{"categories":569},[127],{"categories":571},[130],{"categories":573},[127],{"categories":575},[70],{"categories":577},[70],{"categories":579},[70],{"categories":581},[127],{"categories":583},[],{"categories":585},[166],{"categories":587},[588],"Evals & Reliability",{"categories":590},[70],{"categories":592},[70],{"categories":594},[],{"categories":596},[117],{"categories":598},[379],{"categories":600},[563],{"categories":602},[70],{"categories":604},[122],{"categories":606},[70],{"categories":608},[127],{"categories":610},[70],{"categories":612},[127],{"categories":614},[458],{"categories":616},[70],{"categories":618},[141],{"categories":620},[70],{"categories":622},[],{"categories":624},[215],{"categories":626},[],{"categories":628},[70],{"categories":630},[379],{"categories":632},[70],{"categories":634},[70],{"categories":636},[70],{"categories":638},[],{"categories":640},[70],{"categories":642},[215],{"categories":644},[141],{"categories":646},[],{"categories":648},[70],{"categories":650},[],{"categories":652},[127],{"categories":654},[70],{"categories":656},[215],{"categories":658},[],{"categories":660},[70],{"categories":662},[70],{"categories":664},[166],{"categories":666},[127],{"categories":668},[70],{"categories":670},[122],{"categories":672},[127],{"categories":674},[70],{"categories":676},[70],{"categories":678},[141],{"categories":680},[215],{"categories":682},[70],{"categories":684},[127],{"categories":686},[],{"categories":688},[141],{"categories":690},[127],{"categories":692},[166],{"categories":694},[],{"categories":696},[70],{"categories":698},[163],{"categories":700},[70],{"categories":702},[],{"categories":704},[70],{"categories":706},[70],{"categories":708},[70],{"categories":710},[122,244],{"categories":712},[],{"categories":714},[141],{"categories":716},[70],{"categories":718},[70],{"categories":720},[127],{"categories":722},[70],{"categories":724},[],{"categories":726},[],{"categories":728},[70],{"categories":730},[215],{"categories":732},[70],{"categories":734},[],{"categories":736},[70],{"categories":738},[285],{"categories":740},[],{"categories":742},[127],{"categories":744},[163],{"categories":746},[70],{"categories":748},[70],{"categories":750},[215],{"categories":752},[],{"categories":754},[163],{"categories":756},[70],{"categories":758},[152],{"categories":760},[70],{"categories":762},[70],{"categories":764},[127],{"categories":766},[163],{"categories":768},[517],{"categories":770},[70],{"categories":772},[244],{"categories":774},[],{"categories":776},[127],{"categories":778},[122],{"categories":780},[141],{"categories":782},[70],{"categories":784},[127],{"categories":786},[],{"categories":788},[70,285],{"categories":790},[70],{"categories":792},[70],{"categories":794},[70],{"categories":796},[127],{"categories":798},[70,141],{"categories":800},[166],{"categories":802},[70],{"categories":804},[70],{"categories":806},[70],{"categories":808},[141],{"categories":810},[70],{"categories":812},[127],{"categories":814},[127],{"categories":816},[563],{"categories":818},[244],{"categories":820},[70],{"categories":822},[127],{"categories":824},[70],{"categories":826},[70],{"categories":828},[127],{"categories":830},[],{"categories":832},[127],{"categories":834},[70],{"categories":836},[70],{"categories":838},[127],{"categories":840},[70],{"categories":842},[70,122],{"categories":844},[70],{"categories":846},[122],{"categories":848},[],{"categories":850},[215],{"categories":852},[215],{"categories":854},[70],{"categories":856},[],{"categories":858},[],{"categories":860},[70],{"categories":862},[163],{"categories":864},[],{"categories":866},[117],{"categories":868},[70],{"categories":870},[141],{"categories":872},[70],{"categories":874},[875],"Generative UI & Design-to-Code",{"categories":877},[70],{"categories":879},[70],{"categories":881},[215],{"categories":883},[70],{"categories":885},[886],"Algorithmic Accountability",{"categories":888},[127],{"categories":890},[141],{"categories":892},[163],{"categories":894},[215],{"categories":896},[70],{"categories":898},[],{"categories":900},[130],{"categories":902},[70],{"categories":904},[70],{"categories":906},[70],{"categories":908},[70],{"categories":910},[127],{"categories":912},[913],"MLOps & Infrastructure",{"categories":915},[70],{"categories":917},[70],{"categories":919},[70],{"categories":921},[70],{"categories":923},[70],{"categories":925},[141],{"categories":927},[163],{"categories":929},[70],{"categories":931},[130],{"categories":933},[117],{"categories":935},[70],{"categories":937},[127],{"categories":939},[285],{"categories":941},[70],{"categories":943},[122],{"categories":945},[70],{"categories":947},[215],{"categories":949},[70],{"categories":951},[70],{"categories":953},[127],{"categories":955},[],{"categories":957},[],{"categories":959},[70],{"categories":961},[152],{"categories":963},[215],{"categories":965},[163],{"categories":967},[166],{"categories":969},[],{"categories":971},[70],{"categories":973},[70],{"categories":975},[122],{"categories":977},[127],{"categories":979},[70],{"categories":981},[70],{"categories":983},[70],{"categories":985},[70],{"categories":987},[163],{"categories":989},[152],{"categories":991},[70],{"categories":993},[215],{"categories":995},[70],{"categories":997},[],{"categories":999},[127],{"categories":1001},[141],{"categories":1003},[],{"categories":1005},[70],{"categories":1007},[70],{"categories":1009},[127],{"categories":1011},[141],{"categories":1013},[70],{"categories":1015},[166],{"categories":1017},[215],{"categories":1019},[],{"categories":1021},[70],{"categories":1023},[],{"categories":1025},[70],{"categories":1027},[],{"categories":1029},[70],{"categories":1031},[70],{"categories":1033},[130],{"categories":1035},[122],{"categories":1037},[127],{"categories":1039},[127],{"categories":1041},[],{"categories":1043},[70],{"categories":1045},[117],{"categories":1047},[70],{"categories":1049},[70],{"categories":1051},[122],{"categories":1053},[163],{"categories":1055},[117],{"categories":1057},[],{"categories":1059},[70],{"categories":1061},[],{"categories":1063},[70],{"categories":1065},[],{"categories":1067},[163],{"categories":1069},[163],{"categories":1071},[],{"categories":1073},[458],{"categories":1075},[70],{"categories":1077},[215],{"categories":1079},[141],{"categories":1081},[],{"categories":1083},[402],{"categories":1085},[127],{"categories":1087},[122],{"categories":1089},[],{"categories":1091},[],{"categories":1093},[117],{"categories":1095},[166],{"categories":1097},[],{"categories":1099},[244],{"categories":1101},[127],{"categories":1103},[122],{"categories":1105},[127],{"categories":1107},[70],{"categories":1109},[122],{"categories":1111},[70],{"categories":1113},[141],{"categories":1115},[],{"categories":1117},[152],{"categories":1119},[130],{"categories":1121},[70],{"categories":1123},[215],{"categories":1125},[141],{"categories":1127},[122],{"categories":1129},[70],{"categories":1131},[141],{"categories":1133},[70],{"categories":1135},[127],{"categories":1137},[122],{"categories":1139},[70],{"categories":1141},[70],{"categories":1143},[70],{"categories":1145},[70],{"categories":1147},[70],{"categories":1149},[],{"categories":1151},[],{"categories":1153},[141],{"categories":1155},[166],{"categories":1157},[130],{"categories":1159},[70],{"categories":1161},[127],{"categories":1163},[141],{"categories":1165},[141],{"categories":1167},[70],{"categories":1169},[],{"categories":1171},[163],{"categories":1173},[130],{"categories":1175},[130],{"categories":1177},[141],{"categories":1179},[70],{"categories":1181},[588],{"categories":1183},[285],{"categories":1185},[],{"categories":1187},[127],{"categories":1189},[70],{"categories":1191},[],{"categories":1193},[117],{"categories":1195},[],{"categories":1197},[70],{"categories":1199},[70],{"categories":1201},[70],{"categories":1203},[215],{"categories":1205},[244],{"categories":1207},[70],{"categories":1209},[141],{"categories":1211},[70],{"categories":1213},[127],{"categories":1215},[],{"categories":1217},[141],{"categories":1219},[70],{"categories":1221},[117],{"categories":1223},[],{"categories":1225},[122],{"categories":1227},[70],{"categories":1229},[70],{"categories":1231},[163],{"categories":1233},[70,285],{"categories":1235},[70],{"categories":1237},[1238],"Design Systems for AI",{"categories":1240},[70],{"categories":1242},[70],{"categories":1244},[163],{"categories":1246},[70],{"categories":1248},[70],{"categories":1250},[70],{"categories":1252},[122],{"categories":1254},[70],{"categories":1256},[70],{"categories":1258},[70],{"categories":1260},[],{"categories":1262},[70],{"categories":1264},[70],{"categories":1266},[122],{"categories":1268},[70],{"categories":1270},[],{"categories":1272},[127],{"categories":1274},[127],{"categories":1276},[141],{"categories":1278},[163],{"categories":1280},[141],{"categories":1282},[70],{"categories":1284},[215],{"categories":1286},[163],{"categories":1288},[166],{"categories":1290},[70],{"categories":1292},[70],{"categories":1294},[127],{"categories":1296},[117],{"categories":1298},[563],{"categories":1300},[70],{"categories":1302},[127],{"categories":1304},[70],{"categories":1306},[141],{"categories":1308},[141],{"categories":1310},[],{"categories":1312},[],{"categories":1314},[70],{"categories":1316},[127],{"categories":1318},[130],{"categories":1320},[],{"categories":1322},[122],{"categories":1324},[70],{"categories":1326},[],{"categories":1328},[215],{"categories":1330},[141],{"categories":1332},[127],{"categories":1334},[141],{"categories":1336},[215],{"categories":1338},[70],{"categories":1340},[70],{"categories":1342},[215],{"categories":1344},[],{"categories":1346},[],{"categories":1348},[163],{"categories":1350},[127],{"categories":1352},[127],{"categories":1354},[70],{"categories":1356},[70],{"categories":1358},[70],{"categories":1360},[70],{"categories":1362},[122],{"categories":1364},[70],{"categories":1366},[70],{"categories":1368},[],{"categories":1370},[141],{"categories":1372},[141],{"categories":1374},[70],{"categories":1376},[141],{"categories":1378},[122],{"categories":1380},[],{"categories":1382},[70],{"categories":1384},[70],{"categories":1386},[70],{"categories":1388},[70],{"categories":1390},[70],{"categories":1392},[127],{"categories":1394},[117],{"categories":1396},[122],{"categories":1398},[70],{"categories":1400},[127],{"categories":1402},[163],{"categories":1404},[127],{"categories":1406},[152],{"categories":1408},[244],{"categories":1410},[70],{"categories":1412},[127],{"categories":1414},[70],{"categories":1416},[70],{"categories":1418},[70],{"categories":1420},[],{"categories":1422},[215],{"categories":1424},[],{"categories":1426},[70],{"categories":1428},[70],{"categories":1430},[],{"categories":1432},[70],{"categories":1434},[141],{"categories":1436},[122],{"categories":1438},[1439],"Visual & Generative Media",{"categories":1441},[127],{"categories":1443},[],{"categories":1445},[70],{"categories":1447},[70],{"categories":1449},[141],{"categories":1451},[285],{"categories":1453},[70],{"categories":1455},[166],{"categories":1457},[563],{"categories":1459},[141],{"categories":1461},[244],{"categories":1463},[70],{"categories":1465},[215],{"categories":1467},[70],{"categories":1469},[70],{"categories":1471},[141],{"categories":1473},[127],{"categories":1475},[70],{"categories":1477},[],{"categories":1479},[],{"categories":1481},[127],{"categories":1483},[141],{"categories":1485},[117],{"categories":1487},[127],{"categories":1489},[517],{"categories":1491},[70],{"categories":1493},[130],{"categories":1495},[70],{"categories":1497},[122],{"categories":1499},[],{"categories":1501},[70],{"categories":1503},[130],{"categories":1505},[70],{"categories":1507},[70],{"categories":1509},[70],{"categories":1511},[130],{"categories":1513},[70],{"categories":1515},[70],{"categories":1517},[244],{"categories":1519},[70],{"categories":1521},[458],{"categories":1523},[70],{"categories":1525},[127],{"categories":1527},[70],{"categories":1529},[70],{"categories":1531},[70],{"categories":1533},[70],{"categories":1535},[215],{"categories":1537},[127],{"categories":1539},[],{"categories":1541},[127],{"categories":1543},[],{"categories":1545},[285],{"categories":1547},[141],{"categories":1549},[],{"categories":1551},[517],{"categories":1553},[70],{"categories":1555},[127],{"categories":1557},[127],{"categories":1559},[70],{"categories":1561},[215,70],{"categories":1563},[117],{"categories":1565},[70],{"categories":1567},[215],{"categories":1569},[],{"categories":1571},[70],{"categories":1573},[117],{"categories":1575},[70],{"categories":1577},[1578],"Medical Imaging & Radiology",{"categories":1580},[70],{"categories":1582},[70],{"categories":1584},[70],{"categories":1586},[215],{"categories":1588},[127],{"categories":1590},[141],{"categories":1592},[],{"categories":1594},[70],{"categories":1596},[70],{"categories":1598},[70],{"categories":1600},[],{"categories":1602},[],{"categories":1604},[70],{"categories":1606},[70],{"categories":1608},[458],{"categories":1610},[70],{"categories":1612},[117],{"categories":1614},[70],{"categories":1616},[70],{"categories":1618},[],{"categories":1620},[127],{"categories":1622},[70],{"categories":1624},[130],{"categories":1626},[141],{"categories":1628},[70],{"categories":1630},[127],{"categories":1632},[458],{"categories":1634},[70],{"categories":1636},[127],{"categories":1638},[70],{"categories":1640},[70],{"categories":1642},[70],{"categories":1644},[215],{"categories":1646},[127],{"categories":1648},[285],{"categories":1650},[215],{"categories":1652},[122],{"categories":1654},[127],{"categories":1656},[163],{"categories":1658},[70],{"categories":1660},[70],{"categories":1662},[130],{"categories":1664},[70],{"categories":1666},[70],{"categories":1668},[70],{"categories":1670},[70],{"categories":1672},[127],{"categories":1674},[70],{"categories":1676},[141],{"categories":1678},[141],{"categories":1680},[70],{"categories":1682},[130],{"categories":1684},[],{"categories":1686},[163],{"categories":1688},[],{"categories":1690},[130],{"categories":1692},[127],{"categories":1694},[70],{"categories":1696},[127],{"categories":1698},[1238],{"categories":1700},[1238],{"categories":1702},[215],{"categories":1704},[70],{"categories":1706},[70],{"categories":1708},[70],{"categories":1710},[127],{"categories":1712},[141],{"categories":1714},[215],{"categories":1716},[127],{"categories":1718},[163],{"categories":1720},[],{"categories":1722},[70],{"categories":1724},[],{"categories":1726},[70],{"categories":1728},[70],{"categories":1730},[70],{"categories":1732},[70],{"categories":1734},[127],{"categories":1736},[1737],"Contract Review & E-Discovery",{"categories":1739},[70],{"categories":1741},[215],{"categories":1743},[70],{"categories":1745},[117],{"categories":1747},[70],{"categories":1749},[163],{"categories":1751},[70],{"categories":1753},[70],{"categories":1755},[244],{"categories":1757},[141],{"categories":1759},[70],{"categories":1761},[70],{"categories":1763},[127],{"categories":1765},[127],{"categories":1767},[886],{"categories":1769},[70],{"categories":1771},[70],{"categories":1773},[127],{"categories":1775},[127],{"categories":1777},[70],{"categories":1779},[70],{"categories":1781},[70],{"categories":1783},[127],{"categories":1785},[70],{"categories":1787},[70],{"categories":1789},[458],{"categories":1791},[435],{"categories":1793},[70],{"categories":1795},[127],{"categories":1797},[70],{"categories":1799},[1800],"Law-Firm Practice & Adoption",{"categories":1802},[70],{"categories":1804},[127],{"categories":1806},[215],{"categories":1808},[70],{"categories":1810},[70],{"categories":1812},[70],{"categories":1814},[],{"categories":1816},[],{"categories":1818},[141],{"categories":1820},[70],{"categories":1822},[],{"categories":1824},[127],{"categories":1826},[117],{"categories":1828},[285],{"categories":1830},[70],{"categories":1832},[],{"categories":1834},[117],{"categories":1836},[122],{"categories":1838},[70],{"categories":1840},[244],{"categories":1842},[],{"categories":1844},[122],{"categories":1846},[127],{"categories":1848},[122],{"categories":1850},[],{"categories":1852},[70],{"categories":1854},[130],{"categories":1856},[70],{"categories":1858},[141],{"categories":1860},[],{"categories":1862},[],{"categories":1864},[],{"categories":1866},[],{"categories":1868},[70],{"categories":1870},[130],{"categories":1872},[127],{"categories":1874},[285],{"categories":1876},[70],{"categories":1878},[117],{"categories":1880},[141],{"categories":1882},[70],{"categories":1884},[70],{"categories":1886},[141],{"categories":1888},[130],{"categories":1890},[70],{"categories":1892},[70],{"categories":1894},[70],{"categories":1896},[913],{"categories":1898},[70],{"categories":1900},[141],{"categories":1902},[70],{"categories":1904},[244],{"categories":1906},[141],{"categories":1908},[122],{"categories":1910},[70],{"categories":1912},[70],{"categories":1914},[70],{"categories":1916},[215],{"categories":1918},[70],{"categories":1920},[70],{"categories":1922},[70],{"categories":1924},[70],{"categories":1926},[122],{"categories":1928},[127],{"categories":1930},[70,117],{"categories":1932},[458],{"categories":1934},[70],{"categories":1936},[70],{"categories":1938},[141],{"categories":1940},[141],{"categories":1942},[215],{"categories":1944},[127],{"categories":1946},[127],{"categories":1948},[141],{"categories":1950},[70],{"categories":1952},[70],{"categories":1954},[70],{"categories":1956},[],{"categories":1958},[],{"categories":1960},[70],{"categories":1962},[166],{"categories":1964},[70],{"categories":1966},[127],{"categories":1968},[],{"categories":1970},[70],{"categories":1972},[70],{"categories":1974},[141],{"categories":1976},[166],{"categories":1978},[163],{"categories":1980},[215],{"categories":1982},[70],{"categories":1984},[127],{"categories":1986},[70],{"categories":1988},[141],{"categories":1990},[],{"categories":1992},[127],{"categories":1994},[70],{"categories":1996},[70],{"categories":1998},[70],{"categories":2000},[70],{"categories":2002},[],{"categories":2004},[127],{"categories":2006},[70],{"categories":2008},[70],{"categories":2010},[70],{"categories":2012},[],{"categories":2014},[127],{"categories":2016},[70],{"categories":2018},[70],{"categories":2020},[122],{"categories":2022},[70],{"categories":2024},[70],{"categories":2026},[],{"categories":2028},[117],{"categories":2030},[70],{"categories":2032},[70],{"categories":2034},[70],{"categories":2036},[215],{"categories":2038},[70],{"categories":2040},[141],{"categories":2042},[70],{"categories":2044},[117],{"categories":2046},[70],{"categories":2048},[141],{"categories":2050},[244],{"categories":2052},[127],{"categories":2054},[127],{"categories":2056},[70],{"categories":2058},[70],{"categories":2060},[70,215],{"categories":2062},[70],{"categories":2064},[127],{"categories":2066},[163],{"categories":2068},[70],{"categories":2070},[163],{"categories":2072},[127],{"categories":2074},[215],{"categories":2076},[70],{"categories":2078},[],{"categories":2080},[141],{"categories":2082},[285],{"categories":2084},[215],{"categories":2086},[141],{"categories":2088},[70],{"categories":2090},[130],{"categories":2092},[70],{"categories":2094},[70],{"categories":2096},[127],{"categories":2098},[],{"categories":2100},[],{"categories":2102},[70],{"categories":2104},[],{"categories":2106},[],{"categories":2108},[130],{"categories":2110},[141],{"categories":2112},[70],{"categories":2114},[127],{"categories":2116},[127],{"categories":2118},[122],{"categories":2120},[127],{"categories":2122},[285],{"categories":2124},[70],{"categories":2126},[70],{"categories":2128},[70],{"categories":2130},[152],{"categories":2132},[70],{"categories":2134},[70],{"categories":2136},[70],{"categories":2138},[141],{"categories":2140},[127],{"categories":2142},[70],{"categories":2144},[70],{"categories":2146},[141],{"categories":2148},[402],{"categories":2150},[127],{"categories":2152},[886],{"categories":2154},[],{"categories":2156},[215],{"categories":2158},[1800],{"categories":2160},[141],{"categories":2162},[],{"categories":2164},[],{"categories":2166},[70],{"categories":2168},[127],{"categories":2170},[],{"categories":2172},[],{"categories":2174},[70],{"categories":2176},[244],{"categories":2178},[70],{"categories":2180},[244],{"categories":2182},[127],{"categories":2184},[70],{"categories":2186},[70],{"categories":2188},[141],{"categories":2190},[130],{"categories":2192},[],{"categories":2194},[70],{"categories":2196},[70],{"categories":2198},[141],{"categories":2200},[1737],{"categories":2202},[215],{"categories":2204},[215],{"categories":2206},[70],{"categories":2208},[127],{"categories":2210},[117],{"categories":2212},[70],{"categories":2214},[70],{"categories":2216},[70],{"categories":2218},[70],{"categories":2220},[215],{"categories":2222},[215],{"categories":2224},[127],{"categories":2226},[127],{"categories":2228},[127],{"categories":2230},[70],{"categories":2232},[70],{"categories":2234},[],{"categories":2236},[70],{"categories":2238},[],{"categories":2240},[2241],"Interaction & Product Design",{"categories":2243},[70],{"categories":2245},[127],{"categories":2247},[141],{"categories":2249},[314],{"categories":2251},[163],{"categories":2253},[141],{"categories":2255},[70],{"categories":2257},[70],{"categories":2259},[70],{"categories":2261},[141],{"categories":2263},[70],{"categories":2265},[117],{"categories":2267},[127],{"categories":2269},[70],{"categories":2271},[],{"categories":2273},[127],{"categories":2275},[127],{"categories":2277},[127],{"categories":2279},[],{"categories":2281},[141],{"categories":2283},[70],{"categories":2285},[127],{"categories":2287},[117],{"categories":2289},[2241],{"categories":2291},[70],{"categories":2293},[117],{"categories":2295},[117],{"categories":2297},[],{"categories":2299},[127],{"categories":2301},[141],{"categories":2303},[],{"categories":2305},[127],{"categories":2307},[163],{"categories":2309},[70],{"categories":2311},[127],{"categories":2313},[70],{"categories":2315},[127],{"categories":2317},[127],{"categories":2319},[70],{"categories":2321},[70],{"categories":2323},[163],{"categories":2325},[166],{"categories":2327},[70],{"categories":2329},[130],{"categories":2331},[141],{"categories":2333},[2334],"Coding Agents & Dev Productivity",{"categories":2336},[163],{"categories":2338},[215],{"categories":2340},[70],{"categories":2342},[70],{"categories":2344},[],{"categories":2346},[70],{"categories":2348},[886],{"categories":2350},[],{"categories":2352},[70],{"categories":2354},[70],{"categories":2356},[285],{"categories":2358},[70],{"categories":2360},[163],{"categories":2362},[],{"categories":2364},[],{"categories":2366},[70],{"categories":2368},[],{"categories":2370},[127],{"categories":2372},[70],{"categories":2374},[],{"categories":2376},[141],{"categories":2378},[141],{"categories":2380},[70],{"categories":2382},[166],{"categories":2384},[],{"categories":2386},[70],{"categories":2388},[70],{"categories":2390},[70],{"categories":2392},[166],{"categories":2394},[141],{"categories":2396},[127],{"categories":2398},[],{"categories":2400},[],{"categories":2402},[70],{"categories":2404},[70],{"categories":2406},[127],{"categories":2408},[127],{"categories":2410},[379],{"categories":2412},[141],{"categories":2414},[141],{"categories":2416},[127],{"categories":2418},[163],{"categories":2420},[163],{"categories":2422},[127],{"categories":2424},[127],{"categories":2426},[70],{"categories":2428},[117],{"categories":2430},[2241],{"categories":2432},[130],{"categories":2434},[70,285],{"categories":2436},[166],{"categories":2438},[],{"categories":2440},[215],{"categories":2442},[127],{"categories":2444},[141],{"categories":2446},[117],{"categories":2448},[70],{"categories":2450},[127],{"categories":2452},[2453],"The Designer's Role & Craft",{"categories":2455},[215],{"categories":2457},[],{"categories":2459},[127],{"categories":2461},[70],{"categories":2463},[127],{"categories":2465},[127],{"categories":2467},[70],{"categories":2469},[244],{"categories":2471},[70],{"categories":2473},[141],{"categories":2475},[70],{"categories":2477},[215],{"categories":2479},[70],{"categories":2481},[],{"categories":2483},[127],{"categories":2485},[215],{"categories":2487},[130],{"categories":2489},[70],{"categories":2491},[70],{"categories":2493},[70],{"categories":2495},[2496],"AI UX Patterns",{"categories":2498},[127],{"categories":2500},[127],{"categories":2502},[127],{"categories":2504},[127],{"categories":2506},[244],{"categories":2508},[166],{"categories":2510},[70],{"categories":2512},[127],{"categories":2514},[70],{"categories":2516},[1238],{"categories":2518},[],{"categories":2520},[244],{"categories":2522},[127],{"categories":2524},[163],{"categories":2526},[141],{"categories":2528},[70],{"categories":2530},[127],{"categories":2532},[],{"categories":2534},[],{"categories":2536},[70],{"categories":2538},[70],{"categories":2540},[127],{"categories":2542},[70],{"categories":2544},[127],{"categories":2546},[379],{"categories":2548},[215],{"categories":2550},[70],{"categories":2552},[163],{"categories":2554},[141],{"categories":2556},[70],{"categories":2558},[127],{"categories":2560},[127],{"categories":2562},[],{"categories":2564},[70],{"categories":2566},[],{"categories":2568},[70],{"categories":2570},[],{"categories":2572},[70],{"categories":2574},[70],{"categories":2576},[70],{"categories":2578},[127],{"categories":2580},[141],{"categories":2582},[],{"categories":2584},[],{"categories":2586},[166],{"categories":2588},[152],{"categories":2590},[70],{"categories":2592},[70],{"categories":2594},[70],{"categories":2596},[166],{"categories":2598},[70],{"categories":2600},[70],{"categories":2602},[163],{"categories":2604},[70],{"categories":2606},[70],{"categories":2608},[70],{"categories":2610},[127],{"categories":2612},[70],{"categories":2614},[127],{"categories":2616},[70],{"categories":2618},[70],{"categories":2620},[70],{"categories":2622},[127],{"categories":2624},[],{"categories":2626},[70],{"categories":2628},[],{"categories":2630},[70],{"categories":2632},[70],{"categories":2634},[285],{"categories":2636},[70],{"categories":2638},[],{"categories":2640},[],{"categories":2642},[215],{"categories":2644},[913],{"categories":2646},[127],{"categories":2648},[117],{"categories":2650},[2453],{"categories":2652},[],{"categories":2654},[],{"categories":2656},[70],{"categories":2658},[],{"categories":2660},[],{"categories":2662},[141],{"categories":2664},[163],{"categories":2666},[244],{"categories":2668},[127],{"categories":2670},[122],{"categories":2672},[70],{"categories":2674},[70],{"categories":2676},[122],{"categories":2678},[],{"categories":2680},[215],{"categories":2682},[130],{"categories":2684},[70],{"categories":2686},[70],{"categories":2688},[127],{"categories":2690},[122],{"categories":2692},[70],{"categories":2694},[70],{"categories":2696},[117],{"categories":2698},[70],{"categories":2700},[70],{"categories":2702},[],{"categories":2704},[117],{"categories":2706},[70],{"categories":2708},[244],{"categories":2710},[127],{"categories":2712},[163],{"categories":2714},[70],{"categories":2716},[141],{"categories":2718},[70],{"categories":2720},[70],{"categories":2722},[122],{"categories":2724},[70],{"categories":2726},[70],{"categories":2728},[70],{"categories":2730},[127],{"categories":2732},[70],{"categories":2734},[],{"categories":2736},[70],{"categories":2738},[141],{"categories":2740},[117],{"categories":2742},[70],{"categories":2744},[70],{"categories":2746},[70],{"categories":2748},[],{"categories":2750},[70],{"categories":2752},[458],{"categories":2754},[127],{"categories":2756},[122],{"categories":2758},[163],{"categories":2760},[70],{"categories":2762},[70],{"categories":2764},[],{"categories":2766},[122],{"categories":2768},[122],{"categories":2770},[70],{"categories":2772},[70],{"categories":2774},[130],{"categories":2776},[70],{"categories":2778},[70],{"categories":2780},[70],{"categories":2782},[70],{"categories":2784},[141],{"categories":2786},[141],{"categories":2788},[70],{"categories":2790},[],{"categories":2792},[141],{"categories":2794},[70],{"categories":2796},[141],{"categories":2798},[127],{"categories":2800},[563],{"categories":2802},[],{"categories":2804},[],{"categories":2806},[70],{"categories":2808},[163],{"categories":2810},[],{"categories":2812},[285],{"categories":2814},[70],{"categories":2816},[70],{"categories":2818},[70],{"categories":2820},[215],{"categories":2822},[875],{"categories":2824},[],{"categories":2826},[70],{"categories":2828},[70],{"categories":2830},[70],{"categories":2832},[141],{"categories":2834},[70],{"categories":2836},[70],{"categories":2838},[70,285],{"categories":2840},[70],{"categories":2842},[70],{"categories":2844},[215],{"categories":2846},[127],{"categories":2848},[],{"categories":2850},[127],{"categories":2852},[127],{"categories":2854},[70],{"categories":2856},[70],{"categories":2858},[70],{"categories":2860},[70],{"categories":2862},[166],{"categories":2864},[70],{"categories":2866},[2496],{"categories":2868},[117],{"categories":2870},[166],{"categories":2872},[117],{"categories":2874},[141],{"categories":2876},[215],{"categories":2878},[127],{"categories":2880},[70],{"categories":2882},[],{"categories":2884},[122],{"categories":2886},[70],{"categories":2888},[70],{"categories":2890},[163],{"categories":2892},[70],{"categories":2894},[70],{"categories":2896},[70],{"categories":2898},[127],{"categories":2900},[70],{"categories":2902},[70],{"categories":2904},[70],{"categories":2906},[122],{"categories":2908},[],{"categories":2910},[285],{"categories":2912},[70],{"categories":2914},[379],{"categories":2916},[215],{"categories":2918},[215],{"categories":2920},[141],{"categories":2922},[127],{"categories":2924},[70],{"categories":2926},[122],{"categories":2928},[163],{"categories":2930},[70],{"categories":2932},[70],{"categories":2934},[70],{"categories":2936},[215],{"categories":2938},[127],{"categories":2940},[127],{"categories":2942},[70],{"categories":2944},[70],{"categories":2946},[517],{"categories":2948},[127],{"categories":2950},[],{"categories":2952},[70],{"categories":2954},[70],{"categories":2956},[70],{"categories":2958},[],{"categories":2960},[],{"categories":2962},[70],{"categories":2964},[70],{"categories":2966},[127],{"categories":2968},[70],{"categories":2970},[70],{"categories":2972},[70],{"categories":2974},[141],{"categories":2976},[70],{"categories":2978},[70],{"categories":2980},[127],{"categories":2982},[70],{"categories":2984},[70],{"categories":2986},[70],{"categories":2988},[70],{"categories":2990},[70],{"categories":2992},[],{"categories":2994},[141],{"categories":2996},[166],{"categories":2998},[70],{"categories":3000},[127],{"categories":3002},[127],{"categories":3004},[70],{"categories":3006},[70],{"categories":3008},[],{"categories":3010},[],{"categories":3012},[70],{"categories":3014},[70],{"categories":3016},[70],{"categories":3018},[163],{"categories":3020},[166],{"categories":3022},[],{"categories":3024},[70],{"categories":3026},[215],{"categories":3028},[70],{"categories":3030},[285],{"categories":3032},[1800],{"categories":3034},[163],{"categories":3036},[141],{"categories":3038},[70],{"categories":3040},[141],{"categories":3042},[141],{"categories":3044},[70],{"categories":3046},[70],{"categories":3048},[141],{"categories":3050},[163],{"categories":3052},[163],{"categories":3054},[285],{"categories":3056},[127],{"categories":3058},[],{"categories":3060},[163],{"categories":3062},[70],{"categories":3064},[127],{"categories":3066},[117],{"categories":3068},[141],{"categories":3070},[70],{"categories":3072},[163],{"categories":3074},[],{"categories":3076},[70],{"categories":3078},[141],{"categories":3080},[141],{"categories":3082},[166],{"categories":3084},[70],{"categories":3086},[163],{"categories":3088},[70],{"categories":3090},[141],{"categories":3092},[127],{"categories":3094},[127],{"categories":3096},[163],{"categories":3098},[127],{"categories":3100},[285],{"categories":3102},[127],{"categories":3104},[70],{"categories":3106},[70],{"categories":3108},[70],{"categories":3110},[70],{"categories":3112},[141],{"categories":3114},[70],{"categories":3116},[],{"categories":3118},[127],{"categories":3120},[122],{"categories":3122},[141],{"categories":3124},[],{"categories":3126},[],{"categories":3128},[70],{"categories":3130},[127],{"categories":3132},[70],{"categories":3134},[70],{"categories":3136},[3137],"Frameworks & Tooling",{"categories":3139},[70],{"categories":3141},[70],{"categories":3143},[141],{"categories":3145},[70],{"categories":3147},[70],{"categories":3149},[],{"categories":3151},[166],{"categories":3153},[166],{"categories":3155},[117],{"categories":3157},[70],{"categories":3159},[127],{"categories":3161},[70],{"categories":3163},[215],{"categories":3165},[],{"categories":3167},[1800],{"categories":3169},[70],{"categories":3171},[141],{"categories":3173},[70],{"categories":3175},[285],{"categories":3177},[285],{"categories":3179},[],{"categories":3181},[127],{"categories":3183},[127],{"categories":3185},[70],{"categories":3187},[70],{"categories":3189},[163],{"categories":3191},[127],{"categories":3193},[163],{"categories":3195},[70],{"categories":3197},[127],{"categories":3199},[],{"categories":3201},[215],{"categories":3203},[70],{"categories":3205},[70],{"categories":3207},[],{"categories":3209},[70],{"categories":3211},[127],{"categories":3213},[70],{"categories":3215},[70],{"categories":3217},[70],{"categories":3219},[],{"categories":3221},[141],{"categories":3223},[70],{"categories":3225},[141],{"categories":3227},[285],{"categories":3229},[70],{"categories":3231},[70],{"categories":3233},[70],{"categories":3235},[141],{"categories":3237},[122],{"categories":3239},[70],{"categories":3241},[1800],{"categories":3243},[],{"categories":3245},[127],{"categories":3247},[117],{"categories":3249},[70],{"categories":3251},[117],{"categories":3253},[70],{"categories":3255},[],{"categories":3257},[127],{"categories":3259},[70],{"categories":3261},[70],{"categories":3263},[3264],"AI Design Tooling",{"categories":3266},[215],{"categories":3268},[70],{"categories":3270},[70],{"categories":3272},[141],{"categories":3274},[215],{"categories":3276},[70],{"categories":3278},[70],{"categories":3280},[141],{"categories":3282},[163],{"categories":3284},[130],{"categories":3286},[141],{"categories":3288},[70],{"categories":3290},[70],{"categories":3292},[70],{"categories":3294},[127],{"categories":3296},[70],{"categories":3298},[],{"categories":3300},[127],{"categories":3302},[70],{"categories":3304},[70],{"categories":3306},[127],{"categories":3308},[70],{"categories":3310},[70],{"categories":3312},[70],{"categories":3314},[127],{"categories":3316},[],{"categories":3318},[127],{"categories":3320},[3137],{"categories":3322},[70],{"categories":3324},[70],{"categories":3326},[127],{"categories":3328},[127],{"categories":3330},[141],{"categories":3332},[141],{"categories":3334},[70],{"categories":3336},[],{"categories":3338},[141],{"categories":3340},[70],{"categories":3342},[70],{"categories":3344},[127],{"categories":3346},[122],{"categories":3348},[70],{"categories":3350},[],{"categories":3352},[70],{"categories":3354},[70],{"categories":3356},[2241],{"categories":3358},[],{"categories":3360},[70],{"categories":3362},[70],{"categories":3364},[70],{"categories":3366},[70],{"categories":3368},[215],{"categories":3370},[70],{"categories":3372},[],{"categories":3374},[70],{"categories":3376},[70],{"categories":3378},[70],{"categories":3380},[70],{"categories":3382},[244],{"categories":3384},[163],{"categories":3386},[70],{"categories":3388},[70],{"categories":3390},[1800],{"categories":3392},[117],{"categories":3394},[70],{"categories":3396},[70],{"categories":3398},[166],{"categories":3400},[70],{"categories":3402},[70],{"categories":3404},[163],{"categories":3406},[127],{"categories":3408},[],{"categories":3410},[70],{"categories":3412},[70],{"categories":3414},[215],{"categories":3416},[70],{"categories":3418},[244],{"categories":3420},[127],{"categories":3422},[70],{"categories":3424},[127],{"categories":3426},[],{"categories":3428},[],{"categories":3430},[],{"categories":3432},[117],{"categories":3434},[163],{"categories":3436},[127],{"categories":3438},[70],{"categories":3440},[70],{"categories":3442},[70],{"categories":3444},[70],{"categories":3446},[402],{"categories":3448},[215],{"categories":3450},[127],{"categories":3452},[70],{"categories":3454},[],{"categories":3456},[127],{"categories":3458},[127],{"categories":3460},[],{"categories":3462},[70],{"categories":3464},[127],{"categories":3466},[70],{"categories":3468},[],{"categories":3470},[70],{"categories":3472},[70],{"categories":3474},[70],{"categories":3476},[163],{"categories":3478},[215],{"categories":3480},[127],{"categories":3482},[215],{"categories":3484},[127],{"categories":3486},[70],{"categories":3488},[122],{"categories":3490},[],{"categories":3492},[],{"categories":3494},[70],{"categories":3496},[70],{"categories":3498},[70],{"categories":3500},[117],{"categories":3502},[127],{"categories":3504},[163],{"categories":3506},[],{"categories":3508},[215],{"categories":3510},[],{"categories":3512},[141],{"categories":3514},[70],{"categories":3516},[141],{"categories":3518},[215],{"categories":3520},[141],{"categories":3522},[70],{"categories":3524},[],{"categories":3526},[70],{"categories":3528},[70],{"categories":3530},[],{"categories":3532},[70],{"categories":3534},[70],{"categories":3536},[244],{"categories":3538},[70],{"categories":3540},[70],{"categories":3542},[285],{"categories":3544},[141],{"categories":3546},[70],{"categories":3548},[],{"categories":3550},[127],{"categories":3552},[70],{"categories":3554},[117],{"categories":3556},[517],{"categories":3558},[70],{"categories":3560},[70],{"categories":3562},[127],{"categories":3564},[70],{"categories":3566},[127],{"categories":3568},[70],{"categories":3570},[70],{"categories":3572},[70],{"categories":3574},[70],{"categories":3576},[],{"categories":3578},[70],{"categories":3580},[117],{"categories":3582},[70],{"categories":3584},[122],{"categories":3586},[141],{"categories":3588},[215],{"categories":3590},[],{"categories":3592},[70],{"categories":3594},[],{"categories":3596},[127],{"categories":3598},[70],{"categories":3600},[],{"categories":3602},[127],{"categories":3604},[70],{"categories":3606},[141],{"categories":3608},[215],{"categories":3610},[163],{"categories":3612},[70],{"categories":3614},[163],{"categories":3616},[127],{"categories":3618},[215],{"categories":3620},[70],{"categories":3622},[],{"categories":3624},[70],{"categories":3626},[152],{"categories":3628},[127],{"categories":3630},[70],{"categories":3632},[215],{"categories":3634},[163],{"categories":3636},[122],{"categories":3638},[141],{"categories":3640},[70],{"categories":3642},[70],{"categories":3644},[70],{"categories":3646},[70],{"categories":3648},[163],{"categories":3650},[244],{"categories":3652},[],{"categories":3654},[],{"categories":3656},[166],{"categories":3658},[458],{"categories":3660},[70],{"categories":3662},[127],{"categories":3664},[70,141],{"categories":3666},[163],{"categories":3668},[70],{"categories":3670},[70],{"categories":3672},[70],{"categories":3674},[70],{"categories":3676},[70],{"categories":3678},[70],{"categories":3680},[70],{"categories":3682},[127],{"categories":3684},[70],{"categories":3686},[127],{"categories":3688},[70],{"categories":3690},[70],{"categories":3692},[70],{"categories":3694},[],{"categories":3696},[70],{"categories":3698},[1238],{"categories":3700},[141],{"categories":3702},[215],{"categories":3704},[70],{"categories":3706},[70],{"categories":3708},[70],{"categories":3710},[166],{"categories":3712},[127],{"categories":3714},[244],{"categories":3716},[285],{"categories":3718},[],{"categories":3720},[141],{"categories":3722},[70],{"categories":3724},[122],{"categories":3726},[127],{"categories":3728},[117],{"categories":3730},[127],{"categories":3732},[70],{"categories":3734},[127],{"categories":3736},[127],{"categories":3738},[130],{"categories":3740},[141],{"categories":3742},[70],{"categories":3744},[70],{"categories":3746},[],{"categories":3748},[],{"categories":3750},[],{"categories":3752},[285],{"categories":3754},[70],{"categories":3756},[163],{"categories":3758},[70],{"categories":3760},[70],{"categories":3762},[70],{"categories":3764},[70],{"categories":3766},[],{"categories":3768},[70],{"categories":3770},[166],{"categories":3772},[122],{"categories":3774},[127],{"categories":3776},[70],{"categories":3778},[],{"categories":3780},[70],{"categories":3782},[127],{"categories":3784},[70],{"categories":3786},[285],{"categories":3788},[],{"categories":3790},[215],{"categories":3792},[215],{"categories":3794},[70],{"categories":3796},[127],{"categories":3798},[],{"categories":3800},[141],{"categories":3802},[70],{"categories":3804},[215],{"categories":3806},[70],{"categories":3808},[122],{"categories":3810},[127],{"categories":3812},[70],{"categories":3814},[],{"categories":3816},[163],{"categories":3818},[70],{"categories":3820},[70],{"categories":3822},[70],{"categories":3824},[215],{"categories":3826},[127],{"categories":3828},[163],{"categories":3830},[],{"categories":3832},[127],{"categories":3834},[122],{"categories":3836},[127],{"categories":3838},[215],{"categories":3840},[70],{"categories":3842},[70],{"categories":3844},[70],{"categories":3846},[458],{"categories":3848},[70],{"categories":3850},[127],{"categories":3852},[],{"categories":3854},[70],{"categories":3856},[70],{"categories":3858},[285],{"categories":3860},[163],{"categories":3862},[166],{"categories":3864},[563],{"categories":3866},[166],{"categories":3868},[166],{"categories":3870},[70],{"categories":3872},[],{"categories":3874},[],{"categories":3876},[],{"categories":3878},[127],{"categories":3880},[70],{"categories":3882},[127],{"categories":3884},[127],{"categories":3886},[141],{"categories":3888},[70],{"categories":3890},[435],{"categories":3892},[141],{"categories":3894},[127],{"categories":3896},[70],{"categories":3898},[70],{"categories":3900},[70],{"categories":3902},[70],{"categories":3904},[70],{"categories":3906},[127],{"categories":3908},[70],{"categories":3910},[],{"categories":3912},[],{"categories":3914},[70],{"categories":3916},[],{"categories":3918},[70],{"categories":3920},[127],{"categories":3922},[215],{"categories":3924},[70],{"categories":3926},[70],{"categories":3928},[],{"categories":3930},[127],{"categories":3932},[70],{"categories":3934},[70],{"categories":3936},[130],{"categories":3938},[70],{"categories":3940},[215],{"categories":3942},[70],{"categories":3944},[127],{"categories":3946},[122],{"categories":3948},[70],{"categories":3950},[70],{"categories":3952},[244],{"categories":3954},[127],{"categories":3956},[70],{"categories":3958},[70],{"categories":3960},[875],{"categories":3962},[70],{"categories":3964},[127],{"categories":3966},[70],{"categories":3968},[141],{"categories":3970},[70],{"categories":3972},[517],{"categories":3974},[215],{"categories":3976},[],{"categories":3978},[70],{"categories":3980},[70],{"categories":3982},[163],{"categories":3984},[458],{"categories":3986},[127],{"categories":3988},[70],{"categories":3990},[],{"categories":3992},[163],{"categories":3994},[379],{"categories":3996},[127],{"categories":3998},[127],{"categories":4000},[127],{"categories":4002},[70],{"categories":4004},[70],{"categories":4006},[127],{"categories":4008},[],{"categories":4010},[122],{"categories":4012},[70],{"categories":4014},[122],{"categories":4016},[127],{"categories":4018},[],{"categories":4020},[141],{"categories":4022},[70],{"categories":4024},[70],{"categories":4026},[117],{"categories":4028},[70],{"categories":4030},[163],{"categories":4032},[285],{"categories":4034},[152],{"categories":4036},[127],{"categories":4038},[127],{"categories":4040},[70],{"categories":4042},[70],{"categories":4044},[127],{"categories":4046},[70],{"categories":4048},[117],{"categories":4050},[],{"categories":4052},[127],{"categories":4054},[70],{"categories":4056},[70],{"categories":4058},[70],{"categories":4060},[127],{"categories":4062},[70],{"categories":4064},[],{"categories":4066},[70],{"categories":4068},[],{"categories":4070},[215],{"categories":4072},[127],{"categories":4074},[70,122],{"categories":4076},[127],{"categories":4078},[70],{"categories":4080},[],{"categories":4082},[117],{"categories":4084},[166],{"categories":4086},[122],{"categories":4088},[70],{"categories":4090},[141],{"categories":4092},[70],{"categories":4094},[70],{"categories":4096},[127],{"categories":4098},[70],{"categories":4100},[70],{"categories":4102},[70],{"categories":4104},[163],{"categories":4106},[1238],{"categories":4108},[127],{"categories":4110},[70],{"categories":4112},[],{"categories":4114},[],{"categories":4116},[70],{"categories":4118},[127],{"categories":4120},[70],{"categories":4122},[70],{"categories":4124},[285],{"categories":4126},[],{"categories":4128},[70],{"categories":4130},[127],{"categories":4132},[152],{"categories":4134},[127],{"categories":4136},[458],{"categories":4138},[],{"categories":4140},[402],{"categories":4142},[127],{"categories":4144},[70],{"categories":4146},[70],{"categories":4148},[244],{"categories":4150},[127],{"categories":4152},[70],{"categories":4154},[166],{"categories":4156},[130],{"categories":4158},[127],{"categories":4160},[70],{"categories":4162},[458],{"categories":4164},[70],{"categories":4166},[285],{"categories":4168},[122],{"categories":4170},[],{"categories":4172},[70],{"categories":4174},[70],{"categories":4176},[244],{"categories":4178},[215],{"categories":4180},[70],{"categories":4182},[70],{"categories":4184},[70],{"categories":4186},[],{"categories":4188},[244],{"categories":4190},[163],{"categories":4192},[70],{"categories":4194},[70],{"categories":4196},[70],{"categories":4198},[563],{"categories":4200},[117],{"categories":4202},[70],{"categories":4204},[130],{"categories":4206},[70],{"categories":4208},[],{"categories":4210},[],{"categories":4212},[215],{"categories":4214},[70],{"categories":4216},[166],{"categories":4218},[244],{"categories":4220},[127],{"categories":4222},[70],{"categories":4224},[70],{"categories":4226},[244],{"categories":4228},[163],{"categories":4230},[70],{"categories":4232},[],{"categories":4234},[70],{"categories":4236},[70],{"categories":4238},[],{"categories":4240},[70],{"categories":4242},[70],{"categories":4244},[588],{"categories":4246},[70],{"categories":4248},[70],{"categories":4250},[127],{"categories":4252},[141],{"categories":4254},[458],{"categories":4256},[70],{"categories":4258},[70],{"categories":4260},[70],{"categories":4262},[],{"categories":4264},[70,141],{"categories":4266},[163],{"categories":4268},[127],{"categories":4270},[141],{"categories":4272},[127],{"categories":4274},[913],{"categories":4276},[141],{"categories":4278},[141],{"categories":4280},[127],{"categories":4282},[70],{"categories":4284},[117],{"categories":4286},[],{"categories":4288},[],{"categories":4290},[127],{"categories":4292},[70],{"categories":4294},[141],{"categories":4296},[70],{"categories":4298},[117],{"categories":4300},[141],{"categories":4302},[141],{"categories":4304},[70],{"categories":4306},[244],{"categories":4308},[70],{"categories":4310},[141],{"categories":4312},[70],{"categories":4314},[],{"categories":4316},[70],{"categories":4318},[70],{"categories":4320},[215,70],{"categories":4322},[285],{"categories":4324},[117],{"categories":4326},[70],{"categories":4328},[],{"categories":4330},[70],{"categories":4332},[70],{"categories":4334},[122],{"categories":4336},[70],{"categories":4338},[122],{"categories":4340},[70],{"categories":4342},[70],{"categories":4344},[379],{"categories":4346},[70],{"categories":4348},[122],{"categories":4350},[141],{"categories":4352},[166],{"categories":4354},[127],{"categories":4356},[70],{"categories":4358},[141],{"categories":4360},[70],{"categories":4362},[70],{"categories":4364},[163],{"categories":4366},[244],{"categories":4368},[215],{"categories":4370},[70],{"categories":4372},[70],{"categories":4374},[70],{"categories":4376},[70],{"categories":4378},[117],{"categories":4380},[70],{"categories":4382},[127],{"categories":4384},[127],{"categories":4386},[141],{"categories":4388},[163],{"categories":4390},[141],{"categories":4392},[141],{"categories":4394},[70],{"categories":4396},[70],{"categories":4398},[],{"categories":4400},[],{"categories":4402},[166],{"categories":4404},[70],{"categories":4406},[141],{"categories":4408},[70],{"categories":4410},[215],{"categories":4412},[458],{"categories":4414},[402],{"categories":4416},[379],{"categories":4418},[70],{"categories":4420},[70],{"categories":4422},[70],{"categories":4424},[166],{"categories":4426},[70],{"categories":4428},[70],{"categories":4430},[70],{"categories":4432},[70],{"categories":4434},[70],{"categories":4436},[70],{"categories":4438},[70],{"categories":4440},[127],{"categories":4442},[117],{"categories":4444},[127],{"categories":4446},[70,122],{"categories":4448},[],{"categories":4450},[215],{"categories":4452},[],{"categories":4454},[130],{"categories":4456},[70],{"categories":4458},[163],{"categories":4460},[117],{"categories":4462},[70],{"categories":4464},[117],{"categories":4466},[127],{"categories":4468},[166],{"categories":4470},[127],{"categories":4472},[130],{"categories":4474},[127],{"categories":4476},[70],{"categories":4478},[70],{"categories":4480},[122],{"categories":4482},[127],{"categories":4484},[141],{"categories":4486},[244],{"categories":4488},[70],{"categories":4490},[70],{"categories":4492},[],{"categories":4494},[163],{"categories":4496},[70],{"categories":4498},[70],{"categories":4500},[70],{"categories":4502},[70],{"categories":4504},[70],{"categories":4506},[70],{"categories":4508},[141],{"categories":4510},[163],{"categories":4512},[141],{"categories":4514},[141],{"categories":4516},[70],{"categories":4518},[70],{"categories":4520},[70],{"categories":4522},[70],{"categories":4524},[402],{"categories":4526},[70],{"categories":4528},[127],{"categories":4530},[163],{"categories":4532},[70],{"categories":4534},[70],{"categories":4536},[70],{"categories":4538},[127],{"categories":4540},[70],{"categories":4542},[70],{"categories":4544},[70],{"categories":4546},[3137],{"categories":4548},[4549],"Clinical AI",{"categories":4551},[215],{"categories":4553},[70],{"categories":4555},[70],{"categories":4557},[70],{"categories":4559},[70],{"categories":4561},[285],{"categories":4563},[2496],{"categories":4565},[70],{"categories":4567},[130],{"categories":4569},[215],{"categories":4571},[70],{"categories":4573},[127],{"categories":4575},[70],{"categories":4577},[70],{"categories":4579},[163],{"categories":4581},[70],{"categories":4583},[127],{"categories":4585},[141],{"categories":4587},[244],{"categories":4589},[70],{"categories":4591},[70],{"categories":4593},[122],{"categories":4595},[70],{"categories":4597},[70],{"categories":4599},[517],{"categories":4601},[70],{"categories":4603},[],{"categories":4605},[127],{"categories":4607},[70],{"categories":4609},[141],{"categories":4611},[117],{"categories":4613},[70],{"categories":4615},[],{"categories":4617},[],{"categories":4619},[70],{"categories":4621},[],{"categories":4623},[122],{"categories":4625},[70],{"categories":4627},[70],{"categories":4629},[127],{"categories":4631},[70],{"categories":4633},[163],{"categories":4635},[163],{"categories":4637},[163],{"categories":4639},[163],{"categories":4641},[],{"categories":4643},[117],{"categories":4645},[127],{"categories":4647},[163],{"categories":4649},[70],{"categories":4651},[588],{"categories":4653},[130],{"categories":4655},[127],{"categories":4657},[70],{"categories":4659},[117],{"categories":4661},[70],{"categories":4663},[127],{"categories":4665},[70],{"categories":4667},[70],{"categories":4669},[70],{"categories":4671},[70,127],{"categories":4673},[127],{"categories":4675},[285],{"categories":4677},[163],{"categories":4679},[127],{"categories":4681},[163],{"categories":4683},[127],{"categories":4685},[70],{"categories":4687},[],{"categories":4689},[163],{"categories":4691},[244],{"categories":4693},[117],{"categories":4695},[70],{"categories":4697},[70],{"categories":4699},[],{"categories":4701},[141],{"categories":4703},[],{"categories":4705},[117],{"categories":4707},[127],{"categories":4709},[163],{"categories":4711},[70],{"categories":4713},[163],{"categories":4715},[117],{"categories":4717},[163],{"categories":4719},[163],{"categories":4721},[],{"categories":4723},[122],{"categories":4725},[127],{"categories":4727},[163],{"categories":4729},[163],{"categories":4731},[163],{"categories":4733},[163],{"categories":4735},[163],{"categories":4737},[163],{"categories":4739},[163],{"categories":4741},[163],{"categories":4743},[163],{"categories":4745},[163],{"categories":4747},[166],{"categories":4749},[117],{"categories":4751},[70],{"categories":4753},[70],{"categories":4755},[127],{"categories":4757},[127],{"categories":4759},[],{"categories":4761},[70],{"categories":4763},[70,117],{"categories":4765},[],{"categories":4767},[127],{"categories":4769},[70],{"categories":4771},[163],{"categories":4773},[127],{"categories":4775},[913],{"categories":4777},[70],{"categories":4779},[70],{"categories":4781},[70],{"categories":4783},[70],{"categories":4785},[70],{"categories":4787},[379],{"categories":4789},[70],{"categories":4791},[70],{"categories":4793},[127],{"categories":4795},[70],{"categories":4797},[70],{"categories":4799},[122],{"categories":4801},[130],{"categories":4803},[127],{"categories":4805},[127],{"categories":4807},[],{"categories":4809},[127],{"categories":4811},[215],{"categories":4813},[163],{"categories":4815},[70],{"categories":4817},[],{"categories":4819},[130],{"categories":4821},[],{"categories":4823},[141],{"categories":4825},[70],{"categories":4827},[127],{"categories":4829},[215],{"categories":4831},[70],{"categories":4833},[],{"categories":4835},[70],{"categories":4837},[70],{"categories":4839},[],{"categories":4841},[244],{"categories":4843},[70],{"categories":4845},[127],{"categories":4847},[],{"categories":4849},[],{"categories":4851},[163],{"categories":4853},[117],{"categories":4855},[70],{"categories":4857},[70],{"categories":4859},[122],{"categories":4861},[70],{"categories":4863},[70],{"categories":4865},[127],{"categories":4867},[70],{"categories":4869},[122],{"categories":4871},[122],{"categories":4873},[215],{"categories":4875},[],{"categories":4877},[70],{"categories":4879},[163],{"categories":4881},[],{"categories":4883},[70],{"categories":4885},[70],{"categories":4887},[215],{"categories":4889},[70],{"categories":4891},[70],{"categories":4893},[244],{"categories":4895},[70],{"categories":4897},[285],{"categories":4899},[],{"categories":4901},[127],{"categories":4903},[70],{"categories":4905},[244],{"categories":4907},[141],{"categories":4909},[],{"categories":4911},[70],{"categories":4913},[],{"categories":4915},[127],{"categories":4917},[215],{"categories":4919},[141],{"categories":4921},[],{"categories":4923},[3137],{"categories":4925},[122],{"categories":4927},[117],{"categories":4929},[70],{"categories":4931},[166],{"categories":4933},[127],{"categories":4935},[215],{"categories":4937},[70],{"categories":4939},[141],{"categories":4941},[],{"categories":4943},[],{"categories":4945},[70],{"categories":4947},[117],{"categories":4949},[70],{"categories":4951},[244],{"categories":4953},[],{"categories":4955},[127],{"categories":4957},[127],{"categories":4959},[70],{"categories":4961},[127],{"categories":4963},[70],{"categories":4965},[163],{"categories":4967},[141],{"categories":4969},[70],{"categories":4971},[127],{"categories":4973},[130],{"categories":4975},[70],{"categories":4977},[70],{"categories":4979},[70],{"categories":4981},[127],{"categories":4983},[70],{"categories":4985},[130],{"categories":4987},[244],{"categories":4989},[163],{"categories":4991},[],{"categories":4993},[244],{"categories":4995},[70],{"categories":4997},[],{"categories":4999},[141],{"categories":5001},[127],{"categories":5003},[],{"categories":5005},[70],{"categories":5007},[70],{"categories":5009},[70],{"categories":5011},[70],{"categories":5013},[70],{"categories":5015},[127],{"categories":5017},[122],{"categories":5019},[117],{"categories":5021},[127],{"categories":5023},[70],{"categories":5025},[215],{"categories":5027},[141],{"categories":5029},[141],{"categories":5031},[70],{"categories":5033},[166],{"categories":5035},[127],{"categories":5037},[70],{"categories":5039},[70],{"categories":5041},[127],{"categories":5043},[70],{"categories":5045},[70],{"categories":5047},[127],{"categories":5049},[122],{"categories":5051},[70],{"categories":5053},[215],{"categories":5055},[141],{"categories":5057},[127],{"categories":5059},[70],{"categories":5061},[130],{"categories":5063},[70],{"categories":5065},[127],{"categories":5067},[70],{"categories":5069},[70],{"categories":5071},[163],{"categories":5073},[70],{"categories":5075},[],{"categories":5077},[117],{"categories":5079},[70],{"categories":5081},[70],{"categories":5083},[70],{"categories":5085},[141],{"categories":5087},[141],{"categories":5089},[70],{"categories":5091},[141],{"categories":5093},[70],{"categories":5095},[127],{"categories":5097},[70],{"categories":5099},[70],{"categories":5101},[70],{"categories":5103},[70],{"categories":5105},[70],{"categories":5107},[],{"categories":5109},[70],{"categories":5111},[215],{"categories":5113},[127],{"categories":5115},[122],{"categories":5117},[163],{"categories":5119},[70],{"categories":5121},[127],{"categories":5123},[70],{"categories":5125},[127],{"categories":5127},[70],{"categories":5129},[70],{"categories":5131},[215],{"categories":5133},[127],{"categories":5135},[70],{"categories":5137},[244],{"categories":5139},[70],{"categories":5141},[166],{"categories":5143},[70],{"categories":5145},[70],{"categories":5147},[163],{"categories":5149},[70],{"categories":5151},[70],{"categories":5153},[70],{"categories":5155},[70],{"categories":5157},[127],{"categories":5159},[285],{"categories":5161},[70],{"categories":5163},[141],{"categories":5165},[127],{"categories":5167},[166],{"categories":5169},[],{"categories":5171},[127],{"categories":5173},[141],{"categories":5175},[70],{"categories":5177},[70],{"categories":5179},[2334],{"categories":5181},[215],{"categories":5183},[314],{"categories":5185},[70],{"categories":5187},[70],{"categories":5189},[70],{"categories":5191},[70],{"categories":5193},[117],{"categories":5195},[70],{"categories":5197},[70],{"categories":5199},[141],{"categories":5201},[122],{"categories":5203},[70],{"categories":5205},[141],{"categories":5207},[70],{"categories":5209},[],{"categories":5211},[127],{"categories":5213},[127],{"categories":5215},[70],{"categories":5217},[70],{"categories":5219},[70],{"categories":5221},[166],{"categories":5223},[],{"categories":5225},[163],{"categories":5227},[],{"categories":5229},[163],{"categories":5231},[70],{"categories":5233},[70],{"categories":5235},[127],{"categories":5237},[70],{"categories":5239},[127],{"categories":5241},[127],{"categories":5243},[],{"categories":5245},[70],{"categories":5247},[163],{"categories":5249},[70],{"categories":5251},[],{"categories":5253},[70],{"categories":5255},[70],{"categories":5257},[],{"categories":5259},[70],{"categories":5261},[70],{"categories":5263},[215],{"categories":5265},[141],{"categories":5267},[127],{"categories":5269},[70],{"categories":5271},[70],{"categories":5273},[70],{"categories":5275},[70],{"categories":5277},[244],{"categories":5279},[70],{"categories":5281},[70],{"categories":5283},[70],{"categories":5285},[117],{"categories":5287},[70],{"categories":5289},[70],{"categories":5291},[],{"categories":5293},[70],{"categories":5295},[70],{"categories":5297},[70],{"categories":5299},[],{"categories":5301},[117],{"categories":5303},[70],{"categories":5305},[70],{"categories":5307},[163],{"categories":5309},[141],{"categories":5311},[130],{"categories":5313},[127],{"categories":5315},[458],{"categories":5317},[70],{"categories":5319},[70],{"categories":5321},[70],{"categories":5323},[141],{"categories":5325},[163],{"categories":5327},[215],{"categories":5329},[70],{"categories":5331},[70],{"categories":5333},[70],{"categories":5335},[70],{"categories":5337},[163],{"categories":5339},[70],{"categories":5341},[215],{"categories":5343},[70],{"categories":5345},[70],{"categories":5347},[163],{"categories":5349},[215],{"categories":5351},[70],{"categories":5353},[163],{"categories":5355},[70],{"categories":5357},[127],{"categories":5359},[127],{"categories":5361},[127],{"categories":5363},[141],{"categories":5365},[163],{"categories":5367},[127],{"categories":5369},[127],{"categories":5371},[70],{"categories":5373},[141],{"categories":5375},[215],{"categories":5377},[70],{"categories":5379},[70],{"categories":5381},[127],{"categories":5383},[70],{"categories":5385},[],{"categories":5387},[127],{"categories":5389},[],{"categories":5391},[70],{"categories":5393},[70],{"categories":5395},[],{"categories":5397},[],{"categories":5399},[127],{"categories":5401},[122],{"categories":5403},[127],{"categories":5405},[5406],"Liability & Ethics",{"categories":5408},[70],{"categories":5410},[70],{"categories":5412},[70],{"categories":5414},[127],{"categories":5416},[117],{"categories":5418},[127],{"categories":5420},[122],{"categories":5422},[244],{"categories":5424},[127],{"categories":5426},[70],{"categories":5428},[70],{"categories":5430},[],{"categories":5432},[563],{"categories":5434},[127],{"categories":5436},[],{"categories":5438},[70],{"categories":5440},[117],{"categories":5442},[127],{"categories":5444},[],{"categories":5446},[127],{"categories":5448},[70],{"categories":5450},[70],{"categories":5452},[141],{"categories":5454},[70],{"categories":5456},[163],{"categories":5458},[70],{"categories":5460},[70],{"categories":5462},[130],{"categories":5464},[127],{"categories":5466},[70],{"categories":5468},[70],{"categories":5470},[70],{"categories":5472},[163],{"categories":5474},[127],{"categories":5476},[141],{"categories":5478},[215],{"categories":5480},[117],{"categories":5482},[70],{"categories":5484},[70],{"categories":5486},[70],{"categories":5488},[],{"categories":5490},[127],{"categories":5492},[127],{"categories":5494},[127],{"categories":5496},[458],{"categories":5498},[215],{"categories":5500},[127],{"categories":5502},[285],{"categories":5504},[141],{"categories":5506},[163],{"categories":5508},[70],{"categories":5510},[215],{"categories":5512},[70],{"categories":5514},[117],{"categories":5516},[],{"categories":5518},[127],{"categories":5520},[70],{"categories":5522},[70],{"categories":5524},[70],{"categories":5526},[70],{"categories":5528},[127],{"categories":5530},[70],{"categories":5532},[70],{"categories":5534},[215],{"categories":5536},[],{"categories":5538},[127],{"categories":5540},[130],{"categories":5542},[163],{"categories":5544},[127],{"categories":5546},[122],{"categories":5548},[],{"categories":5550},[70],{"categories":5552},[70],{"categories":5554},[130],{"categories":5556},[70],{"categories":5558},[127],{"categories":5560},[163],{"categories":5562},[117],{"categories":5564},[285],{"categories":5566},[70],{"categories":5568},[70],{"categories":5570},[70],{"categories":5572},[163],{"categories":5574},[122],{"categories":5576},[70],{"categories":5578},[215],{"categories":5580},[163],{"categories":5582},[285],{"categories":5584},[70],{"categories":5586},[127],{"categories":5588},[],{"categories":5590},[517],{"categories":5592},[],{"categories":5594},[70],{"categories":5596},[285],{"categories":5598},[70],{"categories":5600},[166],{"categories":5602},[70],{"categories":5604},[127],{"categories":5606},[127],{"categories":5608},[5609],"Design News & Tools",{"categories":5611},[70],{"categories":5613},[70],{"categories":5615},[163],{"categories":5617},[70],{"categories":5619},[70],{"categories":5621},[117],{"categories":5623},[127],{"categories":5625},[70],{"categories":5627},[215],{"categories":5629},[127],{"categories":5631},[127],{"categories":5633},[215],{"categories":5635},[70],{"categories":5637},[70],{"categories":5639},[458],{"categories":5641},[127],{"categories":5643},[70],{"categories":5645},[70],{"categories":5647},[458],{"categories":5649},[70],{"categories":5651},[244],{"categories":5653},[70],{"categories":5655},[127],{"categories":5657},[],{"categories":5659},[70],{"categories":5661},[70],{"categories":5663},[70],{"categories":5665},[163],{"categories":5667},[70],{"categories":5669},[117],{"categories":5671},[],{"categories":5673},[70],{"categories":5675},[70],{"categories":5677},[70],{"categories":5679},[141],{"categories":5681},[588],{"categories":5683},[141],{"categories":5685},[215],{"categories":5687},[70],{"categories":5689},[70,127],{"categories":5691},[244,122],{"categories":5693},[141],{"categories":5695},[70],{"categories":5697},[70],{"categories":5699},[70],{"categories":5701},[70],{"categories":5703},[],{"categories":5705},[127],{"categories":5707},[70],{"categories":5709},[],{"categories":5711},[70],{"categories":5713},[141],{"categories":5715},[70],{"categories":5717},[141],{"categories":5719},[],{"categories":5721},[127],{"categories":5723},[70],{"categories":5725},[122],{"categories":5727},[70],{"categories":5729},[163],{"categories":5731},[70],{"categories":5733},[],{"categories":5735},[127],{"categories":5737},[70],{"categories":5739},[],{"categories":5741},[215],{"categories":5743},[70],{"categories":5745},[70],{"categories":5747},[127],{"categories":5749},[70],{"categories":5751},[70],{"categories":5753},[117],{"categories":5755},[127],{"categories":5757},[70],{"categories":5759},[],{"categories":5761},[70],{"categories":5763},[285],{"categories":5765},[244],{"categories":5767},[122],{"categories":5769},[122],{"categories":5771},[70],{"categories":5773},[117],{"categories":5775},[117],{"categories":5777},[70],{"categories":5779},[127],{"categories":5781},[70],{"categories":5783},[70],{"categories":5785},[70],{"categories":5787},[70],{"categories":5789},[141],{"categories":5791},[70],{"categories":5793},[117],{"categories":5795},[70],{"categories":5797},[70],{"categories":5799},[127],{"categories":5801},[70],{"categories":5803},[244],{"categories":5805},[70],{"categories":5807},[163],{"categories":5809},[70],{"categories":5811},[70],{"categories":5813},[127],{"categories":5815},[130],{"categories":5817},[70],{"categories":5819},[70],{"categories":5821},[127],{"categories":5823},[],{"categories":5825},[141],{"categories":5827},[],{"categories":5829},[141],{"categories":5831},[127],{"categories":5833},[117],{"categories":5835},[70],{"categories":5837},[],{"categories":5839},[166],{"categories":5841},[285],{"categories":5843},[70],{"categories":5845},[141],{"categories":5847},[70],{"categories":5849},[],{"categories":5851},[163],{"categories":5853},[127],{"categories":5855},[141],{"categories":5857},[215],{"categories":5859},[122],{"categories":5861},[70],{"categories":5863},[70],{"categories":5865},[127],{"categories":5867},[141],{"categories":5869},[127],{"categories":5871},[163],{"categories":5873},[70],{"categories":5875},[130],{"categories":5877},[117],{"categories":5879},[130],{"categories":5881},[163],{"categories":5883},[70],{"categories":5885},[141],{"categories":5887},[70],{"categories":5889},[215],{"categories":5891},[122],{"categories":5893},[70],{"categories":5895},[70],{"categories":5897},[70],{"categories":5899},[70],{"categories":5901},[70],{"categories":5903},[70],{"categories":5905},[127],{"categories":5907},[70],{"categories":5909},[127],{"categories":5911},[70],{"categories":5913},[70],{"categories":5915},[117],{"categories":5917},[70],{"categories":5919},[127],{"categories":5921},[127],{"categories":5923},[215],{"categories":5925},[127],{"categories":5927},[127],{"categories":5929},[70],{"categories":5931},[117],{"categories":5933},[127],{"categories":5935},[215],{"categories":5937},[],{"categories":5939},[70],{"categories":5941},[166],{"categories":5943},[458],{"categories":5945},[70],{"categories":5947},[127],{"categories":5949},[70],{"categories":5951},[70],{"categories":5953},[141],{"categories":5955},[70],{"categories":5957},[],{"categories":5959},[70],{"categories":5961},[127],{"categories":5963},[70],{"categories":5965},[244],{"categories":5967},[70],{"categories":5969},[141],{"categories":5971},[70],{"categories":5973},[163],{"categories":5975},[127],{"categories":5977},[70],{"categories":5979},[244],{"categories":5981},[127],{"categories":5983},[122],{"categories":5985},[122],{"categories":5987},[70],{"categories":5989},[70],{"categories":5991},[70],{"categories":5993},[70],{"categories":5995},[70],{"categories":5997},[70],{"categories":5999},[117],{"categories":6001},[],{"categories":6003},[70],{"categories":6005},[70],{"categories":6007},[127],{"categories":6009},[127],{"categories":6011},[70],{"categories":6013},[70],{"categories":6015},[70],{"categories":6017},[70],{"categories":6019},[70],{"categories":6021},[141],{"categories":6023},[],{"categories":6025},[117],{"categories":6027},[70],{"categories":6029},[70],{"categories":6031},[127],{"categories":6033},[127],{"categories":6035},[],{"categories":6037},[141],{"categories":6039},[141],{"categories":6041},[70],{"categories":6043},[244],{"categories":6045},[122],{"categories":6047},[215],{"categories":6049},[],{"categories":6051},[70],{"categories":6053},[127],{"categories":6055},[117],{"categories":6057},[70],{"categories":6059},[70],{"categories":6061},[141],{"categories":6063},[117],{"categories":6065},[70],{"categories":6067},[70],{"categories":6069},[163],{"categories":6071},[166],{"categories":6073},[70],{"categories":6075},[163],{"categories":6077},[127],{"categories":6079},[70],{"categories":6081},[],{"categories":6083},[163],{"categories":6085},[127],{"categories":6087},[215],{"categories":6089},[166],{"categories":6091},[70],{"categories":6093},[70],{"categories":6095},[],{"categories":6097},[127],{"categories":6099},[127],{"categories":6101},[127],{"categories":6103},[3137],{"categories":6105},[163],{"categories":6107},[70],{"categories":6109},[141],{"categories":6111},[70],{"categories":6113},[70],{"categories":6115},[70],{"categories":6117},[70],{"categories":6119},[70],{"categories":6121},[122],{"categories":6123},[70],{"categories":6125},[117],{"categories":6127},[1800],{"categories":6129},[285],{"categories":6131},[117],{"categories":6133},[],{"categories":6135},[70],{"categories":6137},[],{"categories":6139},[163],{"categories":6141},[127],{"categories":6143},[215],{"categories":6145},[70],{"categories":6147},[70],{"categories":6149},[70],{"categories":6151},[163],{"categories":6153},[],{"categories":6155},[127],{"categories":6157},[70],{"categories":6159},[127],{"categories":6161},[127],{"categories":6163},[],{"categories":6165},[70],{"categories":6167},[],{"categories":6169},[163],{"categories":6171},[117],{"categories":6173},[215],{"categories":6175},[70],{"categories":6177},[127],{"categories":6179},[163],{"categories":6181},[70],{"categories":6183},[163],{"categories":6185},[],{"categories":6187},[163],{"categories":6189},[70],{"categories":6191},[117],{"categories":6193},[458],{"categories":6195},[127],{"categories":6197},[70],{"categories":6199},[],{"categories":6201},[141],{"categories":6203},[127],{"categories":6205},[130],{"categories":6207},[127],{"categories":6209},[117],{"categories":6211},[70],{"categories":6213},[70],{"categories":6215},[],{"categories":6217},[],{"categories":6219},[],{"categories":6221},[215],{"categories":6223},[70],{"categories":6225},[127],{"categories":6227},[70],{"categories":6229},[70],{"categories":6231},[],{"categories":6233},[],{"categories":6235},[],{"categories":6237},[70],{"categories":6239},[127],{"categories":6241},[215],{"categories":6243},[70],{"categories":6245},[],{"categories":6247},[127],{"categories":6249},[70],{"categories":6251},[70],{"categories":6253},[117],{"categories":6255},[],{"categories":6257},[],{"categories":6259},[70],{"categories":6261},[70],{"categories":6263},[127],{"categories":6265},[215],{"categories":6267},[70],{"categories":6269},[163],{"categories":6271},[],{"categories":6273},[70],{"categories":6275},[70],{"categories":6277},[244],{"categories":6279},[163],{"categories":6281},[244],{"categories":6283},[166],{"categories":6285},[70],{"categories":6287},[70],{"categories":6289},[],{"categories":6291},[],{"categories":6293},[127],{"categories":6295},[],{"categories":6297},[70],{"categories":6299},[458],{"categories":6301},[70],{"categories":6303},[70],{"categories":6305},[70],{"categories":6307},[70],{"categories":6309},[],{"categories":6311},[127],{"categories":6313},[70],{"categories":6315},[70],{"categories":6317},[],{"categories":6319},[127],{"categories":6321},[70],{"categories":6323},[163],{"categories":6325},[70],{"categories":6327},[244],{"categories":6329},[122],{"categories":6331},[130],{"categories":6333},[70],{"categories":6335},[70],{"categories":6337},[127],{"categories":6339},[166],{"categories":6341},[127],{"categories":6343},[127],{"categories":6345},[],{"categories":6347},[70],{"categories":6349},[127],{"categories":6351},[],{"categories":6353},[70],{"categories":6355},[],{"categories":6357},[163],{"categories":6359},[122],{"categories":6361},[],{"categories":6363},[70],{"categories":6365},[70],{"categories":6367},[70],{"categories":6369},[],{"categories":6371},[127],{"categories":6373},[215],{"categories":6375},[117],{"categories":6377},[70],{"categories":6379},[],{"categories":6381},[122],{"categories":6383},[244],{"categories":6385},[70],{"categories":6387},[141],{"categories":6389},[117],{"categories":6391},[166],{"categories":6393},[122],{"categories":6395},[141],{"categories":6397},[127],{"categories":6399},[141],{"categories":6401},[],{"categories":6403},[70],{"categories":6405},[130],{"categories":6407},[70],{"categories":6409},[],{"categories":6411},[127],{"categories":6413},[117],{"categories":6415},[215],{"categories":6417},[70],{"categories":6419},[117],{"categories":6421},[127],{"categories":6423},[285],{"categories":6425},[70],{"categories":6427},[70],{"categories":6429},[70],{"categories":6431},[70],{"categories":6433},[70],{"categories":6435},[117],{"categories":6437},[70],{"categories":6439},[141],{"categories":6441},[166],{"categories":6443},[127],{"categories":6445},[],{"categories":6447},[70],{"categories":6449},[70],{"categories":6451},[70],{"categories":6453},[141],{"categories":6455},[127],{"categories":6457},[163],{"categories":6459},[141],{"categories":6461},[70],{"categories":6463},[130],{"categories":6465},[],{"categories":6467},[215],{"categories":6469},[141],{"categories":6471},[163],{"categories":6473},[70],{"categories":6475},[117],{"categories":6477},[127],{"categories":6479},[70],{"categories":6481},[70],{"categories":6483},[127],{"categories":6485},[130],{"categories":6487},[70],{"categories":6489},[127],{"categories":6491},[70],{"categories":6493},[122],{"categories":6495},[127],{"categories":6497},[127,285],{"categories":6499},[70],{"categories":6501},[70],{"categories":6503},[127],{"categories":6505},[141],{"categories":6507},[70],{"categories":6509},[70],{"categories":6511},[166],{"categories":6513},[127],{"categories":6515},[244],{"categories":6517},[127],{"categories":6519},[122],{"categories":6521},[],{"categories":6523},[127],{"categories":6525},[70],{"categories":6527},[122],{"categories":6529},[],{"categories":6531},[],{"categories":6533},[141],{"categories":6535},[70],{"categories":6537},[70],{"categories":6539},[127],{"categories":6541},[166],{"categories":6543},[244],{"categories":6545},[70],{"categories":6547},[70],{"categories":6549},[70],{"categories":6551},[127],{"categories":6553},[],{"categories":6555},[127],{"categories":6557},[163],{"categories":6559},[70],{"categories":6561},[127],{"categories":6563},[127],{"categories":6565},[70],{"categories":6567},[],{"categories":6569},[163],{"categories":6571},[141],{"categories":6573},[3137],{"categories":6575},[117],{"categories":6577},[141],{"categories":6579},[70],{"categories":6581},[127],{"categories":6583},[70],{"categories":6585},[70],{"categories":6587},[244],{"categories":6589},[141],{"categories":6591},[166],{"categories":6593},[],{"categories":6595},[163],{"categories":6597},[70],{"categories":6599},[70],{"categories":6601},[],{"categories":6603},[127],{"categories":6605},[70],{"categories":6607},[70],{"categories":6609},[70],{"categories":6611},[70],{"categories":6613},[127],{"categories":6615},[70],{"categories":6617},[70],{"categories":6619},[70],{"categories":6621},[130],{"categories":6623},[70],{"categories":6625},[127],{"categories":6627},[70],{"categories":6629},[70],{"categories":6631},[70],{"categories":6633},[70],{"categories":6635},[70],{"categories":6637},[70],{"categories":6639},[70],{"categories":6641},[122],{"categories":6643},[],{"categories":6645},[130],{"categories":6647},[163],{"categories":6649},[127],{"categories":6651},[70],{"categories":6653},[141],{"categories":6655},[],{"categories":6657},[141],{"categories":6659},[141],{"categories":6661},[127],{"categories":6663},[141],{"categories":6665},[70],{"categories":6667},[70],{"categories":6669},[70],{"categories":6671},[127],{"categories":6673},[141],{"categories":6675},[70],{"categories":6677},[70],{"categories":6679},[70],{"categories":6681},[127],{"categories":6683},[163],{"categories":6685},[70],{"categories":6687},[70],{"categories":6689},[70],{"categories":6691},[122],{"categories":6693},[70],{"categories":6695},[127],{"categories":6697},[215],{"categories":6699},[],{"categories":6701},[70],{"categories":6703},[166],{"categories":6705},[127],{"categories":6707},[70],{"categories":6709},[70],{"categories":6711},[],{"categories":6713},[70],{"categories":6715},[70],{"categories":6717},[163],{"categories":6719},[70],{"categories":6721},[70],{"categories":6723},[127],{"categories":6725},[244],{"categories":6727},[],{"categories":6729},[],{"categories":6731},[141],{"categories":6733},[70],{"categories":6735},[70],{"categories":6737},[163],{"categories":6739},[70],{"categories":6741},[141],{"categories":6743},[163],{"categories":6745},[70],{"categories":6747},[70],{"categories":6749},[244],{"categories":6751},[166],{"categories":6753},[70],{"categories":6755},[70],{"categories":6757},[117],{"categories":6759},[127],{"categories":6761},[70],{"categories":6763},[70],{"categories":6765},[127],{"categories":6767},[122],{"categories":6769},[127],{"categories":6771},[141],{"categories":6773},[70],{"categories":6775},[122],{"categories":6777},[],{"categories":6779},[70],{"categories":6781},[166],{"categories":6783},[70],{"categories":6785},[70],{"categories":6787},[],{"categories":6789},[163],{"categories":6791},[70],{"categories":6793},[127],{"categories":6795},[166],{"categories":6797},[70],{"categories":6799},[141],{"categories":6801},[141],{"categories":6803},[141],{"categories":6805},[70],{"categories":6807},[127],{"categories":6809},[127],{"categories":6811},[70],{"categories":6813},[127],{"categories":6815},[70],{"categories":6817},[70],{"categories":6819},[215],{"categories":6821},[166],{"categories":6823},[166],{"categories":6825},[],{"categories":6827},[163],{"categories":6829},[70],{"categories":6831},[70],{"categories":6833},[141],{"categories":6835},[],{"categories":6837},[163],{"categories":6839},[163],{"categories":6841},[163],{"categories":6843},[],{"categories":6845},[127],{"categories":6847},[70],{"categories":6849},[],{"categories":6851},[117],{"categories":6853},[122],{"categories":6855},[],{"categories":6857},[70],{"categories":6859},[70],{"categories":6861},[],{"categories":6863},[141],{"categories":6865},[],{"categories":6867},[],{"categories":6869},[],{"categories":6871},[],{"categories":6873},[70],{"categories":6875},[163],{"categories":6877},[],{"categories":6879},[],{"categories":6881},[70],{"categories":6883},[70],{"categories":6885},[70],{"categories":6887},[166],{"categories":6889},[70],{"categories":6891},[166],{"categories":6893},[],{"categories":6895},[166],{"categories":6897},[166],{"categories":6899},[285],{"categories":6901},[127],{"categories":6903},[141],{"categories":6905},[],{"categories":6907},[],{"categories":6909},[166],{"categories":6911},[141],{"categories":6913},[141],{"categories":6915},[141],{"categories":6917},[],{"categories":6919},[117],{"categories":6921},[141],{"categories":6923},[141],{"categories":6925},[117],{"categories":6927},[141],{"categories":6929},[122],{"categories":6931},[141],{"categories":6933},[141],{"categories":6935},[141],{"categories":6937},[166],{"categories":6939},[163],{"categories":6941},[163],{"categories":6943},[70],{"categories":6945},[141],{"categories":6947},[166],{"categories":6949},[285],{"categories":6951},[166],{"categories":6953},[166],{"categories":6955},[166],{"categories":6957},[],{"categories":6959},[122],{"categories":6961},[],{"categories":6963},[285],{"categories":6965},[141],{"categories":6967},[141],{"categories":6969},[141],{"categories":6971},[127],{"categories":6973},[163,122],{"categories":6975},[166],{"categories":6977},[],{"categories":6979},[],{"categories":6981},[166],{"categories":6983},[],{"categories":6985},[166],{"categories":6987},[163],{"categories":6989},[127],{"categories":6991},[],{"categories":6993},[141],{"categories":6995},[70],{"categories":6997},[215],{"categories":6999},[],{"categories":7001},[70],{"categories":7003},[],{"categories":7005},[163],{"categories":7007},[117],{"categories":7009},[166],{"categories":7011},[],{"categories":7013},[141],{"categories":7015},[163],[7017,7089,7169,7241],{"id":7018,"title":7019,"ai":7020,"body":7026,"categories":7054,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7055,"navigation":93,"path":7076,"published_at":7077,"question":71,"scraped_at":7078,"seo":7079,"sitemap":7080,"source_id":7081,"source_name":7082,"source_type":101,"source_url":7083,"stem":7084,"tags":7085,"thumbnail_url":71,"tldr":7086,"tweet":71,"unknown_tags":7087,"__hash__":7088},"summaries\u002Fsummaries\u002F1e926c68a30ae932-copilotkit-s-ag-ui-enables-dynamic-ai-agent-uis-in-summary.md","CopilotKit's AG-UI Enables Dynamic AI Agent UIs in Apps",{"provider":7,"model":7021,"input_tokens":7022,"output_tokens":7023,"processing_time_ms":7024,"cost_usd":7025},"x-ai\u002Fgrok-4.1-fast",6505,2289,20008,0.00193865,{"type":14,"value":7027,"toc":7049},[7028,7032,7035,7039,7042,7046],[17,7029,7031],{"id":7030},"ag-ui-replaces-clunky-chatbots-with-contextual-uis","AG-UI Replaces Clunky Chatbots with Contextual UIs",[22,7033,7034],{},"Current AI in apps often limits to text chatbots that deliver dense paragraphs, failing tasks like itinerary booking amid verbose output. CopilotKit's open-source AG-UI protocol fixes this by letting agents live natively in apps, observe user actions, and generate dynamic UIs using developer-defined components. Key features include streaming chat, front-end tool calls, and state sharing for human-in-the-loop control. Developers specify building blocks—e.g., pie charts styled to match their design system—and agents assemble interactive UIs on demand, such as revenue breakdowns users can drill into, while retaining pixel-perfect control over UI changes.",[17,7036,7038],{"id":7037},"explosive-adoption-fuels-enterprise-expansion","Explosive Adoption Fuels Enterprise Expansion",[22,7040,7041],{},"AG-UI sees millions of weekly installs and production use by Fortune 500 firms and customers including Deutsche Telekom, Docusign, Cisco, and S&P Global. It integrates with protocols like Anthropic's Model Context Protocol (MCP) and Google's Agent2Agent (A2A), plus providers Google, Microsoft, Amazon, Oracle, and frameworks LangChain, Mastra, PydanticAI, Agno. Seattle-based CopilotKit (25 employees) raised $27M Series A from Glilot Capital, NFX, SignalFire to launch CopilotKit Enterprise Intelligence—a self-hostable bundle hardening AG-UI for production with support and deployment options.",[17,7043,7045],{"id":7044},"horizontal-optionality-beats-vertical-stacks","Horizontal Optionality Beats Vertical Stacks",[22,7047,7048],{},"Unlike Vercel's AI SDK (full-stack), Assistant-ui (chat components), or OpenAI's ChatGPT-only Apps SDK, CopilotKit stays agnostic to agent frameworks, clouds, or backends, prioritizing enterprise demands for optionality and self-hosting. Open-source AG-UI remains neutral standard (95% free users), with paid tiers hardening it for top enterprises without forking the ecosystem.",{"title":63,"searchDepth":64,"depth":64,"links":7050},[7051,7052,7053],{"id":7030,"depth":64,"text":7031},{"id":7037,"depth":64,"text":7038},{"id":7044,"depth":64,"text":7045},[70],{"content_references":7056,"triage":7072},[7057,7060,7063,7066,7069],{"type":77,"title":7058,"url":7059,"context":84},"CopilotKit","https:\u002F\u002Fwww.copilotkit.ai\u002F",{"type":7061,"title":7062,"context":84},"other","AG-UI protocol",{"type":7061,"title":7064,"url":7065,"context":84},"Model Context Protocol (MCP)","https:\u002F\u002Ftechcrunch.com\u002F2024\u002F11\u002F25\u002Fanthropic-proposes-a-way-to-connect-data-to-ai-chatbots\u002F",{"type":7061,"title":7067,"url":7068,"context":84},"Agent2Agent (A2A) protocol","https:\u002F\u002Fdevelopers.googleblog.com\u002Fen\u002Fa2a-a-new-era-of-agent-interoperability\u002F",{"type":77,"title":7070,"url":7071,"context":84},"Vercel AI SDK","https:\u002F\u002Fgithub.com\u002Fvercel\u002Fai",{"relevance":7073,"novelty":89,"quality":89,"actionability":89,"composite":7074,"reasoning":7075},5,4.35,"Category: AI & LLMs. The article discusses the AG-UI protocol, which directly addresses the integration of AI agents into app UIs, a key concern for developers building AI-powered products. It provides specific features and examples of how developers can implement this technology, making it actionable.","\u002Fsummaries\u002F1e926c68a30ae932-copilotkit-s-ag-ui-enables-dynamic-ai-agent-uis-in-summary","2026-05-05 14:07:47","2026-05-05 16:09:49",{"title":7019,"description":63},{"loc":7076},"1e926c68a30ae932","TechCrunch AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F05\u002Fcopilotkit-raises-27m-to-help-devs-deploy-app-native-ai-agents\u002F","summaries\u002F1e926c68a30ae932-copilotkit-s-ag-ui-enables-dynamic-ai-agent-uis-in-summary",[105,106,107],"CopilotKit's open-source AG-UI protocol standardizes AI agent integration with app UIs for interactive components like charts, not just text, with $27M funding to scale enterprise self-hosting.",[],"8K4i4iehp9D2p6yAjzIseC4Q1kLKZ9jkIFeU94zdMoE",{"id":7090,"title":7091,"ai":7092,"body":7097,"categories":7134,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7135,"navigation":93,"path":7153,"published_at":7154,"question":71,"scraped_at":7155,"seo":7156,"sitemap":7157,"source_id":7158,"source_name":7159,"source_type":7160,"source_url":7161,"stem":7162,"tags":7163,"thumbnail_url":7164,"tldr":7165,"tweet":7166,"unknown_tags":7167,"__hash__":7168},"summaries\u002Fsummaries\u002F608b6bf8ea822974-voice-ai-s-her-moment-blocked-by-latency-duplex-an-summary.md","Voice AI's 'Her' Moment Blocked by Latency, Duplex, and Cost",{"provider":7,"model":7021,"input_tokens":7093,"output_tokens":7094,"processing_time_ms":7095,"cost_usd":7096},7506,1841,21875,0.00191485,{"type":14,"value":7098,"toc":7129},[7099,7103,7106,7109,7113,7116,7119,7123,7126],[17,7100,7102],{"id":7101},"cascaded-pipelines-deliver-intelligence-but-fail-human-latency","Cascaded Pipelines Deliver Intelligence but Fail Human Latency",[22,7104,7105],{},"Cascaded systems—speech-to-text, LLM, text-to-speech—power useful voice agents today but can't mimic human conversations. Human responses total ~200ms across understanding, reasoning, and speaking; even fast TTS alone exceeds 200ms, and tool calls add 500ms-4s delays, making interactions laggy and robotic. Fillers help: while awaiting tool results, the LLM generates chit-chat (e.g., praising Tokyo's shrines during hotel search) to maintain flow, masking unpredictable latencies without solving the root architectural flaw.",[22,7107,7108],{},"Demos from top players like 11 Labs show smooth voices but high latency and no overlap handling, feeling scripted. Agents gain traction as LLMs get smarter, but voice merely wraps text intelligence, ignoring audio nuances.",[17,7110,7112],{"id":7111},"full-duplex-unlocks-natural-overlap-but-stupidity-persists","Full-Duplex Unlocks Natural Overlap, but Stupidity Persists",[22,7114,7115],{},"Speech-to-speech models cut latency by skipping transcription but remain half-duplex (listen or speak, never both), breaking on backchanneling—overlaps like 'uh-huh' that fill 20% of human talk, signaling active listening (cultural in Japanese). Half-duplex demos frustrate: models halt on interruptions, demanding 'don't interrupt' despite humans doing it constantly.",[22,7117,7118],{},"Moshi, the first full-duplex model (~2 years old), handles overlaps robustly: users talk over it mid-response (e.g., querying ship supplies while it plots a Sirius trajectory), and it adapts without breaking. Nvidia's recent Personal Voice builds on it. Yet Moshi stays 'stupid'—no tools, agents, or tasks; pointless after minutes. Full-duplex flows indistinguishably human if trained on dialogue data, but lacks cascaded systems' reliability, observability, and intelligence. Path forward: infuse full-duplex with agent smarts.",[17,7120,7122],{"id":7121},"paralinguistics-and-economics-block-emotional-depth","Paralinguistics and Economics Block Emotional Depth",[22,7124,7125],{},"Voice encodes tone, hesitation, discomfort—paralinguistic cues lost in transcription. 'Her' nails this: Samantha infers unease from tone alone. Speech-to-speech retains cues but ignores them unless trained to respond (e.g., factual QA datasets teach nothing emotional). True 'Her' demands models exploiting voice for empathy, a science challenge beyond prompts.",[22,7127,7128],{},"Scaling kills: hours-long use burns cash on TTS (hyperscalers run at loss; startups exhaust funds pre-growth). LLM costs are negligible; TTS dominates. Privacy pushes on-device: Gradium Phonon (\u003C1B params) runs on smartphone CPUs with voice cloning, outperforming priors like Coqui sans cloning. Enables consumer apps without API fees, total privacy, no cloud latency—demoed in Rick & Morty voice for smooth, local synthesis.",{"title":63,"searchDepth":64,"depth":64,"links":7130},[7131,7132,7133],{"id":7101,"depth":64,"text":7102},{"id":7111,"depth":64,"text":7112},{"id":7121,"depth":64,"text":7122},[],{"content_references":7136,"triage":7150},[7137,7140,7143,7145,7148],{"type":7061,"title":7138,"context":7139},"Her","cited",{"type":77,"title":7141,"author":7142,"context":84},"Moshi","Gradium AI",{"type":77,"title":7144,"context":84},"11 Labs",{"type":77,"title":7146,"author":7142,"context":7147},"Gradium Phonon","recommended",{"type":77,"title":7149,"context":84},"Nvidia Personal Voice",{"relevance":89,"novelty":90,"quality":89,"actionability":64,"composite":7151,"reasoning":7152},3.4,"Category: AI & LLMs. The article discusses the limitations of current voice AI systems, particularly in latency and interaction quality, which directly addresses pain points for developers looking to build AI-powered voice features. However, while it presents some insights, it lacks concrete actionable steps for implementation.","\u002Fsummaries\u002F608b6bf8ea822974-voice-ai-s-her-moment-blocked-by-latency-duplex-an-summary","2026-05-09 15:00:06","2026-05-10 15:03:47",{"title":7091,"description":63},{"loc":7153},"7e4fed592ca769cb","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=P_RI1kCkRbo","summaries\u002F608b6bf8ea822974-voice-ai-s-her-moment-blocked-by-latency-duplex-an-summary",[106,105,108],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FP_RI1kCkRbo\u002Fhqdefault.jpg","Cascaded voice systems hit 500ms-4s tool delays vs. human 200ms; half-duplex kills backchanneling; full-duplex like Moshi flows naturally but lacks agent intelligence, paralinguistics, and cheap scaling.","[Neil Zeghidour](https:\u002F\u002Fx.com\u002Fneilzegh) ([LinkedIn](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fneil-zeghidour-a838aaa7\u002F)), Gradium AI CEO and Moshi researcher, delivers a clear-eyed conference talk on voice AI's core gaps to \"Her\"-style conversations: cascaded system latencies, half-duplex speech-to-speech limits, tool-call delays, scaling costs, and paralinguistic signal loss in transcription. Includes live demos of current agents and his filler technique for smoother waits.",[108],"_bDF6bN7apkjWrGPawTErgtIlngvSrqqrhrPOhxQlVk",{"id":7170,"title":7171,"ai":7172,"body":7177,"categories":7213,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7214,"navigation":93,"path":7229,"published_at":7230,"question":71,"scraped_at":7231,"seo":7232,"sitemap":7233,"source_id":7234,"source_name":7082,"source_type":101,"source_url":7235,"stem":7236,"tags":7237,"thumbnail_url":71,"tldr":7238,"tweet":71,"unknown_tags":7239,"__hash__":7240},"summaries\u002Fsummaries\u002F165342337ce02cd5-emergent-s-wingman-chat-agents-automate-ops-summary.md","Emergent's Wingman: Chat Agents Automate Ops",{"provider":7,"model":7021,"input_tokens":7173,"output_tokens":7174,"processing_time_ms":7175,"cost_usd":7176},5760,2520,18825,0.00238935,{"type":14,"value":7178,"toc":7207},[7179,7183,7186,7190,7193,7197,7200,7204],[17,7180,7182],{"id":7181},"vibe-coding-platform-fuels-agent-expansion","Vibe-Coding Platform Fuels Agent Expansion",[22,7184,7185],{},"Emergent, a Bengaluru startup founded in 2025, bootstrapped a vibe-coding tool letting non-technical users build and deploy full-stack apps via natural language prompts—rivaling Cursor and Replit. It drew 8 million builders and 1.5 million monthly active users, securing $70 million at $300 million valuation from SoftBank, Khosla Ventures, and Lightspeed. CEO Mukund Jha sees agents as the logical pivot: shift from building software to letting it \"actively help run\" businesses autonomously.",[17,7187,7189],{"id":7188},"messaging-integration-drives-everyday-adoption","Messaging Integration Drives Everyday Adoption",[22,7191,7192],{},"Wingman embeds into WhatsApp, Telegram, and iMessage, letting users assign tasks via chat while the agent executes in the background across email, calendars, and workplace apps. Key differentiator: \"trust boundaries\"—autonomous for routine actions, user approval for consequential ones. Jha argues this mirrors real workflows (chat, voice, email for decisions), avoiding new interfaces that hinder uptake. Rollout starts with free trial, then paid for Emergent users.",[17,7194,7196],{"id":7195},"reliability-gaps-in-ambiguous-scenarios","Reliability Gaps in Ambiguous Scenarios",[22,7198,7199],{},"Agents like Wingman falter on inconsistent handling of messy edge cases, unclear goals, or human-judgment-heavy workflows. This underscores a core trade-off: background autonomy boosts efficiency for rote tasks but demands safeguards and human oversight to mitigate errors in complex ops.",[17,7201,7203],{"id":7202},"crowded-race-mirrors-agent-hype","Crowded Race Mirrors Agent Hype",[22,7205,7206],{},"Wingman joins OpenClaw (ex-Clawdbot\u002FMoltbot), Anthropic's Claude tools, Microsoft's agents, and Sierra—where Bret Taylor declared \"the era of clicking buttons is over.\" Emergent bets on messaging ubiquity for edge over standalone apps.",{"title":63,"searchDepth":64,"depth":64,"links":7208},[7209,7210,7211,7212],{"id":7181,"depth":64,"text":7182},{"id":7188,"depth":64,"text":7189},{"id":7195,"depth":64,"text":7196},{"id":7202,"depth":64,"text":7203},[163],{"content_references":7215,"triage":7227},[7216,7219,7222,7224],{"type":77,"title":7217,"url":7218,"context":84},"Emergent","https:\u002F\u002Fapp.emergent.sh\u002Flanding\u002F",{"type":77,"title":7220,"url":7221,"context":84},"Wingman","http:\u002F\u002Fapp.emergent.sh\u002Fwingman",{"type":7061,"title":7223,"context":84},"OpenClaw",{"type":7061,"title":7225,"url":7226,"context":7139},"Indian vibe-coding startup Emergent raises $70M at $300M valuation from SoftBank, Khosla Ventures","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F01\u002F20\u002Findian-vibe-coding-startup-emergent-raises-70m-at-300m-valuation-from-softbank-khosla-ventures\u002F",{"relevance":89,"novelty":90,"quality":89,"actionability":90,"composite":91,"reasoning":7228},"Category: AI & LLMs. The article discusses the development of an AI agent that automates operational tasks, addressing a specific audience pain point regarding the integration of AI into workflows. It provides insights into the functionality and challenges of the agent, but lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F165342337ce02cd5-emergent-s-wingman-chat-agents-automate-ops-summary","2026-04-15 17:24:18","2026-04-16 03:18:56",{"title":7171,"description":63},{"loc":7229},"165342337ce02cd5","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F04\u002F15\u002Findias-vibe-coding-startup-emergent-enters-openclaw-like-ai-agent-space\u002F","summaries\u002F165342337ce02cd5-emergent-s-wingman-chat-agents-automate-ops-summary",[105,106,107],"Emergent evolves its 8M-user vibe-coding platform into Wingman, a WhatsApp\u002FTelegram AI agent that runs routine tasks autonomously across tools but requires approval for high-stakes actions, targeting the OpenClaw agent trend.",[],"9x5ka87G87axFeP2hGitwirXLPD6Fm2AV9uGbHJT2Zw",{"id":7242,"title":7243,"ai":7244,"body":7249,"categories":7283,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7284,"navigation":93,"path":7296,"published_at":7297,"question":71,"scraped_at":7298,"seo":7299,"sitemap":7300,"source_id":7301,"source_name":100,"source_type":101,"source_url":7302,"stem":7303,"tags":7304,"thumbnail_url":71,"tldr":7306,"tweet":71,"unknown_tags":7307,"__hash__":7308},"summaries\u002Fsummaries\u002Fee865b3ef8334b72-openai-s-product-philosophy-discovery-simplicity-a-summary.md","OpenAI's Product Philosophy: Discovery, Simplicity, and Efficiency",{"provider":7,"model":8,"input_tokens":7245,"output_tokens":7246,"processing_time_ms":7247,"cost_usd":7248},7049,619,2930,0.00269075,{"type":14,"value":7250,"toc":7278},[7251,7255,7258,7261,7265,7268,7271,7275],[17,7252,7254],{"id":7253},"the-product-philosophy-discovery-and-minimalist-design","The Product Philosophy: Discovery and Minimalist Design",[22,7256,7257],{},"OpenAI’s approach to product development is rooted in the continuous discovery of model capabilities. Rather than starting with a rigid feature set, the team observes how frontier models (such as GPT 5.6) perform on complex tasks like deep research, report generation, and document processing, then builds intuitive interfaces around those proven strengths.",[22,7259,7260],{},"This philosophy emphasizes \"getting out of the way\" of the model. The goal is to provide a minimal product surface that allows the AI to express its utility naturally. This is reflected in the shift toward voice-based interaction, which OpenAI views as the most natural way for humans to engage with technology, removing the burden on users to learn complex application interfaces.",[17,7262,7264],{"id":7263},"scaling-utility-and-efficiency","Scaling Utility and Efficiency",[22,7266,7267],{},"OpenAI aims to make advanced AI capabilities accessible to the broadest possible population. By packaging powerful agentic technology into the $20\u002Fmonth Plus plan, the company seeks to maximize user utility.",[22,7269,7270],{},"To address concerns regarding the cost of intelligence, OpenAI is aggressively pursuing efficiency. The company views price reductions—such as the 80% cost reduction seen with the Luna model—as a permanent, ongoing correction. The long-term product strategy is to deliver increasing amounts of utility for the same price point, ensuring that users can accomplish more with less spend over time.",[17,7272,7274],{"id":7273},"balancing-autonomy-with-safety","Balancing Autonomy with Safety",[22,7276,7277],{},"As OpenAI moves toward agentic workflows—such as allowing models to access email or iMessages—the company emphasizes its \"safety stack.\" Sottiaux notes that the transition from technical tools (like Codex) to broad consumer tools (like ChatGPT Work) requires a commitment to publishing honest benchmarks and ensuring models are aligned. The company argues that the world is ready for this level of autonomous \"magic,\" citing the rapid adoption of 20 million users as evidence that users value the utility of autonomous task completion over the granular manual control found in some competitor products.",{"title":63,"searchDepth":64,"depth":64,"links":7279},[7280,7281,7282],{"id":7253,"depth":64,"text":7254},{"id":7263,"depth":64,"text":7264},{"id":7273,"depth":64,"text":7274},[70],{"content_references":7285,"triage":7294},[7286,7288,7290,7292],{"type":7061,"title":7287,"context":84},"ChatGPT Work",{"type":7061,"title":7289,"context":84},"Codex",{"type":7061,"title":7291,"context":84},"GPT 5.6",{"type":7061,"title":7293,"context":84},"Luna",{"relevance":89,"novelty":90,"quality":89,"actionability":90,"composite":91,"reasoning":7295},"Category: Product Strategy. The article discusses OpenAI's product philosophy, emphasizing discovery and minimalist design, which directly relates to product strategy and addresses the audience's interest in how AI capabilities can be effectively integrated into products. It provides insights into OpenAI's approach but lacks specific frameworks or actionable steps for the audience to implement.","\u002Fsummaries\u002Fee865b3ef8334b72-openai-s-product-philosophy-discovery-simplicity-a-summary","2026-08-25 12:00:00","2026-08-26 03:10:20",{"title":7243,"description":63},{"loc":7296},"ee865b3ef8334b72","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F25\u002Fthe-world-seems-to-be-ready-an-interview-with-openai-head-of-product-thibault-sottiaux\u002F","summaries\u002Fee865b3ef8334b72-openai-s-product-philosophy-discovery-simplicity-a-summary",[105,7305,106,108],"product-strategy","OpenAI's product strategy focuses on 'discovery'—iteratively building around the evolving capabilities of frontier models while prioritizing a minimal, natural user interface that abstracts away complexity.",[108],"Em80nePW34xjDlMxcW0mWP9Pgi_NMVqG2lqgzvNVQfU"]