[{"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":5686},{"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",[113,116,119,121,124,127,129,131,134,136,138,140,142,145,147,149,151,153,156,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,193,196,198,200,202,204,206,208,210,212,214,216,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,250,252,254,256,258,260,262,264,266,268,270,272,274,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,336,338,340,342,344,346,348,350,352,354,357,359,361,363,365,367,369,371,373,375,377,379,382,384,386,388,390,392,394,396,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,448,450,452,455,457,459,461,463,465,467,469,471,473,475,477,479,481,484,486,488,490,492,494,496,498,500,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,742,744,746,748,751,753,755,757,759,761,763,765,767,769,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684],{"categories":114},[115],"Developer Productivity",{"categories":117},[118],"Business & SaaS",{"categories":120},[70],{"categories":122},[123],"AI Automation",{"categories":125},[126],"Product Strategy",{"categories":128},[70],{"categories":130},[115],{"categories":132},[133],"Software Engineering",{"categories":135},[70],{"categories":137},[118],{"categories":139},[],{"categories":141},[70],{"categories":143},[144],"Inference & Serving",{"categories":146},[70],{"categories":148},[70],{"categories":150},[123],{"categories":152},[],{"categories":154},[155],"AI News & Trends",{"categories":157},[123],{"categories":159},[70],{"categories":161},[118],{"categories":163},[70],{"categories":165},[123],{"categories":167},[155],{"categories":169},[123],{"categories":171},[123],{"categories":173},[70],{"categories":175},[123],{"categories":177},[70],{"categories":179},[70],{"categories":181},[70],{"categories":183},[155],{"categories":185},[70],{"categories":187},[70],{"categories":189},[],{"categories":191},[192],"Design & Frontend",{"categories":194},[195],"Data Science & Visualization",{"categories":197},[155],{"categories":199},[70],{"categories":201},[70],{"categories":203},[],{"categories":205},[70],{"categories":207},[123],{"categories":209},[133],{"categories":211},[70],{"categories":213},[123],{"categories":215},[70],{"categories":217},[218],"Marketing & Growth",{"categories":220},[192],{"categories":222},[70],{"categories":224},[123],{"categories":226},[70],{"categories":228},[],{"categories":230},[],{"categories":232},[192],{"categories":234},[70],{"categories":236},[123],{"categories":238},[115],{"categories":240},[133],{"categories":242},[192],{"categories":244},[70],{"categories":246},[133],{"categories":248},[249],"DevOps & Cloud",{"categories":251},[123],{"categories":253},[126],{"categories":255},[155],{"categories":257},[70],{"categories":259},[],{"categories":261},[70],{"categories":263},[],{"categories":265},[123],{"categories":267},[133],{"categories":269},[],{"categories":271},[133],{"categories":273},[70],{"categories":275},[276],"Governance & Standards",{"categories":278},[118],{"categories":280},[],{"categories":282},[],{"categories":284},[70],{"categories":286},[70],{"categories":288},[123],{"categories":290},[70],{"categories":292},[70],{"categories":294},[123],{"categories":296},[70],{"categories":298},[70],{"categories":300},[70],{"categories":302},[],{"categories":304},[133],{"categories":306},[],{"categories":308},[],{"categories":310},[133],{"categories":312},[],{"categories":314},[133],{"categories":316},[70],{"categories":318},[70],{"categories":320},[218],{"categories":322},[70],{"categories":324},[192],{"categories":326},[192],{"categories":328},[70],{"categories":330},[133],{"categories":332},[123],{"categories":334},[335],"GovTech & Public-Sector Adoption",{"categories":337},[133],{"categories":339},[70],{"categories":341},[70],{"categories":343},[123],{"categories":345},[123],{"categories":347},[195],{"categories":349},[70],{"categories":351},[155],{"categories":353},[123],{"categories":355},[356],"Legal AI Tools",{"categories":358},[123],{"categories":360},[218],{"categories":362},[123],{"categories":364},[126],{"categories":366},[133],{"categories":368},[335],{"categories":370},[],{"categories":372},[123],{"categories":374},[],{"categories":376},[123],{"categories":378},[123],{"categories":380},[381],"RAG & Retrieval",{"categories":383},[118],{"categories":385},[70],{"categories":387},[133],{"categories":389},[249],{"categories":391},[192],{"categories":393},[70],{"categories":395},[],{"categories":397},[398],"Agents & Orchestration",{"categories":400},[133],{"categories":402},[70],{"categories":404},[],{"categories":406},[123],{"categories":408},[118],{"categories":410},[],{"categories":412},[70],{"categories":414},[],{"categories":416},[115],{"categories":418},[133],{"categories":420},[118],{"categories":422},[70],{"categories":424},[70],{"categories":426},[155],{"categories":428},[70],{"categories":430},[],{"categories":432},[70],{"categories":434},[],{"categories":436},[133],{"categories":438},[195],{"categories":440},[],{"categories":442},[70],{"categories":444},[192],{"categories":446},[447],"Models & Frontier Labs",{"categories":449},[],{"categories":451},[192],{"categories":453},[454],"Regulation & Governance of AI",{"categories":456},[123],{"categories":458},[],{"categories":460},[70],{"categories":462},[70],{"categories":464},[123],{"categories":466},[155],{"categories":468},[118],{"categories":470},[70],{"categories":472},[],{"categories":474},[133],{"categories":476},[123],{"categories":478},[70],{"categories":480},[126],{"categories":482},[483],"AI Policy & Regulation",{"categories":485},[],{"categories":487},[70],{"categories":489},[126],{"categories":491},[123],{"categories":493},[70],{"categories":495},[123],{"categories":497},[],{"categories":499},[195],{"categories":501},[502],"Evals & Reliability",{"categories":504},[70],{"categories":506},[],{"categories":508},[115],{"categories":510},[335],{"categories":512},[483],{"categories":514},[70],{"categories":516},[118],{"categories":518},[70],{"categories":520},[123],{"categories":522},[70],{"categories":524},[123],{"categories":526},[398],{"categories":528},[70],{"categories":530},[133],{"categories":532},[70],{"categories":534},[],{"categories":536},[],{"categories":538},[70],{"categories":540},[335],{"categories":542},[70],{"categories":544},[70],{"categories":546},[],{"categories":548},[192],{"categories":550},[],{"categories":552},[70],{"categories":554},[],{"categories":556},[123],{"categories":558},[70],{"categories":560},[192],{"categories":562},[],{"categories":564},[70],{"categories":566},[123],{"categories":568},[70],{"categories":570},[118],{"categories":572},[123],{"categories":574},[70],{"categories":576},[70],{"categories":578},[133],{"categories":580},[192],{"categories":582},[123],{"categories":584},[],{"categories":586},[133],{"categories":588},[123],{"categories":590},[],{"categories":592},[155],{"categories":594},[],{"categories":596},[70],{"categories":598},[70],{"categories":600},[118,218],{"categories":602},[],{"categories":604},[70],{"categories":606},[70],{"categories":608},[123],{"categories":610},[],{"categories":612},[],{"categories":614},[70],{"categories":616},[192],{"categories":618},[70],{"categories":620},[],{"categories":622},[70],{"categories":624},[249],{"categories":626},[],{"categories":628},[123],{"categories":630},[155],{"categories":632},[70],{"categories":634},[192],{"categories":636},[],{"categories":638},[155],{"categories":640},[70],{"categories":642},[144],{"categories":644},[70],{"categories":646},[123],{"categories":648},[155],{"categories":650},[447],{"categories":652},[70],{"categories":654},[218],{"categories":656},[],{"categories":658},[123],{"categories":660},[118],{"categories":662},[133],{"categories":664},[70],{"categories":666},[123],{"categories":668},[],{"categories":670},[70,249],{"categories":672},[70],{"categories":674},[70],{"categories":676},[70],{"categories":678},[123],{"categories":680},[70,133],{"categories":682},[195],{"categories":684},[70],{"categories":686},[70],{"categories":688},[133],{"categories":690},[123],{"categories":692},[483],{"categories":694},[218],{"categories":696},[70],{"categories":698},[123],{"categories":700},[70],{"categories":702},[70],{"categories":704},[123],{"categories":706},[],{"categories":708},[70],{"categories":710},[123],{"categories":712},[70],{"categories":714},[70,118],{"categories":716},[118],{"categories":718},[],{"categories":720},[192],{"categories":722},[192],{"categories":724},[70],{"categories":726},[],{"categories":728},[],{"categories":730},[155],{"categories":732},[],{"categories":734},[115],{"categories":736},[70],{"categories":738},[133],{"categories":740},[741],"Generative UI & Design-to-Code",{"categories":743},[70],{"categories":745},[192],{"categories":747},[70],{"categories":749},[750],"Algorithmic Accountability",{"categories":752},[123],{"categories":754},[133],{"categories":756},[155],{"categories":758},[192],{"categories":760},[],{"categories":762},[70],{"categories":764},[70],{"categories":766},[70],{"categories":768},[123],{"categories":770},[771],"MLOps & Infrastructure",{"categories":773},[70],{"categories":775},[70],{"categories":777},[70],{"categories":779},[70],{"categories":781},[155],{"categories":783},[115],{"categories":785},[70],{"categories":787},[123],{"categories":789},[249],{"categories":791},[70],{"categories":793},[192],{"categories":795},[70],{"categories":797},[123],{"categories":799},[],{"categories":801},[],{"categories":803},[144],{"categories":805},[192],{"categories":807},[155],{"categories":809},[195],{"categories":811},[],{"categories":813},[70],{"categories":815},[70],{"categories":817},[118],{"categories":819},[70],{"categories":821},[70],{"categories":823},[70],{"categories":825},[155],{"categories":827},[144],{"categories":829},[70],{"categories":831},[192],{"categories":833},[],{"categories":835},[123],{"categories":837},[133],{"categories":839},[],{"categories":841},[70],{"categories":843},[70],{"categories":845},[123],{"categories":847},[133],{"categories":849},[70],{"categories":851},[195],{"categories":853},[],{"categories":855},[70],{"categories":857},[],{"categories":859},[70],{"categories":861},[],{"categories":863},[126],{"categories":865},[118],{"categories":867},[123],{"categories":869},[123],{"categories":871},[],{"categories":873},[115],{"categories":875},[70],{"categories":877},[118],{"categories":879},[155],{"categories":881},[115],{"categories":883},[],{"categories":885},[70],{"categories":887},[],{"categories":889},[],{"categories":891},[155],{"categories":893},[155],{"categories":895},[],{"categories":897},[398],{"categories":899},[70],{"categories":901},[192],{"categories":903},[133],{"categories":905},[],{"categories":907},[356],{"categories":909},[118],{"categories":911},[],{"categories":913},[],{"categories":915},[115],{"categories":917},[195],{"categories":919},[],{"categories":921},[218],{"categories":923},[123],{"categories":925},[118],{"categories":927},[123],{"categories":929},[118],{"categories":931},[133],{"categories":933},[],{"categories":935},[144],{"categories":937},[126],{"categories":939},[70],{"categories":941},[192],{"categories":943},[133],{"categories":945},[118],{"categories":947},[70],{"categories":949},[123],{"categories":951},[118],{"categories":953},[70],{"categories":955},[70],{"categories":957},[],{"categories":959},[],{"categories":961},[133],{"categories":963},[195],{"categories":965},[126],{"categories":967},[70],{"categories":969},[123],{"categories":971},[70],{"categories":973},[],{"categories":975},[155],{"categories":977},[126],{"categories":979},[70],{"categories":981},[502],{"categories":983},[249],{"categories":985},[],{"categories":987},[123],{"categories":989},[],{"categories":991},[115],{"categories":993},[],{"categories":995},[70],{"categories":997},[70],{"categories":999},[192],{"categories":1001},[218],{"categories":1003},[133],{"categories":1005},[123],{"categories":1007},[],{"categories":1009},[133],{"categories":1011},[115],{"categories":1013},[],{"categories":1015},[155],{"categories":1017},[70,249],{"categories":1019},[1020],"Design Systems for AI",{"categories":1022},[70],{"categories":1024},[155],{"categories":1026},[70],{"categories":1028},[70],{"categories":1030},[118],{"categories":1032},[70],{"categories":1034},[],{"categories":1036},[70],{"categories":1038},[70],{"categories":1040},[118],{"categories":1042},[70],{"categories":1044},[],{"categories":1046},[123],{"categories":1048},[133],{"categories":1050},[133],{"categories":1052},[192],{"categories":1054},[155],{"categories":1056},[195],{"categories":1058},[70],{"categories":1060},[115],{"categories":1062},[483],{"categories":1064},[70],{"categories":1066},[123],{"categories":1068},[70],{"categories":1070},[133],{"categories":1072},[133],{"categories":1074},[],{"categories":1076},[],{"categories":1078},[123],{"categories":1080},[126],{"categories":1082},[],{"categories":1084},[70],{"categories":1086},[],{"categories":1088},[192],{"categories":1090},[123],{"categories":1092},[133],{"categories":1094},[192],{"categories":1096},[70],{"categories":1098},[192],{"categories":1100},[],{"categories":1102},[],{"categories":1104},[155],{"categories":1106},[123],{"categories":1108},[123],{"categories":1110},[70],{"categories":1112},[70],{"categories":1114},[70],{"categories":1116},[118],{"categories":1118},[70],{"categories":1120},[70],{"categories":1122},[],{"categories":1124},[133],{"categories":1126},[133],{"categories":1128},[70],{"categories":1130},[133],{"categories":1132},[118],{"categories":1134},[],{"categories":1136},[70],{"categories":1138},[70],{"categories":1140},[70],{"categories":1142},[123],{"categories":1144},[115],{"categories":1146},[118],{"categories":1148},[155],{"categories":1150},[123],{"categories":1152},[144],{"categories":1154},[218],{"categories":1156},[70],{"categories":1158},[123],{"categories":1160},[],{"categories":1162},[192],{"categories":1164},[],{"categories":1166},[70],{"categories":1168},[70],{"categories":1170},[],{"categories":1172},[133],{"categories":1174},[118],{"categories":1176},[1177],"Visual & Generative Media",{"categories":1179},[123],{"categories":1181},[],{"categories":1183},[70],{"categories":1185},[70],{"categories":1187},[249],{"categories":1189},[195],{"categories":1191},[483],{"categories":1193},[133],{"categories":1195},[218],{"categories":1197},[70],{"categories":1199},[192],{"categories":1201},[70],{"categories":1203},[133],{"categories":1205},[123],{"categories":1207},[],{"categories":1209},[],{"categories":1211},[123],{"categories":1213},[115],{"categories":1215},[123],{"categories":1217},[447],{"categories":1219},[70],{"categories":1221},[126],{"categories":1223},[118],{"categories":1225},[],{"categories":1227},[70],{"categories":1229},[126],{"categories":1231},[70],{"categories":1233},[70],{"categories":1235},[70],{"categories":1237},[70],{"categories":1239},[70],{"categories":1241},[218],{"categories":1243},[70],{"categories":1245},[398],{"categories":1247},[70],{"categories":1249},[70],{"categories":1251},[70],{"categories":1253},[70],{"categories":1255},[70],{"categories":1257},[192],{"categories":1259},[123],{"categories":1261},[],{"categories":1263},[123],{"categories":1265},[],{"categories":1267},[249],{"categories":1269},[133],{"categories":1271},[],{"categories":1273},[447],{"categories":1275},[123],{"categories":1277},[70],{"categories":1279},[192,70],{"categories":1281},[115],{"categories":1283},[],{"categories":1285},[70],{"categories":1287},[115],{"categories":1289},[1290],"Medical Imaging & Radiology",{"categories":1292},[192],{"categories":1294},[123],{"categories":1296},[133],{"categories":1298},[],{"categories":1300},[70],{"categories":1302},[70],{"categories":1304},[70],{"categories":1306},[],{"categories":1308},[],{"categories":1310},[70],{"categories":1312},[398],{"categories":1314},[70],{"categories":1316},[115],{"categories":1318},[70],{"categories":1320},[70],{"categories":1322},[],{"categories":1324},[123],{"categories":1326},[70],{"categories":1328},[126],{"categories":1330},[133],{"categories":1332},[70],{"categories":1334},[398],{"categories":1336},[70],{"categories":1338},[123],{"categories":1340},[70],{"categories":1342},[192],{"categories":1344},[123],{"categories":1346},[249],{"categories":1348},[192],{"categories":1350},[118],{"categories":1352},[123],{"categories":1354},[70],{"categories":1356},[70],{"categories":1358},[70],{"categories":1360},[70],{"categories":1362},[70],{"categories":1364},[123],{"categories":1366},[133],{"categories":1368},[70],{"categories":1370},[126],{"categories":1372},[],{"categories":1374},[155],{"categories":1376},[],{"categories":1378},[126],{"categories":1380},[123],{"categories":1382},[1020],{"categories":1384},[1020],{"categories":1386},[192],{"categories":1388},[70],{"categories":1390},[70],{"categories":1392},[123],{"categories":1394},[133],{"categories":1396},[192],{"categories":1398},[123],{"categories":1400},[155],{"categories":1402},[],{"categories":1404},[70],{"categories":1406},[],{"categories":1408},[70],{"categories":1410},[70],{"categories":1412},[70],{"categories":1414},[1415],"Contract Review & E-Discovery",{"categories":1417},[192],{"categories":1419},[70],{"categories":1421},[115],{"categories":1423},[155],{"categories":1425},[70],{"categories":1427},[70],{"categories":1429},[218],{"categories":1431},[133],{"categories":1433},[70],{"categories":1435},[70],{"categories":1437},[123],{"categories":1439},[123],{"categories":1441},[750],{"categories":1443},[123],{"categories":1445},[123],{"categories":1447},[70],{"categories":1449},[70],{"categories":1451},[123],{"categories":1453},[70],{"categories":1455},[398],{"categories":1457},[381],{"categories":1459},[70],{"categories":1461},[123],{"categories":1463},[70],{"categories":1465},[1466],"Law-Firm Practice & Adoption",{"categories":1468},[70],{"categories":1470},[123],{"categories":1472},[192],{"categories":1474},[70],{"categories":1476},[70],{"categories":1478},[],{"categories":1480},[],{"categories":1482},[133],{"categories":1484},[],{"categories":1486},[115],{"categories":1488},[249],{"categories":1490},[70],{"categories":1492},[],{"categories":1494},[115],{"categories":1496},[118],{"categories":1498},[70],{"categories":1500},[218],{"categories":1502},[],{"categories":1504},[118],{"categories":1506},[118],{"categories":1508},[],{"categories":1510},[70],{"categories":1512},[70],{"categories":1514},[133],{"categories":1516},[],{"categories":1518},[],{"categories":1520},[],{"categories":1522},[],{"categories":1524},[70],{"categories":1526},[123],{"categories":1528},[249],{"categories":1530},[70],{"categories":1532},[115],{"categories":1534},[133],{"categories":1536},[70],{"categories":1538},[70],{"categories":1540},[133],{"categories":1542},[126],{"categories":1544},[70],{"categories":1546},[771],{"categories":1548},[70],{"categories":1550},[218],{"categories":1552},[133],{"categories":1554},[118],{"categories":1556},[70],{"categories":1558},[70],{"categories":1560},[192],{"categories":1562},[70],{"categories":1564},[70],{"categories":1566},[70],{"categories":1568},[123],{"categories":1570},[70,115],{"categories":1572},[398],{"categories":1574},[70],{"categories":1576},[133],{"categories":1578},[133],{"categories":1580},[192],{"categories":1582},[123],{"categories":1584},[133],{"categories":1586},[70],{"categories":1588},[70],{"categories":1590},[],{"categories":1592},[],{"categories":1594},[70],{"categories":1596},[],{"categories":1598},[70],{"categories":1600},[133],{"categories":1602},[195],{"categories":1604},[155],{"categories":1606},[192],{"categories":1608},[70],{"categories":1610},[133],{"categories":1612},[],{"categories":1614},[123],{"categories":1616},[70],{"categories":1618},[70],{"categories":1620},[70],{"categories":1622},[70],{"categories":1624},[],{"categories":1626},[123],{"categories":1628},[70],{"categories":1630},[70],{"categories":1632},[],{"categories":1634},[123],{"categories":1636},[70],{"categories":1638},[70],{"categories":1640},[118],{"categories":1642},[70],{"categories":1644},[],{"categories":1646},[115],{"categories":1648},[70],{"categories":1650},[192],{"categories":1652},[133],{"categories":1654},[70],{"categories":1656},[115],{"categories":1658},[70],{"categories":1660},[133],{"categories":1662},[218],{"categories":1664},[123],{"categories":1666},[123],{"categories":1668},[70,192],{"categories":1670},[70],{"categories":1672},[155],{"categories":1674},[70],{"categories":1676},[155],{"categories":1678},[123],{"categories":1680},[192],{"categories":1682},[],{"categories":1684},[133],{"categories":1686},[249],{"categories":1688},[192],{"categories":1690},[133],{"categories":1692},[70],{"categories":1694},[126],{"categories":1696},[70],{"categories":1698},[123],{"categories":1700},[],{"categories":1702},[],{"categories":1704},[70],{"categories":1706},[],{"categories":1708},[],{"categories":1710},[126],{"categories":1712},[133],{"categories":1714},[70],{"categories":1716},[123],{"categories":1718},[123],{"categories":1720},[118],{"categories":1722},[123],{"categories":1724},[249],{"categories":1726},[70],{"categories":1728},[70],{"categories":1730},[144],{"categories":1732},[70],{"categories":1734},[70],{"categories":1736},[123],{"categories":1738},[70],{"categories":1740},[70],{"categories":1742},[356],{"categories":1744},[750],{"categories":1746},[],{"categories":1748},[192],{"categories":1750},[1466],{"categories":1752},[133],{"categories":1754},[],{"categories":1756},[],{"categories":1758},[123],{"categories":1760},[],{"categories":1762},[],{"categories":1764},[218],{"categories":1766},[218],{"categories":1768},[123],{"categories":1770},[133],{"categories":1772},[],{"categories":1774},[70],{"categories":1776},[70],{"categories":1778},[133],{"categories":1780},[1415],{"categories":1782},[192],{"categories":1784},[192],{"categories":1786},[70],{"categories":1788},[123],{"categories":1790},[115],{"categories":1792},[70],{"categories":1794},[70],{"categories":1796},[192],{"categories":1798},[192],{"categories":1800},[123],{"categories":1802},[123],{"categories":1804},[70],{"categories":1806},[],{"categories":1808},[70],{"categories":1810},[],{"categories":1812},[1813],"Interaction & Product Design",{"categories":1815},[70],{"categories":1817},[123],{"categories":1819},[276],{"categories":1821},[155],{"categories":1823},[133],{"categories":1825},[70],{"categories":1827},[70],{"categories":1829},[133],{"categories":1831},[115],{"categories":1833},[70],{"categories":1835},[],{"categories":1837},[123],{"categories":1839},[123],{"categories":1841},[],{"categories":1843},[133],{"categories":1845},[70],{"categories":1847},[115],{"categories":1849},[1813],{"categories":1851},[70],{"categories":1853},[115],{"categories":1855},[115],{"categories":1857},[],{"categories":1859},[133],{"categories":1861},[],{"categories":1863},[123],{"categories":1865},[155],{"categories":1867},[70],{"categories":1869},[123],{"categories":1871},[70],{"categories":1873},[123],{"categories":1875},[70],{"categories":1877},[155],{"categories":1879},[195],{"categories":1881},[70],{"categories":1883},[126],{"categories":1885},[133],{"categories":1887},[1888],"Coding Agents & Dev Productivity",{"categories":1890},[155],{"categories":1892},[192],{"categories":1894},[],{"categories":1896},[70],{"categories":1898},[750],{"categories":1900},[],{"categories":1902},[70],{"categories":1904},[70],{"categories":1906},[155],{"categories":1908},[],{"categories":1910},[],{"categories":1912},[70],{"categories":1914},[],{"categories":1916},[123],{"categories":1918},[70],{"categories":1920},[],{"categories":1922},[133],{"categories":1924},[133],{"categories":1926},[70],{"categories":1928},[195],{"categories":1930},[],{"categories":1932},[70],{"categories":1934},[70],{"categories":1936},[70],{"categories":1938},[195],{"categories":1940},[133],{"categories":1942},[],{"categories":1944},[],{"categories":1946},[123],{"categories":1948},[123],{"categories":1950},[335],{"categories":1952},[133],{"categories":1954},[133],{"categories":1956},[123],{"categories":1958},[155],{"categories":1960},[155],{"categories":1962},[123],{"categories":1964},[123],{"categories":1966},[70],{"categories":1968},[115],{"categories":1970},[1813],{"categories":1972},[70,249],{"categories":1974},[],{"categories":1976},[192],{"categories":1978},[133],{"categories":1980},[115],{"categories":1982},[70],{"categories":1984},[123],{"categories":1986},[1987],"The Designer's Role & Craft",{"categories":1989},[192],{"categories":1991},[],{"categories":1993},[123],{"categories":1995},[70],{"categories":1997},[123],{"categories":1999},[123],{"categories":2001},[70],{"categories":2003},[218],{"categories":2005},[70],{"categories":2007},[133],{"categories":2009},[192],{"categories":2011},[70],{"categories":2013},[],{"categories":2015},[123],{"categories":2017},[192],{"categories":2019},[70],{"categories":2021},[70],{"categories":2023},[2024],"AI UX Patterns",{"categories":2026},[123],{"categories":2028},[123],{"categories":2030},[123],{"categories":2032},[123],{"categories":2034},[218],{"categories":2036},[195],{"categories":2038},[70],{"categories":2040},[123],{"categories":2042},[70],{"categories":2044},[1020],{"categories":2046},[],{"categories":2048},[218],{"categories":2050},[155],{"categories":2052},[133],{"categories":2054},[70],{"categories":2056},[123],{"categories":2058},[],{"categories":2060},[],{"categories":2062},[70],{"categories":2064},[123],{"categories":2066},[70],{"categories":2068},[123],{"categories":2070},[335],{"categories":2072},[192],{"categories":2074},[155],{"categories":2076},[133],{"categories":2078},[70],{"categories":2080},[123],{"categories":2082},[123],{"categories":2084},[],{"categories":2086},[70],{"categories":2088},[],{"categories":2090},[],{"categories":2092},[70],{"categories":2094},[70],{"categories":2096},[123],{"categories":2098},[133],{"categories":2100},[],{"categories":2102},[],{"categories":2104},[195],{"categories":2106},[144],{"categories":2108},[70],{"categories":2110},[195],{"categories":2112},[155],{"categories":2114},[70],{"categories":2116},[70],{"categories":2118},[123],{"categories":2120},[123],{"categories":2122},[70],{"categories":2124},[123],{"categories":2126},[],{"categories":2128},[],{"categories":2130},[70],{"categories":2132},[249],{"categories":2134},[70],{"categories":2136},[],{"categories":2138},[],{"categories":2140},[192],{"categories":2142},[771],{"categories":2144},[123],{"categories":2146},[115],{"categories":2148},[1987],{"categories":2150},[],{"categories":2152},[],{"categories":2154},[70],{"categories":2156},[],{"categories":2158},[],{"categories":2160},[133],{"categories":2162},[155],{"categories":2164},[218],{"categories":2166},[118],{"categories":2168},[70],{"categories":2170},[70],{"categories":2172},[118],{"categories":2174},[],{"categories":2176},[192],{"categories":2178},[70],{"categories":2180},[123],{"categories":2182},[118],{"categories":2184},[70],{"categories":2186},[70],{"categories":2188},[115],{"categories":2190},[70],{"categories":2192},[],{"categories":2194},[115],{"categories":2196},[70],{"categories":2198},[218],{"categories":2200},[123],{"categories":2202},[155],{"categories":2204},[70],{"categories":2206},[118],{"categories":2208},[70],{"categories":2210},[70],{"categories":2212},[70],{"categories":2214},[123],{"categories":2216},[],{"categories":2218},[70],{"categories":2220},[133],{"categories":2222},[115],{"categories":2224},[70],{"categories":2226},[70],{"categories":2228},[],{"categories":2230},[398],{"categories":2232},[155],{"categories":2234},[70],{"categories":2236},[70],{"categories":2238},[],{"categories":2240},[118],{"categories":2242},[118],{"categories":2244},[70],{"categories":2246},[70],{"categories":2248},[126],{"categories":2250},[70],{"categories":2252},[70],{"categories":2254},[133],{"categories":2256},[133],{"categories":2258},[70],{"categories":2260},[],{"categories":2262},[133],{"categories":2264},[70],{"categories":2266},[133],{"categories":2268},[483],{"categories":2270},[],{"categories":2272},[],{"categories":2274},[70],{"categories":2276},[155],{"categories":2278},[],{"categories":2280},[249],{"categories":2282},[70],{"categories":2284},[70],{"categories":2286},[192],{"categories":2288},[741],{"categories":2290},[],{"categories":2292},[70],{"categories":2294},[70],{"categories":2296},[133],{"categories":2298},[70],{"categories":2300},[70],{"categories":2302},[70,249],{"categories":2304},[70],{"categories":2306},[70],{"categories":2308},[192],{"categories":2310},[123],{"categories":2312},[],{"categories":2314},[123],{"categories":2316},[123],{"categories":2318},[70],{"categories":2320},[70],{"categories":2322},[70],{"categories":2324},[195],{"categories":2326},[70],{"categories":2328},[2024],{"categories":2330},[115],{"categories":2332},[195],{"categories":2334},[115],{"categories":2336},[133],{"categories":2338},[192],{"categories":2340},[123],{"categories":2342},[70],{"categories":2344},[],{"categories":2346},[70],{"categories":2348},[155],{"categories":2350},[70],{"categories":2352},[123],{"categories":2354},[70],{"categories":2356},[70],{"categories":2358},[118],{"categories":2360},[],{"categories":2362},[249],{"categories":2364},[70],{"categories":2366},[335],{"categories":2368},[192],{"categories":2370},[192],{"categories":2372},[133],{"categories":2374},[123],{"categories":2376},[70],{"categories":2378},[118],{"categories":2380},[155],{"categories":2382},[70],{"categories":2384},[192],{"categories":2386},[123],{"categories":2388},[70],{"categories":2390},[70],{"categories":2392},[447],{"categories":2394},[],{"categories":2396},[70],{"categories":2398},[70],{"categories":2400},[70],{"categories":2402},[],{"categories":2404},[],{"categories":2406},[70],{"categories":2408},[70],{"categories":2410},[70],{"categories":2412},[70],{"categories":2414},[133],{"categories":2416},[70],{"categories":2418},[70],{"categories":2420},[123],{"categories":2422},[70],{"categories":2424},[70],{"categories":2426},[70],{"categories":2428},[70],{"categories":2430},[],{"categories":2432},[133],{"categories":2434},[195],{"categories":2436},[70],{"categories":2438},[123],{"categories":2440},[70],{"categories":2442},[],{"categories":2444},[],{"categories":2446},[70],{"categories":2448},[70],{"categories":2450},[70],{"categories":2452},[155],{"categories":2454},[],{"categories":2456},[70],{"categories":2458},[192],{"categories":2460},[70],{"categories":2462},[249],{"categories":2464},[1466],{"categories":2466},[155],{"categories":2468},[133],{"categories":2470},[133],{"categories":2472},[133],{"categories":2474},[155],{"categories":2476},[155],{"categories":2478},[249],{"categories":2480},[],{"categories":2482},[155],{"categories":2484},[70],{"categories":2486},[115],{"categories":2488},[133],{"categories":2490},[70],{"categories":2492},[155],{"categories":2494},[],{"categories":2496},[70],{"categories":2498},[133],{"categories":2500},[195],{"categories":2502},[70],{"categories":2504},[155],{"categories":2506},[70],{"categories":2508},[133],{"categories":2510},[123],{"categories":2512},[155],{"categories":2514},[123],{"categories":2516},[249],{"categories":2518},[123],{"categories":2520},[70],{"categories":2522},[70],{"categories":2524},[133],{"categories":2526},[70],{"categories":2528},[],{"categories":2530},[118],{"categories":2532},[133],{"categories":2534},[],{"categories":2536},[],{"categories":2538},[70],{"categories":2540},[123],{"categories":2542},[70],{"categories":2544},[2545],"Frameworks & Tooling",{"categories":2547},[70],{"categories":2549},[70],{"categories":2551},[133],{"categories":2553},[70],{"categories":2555},[70],{"categories":2557},[],{"categories":2559},[195],{"categories":2561},[195],{"categories":2563},[115],{"categories":2565},[123],{"categories":2567},[192],{"categories":2569},[],{"categories":2571},[1466],{"categories":2573},[70],{"categories":2575},[133],{"categories":2577},[70],{"categories":2579},[249],{"categories":2581},[249],{"categories":2583},[],{"categories":2585},[123],{"categories":2587},[155],{"categories":2589},[155],{"categories":2591},[70],{"categories":2593},[123],{"categories":2595},[],{"categories":2597},[192],{"categories":2599},[70],{"categories":2601},[70],{"categories":2603},[],{"categories":2605},[70],{"categories":2607},[],{"categories":2609},[133],{"categories":2611},[70],{"categories":2613},[133],{"categories":2615},[249],{"categories":2617},[70],{"categories":2619},[133],{"categories":2621},[118],{"categories":2623},[70],{"categories":2625},[1466],{"categories":2627},[],{"categories":2629},[123],{"categories":2631},[115],{"categories":2633},[115],{"categories":2635},[],{"categories":2637},[123],{"categories":2639},[70],{"categories":2641},[2642],"AI Design Tooling",{"categories":2644},[192],{"categories":2646},[70],{"categories":2648},[70],{"categories":2650},[133],{"categories":2652},[192],{"categories":2654},[70],{"categories":2656},[133],{"categories":2658},[155],{"categories":2660},[126],{"categories":2662},[133],{"categories":2664},[123],{"categories":2666},[],{"categories":2668},[70],{"categories":2670},[70],{"categories":2672},[123],{"categories":2674},[70],{"categories":2676},[70],{"categories":2678},[],{"categories":2680},[123],{"categories":2682},[2545],{"categories":2684},[70],{"categories":2686},[123],{"categories":2688},[123],{"categories":2690},[133],{"categories":2692},[133],{"categories":2694},[],{"categories":2696},[133],{"categories":2698},[70],{"categories":2700},[70],{"categories":2702},[123],{"categories":2704},[118],{"categories":2706},[70],{"categories":2708},[],{"categories":2710},[70],{"categories":2712},[1813],{"categories":2714},[],{"categories":2716},[70],{"categories":2718},[70],{"categories":2720},[],{"categories":2722},[70],{"categories":2724},[70],{"categories":2726},[70],{"categories":2728},[218],{"categories":2730},[155],{"categories":2732},[70],{"categories":2734},[70],{"categories":2736},[1466],{"categories":2738},[115],{"categories":2740},[70],{"categories":2742},[70],{"categories":2744},[195],{"categories":2746},[70],{"categories":2748},[155],{"categories":2750},[123],{"categories":2752},[],{"categories":2754},[70],{"categories":2756},[192],{"categories":2758},[70],{"categories":2760},[218],{"categories":2762},[70],{"categories":2764},[123],{"categories":2766},[],{"categories":2768},[],{"categories":2770},[],{"categories":2772},[115],{"categories":2774},[155],{"categories":2776},[123],{"categories":2778},[70],{"categories":2780},[70],{"categories":2782},[70],{"categories":2784},[356],{"categories":2786},[192],{"categories":2788},[123],{"categories":2790},[70],{"categories":2792},[],{"categories":2794},[123],{"categories":2796},[123],{"categories":2798},[],{"categories":2800},[70],{"categories":2802},[123],{"categories":2804},[70],{"categories":2806},[],{"categories":2808},[70],{"categories":2810},[70],{"categories":2812},[155],{"categories":2814},[192],{"categories":2816},[123],{"categories":2818},[192],{"categories":2820},[123],{"categories":2822},[118],{"categories":2824},[],{"categories":2826},[],{"categories":2828},[70],{"categories":2830},[70],{"categories":2832},[115],{"categories":2834},[123],{"categories":2836},[155],{"categories":2838},[],{"categories":2840},[192],{"categories":2842},[],{"categories":2844},[133],{"categories":2846},[133],{"categories":2848},[192],{"categories":2850},[133],{"categories":2852},[70],{"categories":2854},[],{"categories":2856},[70],{"categories":2858},[70],{"categories":2860},[],{"categories":2862},[218],{"categories":2864},[70],{"categories":2866},[249],{"categories":2868},[133],{"categories":2870},[],{"categories":2872},[123],{"categories":2874},[70],{"categories":2876},[115],{"categories":2878},[447],{"categories":2880},[123],{"categories":2882},[123],{"categories":2884},[70],{"categories":2886},[70],{"categories":2888},[],{"categories":2890},[115],{"categories":2892},[70],{"categories":2894},[118],{"categories":2896},[133],{"categories":2898},[192],{"categories":2900},[],{"categories":2902},[],{"categories":2904},[],{"categories":2906},[123],{"categories":2908},[133],{"categories":2910},[192],{"categories":2912},[155],{"categories":2914},[70],{"categories":2916},[155],{"categories":2918},[123],{"categories":2920},[192],{"categories":2922},[70],{"categories":2924},[],{"categories":2926},[70],{"categories":2928},[144],{"categories":2930},[123],{"categories":2932},[192],{"categories":2934},[155],{"categories":2936},[118],{"categories":2938},[133],{"categories":2940},[70],{"categories":2942},[155],{"categories":2944},[218],{"categories":2946},[],{"categories":2948},[],{"categories":2950},[195],{"categories":2952},[398],{"categories":2954},[70],{"categories":2956},[123],{"categories":2958},[70,133],{"categories":2960},[155],{"categories":2962},[70],{"categories":2964},[70],{"categories":2966},[123],{"categories":2968},[70],{"categories":2970},[123],{"categories":2972},[70],{"categories":2974},[70],{"categories":2976},[],{"categories":2978},[1020],{"categories":2980},[133],{"categories":2982},[192],{"categories":2984},[70],{"categories":2986},[70],{"categories":2988},[70],{"categories":2990},[195],{"categories":2992},[123],{"categories":2994},[218],{"categories":2996},[249],{"categories":2998},[],{"categories":3000},[70],{"categories":3002},[118],{"categories":3004},[123],{"categories":3006},[115],{"categories":3008},[123],{"categories":3010},[70],{"categories":3012},[123],{"categories":3014},[126],{"categories":3016},[133],{"categories":3018},[70],{"categories":3020},[70],{"categories":3022},[],{"categories":3024},[],{"categories":3026},[],{"categories":3028},[249],{"categories":3030},[70],{"categories":3032},[155],{"categories":3034},[70],{"categories":3036},[70],{"categories":3038},[70],{"categories":3040},[70],{"categories":3042},[],{"categories":3044},[195],{"categories":3046},[118],{"categories":3048},[123],{"categories":3050},[70],{"categories":3052},[],{"categories":3054},[70],{"categories":3056},[123],{"categories":3058},[70],{"categories":3060},[249],{"categories":3062},[],{"categories":3064},[192],{"categories":3066},[192],{"categories":3068},[],{"categories":3070},[133],{"categories":3072},[70],{"categories":3074},[192],{"categories":3076},[70],{"categories":3078},[118],{"categories":3080},[123],{"categories":3082},[70],{"categories":3084},[],{"categories":3086},[155],{"categories":3088},[70],{"categories":3090},[70],{"categories":3092},[70],{"categories":3094},[192],{"categories":3096},[123],{"categories":3098},[155],{"categories":3100},[],{"categories":3102},[123],{"categories":3104},[123],{"categories":3106},[192],{"categories":3108},[70],{"categories":3110},[70],{"categories":3112},[70],{"categories":3114},[398],{"categories":3116},[70],{"categories":3118},[],{"categories":3120},[70],{"categories":3122},[70],{"categories":3124},[249],{"categories":3126},[155],{"categories":3128},[195],{"categories":3130},[483],{"categories":3132},[195],{"categories":3134},[],{"categories":3136},[],{"categories":3138},[],{"categories":3140},[123],{"categories":3142},[123],{"categories":3144},[133],{"categories":3146},[70],{"categories":3148},[381],{"categories":3150},[133],{"categories":3152},[70],{"categories":3154},[70],{"categories":3156},[70],{"categories":3158},[70],{"categories":3160},[123],{"categories":3162},[],{"categories":3164},[],{"categories":3166},[70],{"categories":3168},[],{"categories":3170},[70],{"categories":3172},[123],{"categories":3174},[192],{"categories":3176},[70],{"categories":3178},[70],{"categories":3180},[],{"categories":3182},[126],{"categories":3184},[70],{"categories":3186},[192],{"categories":3188},[70],{"categories":3190},[123],{"categories":3192},[118],{"categories":3194},[70],{"categories":3196},[218],{"categories":3198},[123],{"categories":3200},[70],{"categories":3202},[741],{"categories":3204},[70],{"categories":3206},[123],{"categories":3208},[70],{"categories":3210},[133],{"categories":3212},[70],{"categories":3214},[447],{"categories":3216},[192],{"categories":3218},[],{"categories":3220},[155],{"categories":3222},[398],{"categories":3224},[123],{"categories":3226},[70],{"categories":3228},[],{"categories":3230},[155],{"categories":3232},[335],{"categories":3234},[123],{"categories":3236},[123],{"categories":3238},[70],{"categories":3240},[70],{"categories":3242},[123],{"categories":3244},[],{"categories":3246},[118],{"categories":3248},[123],{"categories":3250},[],{"categories":3252},[133],{"categories":3254},[70],{"categories":3256},[115],{"categories":3258},[155],{"categories":3260},[249],{"categories":3262},[144],{"categories":3264},[123],{"categories":3266},[123],{"categories":3268},[70],{"categories":3270},[123],{"categories":3272},[115],{"categories":3274},[],{"categories":3276},[70],{"categories":3278},[70],{"categories":3280},[],{"categories":3282},[],{"categories":3284},[192],{"categories":3286},[70,118],{"categories":3288},[123],{"categories":3290},[70],{"categories":3292},[],{"categories":3294},[115],{"categories":3296},[195],{"categories":3298},[118],{"categories":3300},[70],{"categories":3302},[133],{"categories":3304},[70],{"categories":3306},[123],{"categories":3308},[70],{"categories":3310},[70],{"categories":3312},[70],{"categories":3314},[155],{"categories":3316},[1020],{"categories":3318},[123],{"categories":3320},[70],{"categories":3322},[],{"categories":3324},[],{"categories":3326},[123],{"categories":3328},[70],{"categories":3330},[249],{"categories":3332},[],{"categories":3334},[70],{"categories":3336},[123],{"categories":3338},[144],{"categories":3340},[123],{"categories":3342},[398],{"categories":3344},[],{"categories":3346},[356],{"categories":3348},[123],{"categories":3350},[70],{"categories":3352},[218],{"categories":3354},[70],{"categories":3356},[195],{"categories":3358},[123],{"categories":3360},[70],{"categories":3362},[398],{"categories":3364},[70],{"categories":3366},[249],{"categories":3368},[],{"categories":3370},[70],{"categories":3372},[218],{"categories":3374},[192],{"categories":3376},[70],{"categories":3378},[70],{"categories":3380},[],{"categories":3382},[218],{"categories":3384},[155],{"categories":3386},[70],{"categories":3388},[70],{"categories":3390},[483],{"categories":3392},[115],{"categories":3394},[70],{"categories":3396},[],{"categories":3398},[],{"categories":3400},[192],{"categories":3402},[70],{"categories":3404},[195],{"categories":3406},[218],{"categories":3408},[123],{"categories":3410},[218],{"categories":3412},[155],{"categories":3414},[],{"categories":3416},[70],{"categories":3418},[],{"categories":3420},[70],{"categories":3422},[502],{"categories":3424},[70],{"categories":3426},[70],{"categories":3428},[123],{"categories":3430},[398],{"categories":3432},[70],{"categories":3434},[70],{"categories":3436},[70],{"categories":3438},[],{"categories":3440},[70,133],{"categories":3442},[155],{"categories":3444},[123],{"categories":3446},[133],{"categories":3448},[123],{"categories":3450},[771],{"categories":3452},[133],{"categories":3454},[70],{"categories":3456},[115],{"categories":3458},[],{"categories":3460},[],{"categories":3462},[123],{"categories":3464},[70],{"categories":3466},[133],{"categories":3468},[115],{"categories":3470},[133],{"categories":3472},[133],{"categories":3474},[70],{"categories":3476},[218],{"categories":3478},[70],{"categories":3480},[133],{"categories":3482},[],{"categories":3484},[70],{"categories":3486},[192,70],{"categories":3488},[249],{"categories":3490},[115],{"categories":3492},[],{"categories":3494},[70],{"categories":3496},[70],{"categories":3498},[118],{"categories":3500},[118],{"categories":3502},[70],{"categories":3504},[70],{"categories":3506},[335],{"categories":3508},[70],{"categories":3510},[133],{"categories":3512},[195],{"categories":3514},[123],{"categories":3516},[70],{"categories":3518},[70],{"categories":3520},[155],{"categories":3522},[218],{"categories":3524},[192],{"categories":3526},[70],{"categories":3528},[70],{"categories":3530},[70],{"categories":3532},[70],{"categories":3534},[115],{"categories":3536},[70],{"categories":3538},[123],{"categories":3540},[123],{"categories":3542},[133],{"categories":3544},[155],{"categories":3546},[133],{"categories":3548},[],{"categories":3550},[],{"categories":3552},[195],{"categories":3554},[70],{"categories":3556},[133],{"categories":3558},[70],{"categories":3560},[192],{"categories":3562},[398],{"categories":3564},[356],{"categories":3566},[335],{"categories":3568},[70],{"categories":3570},[70],{"categories":3572},[70],{"categories":3574},[195],{"categories":3576},[70],{"categories":3578},[70],{"categories":3580},[70],{"categories":3582},[123],{"categories":3584},[115],{"categories":3586},[123],{"categories":3588},[70,118],{"categories":3590},[],{"categories":3592},[192],{"categories":3594},[],{"categories":3596},[126],{"categories":3598},[70],{"categories":3600},[155],{"categories":3602},[115],{"categories":3604},[115],{"categories":3606},[123],{"categories":3608},[123],{"categories":3610},[123],{"categories":3612},[70],{"categories":3614},[70],{"categories":3616},[118],{"categories":3618},[133],{"categories":3620},[218],{"categories":3622},[70],{"categories":3624},[],{"categories":3626},[155],{"categories":3628},[70],{"categories":3630},[70],{"categories":3632},[70],{"categories":3634},[70],{"categories":3636},[70],{"categories":3638},[133],{"categories":3640},[155],{"categories":3642},[133],{"categories":3644},[133],{"categories":3646},[70],{"categories":3648},[70],{"categories":3650},[356],{"categories":3652},[70],{"categories":3654},[123],{"categories":3656},[155],{"categories":3658},[70],{"categories":3660},[70],{"categories":3662},[70],{"categories":3664},[123],{"categories":3666},[70],{"categories":3668},[70],{"categories":3670},[70],{"categories":3672},[2545],{"categories":3674},[3675],"Clinical AI",{"categories":3677},[192],{"categories":3679},[70],{"categories":3681},[70],{"categories":3683},[70],{"categories":3685},[249],{"categories":3687},[2024],{"categories":3689},[70],{"categories":3691},[126],{"categories":3693},[70],{"categories":3695},[123],{"categories":3697},[70],{"categories":3699},[70],{"categories":3701},[155],{"categories":3703},[70],{"categories":3705},[123],{"categories":3707},[218],{"categories":3709},[70],{"categories":3711},[70],{"categories":3713},[118],{"categories":3715},[70],{"categories":3717},[447],{"categories":3719},[70],{"categories":3721},[],{"categories":3723},[70],{"categories":3725},[133],{"categories":3727},[70],{"categories":3729},[],{"categories":3731},[],{"categories":3733},[70],{"categories":3735},[],{"categories":3737},[118],{"categories":3739},[70],{"categories":3741},[123],{"categories":3743},[155],{"categories":3745},[155],{"categories":3747},[155],{"categories":3749},[155],{"categories":3751},[],{"categories":3753},[115],{"categories":3755},[123],{"categories":3757},[155],{"categories":3759},[70],{"categories":3761},[502],{"categories":3763},[126],{"categories":3765},[70],{"categories":3767},[115],{"categories":3769},[123],{"categories":3771},[70],{"categories":3773},[70],{"categories":3775},[70,123],{"categories":3777},[123],{"categories":3779},[249],{"categories":3781},[155],{"categories":3783},[123],{"categories":3785},[155],{"categories":3787},[123],{"categories":3789},[70],{"categories":3791},[],{"categories":3793},[155],{"categories":3795},[218],{"categories":3797},[115],{"categories":3799},[70],{"categories":3801},[70],{"categories":3803},[],{"categories":3805},[133],{"categories":3807},[],{"categories":3809},[115],{"categories":3811},[123],{"categories":3813},[155],{"categories":3815},[70],{"categories":3817},[155],{"categories":3819},[115],{"categories":3821},[155],{"categories":3823},[155],{"categories":3825},[],{"categories":3827},[118],{"categories":3829},[123],{"categories":3831},[155],{"categories":3833},[155],{"categories":3835},[155],{"categories":3837},[155],{"categories":3839},[155],{"categories":3841},[155],{"categories":3843},[155],{"categories":3845},[155],{"categories":3847},[155],{"categories":3849},[155],{"categories":3851},[195],{"categories":3853},[115],{"categories":3855},[70],{"categories":3857},[70],{"categories":3859},[123],{"categories":3861},[123],{"categories":3863},[],{"categories":3865},[70,115],{"categories":3867},[],{"categories":3869},[123],{"categories":3871},[155],{"categories":3873},[123],{"categories":3875},[771],{"categories":3877},[70],{"categories":3879},[70],{"categories":3881},[70],{"categories":3883},[70],{"categories":3885},[335],{"categories":3887},[70],{"categories":3889},[123],{"categories":3891},[118],{"categories":3893},[123],{"categories":3895},[123],{"categories":3897},[],{"categories":3899},[123],{"categories":3901},[192],{"categories":3903},[155],{"categories":3905},[70],{"categories":3907},[],{"categories":3909},[],{"categories":3911},[123],{"categories":3913},[192],{"categories":3915},[70],{"categories":3917},[],{"categories":3919},[70],{"categories":3921},[],{"categories":3923},[218],{"categories":3925},[70],{"categories":3927},[],{"categories":3929},[],{"categories":3931},[155],{"categories":3933},[115],{"categories":3935},[70],{"categories":3937},[70],{"categories":3939},[118],{"categories":3941},[70],{"categories":3943},[70],{"categories":3945},[70],{"categories":3947},[118],{"categories":3949},[192],{"categories":3951},[],{"categories":3953},[70],{"categories":3955},[155],{"categories":3957},[],{"categories":3959},[70],{"categories":3961},[70],{"categories":3963},[192],{"categories":3965},[70],{"categories":3967},[218],{"categories":3969},[70],{"categories":3971},[249],{"categories":3973},[],{"categories":3975},[123],{"categories":3977},[218],{"categories":3979},[133],{"categories":3981},[],{"categories":3983},[70],{"categories":3985},[],{"categories":3987},[123],{"categories":3989},[192],{"categories":3991},[133],{"categories":3993},[],{"categories":3995},[2545],{"categories":3997},[118],{"categories":3999},[115],{"categories":4001},[195],{"categories":4003},[123],{"categories":4005},[192],{"categories":4007},[133],{"categories":4009},[],{"categories":4011},[],{"categories":4013},[70],{"categories":4015},[115],{"categories":4017},[70],{"categories":4019},[218],{"categories":4021},[],{"categories":4023},[123],{"categories":4025},[123],{"categories":4027},[123],{"categories":4029},[70],{"categories":4031},[155],{"categories":4033},[133],{"categories":4035},[70],{"categories":4037},[123],{"categories":4039},[126],{"categories":4041},[70],{"categories":4043},[123],{"categories":4045},[70],{"categories":4047},[126],{"categories":4049},[218],{"categories":4051},[155],{"categories":4053},[],{"categories":4055},[218],{"categories":4057},[],{"categories":4059},[133],{"categories":4061},[123],{"categories":4063},[],{"categories":4065},[70],{"categories":4067},[70],{"categories":4069},[70],{"categories":4071},[70],{"categories":4073},[123],{"categories":4075},[118],{"categories":4077},[115],{"categories":4079},[70],{"categories":4081},[192],{"categories":4083},[133],{"categories":4085},[133],{"categories":4087},[70],{"categories":4089},[195],{"categories":4091},[123],{"categories":4093},[70],{"categories":4095},[123],{"categories":4097},[70],{"categories":4099},[118],{"categories":4101},[192],{"categories":4103},[133],{"categories":4105},[123],{"categories":4107},[70],{"categories":4109},[126],{"categories":4111},[70],{"categories":4113},[123],{"categories":4115},[70],{"categories":4117},[155],{"categories":4119},[],{"categories":4121},[115],{"categories":4123},[70],{"categories":4125},[70],{"categories":4127},[70],{"categories":4129},[133],{"categories":4131},[70],{"categories":4133},[133],{"categories":4135},[70],{"categories":4137},[123],{"categories":4139},[70],{"categories":4141},[70],{"categories":4143},[70],{"categories":4145},[70],{"categories":4147},[],{"categories":4149},[70],{"categories":4151},[192],{"categories":4153},[118],{"categories":4155},[155],{"categories":4157},[123],{"categories":4159},[70],{"categories":4161},[70],{"categories":4163},[192],{"categories":4165},[123],{"categories":4167},[70],{"categories":4169},[218],{"categories":4171},[70],{"categories":4173},[195],{"categories":4175},[70],{"categories":4177},[70],{"categories":4179},[155],{"categories":4181},[70],{"categories":4183},[70],{"categories":4185},[123],{"categories":4187},[249],{"categories":4189},[70],{"categories":4191},[133],{"categories":4193},[123],{"categories":4195},[195],{"categories":4197},[],{"categories":4199},[123],{"categories":4201},[133],{"categories":4203},[70],{"categories":4205},[1888],{"categories":4207},[192],{"categories":4209},[276],{"categories":4211},[70],{"categories":4213},[115],{"categories":4215},[133],{"categories":4217},[118],{"categories":4219},[133],{"categories":4221},[70],{"categories":4223},[],{"categories":4225},[123],{"categories":4227},[123],{"categories":4229},[70],{"categories":4231},[70],{"categories":4233},[195],{"categories":4235},[],{"categories":4237},[155],{"categories":4239},[],{"categories":4241},[155],{"categories":4243},[70],{"categories":4245},[70],{"categories":4247},[123],{"categories":4249},[123],{"categories":4251},[123],{"categories":4253},[],{"categories":4255},[155],{"categories":4257},[70],{"categories":4259},[],{"categories":4261},[70],{"categories":4263},[70],{"categories":4265},[],{"categories":4267},[192],{"categories":4269},[133],{"categories":4271},[123],{"categories":4273},[70],{"categories":4275},[70],{"categories":4277},[218],{"categories":4279},[70],{"categories":4281},[70],{"categories":4283},[115],{"categories":4285},[],{"categories":4287},[70],{"categories":4289},[70],{"categories":4291},[],{"categories":4293},[115],{"categories":4295},[155],{"categories":4297},[133],{"categories":4299},[398],{"categories":4301},[70],{"categories":4303},[70],{"categories":4305},[70],{"categories":4307},[133],{"categories":4309},[155],{"categories":4311},[192],{"categories":4313},[70],{"categories":4315},[70],{"categories":4317},[70],{"categories":4319},[155],{"categories":4321},[192],{"categories":4323},[70],{"categories":4325},[155],{"categories":4327},[192],{"categories":4329},[70],{"categories":4331},[155],{"categories":4333},[123],{"categories":4335},[123],{"categories":4337},[123],{"categories":4339},[133],{"categories":4341},[155],{"categories":4343},[123],{"categories":4345},[123],{"categories":4347},[70],{"categories":4349},[133],{"categories":4351},[192],{"categories":4353},[70],{"categories":4355},[],{"categories":4357},[123],{"categories":4359},[],{"categories":4361},[],{"categories":4363},[],{"categories":4365},[123],{"categories":4367},[118],{"categories":4369},[123],{"categories":4371},[4372],"Liability & Ethics",{"categories":4374},[70],{"categories":4376},[123],{"categories":4378},[115],{"categories":4380},[123],{"categories":4382},[118],{"categories":4384},[218],{"categories":4386},[123],{"categories":4388},[],{"categories":4390},[483],{"categories":4392},[123],{"categories":4394},[],{"categories":4396},[115],{"categories":4398},[123],{"categories":4400},[],{"categories":4402},[123],{"categories":4404},[70],{"categories":4406},[70],{"categories":4408},[155],{"categories":4410},[70],{"categories":4412},[70],{"categories":4414},[123],{"categories":4416},[70],{"categories":4418},[70],{"categories":4420},[155],{"categories":4422},[123],{"categories":4424},[133],{"categories":4426},[192],{"categories":4428},[115],{"categories":4430},[70],{"categories":4432},[],{"categories":4434},[123],{"categories":4436},[123],{"categories":4438},[398],{"categories":4440},[192],{"categories":4442},[249],{"categories":4444},[155],{"categories":4446},[70],{"categories":4448},[192],{"categories":4450},[70],{"categories":4452},[115],{"categories":4454},[],{"categories":4456},[123],{"categories":4458},[70],{"categories":4460},[70],{"categories":4462},[123],{"categories":4464},[70],{"categories":4466},[192],{"categories":4468},[],{"categories":4470},[123],{"categories":4472},[126],{"categories":4474},[155],{"categories":4476},[123],{"categories":4478},[118],{"categories":4480},[],{"categories":4482},[70],{"categories":4484},[126],{"categories":4486},[70],{"categories":4488},[123],{"categories":4490},[155],{"categories":4492},[115],{"categories":4494},[249],{"categories":4496},[70],{"categories":4498},[70],{"categories":4500},[70],{"categories":4502},[155],{"categories":4504},[118],{"categories":4506},[70],{"categories":4508},[192],{"categories":4510},[155],{"categories":4512},[249],{"categories":4514},[70],{"categories":4516},[123],{"categories":4518},[],{"categories":4520},[447],{"categories":4522},[],{"categories":4524},[70],{"categories":4526},[249],{"categories":4528},[195],{"categories":4530},[123],{"categories":4532},[123],{"categories":4534},[4535],"Design News & Tools",{"categories":4537},[70],{"categories":4539},[155],{"categories":4541},[70],{"categories":4543},[115],{"categories":4545},[70],{"categories":4547},[192],{"categories":4549},[123],{"categories":4551},[123],{"categories":4553},[70],{"categories":4555},[398],{"categories":4557},[70],{"categories":4559},[398],{"categories":4561},[218],{"categories":4563},[70],{"categories":4565},[123],{"categories":4567},[],{"categories":4569},[70],{"categories":4571},[70],{"categories":4573},[70],{"categories":4575},[155],{"categories":4577},[115],{"categories":4579},[],{"categories":4581},[70],{"categories":4583},[70],{"categories":4585},[133],{"categories":4587},[502],{"categories":4589},[133],{"categories":4591},[192],{"categories":4593},[70],{"categories":4595},[70,123],{"categories":4597},[218,118],{"categories":4599},[70],{"categories":4601},[70],{"categories":4603},[70],{"categories":4605},[],{"categories":4607},[123],{"categories":4609},[],{"categories":4611},[133],{"categories":4613},[70],{"categories":4615},[133],{"categories":4617},[],{"categories":4619},[123],{"categories":4621},[70],{"categories":4623},[155],{"categories":4625},[70],{"categories":4627},[],{"categories":4629},[123],{"categories":4631},[70],{"categories":4633},[],{"categories":4635},[192],{"categories":4637},[70],{"categories":4639},[123],{"categories":4641},[70],{"categories":4643},[70],{"categories":4645},[115],{"categories":4647},[123],{"categories":4649},[70],{"categories":4651},[],{"categories":4653},[249],{"categories":4655},[218],{"categories":4657},[118],{"categories":4659},[118],{"categories":4661},[70],{"categories":4663},[115],{"categories":4665},[115],{"categories":4667},[70],{"categories":4669},[123],{"categories":4671},[70],{"categories":4673},[70],{"categories":4675},[70],{"categories":4677},[133],{"categories":4679},[70],{"categories":4681},[115],{"categories":4683},[123],{"categories":4685},[70],{"categories":4687},[218],{"categories":4689},[70],{"categories":4691},[155],{"categories":4693},[70],{"categories":4695},[70],{"categories":4697},[123],{"categories":4699},[70],{"categories":4701},[],{"categories":4703},[133],{"categories":4705},[],{"categories":4707},[133],{"categories":4709},[123],{"categories":4711},[115],{"categories":4713},[],{"categories":4715},[195],{"categories":4717},[249],{"categories":4719},[70],{"categories":4721},[133],{"categories":4723},[70],{"categories":4725},[],{"categories":4727},[155],{"categories":4729},[123],{"categories":4731},[133],{"categories":4733},[192],{"categories":4735},[70],{"categories":4737},[123],{"categories":4739},[133],{"categories":4741},[123],{"categories":4743},[155],{"categories":4745},[70],{"categories":4747},[115],{"categories":4749},[155],{"categories":4751},[133],{"categories":4753},[70],{"categories":4755},[192],{"categories":4757},[118],{"categories":4759},[70],{"categories":4761},[70],{"categories":4763},[70],{"categories":4765},[70],{"categories":4767},[70],{"categories":4769},[123],{"categories":4771},[70],{"categories":4773},[123],{"categories":4775},[70],{"categories":4777},[70],{"categories":4779},[115],{"categories":4781},[70],{"categories":4783},[123],{"categories":4785},[123],{"categories":4787},[192],{"categories":4789},[123],{"categories":4791},[123],{"categories":4793},[115],{"categories":4795},[123],{"categories":4797},[192],{"categories":4799},[],{"categories":4801},[70],{"categories":4803},[195],{"categories":4805},[398],{"categories":4807},[70],{"categories":4809},[70],{"categories":4811},[70],{"categories":4813},[133],{"categories":4815},[],{"categories":4817},[123],{"categories":4819},[218],{"categories":4821},[70],{"categories":4823},[155],{"categories":4825},[123],{"categories":4827},[70],{"categories":4829},[218],{"categories":4831},[123],{"categories":4833},[118],{"categories":4835},[118],{"categories":4837},[70],{"categories":4839},[70],{"categories":4841},[70],{"categories":4843},[115],{"categories":4845},[],{"categories":4847},[70],{"categories":4849},[123],{"categories":4851},[123],{"categories":4853},[70],{"categories":4855},[70],{"categories":4857},[70],{"categories":4859},[133],{"categories":4861},[],{"categories":4863},[115],{"categories":4865},[70],{"categories":4867},[70],{"categories":4869},[123],{"categories":4871},[123],{"categories":4873},[],{"categories":4875},[133],{"categories":4877},[133],{"categories":4879},[70],{"categories":4881},[218],{"categories":4883},[118],{"categories":4885},[192],{"categories":4887},[],{"categories":4889},[70],{"categories":4891},[123],{"categories":4893},[115],{"categories":4895},[70],{"categories":4897},[133],{"categories":4899},[115],{"categories":4901},[155],{"categories":4903},[195],{"categories":4905},[155],{"categories":4907},[123],{"categories":4909},[],{"categories":4911},[155],{"categories":4913},[123],{"categories":4915},[192],{"categories":4917},[195],{"categories":4919},[70],{"categories":4921},[],{"categories":4923},[123],{"categories":4925},[2545],{"categories":4927},[155],{"categories":4929},[133],{"categories":4931},[70],{"categories":4933},[70],{"categories":4935},[118],{"categories":4937},[70],{"categories":4939},[115],{"categories":4941},[1466],{"categories":4943},[249],{"categories":4945},[115],{"categories":4947},[],{"categories":4949},[],{"categories":4951},[155],{"categories":4953},[123],{"categories":4955},[155],{"categories":4957},[],{"categories":4959},[123],{"categories":4961},[123],{"categories":4963},[123],{"categories":4965},[],{"categories":4967},[70],{"categories":4969},[],{"categories":4971},[155],{"categories":4973},[115],{"categories":4975},[192],{"categories":4977},[70],{"categories":4979},[123],{"categories":4981},[155],{"categories":4983},[70],{"categories":4985},[155],{"categories":4987},[],{"categories":4989},[155],{"categories":4991},[115],{"categories":4993},[398],{"categories":4995},[123],{"categories":4997},[70],{"categories":4999},[],{"categories":5001},[133],{"categories":5003},[123],{"categories":5005},[126],{"categories":5007},[123],{"categories":5009},[115],{"categories":5011},[],{"categories":5013},[],{"categories":5015},[],{"categories":5017},[192],{"categories":5019},[123],{"categories":5021},[70],{"categories":5023},[70],{"categories":5025},[],{"categories":5027},[],{"categories":5029},[],{"categories":5031},[192],{"categories":5033},[70],{"categories":5035},[],{"categories":5037},[123],{"categories":5039},[70],{"categories":5041},[115],{"categories":5043},[],{"categories":5045},[],{"categories":5047},[192],{"categories":5049},[70],{"categories":5051},[155],{"categories":5053},[],{"categories":5055},[218],{"categories":5057},[155],{"categories":5059},[218],{"categories":5061},[195],{"categories":5063},[70],{"categories":5065},[70],{"categories":5067},[],{"categories":5069},[],{"categories":5071},[123],{"categories":5073},[],{"categories":5075},[70],{"categories":5077},[398],{"categories":5079},[70],{"categories":5081},[70],{"categories":5083},[70],{"categories":5085},[],{"categories":5087},[123],{"categories":5089},[70],{"categories":5091},[70],{"categories":5093},[],{"categories":5095},[123],{"categories":5097},[70],{"categories":5099},[155],{"categories":5101},[70],{"categories":5103},[218],{"categories":5105},[118],{"categories":5107},[70],{"categories":5109},[70],{"categories":5111},[123],{"categories":5113},[195],{"categories":5115},[123],{"categories":5117},[123],{"categories":5119},[],{"categories":5121},[],{"categories":5123},[70],{"categories":5125},[],{"categories":5127},[155],{"categories":5129},[118],{"categories":5131},[],{"categories":5133},[],{"categories":5135},[192],{"categories":5137},[115],{"categories":5139},[],{"categories":5141},[118],{"categories":5143},[218],{"categories":5145},[70],{"categories":5147},[133],{"categories":5149},[115],{"categories":5151},[195],{"categories":5153},[118],{"categories":5155},[133],{"categories":5157},[133],{"categories":5159},[],{"categories":5161},[70],{"categories":5163},[],{"categories":5165},[123],{"categories":5167},[115],{"categories":5169},[192],{"categories":5171},[70],{"categories":5173},[115],{"categories":5175},[123],{"categories":5177},[249],{"categories":5179},[70],{"categories":5181},[70],{"categories":5183},[70],{"categories":5185},[115],{"categories":5187},[195],{"categories":5189},[123],{"categories":5191},[],{"categories":5193},[70],{"categories":5195},[133],{"categories":5197},[155],{"categories":5199},[133],{"categories":5201},[70],{"categories":5203},[126],{"categories":5205},[],{"categories":5207},[192],{"categories":5209},[155],{"categories":5211},[115],{"categories":5213},[123],{"categories":5215},[70],{"categories":5217},[70],{"categories":5219},[123],{"categories":5221},[70],{"categories":5223},[70],{"categories":5225},[118],{"categories":5227},[123],{"categories":5229},[123,249],{"categories":5231},[123],{"categories":5233},[133],{"categories":5235},[70],{"categories":5237},[70],{"categories":5239},[195],{"categories":5241},[123],{"categories":5243},[218],{"categories":5245},[123],{"categories":5247},[118],{"categories":5249},[],{"categories":5251},[123],{"categories":5253},[70],{"categories":5255},[118],{"categories":5257},[],{"categories":5259},[],{"categories":5261},[133],{"categories":5263},[70],{"categories":5265},[70],{"categories":5267},[123],{"categories":5269},[195],{"categories":5271},[218],{"categories":5273},[70],{"categories":5275},[70],{"categories":5277},[123],{"categories":5279},[],{"categories":5281},[123],{"categories":5283},[155],{"categories":5285},[123],{"categories":5287},[],{"categories":5289},[155],{"categories":5291},[133],{"categories":5293},[2545],{"categories":5295},[115],{"categories":5297},[133],{"categories":5299},[70],{"categories":5301},[123],{"categories":5303},[70],{"categories":5305},[70],{"categories":5307},[218],{"categories":5309},[133],{"categories":5311},[],{"categories":5313},[155],{"categories":5315},[70],{"categories":5317},[],{"categories":5319},[123],{"categories":5321},[70],{"categories":5323},[70],{"categories":5325},[70],{"categories":5327},[123],{"categories":5329},[70],{"categories":5331},[70],{"categories":5333},[126],{"categories":5335},[123],{"categories":5337},[70],{"categories":5339},[70],{"categories":5341},[70],{"categories":5343},[70],{"categories":5345},[70],{"categories":5347},[70],{"categories":5349},[118],{"categories":5351},[],{"categories":5353},[126],{"categories":5355},[155],{"categories":5357},[123],{"categories":5359},[70],{"categories":5361},[133],{"categories":5363},[],{"categories":5365},[133],{"categories":5367},[133],{"categories":5369},[123],{"categories":5371},[133],{"categories":5373},[70],{"categories":5375},[70],{"categories":5377},[133],{"categories":5379},[70],{"categories":5381},[123],{"categories":5383},[155],{"categories":5385},[70],{"categories":5387},[70],{"categories":5389},[70],{"categories":5391},[118],{"categories":5393},[70],{"categories":5395},[123],{"categories":5397},[192],{"categories":5399},[],{"categories":5401},[70],{"categories":5403},[195],{"categories":5405},[123],{"categories":5407},[70],{"categories":5409},[],{"categories":5411},[70],{"categories":5413},[70],{"categories":5415},[155],{"categories":5417},[70],{"categories":5419},[70],{"categories":5421},[123],{"categories":5423},[218],{"categories":5425},[],{"categories":5427},[],{"categories":5429},[133],{"categories":5431},[155],{"categories":5433},[133],{"categories":5435},[155],{"categories":5437},[70],{"categories":5439},[218],{"categories":5441},[70],{"categories":5443},[115],{"categories":5445},[123],{"categories":5447},[70],{"categories":5449},[123],{"categories":5451},[123],{"categories":5453},[70],{"categories":5455},[118],{"categories":5457},[],{"categories":5459},[195],{"categories":5461},[70],{"categories":5463},[],{"categories":5465},[155],{"categories":5467},[70],{"categories":5469},[195],{"categories":5471},[70],{"categories":5473},[133],{"categories":5475},[133],{"categories":5477},[133],{"categories":5479},[123],{"categories":5481},[123],{"categories":5483},[123],{"categories":5485},[70],{"categories":5487},[70],{"categories":5489},[192],{"categories":5491},[195],{"categories":5493},[195],{"categories":5495},[],{"categories":5497},[155],{"categories":5499},[70],{"categories":5501},[70],{"categories":5503},[133],{"categories":5505},[],{"categories":5507},[155],{"categories":5509},[155],{"categories":5511},[155],{"categories":5513},[],{"categories":5515},[123],{"categories":5517},[70],{"categories":5519},[],{"categories":5521},[115],{"categories":5523},[118],{"categories":5525},[],{"categories":5527},[70],{"categories":5529},[70],{"categories":5531},[],{"categories":5533},[133],{"categories":5535},[],{"categories":5537},[],{"categories":5539},[],{"categories":5541},[],{"categories":5543},[70],{"categories":5545},[155],{"categories":5547},[],{"categories":5549},[],{"categories":5551},[70],{"categories":5553},[70],{"categories":5555},[70],{"categories":5557},[195],{"categories":5559},[70],{"categories":5561},[195],{"categories":5563},[],{"categories":5565},[195],{"categories":5567},[195],{"categories":5569},[249],{"categories":5571},[123],{"categories":5573},[133],{"categories":5575},[],{"categories":5577},[],{"categories":5579},[195],{"categories":5581},[133],{"categories":5583},[133],{"categories":5585},[133],{"categories":5587},[],{"categories":5589},[115],{"categories":5591},[133],{"categories":5593},[133],{"categories":5595},[115],{"categories":5597},[133],{"categories":5599},[118],{"categories":5601},[133],{"categories":5603},[133],{"categories":5605},[133],{"categories":5607},[195],{"categories":5609},[155],{"categories":5611},[155],{"categories":5613},[70],{"categories":5615},[133],{"categories":5617},[195],{"categories":5619},[249],{"categories":5621},[195],{"categories":5623},[195],{"categories":5625},[195],{"categories":5627},[],{"categories":5629},[118],{"categories":5631},[],{"categories":5633},[249],{"categories":5635},[133],{"categories":5637},[133],{"categories":5639},[133],{"categories":5641},[123],{"categories":5643},[155,118],{"categories":5645},[195],{"categories":5647},[],{"categories":5649},[],{"categories":5651},[195],{"categories":5653},[],{"categories":5655},[195],{"categories":5657},[155],{"categories":5659},[123],{"categories":5661},[],{"categories":5663},[133],{"categories":5665},[70],{"categories":5667},[192],{"categories":5669},[],{"categories":5671},[70],{"categories":5673},[],{"categories":5675},[155],{"categories":5677},[115],{"categories":5679},[195],{"categories":5681},[],{"categories":5683},[133],{"categories":5685},[155],[5687,5759,5839,5911],{"id":5688,"title":5689,"ai":5690,"body":5696,"categories":5724,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":5725,"navigation":93,"path":5746,"published_at":5747,"question":71,"scraped_at":5748,"seo":5749,"sitemap":5750,"source_id":5751,"source_name":5752,"source_type":101,"source_url":5753,"stem":5754,"tags":5755,"thumbnail_url":71,"tldr":5756,"tweet":71,"unknown_tags":5757,"__hash__":5758},"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":5691,"input_tokens":5692,"output_tokens":5693,"processing_time_ms":5694,"cost_usd":5695},"x-ai\u002Fgrok-4.1-fast",6505,2289,20008,0.00193865,{"type":14,"value":5697,"toc":5719},[5698,5702,5705,5709,5712,5716],[17,5699,5701],{"id":5700},"ag-ui-replaces-clunky-chatbots-with-contextual-uis","AG-UI Replaces Clunky Chatbots with Contextual UIs",[22,5703,5704],{},"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.",[17,5706,5708],{"id":5707},"explosive-adoption-fuels-enterprise-expansion","Explosive Adoption Fuels Enterprise Expansion",[22,5710,5711],{},"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.",[17,5713,5715],{"id":5714},"horizontal-optionality-beats-vertical-stacks","Horizontal Optionality Beats Vertical Stacks",[22,5717,5718],{},"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":5720},[5721,5722,5723],{"id":5700,"depth":64,"text":5701},{"id":5707,"depth":64,"text":5708},{"id":5714,"depth":64,"text":5715},[70],{"content_references":5726,"triage":5742},[5727,5730,5733,5736,5739],{"type":77,"title":5728,"url":5729,"context":84},"CopilotKit","https:\u002F\u002Fwww.copilotkit.ai\u002F",{"type":5731,"title":5732,"context":84},"other","AG-UI protocol",{"type":5731,"title":5734,"url":5735,"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":5731,"title":5737,"url":5738,"context":84},"Agent2Agent (A2A) protocol","https:\u002F\u002Fdevelopers.googleblog.com\u002Fen\u002Fa2a-a-new-era-of-agent-interoperability\u002F",{"type":77,"title":5740,"url":5741,"context":84},"Vercel AI SDK","https:\u002F\u002Fgithub.com\u002Fvercel\u002Fai",{"relevance":5743,"novelty":89,"quality":89,"actionability":89,"composite":5744,"reasoning":5745},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":5689,"description":63},{"loc":5746},"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":5760,"title":5761,"ai":5762,"body":5767,"categories":5804,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":5805,"navigation":93,"path":5823,"published_at":5824,"question":71,"scraped_at":5825,"seo":5826,"sitemap":5827,"source_id":5828,"source_name":5829,"source_type":5830,"source_url":5831,"stem":5832,"tags":5833,"thumbnail_url":5834,"tldr":5835,"tweet":5836,"unknown_tags":5837,"__hash__":5838},"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":5691,"input_tokens":5763,"output_tokens":5764,"processing_time_ms":5765,"cost_usd":5766},7506,1841,21875,0.00191485,{"type":14,"value":5768,"toc":5799},[5769,5773,5776,5779,5783,5786,5789,5793,5796],[17,5770,5772],{"id":5771},"cascaded-pipelines-deliver-intelligence-but-fail-human-latency","Cascaded Pipelines Deliver Intelligence but Fail Human Latency",[22,5774,5775],{},"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.",[22,5777,5778],{},"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.",[17,5780,5782],{"id":5781},"full-duplex-unlocks-natural-overlap-but-stupidity-persists","Full-Duplex Unlocks Natural Overlap, but Stupidity Persists",[22,5784,5785],{},"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.",[22,5787,5788],{},"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.",[17,5790,5792],{"id":5791},"paralinguistics-and-economics-block-emotional-depth","Paralinguistics and Economics Block Emotional Depth",[22,5794,5795],{},"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.",[22,5797,5798],{},"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":5800},[5801,5802,5803],{"id":5771,"depth":64,"text":5772},{"id":5781,"depth":64,"text":5782},{"id":5791,"depth":64,"text":5792},[],{"content_references":5806,"triage":5820},[5807,5810,5813,5815,5818],{"type":5731,"title":5808,"context":5809},"Her","cited",{"type":77,"title":5811,"author":5812,"context":84},"Moshi","Gradium AI",{"type":77,"title":5814,"context":84},"11 Labs",{"type":77,"title":5816,"author":5812,"context":5817},"Gradium Phonon","recommended",{"type":77,"title":5819,"context":84},"Nvidia Personal Voice",{"relevance":89,"novelty":90,"quality":89,"actionability":64,"composite":5821,"reasoning":5822},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":5761,"description":63},{"loc":5823},"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":5840,"title":5841,"ai":5842,"body":5847,"categories":5883,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":5884,"navigation":93,"path":5899,"published_at":5900,"question":71,"scraped_at":5901,"seo":5902,"sitemap":5903,"source_id":5904,"source_name":5752,"source_type":101,"source_url":5905,"stem":5906,"tags":5907,"thumbnail_url":71,"tldr":5908,"tweet":71,"unknown_tags":5909,"__hash__":5910},"summaries\u002Fsummaries\u002F165342337ce02cd5-emergent-s-wingman-chat-agents-automate-ops-summary.md","Emergent's Wingman: Chat Agents Automate Ops",{"provider":7,"model":5691,"input_tokens":5843,"output_tokens":5844,"processing_time_ms":5845,"cost_usd":5846},5760,2520,18825,0.00238935,{"type":14,"value":5848,"toc":5877},[5849,5853,5856,5860,5863,5867,5870,5874],[17,5850,5852],{"id":5851},"vibe-coding-platform-fuels-agent-expansion","Vibe-Coding Platform Fuels Agent Expansion",[22,5854,5855],{},"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.",[17,5857,5859],{"id":5858},"messaging-integration-drives-everyday-adoption","Messaging Integration Drives Everyday Adoption",[22,5861,5862],{},"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.",[17,5864,5866],{"id":5865},"reliability-gaps-in-ambiguous-scenarios","Reliability Gaps in Ambiguous Scenarios",[22,5868,5869],{},"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.",[17,5871,5873],{"id":5872},"crowded-race-mirrors-agent-hype","Crowded Race Mirrors Agent Hype",[22,5875,5876],{},"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":5878},[5879,5880,5881,5882],{"id":5851,"depth":64,"text":5852},{"id":5858,"depth":64,"text":5859},{"id":5865,"depth":64,"text":5866},{"id":5872,"depth":64,"text":5873},[155],{"content_references":5885,"triage":5897},[5886,5889,5892,5894],{"type":77,"title":5887,"url":5888,"context":84},"Emergent","https:\u002F\u002Fapp.emergent.sh\u002Flanding\u002F",{"type":77,"title":5890,"url":5891,"context":84},"Wingman","http:\u002F\u002Fapp.emergent.sh\u002Fwingman",{"type":5731,"title":5893,"context":84},"OpenClaw",{"type":5731,"title":5895,"url":5896,"context":5809},"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":5898},"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":5841,"description":63},{"loc":5899},"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":5912,"title":5913,"ai":5914,"body":5919,"categories":5959,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":5960,"navigation":93,"path":5973,"published_at":5974,"question":71,"scraped_at":5975,"seo":5976,"sitemap":5977,"source_id":5978,"source_name":100,"source_type":101,"source_url":5979,"stem":5980,"tags":5981,"thumbnail_url":71,"tldr":5983,"tweet":71,"unknown_tags":5984,"__hash__":5985},"summaries\u002Fsummaries\u002F088661655e776b10-openai-s-custom-silicon-strategy-and-the-shift-awa-summary.md","OpenAI's Custom Silicon Strategy and the Shift Away from Nvidia",{"provider":7,"model":8,"input_tokens":5915,"output_tokens":5916,"processing_time_ms":5917,"cost_usd":5918},7093,604,3182,0.00267925,{"type":14,"value":5920,"toc":5955},[5921,5925,5928,5932,5935],[17,5922,5924],{"id":5923},"the-strategic-shift-to-custom-silicon","The Strategic Shift to Custom Silicon",[22,5926,5927],{},"OpenAI’s announcement of its custom inference chip, codenamed 'Jalapeño,' marks a significant pivot in the AI infrastructure landscape. By partnering with Broadcom to design proprietary hardware, OpenAI is following the path of other tech giants like Google and Apple. The primary motivation is to mitigate single-supplier risk—specifically the industry's heavy dependence on Nvidia—and to achieve hardware-software co-optimization. Much like Apple’s transition away from Intel, custom silicon allows OpenAI to tune hardware specifically for its model architectures, potentially unlocking performance gains and cost efficiencies that off-the-shelf components cannot provide.",[17,5929,5931],{"id":5930},"industry-trends-and-market-dynamics","Industry Trends and Market Dynamics",[22,5933,5934],{},"The move toward vertical integration is becoming a standard hedge for AI-focused companies. Beyond hardware, the industry is seeing a rapid evolution in agentic workflows and specialized AI applications. Key developments noted in the broader market include:",[33,5936,5937,5943,5949],{},[36,5938,5939,5942],{},[39,5940,5941],{},"AI Agent Evolution:"," The shift from static source code to dynamic, looping AI agents is being framed as a fundamental leap in capability, comparable to the transition from manual coding to automated systems.",[36,5944,5945,5948],{},[39,5946,5947],{},"Capital and Talent Shifts:"," Despite Nvidia’s dominance, startups like Groq continue to attract significant capital (e.g., a $650M raise), suggesting that the market remains hungry for alternative compute solutions even as established players consolidate talent.",[36,5950,5951,5954],{},[39,5952,5953],{},"Diversification of AI Applications:"," AI investment is expanding into diverse sectors, including robotics (Agility Robotics' $2.5B SPAC deal) and creative industries (Google DeepMind’s $75M investment in A24), signaling that AI is moving beyond pure compute into specialized physical and creative domains.",{"title":63,"searchDepth":64,"depth":64,"links":5956},[5957,5958],{"id":5923,"depth":64,"text":5924},{"id":5930,"depth":64,"text":5931},[70],{"content_references":5961,"triage":5971},[5962,5965,5967,5969],{"type":77,"title":5963,"publisher":5964,"context":84},"Jalapeño","OpenAI",{"type":77,"title":5966,"context":84},"Groq",{"type":77,"title":5968,"context":84},"Claude Code",{"type":77,"title":5970,"context":84},"Agility Robotics",{"relevance":89,"novelty":90,"quality":89,"actionability":64,"composite":5821,"reasoning":5972},"Category: AI & LLMs. The article discusses OpenAI's strategic shift to custom silicon, which is relevant to AI infrastructure and product development. While it provides insights into industry trends, it lacks specific actionable steps for product builders looking to implement similar strategies.","\u002Fsummaries\u002F088661655e776b10-openai-s-custom-silicon-strategy-and-the-shift-awa-summary","2026-06-26 14:00:00","2026-06-27 12:56:37",{"title":5913,"description":63},{"loc":5973},"088661655e776b10","https:\u002F\u002Ftechcrunch.com\u002Fpodcast\u002Fopenais-jalapeno-chip-is-big-techs-spiciest-move-away-from-nvidia\u002F","summaries\u002F088661655e776b10-openai-s-custom-silicon-strategy-and-the-shift-awa-summary",[106,5982,107,108],"saas","OpenAI is developing a custom inference chip, 'Jalapeño,' in partnership with Broadcom to reduce reliance on Nvidia, mirroring a broader industry trend of vertical integration to gain hardware control and performance optimization.",[108],"_Q0aRzS-hXt2jdnP4suxm6JdWlioOapLsQ3ZTz08F6w"]