[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-50ff70fbbfa8ab2e-architecting-secure-serverless-ai-apps-on-google-c-summary":3,"summaries-facets-categories":179,"summary-related-50ff70fbbfa8ab2e-architecting-secure-serverless-ai-apps-on-google-c-summary":7083},{"id":4,"title":5,"ai":6,"body":13,"categories":136,"created_at":138,"date_modified":138,"description":130,"extension":139,"faq":138,"featured":140,"kicker_label":138,"meta":141,"navigation":159,"path":160,"published_at":161,"question":138,"scraped_at":162,"seo":163,"sitemap":164,"source_id":165,"source_name":166,"source_type":167,"source_url":168,"stem":169,"tags":170,"thumbnail_url":138,"tldr":175,"tweet":176,"unknown_tags":177,"__hash__":178},"summaries\u002Fsummaries\u002F50ff70fbbfa8ab2e-architecting-secure-serverless-ai-apps-on-google-c-summary.md","Architecting Secure, Serverless AI Apps on Google Cloud",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5372,818,4195,0.00257,{"type":14,"value":15,"toc":129},"minimark",[16,21,25,76,80,91,101,105,108],[17,18,20],"h2",{"id":19},"the-three-pillars-of-ai-ready-cloud-architecture","The Three Pillars of AI-Ready Cloud Architecture",[22,23,24],"p",{},"When building AI-integrated applications, the goal is to balance developer velocity with enterprise-grade security and model flexibility. The recommended architecture relies on three core pillars:",[26,27,28,52,62],"ol",{},[29,30,31,35,36,39,40,43,44,47,48,51],"li",{},[32,33,34],"strong",{},"Verified Security:"," Protect the entire stack by combining ",[32,37,38],{},"Firebase Authentication"," (with Identity Platform) for user management, ",[32,41,42],{},"Firebase App Check"," to ensure requests originate from legitimate app instances, and ",[32,45,46],{},"Apigee"," as a unified API gateway. To secure the AI layer specifically, use ",[32,49,50],{},"Model Armor"," to mitigate risks like prompt injection, sensitive data leakage, and harmful content generation.",[29,53,54,57,58,61],{},[32,55,56],{},"Model Flexibility:"," Avoid vendor lock-in by utilizing ",[32,59,60],{},"Model Garden",". This allows developers to swap between Google’s Gemini, third-party models like Anthropic’s Claude, or custom-trained models via a single API interface. This abstraction ensures the application can evolve as the AI landscape shifts.",[29,63,64,67,68,71,72,75],{},[32,65,66],{},"Serverless Scalability:"," Offload infrastructure management by using ",[32,69,70],{},"Firebase"," for client-side services and ",[32,73,74],{},"Cloud Run"," for server-side logic. This combination allows for rapid scaling without the overhead of managing Linux servers. Cloud Run’s support for Dart enables a full-stack experience when paired with Flutter.",[17,77,79],{"id":78},"integrating-ai-into-mobile-workflows","Integrating AI into Mobile Workflows",[22,81,82,83,86,87,90],{},"For mobile-first applications, the architecture leverages ",[32,84,85],{},"Flutter"," to maintain a single codebase for iOS and Android. Developers can interact with AI models directly from the client using the ",[32,88,89],{},"Firebase AI Logic SDK for Dart",".",[22,92,93,94,96,97,100],{},"For backend-heavy tasks—such as processing stock trades or interfacing with legacy banking systems—the architecture cleanly separates front-end logic from back-end services. ",[32,95,74],{}," handles the validation and heavy lifting, while ",[32,98,99],{},"Cloud Operations Suite"," provides unified observability, allowing teams to monitor logs, API latency, and model performance in a single dashboard.",[17,102,104],{"id":103},"operational-efficiency","Operational Efficiency",[22,106,107],{},"Beyond the core AI and backend logic, the Firebase ecosystem provides essential tools to maintain production-grade apps without constant redeployments:",[109,110,111,117,123],"ul",{},[29,112,113,116],{},[32,114,115],{},"Crashlytics & Performance Monitoring:"," Proactively identify and fix app stability and latency issues.",[29,118,119,122],{},[32,120,121],{},"Remote Config:"," Update application settings and behavior dynamically without requiring a new App Store or Play Store submission.",[29,124,125,128],{},[32,126,127],{},"Cloud Messaging:"," Enable real-time user alerts for time-sensitive data, such as stock price fluctuations.",{"title":130,"searchDepth":131,"depth":131,"links":132},"",2,[133,134,135],{"id":19,"depth":131,"text":20},{"id":78,"depth":131,"text":79},{"id":103,"depth":131,"text":104},[137],"Software Engineering",null,"md",false,{"content_references":142,"triage":154},[143,147,150,152],{"type":144,"title":70,"url":145,"context":146},"tool","https:\u002F\u002Ffirebase.google.com\u002F","recommended",{"type":144,"title":148,"url":149,"context":146},"Google Cloud Run","https:\u002F\u002Fcloud.google.com\u002Frun",{"type":144,"title":60,"url":151,"context":146},"https:\u002F\u002Fcloud.google.com\u002Fmodel-garden",{"type":144,"title":46,"url":153,"context":146},"https:\u002F\u002Fcloud.google.com\u002Fapigee",{"relevance":155,"novelty":156,"quality":156,"actionability":156,"composite":157,"reasoning":158},5,4,4.35,"Category: AI & LLMs. The article provides a comprehensive overview of building secure, serverless AI applications, addressing key pain points such as security and scalability, which are critical for developers. It offers actionable insights on using specific tools like Firebase and Cloud Run, making it highly relevant for the target audience.",true,"\u002Fsummaries\u002F50ff70fbbfa8ab2e-architecting-secure-serverless-ai-apps-on-google-c-summary","2026-08-13 19:00:01","2026-08-14 03:21:04",{"title":5,"description":130},{"loc":160},"50ff70fbbfa8ab2e","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=_KQmsFIZVYw","summaries\u002F50ff70fbbfa8ab2e-architecting-secure-serverless-ai-apps-on-google-c-summary",[171,172,173,174],"ai-llms","serverless","flutter","cloud-architecture","Build scalable AI-powered mobile apps by combining Flutter for the frontend, Firebase for managed services, and Google Cloud for backend heavy lifting, while prioritizing security through model-level protections.","A Google Cloud engineer outlines a reference architecture for building AI-integrated mobile apps using a \"serverless\" stack. The video maps specific Google services—like [Firebase](https:\u002F\u002Ffirebase.google.com), [Cloud Run](https:\u002F\u002Fcloud.google.com\u002Frun), and [Model Garden](https:\u002F\u002Fcloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Fmodel-garden)—to common enterprise requirements like authentication, API security, and model flexibility.",[171,172,173,174],"PvSO7l38SWg-8tbZOOjcG3uXhqwNzkba3ribZ-b36HY",[180,183,186,188,191,193,196,199,201,203,205,207,209,211,213,215,217,220,222,224,226,228,231,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,283,285,287,289,291,293,295,297,299,301,303,305,307,309,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,353,355,357,359,361,363,365,367,369,371,373,375,377,379,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,447,449,451,453,455,457,459,461,463,465,467,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,503,505,507,509,511,513,515,517,519,521,523,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,585,587,589,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,631,633,635,637,639,641,643,645,647,649,651,653,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,943,945,947,949,951,954,956,958,960,962,964,966,968,970,972,974,976,978,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067,7069,7071,7073,7075,7077,7079,7081],{"categories":181},[182],"AI & LLMs",{"categories":184},[185],"Developer Productivity",{"categories":187},[182],{"categories":189},[190],"Business & SaaS",{"categories":192},[182],{"categories":194},[195],"AI Automation",{"categories":197},[198],"Product Strategy",{"categories":200},[195],{"categories":202},[182],{"categories":204},[185],{"categories":206},[195],{"categories":208},[137],{"categories":210},[182],{"categories":212},[190],{"categories":214},[],{"categories":216},[182],{"categories":218},[219],"Inference & Serving",{"categories":221},[182],{"categories":223},[182],{"categories":225},[195],{"categories":227},[],{"categories":229},[230],"AI News & Trends",{"categories":232},[233],"Data Science & Visualization",{"categories":235},[195],{"categories":237},[182],{"categories":239},[182],{"categories":241},[190],{"categories":243},[185],{"categories":245},[182],{"categories":247},[195],{"categories":249},[230],{"categories":251},[182],{"categories":253},[195],{"categories":255},[195],{"categories":257},[182],{"categories":259},[182],{"categories":261},[195],{"categories":263},[182],{"categories":265},[182],{"categories":267},[182],{"categories":269},[195],{"categories":271},[230],{"categories":273},[182],{"categories":275},[182],{"categories":277},[182],{"categories":279},[],{"categories":281},[282],"Design & Frontend",{"categories":284},[233],{"categories":286},[230],{"categories":288},[182],{"categories":290},[182],{"categories":292},[182],{"categories":294},[],{"categories":296},[182],{"categories":298},[182],{"categories":300},[195],{"categories":302},[137],{"categories":304},[182],{"categories":306},[195],{"categories":308},[182],{"categories":310},[311],"Marketing & Growth",{"categories":313},[282],{"categories":315},[182],{"categories":317},[195],{"categories":319},[182],{"categories":321},[182],{"categories":323},[137],{"categories":325},[182],{"categories":327},[],{"categories":329},[],{"categories":331},[282],{"categories":333},[182],{"categories":335},[195],{"categories":337},[185],{"categories":339},[137],{"categories":341},[195],{"categories":343},[282],{"categories":345},[198],{"categories":347},[182],{"categories":349},[137],{"categories":351},[352],"DevOps & Cloud",{"categories":354},[195],{"categories":356},[198],{"categories":358},[230],{"categories":360},[182],{"categories":362},[],{"categories":364},[182],{"categories":366},[182],{"categories":368},[],{"categories":370},[195],{"categories":372},[137],{"categories":374},[],{"categories":376},[137],{"categories":378},[182],{"categories":380},[381],"Governance & Standards",{"categories":383},[190],{"categories":385},[],{"categories":387},[],{"categories":389},[182],{"categories":391},[182],{"categories":393},[195],{"categories":395},[182],{"categories":397},[182],{"categories":399},[195],{"categories":401},[182],{"categories":403},[182],{"categories":405},[182],{"categories":407},[],{"categories":409},[137],{"categories":411},[],{"categories":413},[],{"categories":415},[182],{"categories":417},[137],{"categories":419},[],{"categories":421},[137],{"categories":423},[182],{"categories":425},[182],{"categories":427},[311],{"categories":429},[182],{"categories":431},[182],{"categories":433},[182],{"categories":435},[282],{"categories":437},[282],{"categories":439},[182],{"categories":441},[137],{"categories":443},[195],{"categories":445},[446],"GovTech & Public-Sector Adoption",{"categories":448},[137],{"categories":450},[182],{"categories":452},[182],{"categories":454},[182],{"categories":456},[195],{"categories":458},[195],{"categories":460},[233],{"categories":462},[182],{"categories":464},[230],{"categories":466},[195],{"categories":468},[469],"Legal AI Tools",{"categories":471},[182],{"categories":473},[195],{"categories":475},[182],{"categories":477},[311],{"categories":479},[195],{"categories":481},[198],{"categories":483},[182],{"categories":485},[137],{"categories":487},[446],{"categories":489},[],{"categories":491},[195],{"categories":493},[],{"categories":495},[190],{"categories":497},[195],{"categories":499},[195],{"categories":501},[502],"RAG & Retrieval",{"categories":504},[190],{"categories":506},[182],{"categories":508},[137],{"categories":510},[137],{"categories":512},[352],{"categories":514},[282],{"categories":516},[195],{"categories":518},[182],{"categories":520},[182],{"categories":522},[],{"categories":524},[525],"Agents & Orchestration",{"categories":527},[137],{"categories":529},[182],{"categories":531},[],{"categories":533},[195],{"categories":535},[190],{"categories":537},[],{"categories":539},[182],{"categories":541},[],{"categories":543},[182],{"categories":545},[185],{"categories":547},[137],{"categories":549},[190],{"categories":551},[182],{"categories":553},[195],{"categories":555},[182],{"categories":557},[230],{"categories":559},[182],{"categories":561},[],{"categories":563},[182],{"categories":565},[],{"categories":567},[182],{"categories":569},[137],{"categories":571},[182],{"categories":573},[195],{"categories":575},[233],{"categories":577},[],{"categories":579},[182],{"categories":581},[282],{"categories":583},[584],"Models & Frontier Labs",{"categories":586},[],{"categories":588},[282],{"categories":590},[591],"Regulation & Governance of AI",{"categories":593},[198],{"categories":595},[195],{"categories":597},[],{"categories":599},[182],{"categories":601},[182],{"categories":603},[195],{"categories":605},[195],{"categories":607},[230],{"categories":609},[182],{"categories":611},[190],{"categories":613},[182],{"categories":615},[195],{"categories":617},[],{"categories":619},[137],{"categories":621},[195],{"categories":623},[182],{"categories":625},[198],{"categories":627},[182],{"categories":629},[630],"AI Policy & Regulation",{"categories":632},[],{"categories":634},[182],{"categories":636},[195],{"categories":638},[198],{"categories":640},[195],{"categories":642},[182],{"categories":644},[182],{"categories":646},[182],{"categories":648},[195],{"categories":650},[],{"categories":652},[233],{"categories":654},[655],"Evals & Reliability",{"categories":657},[182],{"categories":659},[182],{"categories":661},[],{"categories":663},[185],{"categories":665},[446],{"categories":667},[630],{"categories":669},[182],{"categories":671},[190],{"categories":673},[182],{"categories":675},[195],{"categories":677},[182],{"categories":679},[195],{"categories":681},[525],{"categories":683},[182],{"categories":685},[137],{"categories":687},[182],{"categories":689},[],{"categories":691},[282],{"categories":693},[],{"categories":695},[182],{"categories":697},[446],{"categories":699},[182],{"categories":701},[182],{"categories":703},[182],{"categories":705},[],{"categories":707},[182],{"categories":709},[282],{"categories":711},[137],{"categories":713},[],{"categories":715},[182],{"categories":717},[],{"categories":719},[195],{"categories":721},[182],{"categories":723},[282],{"categories":725},[],{"categories":727},[182],{"categories":729},[182],{"categories":731},[233],{"categories":733},[195],{"categories":735},[182],{"categories":737},[190],{"categories":739},[195],{"categories":741},[182],{"categories":743},[182],{"categories":745},[137],{"categories":747},[282],{"categories":749},[182],{"categories":751},[195],{"categories":753},[],{"categories":755},[137],{"categories":757},[195],{"categories":759},[233],{"categories":761},[],{"categories":763},[182],{"categories":765},[230],{"categories":767},[182],{"categories":769},[],{"categories":771},[182],{"categories":773},[182],{"categories":775},[182],{"categories":777},[190,311],{"categories":779},[],{"categories":781},[137],{"categories":783},[182],{"categories":785},[182],{"categories":787},[195],{"categories":789},[182],{"categories":791},[],{"categories":793},[],{"categories":795},[182],{"categories":797},[282],{"categories":799},[182],{"categories":801},[],{"categories":803},[182],{"categories":805},[352],{"categories":807},[],{"categories":809},[195],{"categories":811},[230],{"categories":813},[182],{"categories":815},[182],{"categories":817},[282],{"categories":819},[],{"categories":821},[230],{"categories":823},[182],{"categories":825},[219],{"categories":827},[182],{"categories":829},[182],{"categories":831},[195],{"categories":833},[230],{"categories":835},[584],{"categories":837},[182],{"categories":839},[311],{"categories":841},[],{"categories":843},[195],{"categories":845},[190],{"categories":847},[137],{"categories":849},[182],{"categories":851},[195],{"categories":853},[],{"categories":855},[182,352],{"categories":857},[182],{"categories":859},[182],{"categories":861},[182],{"categories":863},[195],{"categories":865},[182,137],{"categories":867},[233],{"categories":869},[182],{"categories":871},[182],{"categories":873},[182],{"categories":875},[137],{"categories":877},[182],{"categories":879},[195],{"categories":881},[195],{"categories":883},[630],{"categories":885},[311],{"categories":887},[182],{"categories":889},[195],{"categories":891},[182],{"categories":893},[182],{"categories":895},[195],{"categories":897},[],{"categories":899},[195],{"categories":901},[182],{"categories":903},[182],{"categories":905},[195],{"categories":907},[182],{"categories":909},[182,190],{"categories":911},[182],{"categories":913},[190],{"categories":915},[],{"categories":917},[282],{"categories":919},[282],{"categories":921},[182],{"categories":923},[],{"categories":925},[],{"categories":927},[182],{"categories":929},[230],{"categories":931},[],{"categories":933},[185],{"categories":935},[182],{"categories":937},[137],{"categories":939},[182],{"categories":941},[942],"Generative UI & Design-to-Code",{"categories":944},[182],{"categories":946},[182],{"categories":948},[282],{"categories":950},[182],{"categories":952},[953],"Algorithmic Accountability",{"categories":955},[195],{"categories":957},[137],{"categories":959},[230],{"categories":961},[282],{"categories":963},[182],{"categories":965},[],{"categories":967},[198],{"categories":969},[182],{"categories":971},[182],{"categories":973},[182],{"categories":975},[182],{"categories":977},[195],{"categories":979},[980],"MLOps & Infrastructure",{"categories":982},[182],{"categories":984},[182],{"categories":986},[182],{"categories":988},[182],{"categories":990},[182],{"categories":992},[137],{"categories":994},[230],{"categories":996},[182],{"categories":998},[198],{"categories":1000},[185],{"categories":1002},[182],{"categories":1004},[195],{"categories":1006},[352],{"categories":1008},[182],{"categories":1010},[190],{"categories":1012},[182],{"categories":1014},[282],{"categories":1016},[182],{"categories":1018},[182],{"categories":1020},[195],{"categories":1022},[],{"categories":1024},[],{"categories":1026},[182],{"categories":1028},[219],{"categories":1030},[282],{"categories":1032},[230],{"categories":1034},[233],{"categories":1036},[],{"categories":1038},[182],{"categories":1040},[182],{"categories":1042},[190],{"categories":1044},[195],{"categories":1046},[182],{"categories":1048},[182],{"categories":1050},[182],{"categories":1052},[182],{"categories":1054},[230],{"categories":1056},[219],{"categories":1058},[182],{"categories":1060},[282],{"categories":1062},[182],{"categories":1064},[],{"categories":1066},[195],{"categories":1068},[137],{"categories":1070},[],{"categories":1072},[182],{"categories":1074},[182],{"categories":1076},[195],{"categories":1078},[137],{"categories":1080},[182],{"categories":1082},[233],{"categories":1084},[282],{"categories":1086},[],{"categories":1088},[182],{"categories":1090},[],{"categories":1092},[182],{"categories":1094},[],{"categories":1096},[182],{"categories":1098},[182],{"categories":1100},[198],{"categories":1102},[190],{"categories":1104},[195],{"categories":1106},[195],{"categories":1108},[],{"categories":1110},[182],{"categories":1112},[185],{"categories":1114},[182],{"categories":1116},[182],{"categories":1118},[190],{"categories":1120},[230],{"categories":1122},[185],{"categories":1124},[],{"categories":1126},[182],{"categories":1128},[],{"categories":1130},[182],{"categories":1132},[],{"categories":1134},[230],{"categories":1136},[230],{"categories":1138},[],{"categories":1140},[525],{"categories":1142},[182],{"categories":1144},[282],{"categories":1146},[137],{"categories":1148},[],{"categories":1150},[469],{"categories":1152},[195],{"categories":1154},[190],{"categories":1156},[],{"categories":1158},[],{"categories":1160},[185],{"categories":1162},[233],{"categories":1164},[],{"categories":1166},[311],{"categories":1168},[195],{"categories":1170},[190],{"categories":1172},[195],{"categories":1174},[182],{"categories":1176},[190],{"categories":1178},[182],{"categories":1180},[137],{"categories":1182},[],{"categories":1184},[219],{"categories":1186},[198],{"categories":1188},[182],{"categories":1190},[282],{"categories":1192},[137],{"categories":1194},[190],{"categories":1196},[182],{"categories":1198},[137],{"categories":1200},[182],{"categories":1202},[195],{"categories":1204},[190],{"categories":1206},[182],{"categories":1208},[182],{"categories":1210},[182],{"categories":1212},[182],{"categories":1214},[182],{"categories":1216},[],{"categories":1218},[],{"categories":1220},[137],{"categories":1222},[233],{"categories":1224},[198],{"categories":1226},[182],{"categories":1228},[195],{"categories":1230},[137],{"categories":1232},[137],{"categories":1234},[182],{"categories":1236},[],{"categories":1238},[230],{"categories":1240},[198],{"categories":1242},[198],{"categories":1244},[137],{"categories":1246},[182],{"categories":1248},[655],{"categories":1250},[352],{"categories":1252},[],{"categories":1254},[195],{"categories":1256},[182],{"categories":1258},[],{"categories":1260},[185],{"categories":1262},[],{"categories":1264},[182],{"categories":1266},[182],{"categories":1268},[182],{"categories":1270},[282],{"categories":1272},[311],{"categories":1274},[182],{"categories":1276},[137],{"categories":1278},[182],{"categories":1280},[195],{"categories":1282},[],{"categories":1284},[137],{"categories":1286},[182],{"categories":1288},[185],{"categories":1290},[],{"categories":1292},[190],{"categories":1294},[182],{"categories":1296},[182],{"categories":1298},[230],{"categories":1300},[182,352],{"categories":1302},[182],{"categories":1304},[1305],"Design Systems for AI",{"categories":1307},[182],{"categories":1309},[182],{"categories":1311},[230],{"categories":1313},[182],{"categories":1315},[182],{"categories":1317},[182],{"categories":1319},[190],{"categories":1321},[182],{"categories":1323},[182],{"categories":1325},[182],{"categories":1327},[],{"categories":1329},[182],{"categories":1331},[182],{"categories":1333},[190],{"categories":1335},[182],{"categories":1337},[],{"categories":1339},[195],{"categories":1341},[195],{"categories":1343},[137],{"categories":1345},[230],{"categories":1347},[137],{"categories":1349},[182],{"categories":1351},[282],{"categories":1353},[230],{"categories":1355},[233],{"categories":1357},[182],{"categories":1359},[182],{"categories":1361},[195],{"categories":1363},[185],{"categories":1365},[630],{"categories":1367},[182],{"categories":1369},[195],{"categories":1371},[182],{"categories":1373},[137],{"categories":1375},[137],{"categories":1377},[],{"categories":1379},[],{"categories":1381},[182],{"categories":1383},[195],{"categories":1385},[198],{"categories":1387},[],{"categories":1389},[190],{"categories":1391},[182],{"categories":1393},[],{"categories":1395},[282],{"categories":1397},[137],{"categories":1399},[195],{"categories":1401},[137],{"categories":1403},[282],{"categories":1405},[182],{"categories":1407},[182],{"categories":1409},[282],{"categories":1411},[],{"categories":1413},[],{"categories":1415},[230],{"categories":1417},[195],{"categories":1419},[195],{"categories":1421},[182],{"categories":1423},[182],{"categories":1425},[182],{"categories":1427},[182],{"categories":1429},[190],{"categories":1431},[182],{"categories":1433},[182],{"categories":1435},[],{"categories":1437},[137],{"categories":1439},[137],{"categories":1441},[182],{"categories":1443},[137],{"categories":1445},[190],{"categories":1447},[],{"categories":1449},[182],{"categories":1451},[182],{"categories":1453},[182],{"categories":1455},[182],{"categories":1457},[182],{"categories":1459},[195],{"categories":1461},[185],{"categories":1463},[190],{"categories":1465},[182],{"categories":1467},[195],{"categories":1469},[230],{"categories":1471},[195],{"categories":1473},[219],{"categories":1475},[311],{"categories":1477},[182],{"categories":1479},[195],{"categories":1481},[182],{"categories":1483},[182],{"categories":1485},[182],{"categories":1487},[],{"categories":1489},[282],{"categories":1491},[],{"categories":1493},[182],{"categories":1495},[182],{"categories":1497},[],{"categories":1499},[182],{"categories":1501},[137],{"categories":1503},[190],{"categories":1505},[1506],"Visual & Generative Media",{"categories":1508},[195],{"categories":1510},[],{"categories":1512},[182],{"categories":1514},[182],{"categories":1516},[137],{"categories":1518},[352],{"categories":1520},[182],{"categories":1522},[233],{"categories":1524},[630],{"categories":1526},[137],{"categories":1528},[311],{"categories":1530},[182],{"categories":1532},[282],{"categories":1534},[182],{"categories":1536},[182],{"categories":1538},[137],{"categories":1540},[195],{"categories":1542},[182],{"categories":1544},[],{"categories":1546},[],{"categories":1548},[195],{"categories":1550},[137],{"categories":1552},[185],{"categories":1554},[195],{"categories":1556},[584],{"categories":1558},[182],{"categories":1560},[198],{"categories":1562},[182],{"categories":1564},[190],{"categories":1566},[],{"categories":1568},[182],{"categories":1570},[198],{"categories":1572},[182],{"categories":1574},[182],{"categories":1576},[182],{"categories":1578},[198],{"categories":1580},[182],{"categories":1582},[182],{"categories":1584},[311],{"categories":1586},[182],{"categories":1588},[525],{"categories":1590},[182],{"categories":1592},[195],{"categories":1594},[182],{"categories":1596},[182],{"categories":1598},[182],{"categories":1600},[182],{"categories":1602},[282],{"categories":1604},[195],{"categories":1606},[],{"categories":1608},[195],{"categories":1610},[],{"categories":1612},[352],{"categories":1614},[137],{"categories":1616},[],{"categories":1618},[584],{"categories":1620},[182],{"categories":1622},[195],{"categories":1624},[195],{"categories":1626},[182],{"categories":1628},[282,182],{"categories":1630},[185],{"categories":1632},[182],{"categories":1634},[282],{"categories":1636},[],{"categories":1638},[182],{"categories":1640},[185],{"categories":1642},[182],{"categories":1644},[1645],"Medical Imaging & Radiology",{"categories":1647},[182],{"categories":1649},[182],{"categories":1651},[182],{"categories":1653},[282],{"categories":1655},[195],{"categories":1657},[137],{"categories":1659},[],{"categories":1661},[182],{"categories":1663},[182],{"categories":1665},[182],{"categories":1667},[],{"categories":1669},[],{"categories":1671},[182],{"categories":1673},[182],{"categories":1675},[525],{"categories":1677},[182],{"categories":1679},[185],{"categories":1681},[182],{"categories":1683},[182],{"categories":1685},[],{"categories":1687},[195],{"categories":1689},[182],{"categories":1691},[198],{"categories":1693},[137],{"categories":1695},[182],{"categories":1697},[195],{"categories":1699},[525],{"categories":1701},[182],{"categories":1703},[195],{"categories":1705},[182],{"categories":1707},[182],{"categories":1709},[182],{"categories":1711},[282],{"categories":1713},[195],{"categories":1715},[352],{"categories":1717},[282],{"categories":1719},[190],{"categories":1721},[195],{"categories":1723},[230],{"categories":1725},[182],{"categories":1727},[182],{"categories":1729},[198],{"categories":1731},[182],{"categories":1733},[182],{"categories":1735},[182],{"categories":1737},[182],{"categories":1739},[195],{"categories":1741},[182],{"categories":1743},[137],{"categories":1745},[137],{"categories":1747},[182],{"categories":1749},[198],{"categories":1751},[],{"categories":1753},[230],{"categories":1755},[],{"categories":1757},[198],{"categories":1759},[195],{"categories":1761},[182],{"categories":1763},[195],{"categories":1765},[1305],{"categories":1767},[1305],{"categories":1769},[282],{"categories":1771},[182],{"categories":1773},[182],{"categories":1775},[182],{"categories":1777},[195],{"categories":1779},[137],{"categories":1781},[282],{"categories":1783},[195],{"categories":1785},[230],{"categories":1787},[],{"categories":1789},[182],{"categories":1791},[],{"categories":1793},[182],{"categories":1795},[182],{"categories":1797},[182],{"categories":1799},[182],{"categories":1801},[195],{"categories":1803},[1804],"Contract Review & E-Discovery",{"categories":1806},[182],{"categories":1808},[282],{"categories":1810},[182],{"categories":1812},[185],{"categories":1814},[182],{"categories":1816},[230],{"categories":1818},[182],{"categories":1820},[182],{"categories":1822},[311],{"categories":1824},[137],{"categories":1826},[182],{"categories":1828},[182],{"categories":1830},[195],{"categories":1832},[195],{"categories":1834},[953],{"categories":1836},[182],{"categories":1838},[182],{"categories":1840},[195],{"categories":1842},[195],{"categories":1844},[182],{"categories":1846},[182],{"categories":1848},[182],{"categories":1850},[195],{"categories":1852},[182],{"categories":1854},[182],{"categories":1856},[525],{"categories":1858},[502],{"categories":1860},[182],{"categories":1862},[195],{"categories":1864},[182],{"categories":1866},[1867],"Law-Firm Practice & Adoption",{"categories":1869},[182],{"categories":1871},[195],{"categories":1873},[282],{"categories":1875},[182],{"categories":1877},[182],{"categories":1879},[182],{"categories":1881},[],{"categories":1883},[],{"categories":1885},[137],{"categories":1887},[182],{"categories":1889},[],{"categories":1891},[195],{"categories":1893},[185],{"categories":1895},[352],{"categories":1897},[182],{"categories":1899},[],{"categories":1901},[185],{"categories":1903},[190],{"categories":1905},[182],{"categories":1907},[311],{"categories":1909},[],{"categories":1911},[190],{"categories":1913},[195],{"categories":1915},[190],{"categories":1917},[],{"categories":1919},[182],{"categories":1921},[198],{"categories":1923},[182],{"categories":1925},[137],{"categories":1927},[],{"categories":1929},[],{"categories":1931},[],{"categories":1933},[],{"categories":1935},[182],{"categories":1937},[198],{"categories":1939},[195],{"categories":1941},[352],{"categories":1943},[182],{"categories":1945},[185],{"categories":1947},[137],{"categories":1949},[182],{"categories":1951},[182],{"categories":1953},[137],{"categories":1955},[198],{"categories":1957},[182],{"categories":1959},[182],{"categories":1961},[182],{"categories":1963},[980],{"categories":1965},[182],{"categories":1967},[137],{"categories":1969},[182],{"categories":1971},[311],{"categories":1973},[137],{"categories":1975},[190],{"categories":1977},[182],{"categories":1979},[182],{"categories":1981},[182],{"categories":1983},[282],{"categories":1985},[182],{"categories":1987},[182],{"categories":1989},[182],{"categories":1991},[182],{"categories":1993},[190],{"categories":1995},[195],{"categories":1997},[182,185],{"categories":1999},[525],{"categories":2001},[182],{"categories":2003},[182],{"categories":2005},[137],{"categories":2007},[137],{"categories":2009},[282],{"categories":2011},[195],{"categories":2013},[195],{"categories":2015},[137],{"categories":2017},[182],{"categories":2019},[182],{"categories":2021},[182],{"categories":2023},[],{"categories":2025},[],{"categories":2027},[182],{"categories":2029},[233],{"categories":2031},[182],{"categories":2033},[195],{"categories":2035},[],{"categories":2037},[182],{"categories":2039},[182],{"categories":2041},[137],{"categories":2043},[233],{"categories":2045},[230],{"categories":2047},[282],{"categories":2049},[182],{"categories":2051},[195],{"categories":2053},[182],{"categories":2055},[137],{"categories":2057},[],{"categories":2059},[195],{"categories":2061},[182],{"categories":2063},[182],{"categories":2065},[182],{"categories":2067},[182],{"categories":2069},[],{"categories":2071},[195],{"categories":2073},[182],{"categories":2075},[182],{"categories":2077},[182],{"categories":2079},[],{"categories":2081},[195],{"categories":2083},[182],{"categories":2085},[182],{"categories":2087},[190],{"categories":2089},[182],{"categories":2091},[182],{"categories":2093},[],{"categories":2095},[185],{"categories":2097},[182],{"categories":2099},[182],{"categories":2101},[182],{"categories":2103},[282],{"categories":2105},[182],{"categories":2107},[137],{"categories":2109},[182],{"categories":2111},[185],{"categories":2113},[182],{"categories":2115},[137],{"categories":2117},[311],{"categories":2119},[195],{"categories":2121},[195],{"categories":2123},[182],{"categories":2125},[182],{"categories":2127},[182,282],{"categories":2129},[182],{"categories":2131},[195],{"categories":2133},[230],{"categories":2135},[182],{"categories":2137},[230],{"categories":2139},[195],{"categories":2141},[282],{"categories":2143},[182],{"categories":2145},[],{"categories":2147},[137],{"categories":2149},[352],{"categories":2151},[282],{"categories":2153},[137],{"categories":2155},[182],{"categories":2157},[198],{"categories":2159},[182],{"categories":2161},[182],{"categories":2163},[195],{"categories":2165},[],{"categories":2167},[],{"categories":2169},[182],{"categories":2171},[],{"categories":2173},[],{"categories":2175},[198],{"categories":2177},[137],{"categories":2179},[182],{"categories":2181},[195],{"categories":2183},[195],{"categories":2185},[190],{"categories":2187},[195],{"categories":2189},[352],{"categories":2191},[182],{"categories":2193},[182],{"categories":2195},[182],{"categories":2197},[219],{"categories":2199},[182],{"categories":2201},[182],{"categories":2203},[182],{"categories":2205},[137],{"categories":2207},[195],{"categories":2209},[182],{"categories":2211},[182],{"categories":2213},[137],{"categories":2215},[469],{"categories":2217},[195],{"categories":2219},[953],{"categories":2221},[],{"categories":2223},[282],{"categories":2225},[1867],{"categories":2227},[137],{"categories":2229},[],{"categories":2231},[],{"categories":2233},[182],{"categories":2235},[195],{"categories":2237},[],{"categories":2239},[],{"categories":2241},[182],{"categories":2243},[311],{"categories":2245},[182],{"categories":2247},[311],{"categories":2249},[195],{"categories":2251},[182],{"categories":2253},[182],{"categories":2255},[137],{"categories":2257},[198],{"categories":2259},[],{"categories":2261},[182],{"categories":2263},[182],{"categories":2265},[137],{"categories":2267},[1804],{"categories":2269},[282],{"categories":2271},[282],{"categories":2273},[182],{"categories":2275},[195],{"categories":2277},[185],{"categories":2279},[182],{"categories":2281},[182],{"categories":2283},[182],{"categories":2285},[182],{"categories":2287},[282],{"categories":2289},[282],{"categories":2291},[195],{"categories":2293},[195],{"categories":2295},[195],{"categories":2297},[182],{"categories":2299},[182],{"categories":2301},[],{"categories":2303},[182],{"categories":2305},[],{"categories":2307},[2308],"Interaction & Product Design",{"categories":2310},[182],{"categories":2312},[195],{"categories":2314},[137],{"categories":2316},[381],{"categories":2318},[230],{"categories":2320},[137],{"categories":2322},[182],{"categories":2324},[182],{"categories":2326},[182],{"categories":2328},[137],{"categories":2330},[182],{"categories":2332},[185],{"categories":2334},[195],{"categories":2336},[182],{"categories":2338},[],{"categories":2340},[195],{"categories":2342},[195],{"categories":2344},[195],{"categories":2346},[],{"categories":2348},[137],{"categories":2350},[182],{"categories":2352},[195],{"categories":2354},[185],{"categories":2356},[2308],{"categories":2358},[182],{"categories":2360},[185],{"categories":2362},[185],{"categories":2364},[],{"categories":2366},[195],{"categories":2368},[137],{"categories":2370},[],{"categories":2372},[195],{"categories":2374},[230],{"categories":2376},[182],{"categories":2378},[195],{"categories":2380},[182],{"categories":2382},[195],{"categories":2384},[195],{"categories":2386},[182],{"categories":2388},[182],{"categories":2390},[230],{"categories":2392},[233],{"categories":2394},[182],{"categories":2396},[198],{"categories":2398},[137],{"categories":2400},[2401],"Coding Agents & Dev Productivity",{"categories":2403},[230],{"categories":2405},[282],{"categories":2407},[182],{"categories":2409},[182],{"categories":2411},[],{"categories":2413},[182],{"categories":2415},[953],{"categories":2417},[],{"categories":2419},[182],{"categories":2421},[182],{"categories":2423},[352],{"categories":2425},[182],{"categories":2427},[230],{"categories":2429},[],{"categories":2431},[],{"categories":2433},[182],{"categories":2435},[],{"categories":2437},[195],{"categories":2439},[182],{"categories":2441},[],{"categories":2443},[137],{"categories":2445},[137],{"categories":2447},[182],{"categories":2449},[233],{"categories":2451},[],{"categories":2453},[182],{"categories":2455},[182],{"categories":2457},[182],{"categories":2459},[233],{"categories":2461},[137],{"categories":2463},[195],{"categories":2465},[],{"categories":2467},[],{"categories":2469},[182],{"categories":2471},[182],{"categories":2473},[195],{"categories":2475},[195],{"categories":2477},[446],{"categories":2479},[137],{"categories":2481},[137],{"categories":2483},[195],{"categories":2485},[230],{"categories":2487},[230],{"categories":2489},[195],{"categories":2491},[195],{"categories":2493},[182],{"categories":2495},[185],{"categories":2497},[2308],{"categories":2499},[198],{"categories":2501},[182,352],{"categories":2503},[233],{"categories":2505},[],{"categories":2507},[282],{"categories":2509},[195],{"categories":2511},[137],{"categories":2513},[185],{"categories":2515},[182],{"categories":2517},[195],{"categories":2519},[2520],"The Designer's Role & Craft",{"categories":2522},[282],{"categories":2524},[],{"categories":2526},[195],{"categories":2528},[182],{"categories":2530},[195],{"categories":2532},[195],{"categories":2534},[182],{"categories":2536},[311],{"categories":2538},[182],{"categories":2540},[137],{"categories":2542},[182],{"categories":2544},[282],{"categories":2546},[182],{"categories":2548},[],{"categories":2550},[195],{"categories":2552},[282],{"categories":2554},[198],{"categories":2556},[182],{"categories":2558},[182],{"categories":2560},[182],{"categories":2562},[2563],"AI UX Patterns",{"categories":2565},[195],{"categories":2567},[195],{"categories":2569},[195],{"categories":2571},[195],{"categories":2573},[311],{"categories":2575},[233],{"categories":2577},[182],{"categories":2579},[195],{"categories":2581},[182],{"categories":2583},[1305],{"categories":2585},[],{"categories":2587},[311],{"categories":2589},[195],{"categories":2591},[230],{"categories":2593},[137],{"categories":2595},[182],{"categories":2597},[195],{"categories":2599},[],{"categories":2601},[],{"categories":2603},[182],{"categories":2605},[182],{"categories":2607},[195],{"categories":2609},[182],{"categories":2611},[195],{"categories":2613},[446],{"categories":2615},[282],{"categories":2617},[182],{"categories":2619},[230],{"categories":2621},[137],{"categories":2623},[182],{"categories":2625},[195],{"categories":2627},[195],{"categories":2629},[],{"categories":2631},[182],{"categories":2633},[],{"categories":2635},[182],{"categories":2637},[],{"categories":2639},[182],{"categories":2641},[182],{"categories":2643},[182],{"categories":2645},[195],{"categories":2647},[137],{"categories":2649},[],{"categories":2651},[],{"categories":2653},[233],{"categories":2655},[219],{"categories":2657},[182],{"categories":2659},[182],{"categories":2661},[182],{"categories":2663},[233],{"categories":2665},[182],{"categories":2667},[182],{"categories":2669},[230],{"categories":2671},[182],{"categories":2673},[182],{"categories":2675},[182],{"categories":2677},[195],{"categories":2679},[182],{"categories":2681},[195],{"categories":2683},[182],{"categories":2685},[182],{"categories":2687},[182],{"categories":2689},[195],{"categories":2691},[],{"categories":2693},[182],{"categories":2695},[],{"categories":2697},[182],{"categories":2699},[182],{"categories":2701},[352],{"categories":2703},[182],{"categories":2705},[],{"categories":2707},[],{"categories":2709},[282],{"categories":2711},[980],{"categories":2713},[195],{"categories":2715},[185],{"categories":2717},[2520],{"categories":2719},[],{"categories":2721},[],{"categories":2723},[182],{"categories":2725},[],{"categories":2727},[],{"categories":2729},[137],{"categories":2731},[230],{"categories":2733},[311],{"categories":2735},[195],{"categories":2737},[190],{"categories":2739},[182],{"categories":2741},[182],{"categories":2743},[190],{"categories":2745},[],{"categories":2747},[282],{"categories":2749},[198],{"categories":2751},[182],{"categories":2753},[182],{"categories":2755},[195],{"categories":2757},[190],{"categories":2759},[182],{"categories":2761},[182],{"categories":2763},[185],{"categories":2765},[182],{"categories":2767},[182],{"categories":2769},[],{"categories":2771},[185],{"categories":2773},[182],{"categories":2775},[311],{"categories":2777},[195],{"categories":2779},[230],{"categories":2781},[182],{"categories":2783},[137],{"categories":2785},[182],{"categories":2787},[182],{"categories":2789},[190],{"categories":2791},[182],{"categories":2793},[182],{"categories":2795},[182],{"categories":2797},[195],{"categories":2799},[182],{"categories":2801},[],{"categories":2803},[182],{"categories":2805},[137],{"categories":2807},[185],{"categories":2809},[182],{"categories":2811},[182],{"categories":2813},[182],{"categories":2815},[],{"categories":2817},[182],{"categories":2819},[525],{"categories":2821},[195],{"categories":2823},[190],{"categories":2825},[230],{"categories":2827},[182],{"categories":2829},[182],{"categories":2831},[],{"categories":2833},[190],{"categories":2835},[190],{"categories":2837},[182],{"categories":2839},[182],{"categories":2841},[198],{"categories":2843},[182],{"categories":2845},[182],{"categories":2847},[182],{"categories":2849},[182],{"categories":2851},[137],{"categories":2853},[137],{"categories":2855},[182],{"categories":2857},[],{"categories":2859},[137],{"categories":2861},[182],{"categories":2863},[137],{"categories":2865},[195],{"categories":2867},[630],{"categories":2869},[],{"categories":2871},[],{"categories":2873},[182],{"categories":2875},[230],{"categories":2877},[],{"categories":2879},[352],{"categories":2881},[182],{"categories":2883},[182],{"categories":2885},[182],{"categories":2887},[282],{"categories":2889},[942],{"categories":2891},[],{"categories":2893},[182],{"categories":2895},[182],{"categories":2897},[182],{"categories":2899},[137],{"categories":2901},[182],{"categories":2903},[182],{"categories":2905},[182,352],{"categories":2907},[182],{"categories":2909},[182],{"categories":2911},[282],{"categories":2913},[195],{"categories":2915},[],{"categories":2917},[195],{"categories":2919},[195],{"categories":2921},[182],{"categories":2923},[182],{"categories":2925},[182],{"categories":2927},[182],{"categories":2929},[233],{"categories":2931},[182],{"categories":2933},[2563],{"categories":2935},[185],{"categories":2937},[233],{"categories":2939},[185],{"categories":2941},[137],{"categories":2943},[282],{"categories":2945},[195],{"categories":2947},[182],{"categories":2949},[],{"categories":2951},[190],{"categories":2953},[182],{"categories":2955},[182],{"categories":2957},[230],{"categories":2959},[182],{"categories":2961},[182],{"categories":2963},[182],{"categories":2965},[195],{"categories":2967},[182],{"categories":2969},[182],{"categories":2971},[182],{"categories":2973},[190],{"categories":2975},[],{"categories":2977},[352],{"categories":2979},[182],{"categories":2981},[446],{"categories":2983},[282],{"categories":2985},[282],{"categories":2987},[137],{"categories":2989},[195],{"categories":2991},[182],{"categories":2993},[190],{"categories":2995},[230],{"categories":2997},[182],{"categories":2999},[182],{"categories":3001},[182],{"categories":3003},[282],{"categories":3005},[195],{"categories":3007},[195],{"categories":3009},[182],{"categories":3011},[182],{"categories":3013},[584],{"categories":3015},[195],{"categories":3017},[],{"categories":3019},[182],{"categories":3021},[182],{"categories":3023},[182],{"categories":3025},[],{"categories":3027},[],{"categories":3029},[182],{"categories":3031},[182],{"categories":3033},[195],{"categories":3035},[182],{"categories":3037},[182],{"categories":3039},[182],{"categories":3041},[137],{"categories":3043},[182],{"categories":3045},[182],{"categories":3047},[195],{"categories":3049},[182],{"categories":3051},[182],{"categories":3053},[182],{"categories":3055},[182],{"categories":3057},[182],{"categories":3059},[],{"categories":3061},[137],{"categories":3063},[233],{"categories":3065},[182],{"categories":3067},[195],{"categories":3069},[195],{"categories":3071},[182],{"categories":3073},[182],{"categories":3075},[],{"categories":3077},[],{"categories":3079},[182],{"categories":3081},[182],{"categories":3083},[182],{"categories":3085},[230],{"categories":3087},[233],{"categories":3089},[],{"categories":3091},[182],{"categories":3093},[282],{"categories":3095},[182],{"categories":3097},[352],{"categories":3099},[1867],{"categories":3101},[230],{"categories":3103},[137],{"categories":3105},[182],{"categories":3107},[137],{"categories":3109},[137],{"categories":3111},[182],{"categories":3113},[182],{"categories":3115},[137],{"categories":3117},[230],{"categories":3119},[230],{"categories":3121},[352],{"categories":3123},[195],{"categories":3125},[],{"categories":3127},[230],{"categories":3129},[182],{"categories":3131},[195],{"categories":3133},[185],{"categories":3135},[137],{"categories":3137},[182],{"categories":3139},[230],{"categories":3141},[],{"categories":3143},[182],{"categories":3145},[137],{"categories":3147},[137],{"categories":3149},[233],{"categories":3151},[182],{"categories":3153},[230],{"categories":3155},[182],{"categories":3157},[137],{"categories":3159},[195],{"categories":3161},[195],{"categories":3163},[230],{"categories":3165},[195],{"categories":3167},[352],{"categories":3169},[195],{"categories":3171},[182],{"categories":3173},[182],{"categories":3175},[182],{"categories":3177},[182],{"categories":3179},[137],{"categories":3181},[182],{"categories":3183},[],{"categories":3185},[195],{"categories":3187},[190],{"categories":3189},[137],{"categories":3191},[],{"categories":3193},[],{"categories":3195},[182],{"categories":3197},[195],{"categories":3199},[182],{"categories":3201},[182],{"categories":3203},[3204],"Frameworks & Tooling",{"categories":3206},[182],{"categories":3208},[182],{"categories":3210},[137],{"categories":3212},[182],{"categories":3214},[182],{"categories":3216},[],{"categories":3218},[233],{"categories":3220},[233],{"categories":3222},[185],{"categories":3224},[182],{"categories":3226},[195],{"categories":3228},[182],{"categories":3230},[282],{"categories":3232},[],{"categories":3234},[1867],{"categories":3236},[182],{"categories":3238},[137],{"categories":3240},[182],{"categories":3242},[352],{"categories":3244},[352],{"categories":3246},[],{"categories":3248},[195],{"categories":3250},[195],{"categories":3252},[182],{"categories":3254},[182],{"categories":3256},[230],{"categories":3258},[195],{"categories":3260},[230],{"categories":3262},[182],{"categories":3264},[195],{"categories":3266},[],{"categories":3268},[282],{"categories":3270},[182],{"categories":3272},[182],{"categories":3274},[],{"categories":3276},[182],{"categories":3278},[195],{"categories":3280},[182],{"categories":3282},[182],{"categories":3284},[182],{"categories":3286},[],{"categories":3288},[137],{"categories":3290},[182],{"categories":3292},[137],{"categories":3294},[352],{"categories":3296},[182],{"categories":3298},[182],{"categories":3300},[182],{"categories":3302},[137],{"categories":3304},[190],{"categories":3306},[182],{"categories":3308},[1867],{"categories":3310},[],{"categories":3312},[195],{"categories":3314},[185],{"categories":3316},[182],{"categories":3318},[185],{"categories":3320},[182],{"categories":3322},[],{"categories":3324},[195],{"categories":3326},[182],{"categories":3328},[182],{"categories":3330},[3331],"AI Design Tooling",{"categories":3333},[282],{"categories":3335},[182],{"categories":3337},[182],{"categories":3339},[137],{"categories":3341},[282],{"categories":3343},[182],{"categories":3345},[182],{"categories":3347},[137],{"categories":3349},[230],{"categories":3351},[198],{"categories":3353},[137],{"categories":3355},[182],{"categories":3357},[182],{"categories":3359},[182],{"categories":3361},[195],{"categories":3363},[182],{"categories":3365},[],{"categories":3367},[195],{"categories":3369},[182],{"categories":3371},[182],{"categories":3373},[195],{"categories":3375},[182],{"categories":3377},[182],{"categories":3379},[182],{"categories":3381},[195],{"categories":3383},[],{"categories":3385},[195],{"categories":3387},[3204],{"categories":3389},[182],{"categories":3391},[182],{"categories":3393},[195],{"categories":3395},[195],{"categories":3397},[137],{"categories":3399},[137],{"categories":3401},[182],{"categories":3403},[],{"categories":3405},[137],{"categories":3407},[182],{"categories":3409},[182],{"categories":3411},[195],{"categories":3413},[190],{"categories":3415},[182],{"categories":3417},[],{"categories":3419},[182],{"categories":3421},[182],{"categories":3423},[2308],{"categories":3425},[],{"categories":3427},[182],{"categories":3429},[182],{"categories":3431},[182],{"categories":3433},[182],{"categories":3435},[282],{"categories":3437},[182],{"categories":3439},[],{"categories":3441},[182],{"categories":3443},[182],{"categories":3445},[182],{"categories":3447},[182],{"categories":3449},[311],{"categories":3451},[230],{"categories":3453},[182],{"categories":3455},[182],{"categories":3457},[1867],{"categories":3459},[185],{"categories":3461},[182],{"categories":3463},[182],{"categories":3465},[233],{"categories":3467},[182],{"categories":3469},[182],{"categories":3471},[230],{"categories":3473},[195],{"categories":3475},[],{"categories":3477},[182],{"categories":3479},[182],{"categories":3481},[282],{"categories":3483},[182],{"categories":3485},[311],{"categories":3487},[195],{"categories":3489},[182],{"categories":3491},[195],{"categories":3493},[],{"categories":3495},[],{"categories":3497},[],{"categories":3499},[185],{"categories":3501},[230],{"categories":3503},[195],{"categories":3505},[182],{"categories":3507},[182],{"categories":3509},[182],{"categories":3511},[182],{"categories":3513},[469],{"categories":3515},[282],{"categories":3517},[195],{"categories":3519},[182],{"categories":3521},[],{"categories":3523},[195],{"categories":3525},[195],{"categories":3527},[],{"categories":3529},[182],{"categories":3531},[195],{"categories":3533},[182],{"categories":3535},[],{"categories":3537},[182],{"categories":3539},[182],{"categories":3541},[182],{"categories":3543},[230],{"categories":3545},[282],{"categories":3547},[195],{"categories":3549},[282],{"categories":3551},[195],{"categories":3553},[182],{"categories":3555},[190],{"categories":3557},[],{"categories":3559},[],{"categories":3561},[182],{"categories":3563},[182],{"categories":3565},[182],{"categories":3567},[185],{"categories":3569},[195],{"categories":3571},[230],{"categories":3573},[],{"categories":3575},[282],{"categories":3577},[],{"categories":3579},[137],{"categories":3581},[182],{"categories":3583},[137],{"categories":3585},[282],{"categories":3587},[137],{"categories":3589},[182],{"categories":3591},[],{"categories":3593},[182],{"categories":3595},[182],{"categories":3597},[],{"categories":3599},[182],{"categories":3601},[182],{"categories":3603},[311],{"categories":3605},[182],{"categories":3607},[182],{"categories":3609},[352],{"categories":3611},[137],{"categories":3613},[182],{"categories":3615},[],{"categories":3617},[195],{"categories":3619},[182],{"categories":3621},[185],{"categories":3623},[584],{"categories":3625},[182],{"categories":3627},[182],{"categories":3629},[195],{"categories":3631},[182],{"categories":3633},[195],{"categories":3635},[182],{"categories":3637},[182],{"categories":3639},[182],{"categories":3641},[182],{"categories":3643},[],{"categories":3645},[182],{"categories":3647},[185],{"categories":3649},[182],{"categories":3651},[190],{"categories":3653},[137],{"categories":3655},[282],{"categories":3657},[],{"categories":3659},[182],{"categories":3661},[],{"categories":3663},[195],{"categories":3665},[182],{"categories":3667},[],{"categories":3669},[195],{"categories":3671},[182],{"categories":3673},[137],{"categories":3675},[282],{"categories":3677},[230],{"categories":3679},[182],{"categories":3681},[230],{"categories":3683},[195],{"categories":3685},[282],{"categories":3687},[182],{"categories":3689},[],{"categories":3691},[182],{"categories":3693},[219],{"categories":3695},[195],{"categories":3697},[182],{"categories":3699},[282],{"categories":3701},[230],{"categories":3703},[190],{"categories":3705},[137],{"categories":3707},[182],{"categories":3709},[182],{"categories":3711},[182],{"categories":3713},[182],{"categories":3715},[230],{"categories":3717},[311],{"categories":3719},[],{"categories":3721},[],{"categories":3723},[233],{"categories":3725},[525],{"categories":3727},[182],{"categories":3729},[195],{"categories":3731},[182,137],{"categories":3733},[230],{"categories":3735},[182],{"categories":3737},[182],{"categories":3739},[182],{"categories":3741},[182],{"categories":3743},[182],{"categories":3745},[182],{"categories":3747},[182],{"categories":3749},[195],{"categories":3751},[182],{"categories":3753},[195],{"categories":3755},[182],{"categories":3757},[182],{"categories":3759},[182],{"categories":3761},[],{"categories":3763},[182],{"categories":3765},[1305],{"categories":3767},[137],{"categories":3769},[282],{"categories":3771},[182],{"categories":3773},[182],{"categories":3775},[182],{"categories":3777},[233],{"categories":3779},[195],{"categories":3781},[311],{"categories":3783},[352],{"categories":3785},[],{"categories":3787},[137],{"categories":3789},[182],{"categories":3791},[190],{"categories":3793},[195],{"categories":3795},[185],{"categories":3797},[195],{"categories":3799},[182],{"categories":3801},[195],{"categories":3803},[195],{"categories":3805},[198],{"categories":3807},[137],{"categories":3809},[182],{"categories":3811},[182],{"categories":3813},[],{"categories":3815},[],{"categories":3817},[],{"categories":3819},[352],{"categories":3821},[182],{"categories":3823},[230],{"categories":3825},[182],{"categories":3827},[182],{"categories":3829},[182],{"categories":3831},[182],{"categories":3833},[],{"categories":3835},[182],{"categories":3837},[233],{"categories":3839},[190],{"categories":3841},[195],{"categories":3843},[182],{"categories":3845},[],{"categories":3847},[182],{"categories":3849},[195],{"categories":3851},[182],{"categories":3853},[352],{"categories":3855},[],{"categories":3857},[282],{"categories":3859},[282],{"categories":3861},[182],{"categories":3863},[195],{"categories":3865},[],{"categories":3867},[137],{"categories":3869},[182],{"categories":3871},[282],{"categories":3873},[182],{"categories":3875},[190],{"categories":3877},[195],{"categories":3879},[182],{"categories":3881},[],{"categories":3883},[230],{"categories":3885},[182],{"categories":3887},[182],{"categories":3889},[182],{"categories":3891},[282],{"categories":3893},[195],{"categories":3895},[230],{"categories":3897},[],{"categories":3899},[195],{"categories":3901},[190],{"categories":3903},[195],{"categories":3905},[282],{"categories":3907},[182],{"categories":3909},[182],{"categories":3911},[182],{"categories":3913},[525],{"categories":3915},[182],{"categories":3917},[195],{"categories":3919},[],{"categories":3921},[182],{"categories":3923},[182],{"categories":3925},[352],{"categories":3927},[230],{"categories":3929},[233],{"categories":3931},[630],{"categories":3933},[233],{"categories":3935},[233],{"categories":3937},[182],{"categories":3939},[],{"categories":3941},[],{"categories":3943},[],{"categories":3945},[195],{"categories":3947},[182],{"categories":3949},[195],{"categories":3951},[195],{"categories":3953},[137],{"categories":3955},[182],{"categories":3957},[502],{"categories":3959},[137],{"categories":3961},[195],{"categories":3963},[182],{"categories":3965},[182],{"categories":3967},[182],{"categories":3969},[182],{"categories":3971},[182],{"categories":3973},[195],{"categories":3975},[182],{"categories":3977},[],{"categories":3979},[],{"categories":3981},[182],{"categories":3983},[],{"categories":3985},[182],{"categories":3987},[195],{"categories":3989},[282],{"categories":3991},[182],{"categories":3993},[182],{"categories":3995},[],{"categories":3997},[195],{"categories":3999},[182],{"categories":4001},[182],{"categories":4003},[198],{"categories":4005},[182],{"categories":4007},[282],{"categories":4009},[182],{"categories":4011},[195],{"categories":4013},[190],{"categories":4015},[182],{"categories":4017},[182],{"categories":4019},[311],{"categories":4021},[195],{"categories":4023},[182],{"categories":4025},[182],{"categories":4027},[942],{"categories":4029},[182],{"categories":4031},[195],{"categories":4033},[182],{"categories":4035},[137],{"categories":4037},[182],{"categories":4039},[584],{"categories":4041},[282],{"categories":4043},[],{"categories":4045},[182],{"categories":4047},[182],{"categories":4049},[230],{"categories":4051},[525],{"categories":4053},[195],{"categories":4055},[182],{"categories":4057},[],{"categories":4059},[230],{"categories":4061},[446],{"categories":4063},[195],{"categories":4065},[195],{"categories":4067},[195],{"categories":4069},[182],{"categories":4071},[182],{"categories":4073},[195],{"categories":4075},[],{"categories":4077},[190],{"categories":4079},[182],{"categories":4081},[190],{"categories":4083},[195],{"categories":4085},[],{"categories":4087},[137],{"categories":4089},[182],{"categories":4091},[182],{"categories":4093},[185],{"categories":4095},[182],{"categories":4097},[230],{"categories":4099},[352],{"categories":4101},[219],{"categories":4103},[195],{"categories":4105},[195],{"categories":4107},[182],{"categories":4109},[182],{"categories":4111},[195],{"categories":4113},[182],{"categories":4115},[185],{"categories":4117},[],{"categories":4119},[195],{"categories":4121},[182],{"categories":4123},[182],{"categories":4125},[182],{"categories":4127},[195],{"categories":4129},[182],{"categories":4131},[],{"categories":4133},[182],{"categories":4135},[],{"categories":4137},[282],{"categories":4139},[195],{"categories":4141},[182,190],{"categories":4143},[195],{"categories":4145},[182],{"categories":4147},[],{"categories":4149},[185],{"categories":4151},[233],{"categories":4153},[190],{"categories":4155},[182],{"categories":4157},[137],{"categories":4159},[182],{"categories":4161},[182],{"categories":4163},[195],{"categories":4165},[182],{"categories":4167},[182],{"categories":4169},[182],{"categories":4171},[230],{"categories":4173},[1305],{"categories":4175},[195],{"categories":4177},[182],{"categories":4179},[],{"categories":4181},[],{"categories":4183},[182],{"categories":4185},[195],{"categories":4187},[182],{"categories":4189},[182],{"categories":4191},[352],{"categories":4193},[],{"categories":4195},[182],{"categories":4197},[195],{"categories":4199},[219],{"categories":4201},[195],{"categories":4203},[525],{"categories":4205},[],{"categories":4207},[469],{"categories":4209},[195],{"categories":4211},[182],{"categories":4213},[182],{"categories":4215},[311],{"categories":4217},[195],{"categories":4219},[182],{"categories":4221},[233],{"categories":4223},[198],{"categories":4225},[195],{"categories":4227},[182],{"categories":4229},[525],{"categories":4231},[182],{"categories":4233},[352],{"categories":4235},[190],{"categories":4237},[],{"categories":4239},[182],{"categories":4241},[182],{"categories":4243},[311],{"categories":4245},[282],{"categories":4247},[182],{"categories":4249},[182],{"categories":4251},[182],{"categories":4253},[],{"categories":4255},[311],{"categories":4257},[230],{"categories":4259},[182],{"categories":4261},[182],{"categories":4263},[182],{"categories":4265},[630],{"categories":4267},[185],{"categories":4269},[182],{"categories":4271},[198],{"categories":4273},[182],{"categories":4275},[],{"categories":4277},[],{"categories":4279},[282],{"categories":4281},[182],{"categories":4283},[233],{"categories":4285},[311],{"categories":4287},[195],{"categories":4289},[182],{"categories":4291},[182],{"categories":4293},[311],{"categories":4295},[230],{"categories":4297},[182],{"categories":4299},[],{"categories":4301},[182],{"categories":4303},[182],{"categories":4305},[],{"categories":4307},[182],{"categories":4309},[182],{"categories":4311},[655],{"categories":4313},[182],{"categories":4315},[182],{"categories":4317},[195],{"categories":4319},[137],{"categories":4321},[525],{"categories":4323},[182],{"categories":4325},[182],{"categories":4327},[182],{"categories":4329},[],{"categories":4331},[182,137],{"categories":4333},[230],{"categories":4335},[195],{"categories":4337},[137],{"categories":4339},[195],{"categories":4341},[980],{"categories":4343},[137],{"categories":4345},[137],{"categories":4347},[195],{"categories":4349},[182],{"categories":4351},[185],{"categories":4353},[],{"categories":4355},[],{"categories":4357},[195],{"categories":4359},[182],{"categories":4361},[137],{"categories":4363},[182],{"categories":4365},[185],{"categories":4367},[137],{"categories":4369},[137],{"categories":4371},[182],{"categories":4373},[311],{"categories":4375},[182],{"categories":4377},[137],{"categories":4379},[182],{"categories":4381},[],{"categories":4383},[182],{"categories":4385},[182],{"categories":4387},[282,182],{"categories":4389},[352],{"categories":4391},[185],{"categories":4393},[182],{"categories":4395},[],{"categories":4397},[182],{"categories":4399},[182],{"categories":4401},[190],{"categories":4403},[182],{"categories":4405},[190],{"categories":4407},[182],{"categories":4409},[182],{"categories":4411},[446],{"categories":4413},[182],{"categories":4415},[190],{"categories":4417},[137],{"categories":4419},[233],{"categories":4421},[195],{"categories":4423},[182],{"categories":4425},[137],{"categories":4427},[182],{"categories":4429},[182],{"categories":4431},[230],{"categories":4433},[311],{"categories":4435},[282],{"categories":4437},[182],{"categories":4439},[182],{"categories":4441},[182],{"categories":4443},[182],{"categories":4445},[185],{"categories":4447},[182],{"categories":4449},[195],{"categories":4451},[195],{"categories":4453},[137],{"categories":4455},[230],{"categories":4457},[137],{"categories":4459},[137],{"categories":4461},[182],{"categories":4463},[182],{"categories":4465},[],{"categories":4467},[],{"categories":4469},[233],{"categories":4471},[182],{"categories":4473},[137],{"categories":4475},[182],{"categories":4477},[282],{"categories":4479},[525],{"categories":4481},[469],{"categories":4483},[446],{"categories":4485},[182],{"categories":4487},[182],{"categories":4489},[182],{"categories":4491},[233],{"categories":4493},[182],{"categories":4495},[182],{"categories":4497},[182],{"categories":4499},[182],{"categories":4501},[182],{"categories":4503},[182],{"categories":4505},[182],{"categories":4507},[195],{"categories":4509},[185],{"categories":4511},[195],{"categories":4513},[182,190],{"categories":4515},[],{"categories":4517},[282],{"categories":4519},[],{"categories":4521},[198],{"categories":4523},[182],{"categories":4525},[230],{"categories":4527},[185],{"categories":4529},[182],{"categories":4531},[185],{"categories":4533},[195],{"categories":4535},[233],{"categories":4537},[195],{"categories":4539},[198],{"categories":4541},[195],{"categories":4543},[182],{"categories":4545},[182],{"categories":4547},[190],{"categories":4549},[195],{"categories":4551},[137],{"categories":4553},[311],{"categories":4555},[182],{"categories":4557},[182],{"categories":4559},[],{"categories":4561},[230],{"categories":4563},[182],{"categories":4565},[182],{"categories":4567},[182],{"categories":4569},[182],{"categories":4571},[182],{"categories":4573},[182],{"categories":4575},[137],{"categories":4577},[230],{"categories":4579},[137],{"categories":4581},[137],{"categories":4583},[182],{"categories":4585},[182],{"categories":4587},[182],{"categories":4589},[182],{"categories":4591},[469],{"categories":4593},[182],{"categories":4595},[195],{"categories":4597},[230],{"categories":4599},[182],{"categories":4601},[182],{"categories":4603},[182],{"categories":4605},[195],{"categories":4607},[182],{"categories":4609},[182],{"categories":4611},[182],{"categories":4613},[3204],{"categories":4615},[4616],"Clinical AI",{"categories":4618},[282],{"categories":4620},[182],{"categories":4622},[182],{"categories":4624},[182],{"categories":4626},[182],{"categories":4628},[352],{"categories":4630},[2563],{"categories":4632},[182],{"categories":4634},[198],{"categories":4636},[282],{"categories":4638},[182],{"categories":4640},[195],{"categories":4642},[182],{"categories":4644},[182],{"categories":4646},[230],{"categories":4648},[182],{"categories":4650},[195],{"categories":4652},[137],{"categories":4654},[311],{"categories":4656},[182],{"categories":4658},[182],{"categories":4660},[190],{"categories":4662},[182],{"categories":4664},[182],{"categories":4666},[584],{"categories":4668},[182],{"categories":4670},[],{"categories":4672},[195],{"categories":4674},[182],{"categories":4676},[137],{"categories":4678},[185],{"categories":4680},[182],{"categories":4682},[],{"categories":4684},[],{"categories":4686},[182],{"categories":4688},[],{"categories":4690},[190],{"categories":4692},[182],{"categories":4694},[182],{"categories":4696},[195],{"categories":4698},[182],{"categories":4700},[230],{"categories":4702},[230],{"categories":4704},[230],{"categories":4706},[230],{"categories":4708},[],{"categories":4710},[185],{"categories":4712},[195],{"categories":4714},[230],{"categories":4716},[182],{"categories":4718},[655],{"categories":4720},[198],{"categories":4722},[195],{"categories":4724},[182],{"categories":4726},[185],{"categories":4728},[182],{"categories":4730},[195],{"categories":4732},[182],{"categories":4734},[182],{"categories":4736},[182],{"categories":4738},[182,195],{"categories":4740},[195],{"categories":4742},[352],{"categories":4744},[230],{"categories":4746},[195],{"categories":4748},[230],{"categories":4750},[195],{"categories":4752},[182],{"categories":4754},[],{"categories":4756},[230],{"categories":4758},[311],{"categories":4760},[185],{"categories":4762},[182],{"categories":4764},[182],{"categories":4766},[],{"categories":4768},[137],{"categories":4770},[],{"categories":4772},[185],{"categories":4774},[195],{"categories":4776},[230],{"categories":4778},[182],{"categories":4780},[230],{"categories":4782},[185],{"categories":4784},[230],{"categories":4786},[230],{"categories":4788},[],{"categories":4790},[190],{"categories":4792},[195],{"categories":4794},[230],{"categories":4796},[230],{"categories":4798},[230],{"categories":4800},[230],{"categories":4802},[230],{"categories":4804},[230],{"categories":4806},[230],{"categories":4808},[230],{"categories":4810},[230],{"categories":4812},[230],{"categories":4814},[233],{"categories":4816},[185],{"categories":4818},[182],{"categories":4820},[182],{"categories":4822},[195],{"categories":4824},[195],{"categories":4826},[],{"categories":4828},[182],{"categories":4830},[182,185],{"categories":4832},[],{"categories":4834},[195],{"categories":4836},[182],{"categories":4838},[230],{"categories":4840},[195],{"categories":4842},[980],{"categories":4844},[182],{"categories":4846},[182],{"categories":4848},[182],{"categories":4850},[182],{"categories":4852},[182],{"categories":4854},[446],{"categories":4856},[182],{"categories":4858},[182],{"categories":4860},[195],{"categories":4862},[182],{"categories":4864},[182],{"categories":4866},[190],{"categories":4868},[198],{"categories":4870},[195],{"categories":4872},[195],{"categories":4874},[],{"categories":4876},[195],{"categories":4878},[282],{"categories":4880},[230],{"categories":4882},[182],{"categories":4884},[],{"categories":4886},[198],{"categories":4888},[],{"categories":4890},[137],{"categories":4892},[182],{"categories":4894},[195],{"categories":4896},[282],{"categories":4898},[182],{"categories":4900},[],{"categories":4902},[182],{"categories":4904},[182],{"categories":4906},[],{"categories":4908},[311],{"categories":4910},[182],{"categories":4912},[195],{"categories":4914},[],{"categories":4916},[],{"categories":4918},[230],{"categories":4920},[185],{"categories":4922},[182],{"categories":4924},[182],{"categories":4926},[190],{"categories":4928},[182],{"categories":4930},[182],{"categories":4932},[195],{"categories":4934},[182],{"categories":4936},[190],{"categories":4938},[190],{"categories":4940},[282],{"categories":4942},[],{"categories":4944},[182],{"categories":4946},[230],{"categories":4948},[],{"categories":4950},[182],{"categories":4952},[182],{"categories":4954},[282],{"categories":4956},[182],{"categories":4958},[182],{"categories":4960},[311],{"categories":4962},[182],{"categories":4964},[352],{"categories":4966},[],{"categories":4968},[195],{"categories":4970},[182],{"categories":4972},[311],{"categories":4974},[137],{"categories":4976},[],{"categories":4978},[182],{"categories":4980},[],{"categories":4982},[195],{"categories":4984},[282],{"categories":4986},[137],{"categories":4988},[],{"categories":4990},[3204],{"categories":4992},[190],{"categories":4994},[185],{"categories":4996},[182],{"categories":4998},[233],{"categories":5000},[195],{"categories":5002},[282],{"categories":5004},[182],{"categories":5006},[137],{"categories":5008},[],{"categories":5010},[],{"categories":5012},[182],{"categories":5014},[185],{"categories":5016},[182],{"categories":5018},[311],{"categories":5020},[],{"categories":5022},[195],{"categories":5024},[195],{"categories":5026},[182],{"categories":5028},[195],{"categories":5030},[182],{"categories":5032},[230],{"categories":5034},[137],{"categories":5036},[182],{"categories":5038},[195],{"categories":5040},[198],{"categories":5042},[182],{"categories":5044},[182],{"categories":5046},[182],{"categories":5048},[195],{"categories":5050},[182],{"categories":5052},[198],{"categories":5054},[311],{"categories":5056},[230],{"categories":5058},[],{"categories":5060},[311],{"categories":5062},[182],{"categories":5064},[],{"categories":5066},[137],{"categories":5068},[195],{"categories":5070},[],{"categories":5072},[182],{"categories":5074},[182],{"categories":5076},[182],{"categories":5078},[182],{"categories":5080},[182],{"categories":5082},[195],{"categories":5084},[190],{"categories":5086},[185],{"categories":5088},[195],{"categories":5090},[182],{"categories":5092},[282],{"categories":5094},[137],{"categories":5096},[137],{"categories":5098},[182],{"categories":5100},[233],{"categories":5102},[195],{"categories":5104},[182],{"categories":5106},[182],{"categories":5108},[195],{"categories":5110},[182],{"categories":5112},[182],{"categories":5114},[195],{"categories":5116},[190],{"categories":5118},[182],{"categories":5120},[282],{"categories":5122},[137],{"categories":5124},[195],{"categories":5126},[182],{"categories":5128},[198],{"categories":5130},[182],{"categories":5132},[195],{"categories":5134},[182],{"categories":5136},[182],{"categories":5138},[230],{"categories":5140},[182],{"categories":5142},[],{"categories":5144},[185],{"categories":5146},[182],{"categories":5148},[182],{"categories":5150},[182],{"categories":5152},[137],{"categories":5154},[137],{"categories":5156},[182],{"categories":5158},[137],{"categories":5160},[182],{"categories":5162},[195],{"categories":5164},[182],{"categories":5166},[182],{"categories":5168},[182],{"categories":5170},[182],{"categories":5172},[182],{"categories":5174},[],{"categories":5176},[182],{"categories":5178},[282],{"categories":5180},[195],{"categories":5182},[190],{"categories":5184},[230],{"categories":5186},[182],{"categories":5188},[195],{"categories":5190},[182],{"categories":5192},[195],{"categories":5194},[182],{"categories":5196},[182],{"categories":5198},[282],{"categories":5200},[195],{"categories":5202},[182],{"categories":5204},[311],{"categories":5206},[182],{"categories":5208},[233],{"categories":5210},[182],{"categories":5212},[182],{"categories":5214},[230],{"categories":5216},[182],{"categories":5218},[182],{"categories":5220},[182],{"categories":5222},[182],{"categories":5224},[195],{"categories":5226},[352],{"categories":5228},[182],{"categories":5230},[137],{"categories":5232},[195],{"categories":5234},[233],{"categories":5236},[],{"categories":5238},[195],{"categories":5240},[137],{"categories":5242},[182],{"categories":5244},[182],{"categories":5246},[2401],{"categories":5248},[282],{"categories":5250},[381],{"categories":5252},[182],{"categories":5254},[182],{"categories":5256},[182],{"categories":5258},[182],{"categories":5260},[185],{"categories":5262},[182],{"categories":5264},[182],{"categories":5266},[137],{"categories":5268},[190],{"categories":5270},[182],{"categories":5272},[137],{"categories":5274},[182],{"categories":5276},[],{"categories":5278},[195],{"categories":5280},[195],{"categories":5282},[182],{"categories":5284},[182],{"categories":5286},[182],{"categories":5288},[233],{"categories":5290},[],{"categories":5292},[230],{"categories":5294},[],{"categories":5296},[230],{"categories":5298},[182],{"categories":5300},[182],{"categories":5302},[195],{"categories":5304},[182],{"categories":5306},[195],{"categories":5308},[195],{"categories":5310},[],{"categories":5312},[182],{"categories":5314},[230],{"categories":5316},[182],{"categories":5318},[],{"categories":5320},[182],{"categories":5322},[182],{"categories":5324},[],{"categories":5326},[182],{"categories":5328},[182],{"categories":5330},[282],{"categories":5332},[137],{"categories":5334},[195],{"categories":5336},[182],{"categories":5338},[182],{"categories":5340},[182],{"categories":5342},[182],{"categories":5344},[311],{"categories":5346},[182],{"categories":5348},[182],{"categories":5350},[182],{"categories":5352},[185],{"categories":5354},[182],{"categories":5356},[182],{"categories":5358},[],{"categories":5360},[182],{"categories":5362},[182],{"categories":5364},[182],{"categories":5366},[],{"categories":5368},[185],{"categories":5370},[182],{"categories":5372},[182],{"categories":5374},[230],{"categories":5376},[137],{"categories":5378},[198],{"categories":5380},[195],{"categories":5382},[525],{"categories":5384},[182],{"categories":5386},[182],{"categories":5388},[182],{"categories":5390},[137],{"categories":5392},[230],{"categories":5394},[282],{"categories":5396},[182],{"categories":5398},[182],{"categories":5400},[182],{"categories":5402},[182],{"categories":5404},[230],{"categories":5406},[182],{"categories":5408},[282],{"categories":5410},[182],{"categories":5412},[182],{"categories":5414},[230],{"categories":5416},[282],{"categories":5418},[182],{"categories":5420},[230],{"categories":5422},[182],{"categories":5424},[195],{"categories":5426},[195],{"categories":5428},[195],{"categories":5430},[137],{"categories":5432},[230],{"categories":5434},[195],{"categories":5436},[195],{"categories":5438},[182],{"categories":5440},[137],{"categories":5442},[282],{"categories":5444},[182],{"categories":5446},[182],{"categories":5448},[195],{"categories":5450},[182],{"categories":5452},[],{"categories":5454},[195],{"categories":5456},[],{"categories":5458},[182],{"categories":5460},[182],{"categories":5462},[],{"categories":5464},[],{"categories":5466},[195],{"categories":5468},[190],{"categories":5470},[195],{"categories":5472},[5473],"Liability & Ethics",{"categories":5475},[182],{"categories":5477},[182],{"categories":5479},[182],{"categories":5481},[195],{"categories":5483},[185],{"categories":5485},[195],{"categories":5487},[190],{"categories":5489},[311],{"categories":5491},[195],{"categories":5493},[182],{"categories":5495},[182],{"categories":5497},[],{"categories":5499},[630],{"categories":5501},[195],{"categories":5503},[],{"categories":5505},[182],{"categories":5507},[185],{"categories":5509},[195],{"categories":5511},[],{"categories":5513},[195],{"categories":5515},[182],{"categories":5517},[182],{"categories":5519},[137],{"categories":5521},[182],{"categories":5523},[230],{"categories":5525},[182],{"categories":5527},[182],{"categories":5529},[198],{"categories":5531},[195],{"categories":5533},[182],{"categories":5535},[182],{"categories":5537},[182],{"categories":5539},[230],{"categories":5541},[195],{"categories":5543},[137],{"categories":5545},[282],{"categories":5547},[185],{"categories":5549},[182],{"categories":5551},[182],{"categories":5553},[182],{"categories":5555},[],{"categories":5557},[195],{"categories":5559},[195],{"categories":5561},[195],{"categories":5563},[525],{"categories":5565},[282],{"categories":5567},[195],{"categories":5569},[352],{"categories":5571},[137],{"categories":5573},[230],{"categories":5575},[182],{"categories":5577},[282],{"categories":5579},[182],{"categories":5581},[185],{"categories":5583},[],{"categories":5585},[195],{"categories":5587},[182],{"categories":5589},[182],{"categories":5591},[182],{"categories":5593},[182],{"categories":5595},[195],{"categories":5597},[182],{"categories":5599},[182],{"categories":5601},[282],{"categories":5603},[],{"categories":5605},[195],{"categories":5607},[198],{"categories":5609},[230],{"categories":5611},[195],{"categories":5613},[190],{"categories":5615},[],{"categories":5617},[182],{"categories":5619},[182],{"categories":5621},[198],{"categories":5623},[182],{"categories":5625},[195],{"categories":5627},[230],{"categories":5629},[185],{"categories":5631},[352],{"categories":5633},[182],{"categories":5635},[182],{"categories":5637},[182],{"categories":5639},[230],{"categories":5641},[190],{"categories":5643},[182],{"categories":5645},[282],{"categories":5647},[230],{"categories":5649},[352],{"categories":5651},[182],{"categories":5653},[195],{"categories":5655},[],{"categories":5657},[584],{"categories":5659},[],{"categories":5661},[182],{"categories":5663},[352],{"categories":5665},[182],{"categories":5667},[233],{"categories":5669},[182],{"categories":5671},[195],{"categories":5673},[195],{"categories":5675},[5676],"Design News & Tools",{"categories":5678},[182],{"categories":5680},[182],{"categories":5682},[230],{"categories":5684},[182],{"categories":5686},[182],{"categories":5688},[185],{"categories":5690},[195],{"categories":5692},[182],{"categories":5694},[282],{"categories":5696},[195],{"categories":5698},[195],{"categories":5700},[282],{"categories":5702},[182],{"categories":5704},[182],{"categories":5706},[525],{"categories":5708},[195],{"categories":5710},[182],{"categories":5712},[182],{"categories":5714},[525],{"categories":5716},[182],{"categories":5718},[311],{"categories":5720},[182],{"categories":5722},[195],{"categories":5724},[],{"categories":5726},[182],{"categories":5728},[182],{"categories":5730},[182],{"categories":5732},[230],{"categories":5734},[182],{"categories":5736},[185],{"categories":5738},[],{"categories":5740},[182],{"categories":5742},[182],{"categories":5744},[182],{"categories":5746},[137],{"categories":5748},[655],{"categories":5750},[137],{"categories":5752},[282],{"categories":5754},[182],{"categories":5756},[182,195],{"categories":5758},[311,190],{"categories":5760},[137],{"categories":5762},[182],{"categories":5764},[182],{"categories":5766},[182],{"categories":5768},[182],{"categories":5770},[],{"categories":5772},[195],{"categories":5774},[182],{"categories":5776},[],{"categories":5778},[182],{"categories":5780},[137],{"categories":5782},[182],{"categories":5784},[137],{"categories":5786},[],{"categories":5788},[195],{"categories":5790},[182],{"categories":5792},[190],{"categories":5794},[182],{"categories":5796},[230],{"categories":5798},[182],{"categories":5800},[],{"categories":5802},[195],{"categories":5804},[182],{"categories":5806},[],{"categories":5808},[282],{"categories":5810},[182],{"categories":5812},[182],{"categories":5814},[195],{"categories":5816},[182],{"categories":5818},[182],{"categories":5820},[185],{"categories":5822},[195],{"categories":5824},[182],{"categories":5826},[],{"categories":5828},[182],{"categories":5830},[352],{"categories":5832},[311],{"categories":5834},[190],{"categories":5836},[190],{"categories":5838},[182],{"categories":5840},[185],{"categories":5842},[185],{"categories":5844},[182],{"categories":5846},[195],{"categories":5848},[182],{"categories":5850},[182],{"categories":5852},[182],{"categories":5854},[182],{"categories":5856},[137],{"categories":5858},[182],{"categories":5860},[185],{"categories":5862},[182],{"categories":5864},[182],{"categories":5866},[195],{"categories":5868},[182],{"categories":5870},[311],{"categories":5872},[182],{"categories":5874},[230],{"categories":5876},[182],{"categories":5878},[182],{"categories":5880},[195],{"categories":5882},[198],{"categories":5884},[182],{"categories":5886},[182],{"categories":5888},[195],{"categories":5890},[],{"categories":5892},[137],{"categories":5894},[],{"categories":5896},[137],{"categories":5898},[195],{"categories":5900},[185],{"categories":5902},[182],{"categories":5904},[],{"categories":5906},[233],{"categories":5908},[352],{"categories":5910},[182],{"categories":5912},[137],{"categories":5914},[182],{"categories":5916},[],{"categories":5918},[230],{"categories":5920},[195],{"categories":5922},[137],{"categories":5924},[282],{"categories":5926},[190],{"categories":5928},[182],{"categories":5930},[182],{"categories":5932},[195],{"categories":5934},[137],{"categories":5936},[195],{"categories":5938},[230],{"categories":5940},[182],{"categories":5942},[198],{"categories":5944},[185],{"categories":5946},[198],{"categories":5948},[230],{"categories":5950},[182],{"categories":5952},[137],{"categories":5954},[182],{"categories":5956},[282],{"categories":5958},[190],{"categories":5960},[182],{"categories":5962},[182],{"categories":5964},[182],{"categories":5966},[182],{"categories":5968},[182],{"categories":5970},[182],{"categories":5972},[195],{"categories":5974},[182],{"categories":5976},[195],{"categories":5978},[182],{"categories":5980},[182],{"categories":5982},[185],{"categories":5984},[182],{"categories":5986},[195],{"categories":5988},[195],{"categories":5990},[282],{"categories":5992},[195],{"categories":5994},[195],{"categories":5996},[182],{"categories":5998},[185],{"categories":6000},[195],{"categories":6002},[282],{"categories":6004},[],{"categories":6006},[182],{"categories":6008},[233],{"categories":6010},[525],{"categories":6012},[182],{"categories":6014},[195],{"categories":6016},[182],{"categories":6018},[182],{"categories":6020},[137],{"categories":6022},[182],{"categories":6024},[],{"categories":6026},[182],{"categories":6028},[195],{"categories":6030},[182],{"categories":6032},[311],{"categories":6034},[182],{"categories":6036},[137],{"categories":6038},[182],{"categories":6040},[230],{"categories":6042},[195],{"categories":6044},[182],{"categories":6046},[311],{"categories":6048},[195],{"categories":6050},[190],{"categories":6052},[190],{"categories":6054},[182],{"categories":6056},[182],{"categories":6058},[182],{"categories":6060},[182],{"categories":6062},[182],{"categories":6064},[182],{"categories":6066},[185],{"categories":6068},[],{"categories":6070},[182],{"categories":6072},[182],{"categories":6074},[195],{"categories":6076},[195],{"categories":6078},[182],{"categories":6080},[182],{"categories":6082},[182],{"categories":6084},[182],{"categories":6086},[182],{"categories":6088},[137],{"categories":6090},[],{"categories":6092},[185],{"categories":6094},[182],{"categories":6096},[182],{"categories":6098},[195],{"categories":6100},[195],{"categories":6102},[],{"categories":6104},[137],{"categories":6106},[137],{"categories":6108},[182],{"categories":6110},[311],{"categories":6112},[190],{"categories":6114},[282],{"categories":6116},[],{"categories":6118},[182],{"categories":6120},[195],{"categories":6122},[185],{"categories":6124},[182],{"categories":6126},[182],{"categories":6128},[137],{"categories":6130},[185],{"categories":6132},[182],{"categories":6134},[182],{"categories":6136},[230],{"categories":6138},[233],{"categories":6140},[182],{"categories":6142},[230],{"categories":6144},[195],{"categories":6146},[182],{"categories":6148},[],{"categories":6150},[230],{"categories":6152},[195],{"categories":6154},[282],{"categories":6156},[233],{"categories":6158},[182],{"categories":6160},[182],{"categories":6162},[],{"categories":6164},[195],{"categories":6166},[195],{"categories":6168},[195],{"categories":6170},[3204],{"categories":6172},[230],{"categories":6174},[182],{"categories":6176},[137],{"categories":6178},[182],{"categories":6180},[182],{"categories":6182},[182],{"categories":6184},[182],{"categories":6186},[182],{"categories":6188},[190],{"categories":6190},[182],{"categories":6192},[185],{"categories":6194},[1867],{"categories":6196},[352],{"categories":6198},[185],{"categories":6200},[],{"categories":6202},[182],{"categories":6204},[],{"categories":6206},[230],{"categories":6208},[195],{"categories":6210},[282],{"categories":6212},[182],{"categories":6214},[182],{"categories":6216},[182],{"categories":6218},[230],{"categories":6220},[],{"categories":6222},[195],{"categories":6224},[182],{"categories":6226},[195],{"categories":6228},[195],{"categories":6230},[],{"categories":6232},[182],{"categories":6234},[],{"categories":6236},[230],{"categories":6238},[185],{"categories":6240},[282],{"categories":6242},[182],{"categories":6244},[195],{"categories":6246},[230],{"categories":6248},[182],{"categories":6250},[230],{"categories":6252},[],{"categories":6254},[230],{"categories":6256},[182],{"categories":6258},[185],{"categories":6260},[525],{"categories":6262},[195],{"categories":6264},[182],{"categories":6266},[],{"categories":6268},[137],{"categories":6270},[195],{"categories":6272},[198],{"categories":6274},[195],{"categories":6276},[185],{"categories":6278},[182],{"categories":6280},[182],{"categories":6282},[],{"categories":6284},[],{"categories":6286},[],{"categories":6288},[282],{"categories":6290},[182],{"categories":6292},[195],{"categories":6294},[182],{"categories":6296},[182],{"categories":6298},[],{"categories":6300},[],{"categories":6302},[],{"categories":6304},[182],{"categories":6306},[195],{"categories":6308},[282],{"categories":6310},[182],{"categories":6312},[],{"categories":6314},[195],{"categories":6316},[182],{"categories":6318},[182],{"categories":6320},[185],{"categories":6322},[],{"categories":6324},[],{"categories":6326},[182],{"categories":6328},[182],{"categories":6330},[195],{"categories":6332},[282],{"categories":6334},[182],{"categories":6336},[230],{"categories":6338},[],{"categories":6340},[182],{"categories":6342},[182],{"categories":6344},[311],{"categories":6346},[230],{"categories":6348},[311],{"categories":6350},[233],{"categories":6352},[182],{"categories":6354},[182],{"categories":6356},[],{"categories":6358},[],{"categories":6360},[195],{"categories":6362},[],{"categories":6364},[182],{"categories":6366},[525],{"categories":6368},[182],{"categories":6370},[182],{"categories":6372},[182],{"categories":6374},[182],{"categories":6376},[],{"categories":6378},[195],{"categories":6380},[182],{"categories":6382},[182],{"categories":6384},[],{"categories":6386},[195],{"categories":6388},[182],{"categories":6390},[230],{"categories":6392},[182],{"categories":6394},[311],{"categories":6396},[190],{"categories":6398},[198],{"categories":6400},[182],{"categories":6402},[182],{"categories":6404},[195],{"categories":6406},[233],{"categories":6408},[195],{"categories":6410},[195],{"categories":6412},[],{"categories":6414},[182],{"categories":6416},[195],{"categories":6418},[],{"categories":6420},[182],{"categories":6422},[],{"categories":6424},[230],{"categories":6426},[190],{"categories":6428},[],{"categories":6430},[182],{"categories":6432},[182],{"categories":6434},[182],{"categories":6436},[],{"categories":6438},[195],{"categories":6440},[282],{"categories":6442},[185],{"categories":6444},[182],{"categories":6446},[],{"categories":6448},[190],{"categories":6450},[311],{"categories":6452},[182],{"categories":6454},[137],{"categories":6456},[185],{"categories":6458},[233],{"categories":6460},[190],{"categories":6462},[137],{"categories":6464},[195],{"categories":6466},[137],{"categories":6468},[],{"categories":6470},[182],{"categories":6472},[198],{"categories":6474},[182],{"categories":6476},[],{"categories":6478},[195],{"categories":6480},[185],{"categories":6482},[282],{"categories":6484},[182],{"categories":6486},[185],{"categories":6488},[195],{"categories":6490},[352],{"categories":6492},[182],{"categories":6494},[182],{"categories":6496},[182],{"categories":6498},[182],{"categories":6500},[182],{"categories":6502},[185],{"categories":6504},[182],{"categories":6506},[137],{"categories":6508},[233],{"categories":6510},[195],{"categories":6512},[],{"categories":6514},[182],{"categories":6516},[182],{"categories":6518},[182],{"categories":6520},[137],{"categories":6522},[195],{"categories":6524},[230],{"categories":6526},[137],{"categories":6528},[182],{"categories":6530},[198],{"categories":6532},[],{"categories":6534},[282],{"categories":6536},[137],{"categories":6538},[230],{"categories":6540},[182],{"categories":6542},[185],{"categories":6544},[195],{"categories":6546},[182],{"categories":6548},[182],{"categories":6550},[195],{"categories":6552},[198],{"categories":6554},[182],{"categories":6556},[195],{"categories":6558},[182],{"categories":6560},[190],{"categories":6562},[195],{"categories":6564},[195,352],{"categories":6566},[182],{"categories":6568},[182],{"categories":6570},[195],{"categories":6572},[137],{"categories":6574},[182],{"categories":6576},[182],{"categories":6578},[233],{"categories":6580},[195],{"categories":6582},[311],{"categories":6584},[195],{"categories":6586},[190],{"categories":6588},[],{"categories":6590},[195],{"categories":6592},[182],{"categories":6594},[190],{"categories":6596},[],{"categories":6598},[],{"categories":6600},[137],{"categories":6602},[182],{"categories":6604},[182],{"categories":6606},[195],{"categories":6608},[233],{"categories":6610},[311],{"categories":6612},[182],{"categories":6614},[182],{"categories":6616},[182],{"categories":6618},[195],{"categories":6620},[],{"categories":6622},[195],{"categories":6624},[230],{"categories":6626},[182],{"categories":6628},[195],{"categories":6630},[195],{"categories":6632},[182],{"categories":6634},[],{"categories":6636},[230],{"categories":6638},[137],{"categories":6640},[3204],{"categories":6642},[185],{"categories":6644},[137],{"categories":6646},[182],{"categories":6648},[195],{"categories":6650},[182],{"categories":6652},[182],{"categories":6654},[311],{"categories":6656},[137],{"categories":6658},[233],{"categories":6660},[],{"categories":6662},[230],{"categories":6664},[182],{"categories":6666},[182],{"categories":6668},[],{"categories":6670},[195],{"categories":6672},[182],{"categories":6674},[182],{"categories":6676},[182],{"categories":6678},[182],{"categories":6680},[195],{"categories":6682},[182],{"categories":6684},[182],{"categories":6686},[182],{"categories":6688},[198],{"categories":6690},[182],{"categories":6692},[195],{"categories":6694},[182],{"categories":6696},[182],{"categories":6698},[182],{"categories":6700},[182],{"categories":6702},[182],{"categories":6704},[182],{"categories":6706},[182],{"categories":6708},[190],{"categories":6710},[],{"categories":6712},[198],{"categories":6714},[230],{"categories":6716},[195],{"categories":6718},[182],{"categories":6720},[137],{"categories":6722},[],{"categories":6724},[137],{"categories":6726},[137],{"categories":6728},[195],{"categories":6730},[137],{"categories":6732},[182],{"categories":6734},[182],{"categories":6736},[182],{"categories":6738},[195],{"categories":6740},[137],{"categories":6742},[182],{"categories":6744},[182],{"categories":6746},[182],{"categories":6748},[195],{"categories":6750},[230],{"categories":6752},[182],{"categories":6754},[182],{"categories":6756},[182],{"categories":6758},[190],{"categories":6760},[182],{"categories":6762},[195],{"categories":6764},[282],{"categories":6766},[],{"categories":6768},[182],{"categories":6770},[233],{"categories":6772},[195],{"categories":6774},[182],{"categories":6776},[182],{"categories":6778},[],{"categories":6780},[182],{"categories":6782},[182],{"categories":6784},[230],{"categories":6786},[182],{"categories":6788},[182],{"categories":6790},[195],{"categories":6792},[311],{"categories":6794},[],{"categories":6796},[],{"categories":6798},[137],{"categories":6800},[182],{"categories":6802},[182],{"categories":6804},[230],{"categories":6806},[182],{"categories":6808},[137],{"categories":6810},[230],{"categories":6812},[182],{"categories":6814},[182],{"categories":6816},[311],{"categories":6818},[233],{"categories":6820},[182],{"categories":6822},[182],{"categories":6824},[185],{"categories":6826},[195],{"categories":6828},[182],{"categories":6830},[182],{"categories":6832},[195],{"categories":6834},[190],{"categories":6836},[195],{"categories":6838},[137],{"categories":6840},[182],{"categories":6842},[190],{"categories":6844},[],{"categories":6846},[182],{"categories":6848},[233],{"categories":6850},[182],{"categories":6852},[182],{"categories":6854},[],{"categories":6856},[230],{"categories":6858},[182],{"categories":6860},[195],{"categories":6862},[233],{"categories":6864},[182],{"categories":6866},[137],{"categories":6868},[137],{"categories":6870},[137],{"categories":6872},[182],{"categories":6874},[195],{"categories":6876},[195],{"categories":6878},[182],{"categories":6880},[195],{"categories":6882},[182],{"categories":6884},[182],{"categories":6886},[282],{"categories":6888},[233],{"categories":6890},[233],{"categories":6892},[],{"categories":6894},[230],{"categories":6896},[182],{"categories":6898},[182],{"categories":6900},[137],{"categories":6902},[],{"categories":6904},[230],{"categories":6906},[230],{"categories":6908},[230],{"categories":6910},[],{"categories":6912},[195],{"categories":6914},[182],{"categories":6916},[],{"categories":6918},[185],{"categories":6920},[190],{"categories":6922},[],{"categories":6924},[182],{"categories":6926},[182],{"categories":6928},[],{"categories":6930},[137],{"categories":6932},[],{"categories":6934},[],{"categories":6936},[],{"categories":6938},[],{"categories":6940},[182],{"categories":6942},[230],{"categories":6944},[],{"categories":6946},[],{"categories":6948},[182],{"categories":6950},[182],{"categories":6952},[182],{"categories":6954},[233],{"categories":6956},[182],{"categories":6958},[233],{"categories":6960},[],{"categories":6962},[233],{"categories":6964},[233],{"categories":6966},[352],{"categories":6968},[195],{"categories":6970},[137],{"categories":6972},[],{"categories":6974},[],{"categories":6976},[233],{"categories":6978},[137],{"categories":6980},[137],{"categories":6982},[137],{"categories":6984},[],{"categories":6986},[185],{"categories":6988},[137],{"categories":6990},[137],{"categories":6992},[185],{"categories":6994},[137],{"categories":6996},[190],{"categories":6998},[137],{"categories":7000},[137],{"categories":7002},[137],{"categories":7004},[233],{"categories":7006},[230],{"categories":7008},[230],{"categories":7010},[182],{"categories":7012},[137],{"categories":7014},[233],{"categories":7016},[352],{"categories":7018},[233],{"categories":7020},[233],{"categories":7022},[233],{"categories":7024},[],{"categories":7026},[190],{"categories":7028},[],{"categories":7030},[352],{"categories":7032},[137],{"categories":7034},[137],{"categories":7036},[137],{"categories":7038},[195],{"categories":7040},[230,190],{"categories":7042},[233],{"categories":7044},[],{"categories":7046},[],{"categories":7048},[233],{"categories":7050},[],{"categories":7052},[233],{"categories":7054},[230],{"categories":7056},[195],{"categories":7058},[],{"categories":7060},[137],{"categories":7062},[182],{"categories":7064},[282],{"categories":7066},[],{"categories":7068},[182],{"categories":7070},[],{"categories":7072},[230],{"categories":7074},[185],{"categories":7076},[233],{"categories":7078},[],{"categories":7080},[137],{"categories":7082},[230],[7084,7164,7256,7331],{"id":7085,"title":7086,"ai":7087,"body":7092,"categories":7135,"created_at":138,"date_modified":138,"description":130,"extension":139,"faq":138,"featured":140,"kicker_label":138,"meta":7136,"navigation":159,"path":7148,"published_at":7149,"question":138,"scraped_at":7150,"seo":7151,"sitemap":7152,"source_id":7153,"source_name":166,"source_type":167,"source_url":7154,"stem":7155,"tags":7156,"thumbnail_url":7159,"tldr":7160,"tweet":7161,"unknown_tags":7162,"__hash__":7163},"summaries\u002Fsummaries\u002F651fed1d5a363187-building-dynamic-experiences-with-genui-and-agenti-summary.md","Building Dynamic Experiences with GenUI and Agentic Workflows",{"provider":7,"model":8,"input_tokens":7088,"output_tokens":7089,"processing_time_ms":7090,"cost_usd":7091},4547,507,3057,0.00189725,{"type":14,"value":7093,"toc":7131},[7094,7098,7101,7105,7108,7128],[17,7095,7097],{"id":7096},"the-shift-to-agent-to-ui-a2ui","The Shift to Agent-to-UI (A2UI)",[22,7099,7100],{},"GenUI, or Agent-to-UI, represents a shift from static application interfaces to dynamic, on-demand experiences. Instead of developers hard-coding every possible screen, the application uses an AI agent (in this case, Gemini) to negotiate content with the user and then assemble the UI components in real-time. This allows the application to adapt to individual user preferences, such as customizing a coffee latte design based on a user's specific \"happy place\" description.",[17,7102,7104],{"id":7103},"practical-implementation-and-personalization","Practical Implementation and Personalization",[22,7106,7107],{},"The GenLatte demo illustrates how this paradigm functions in a production-like environment using Flutter and Firebase. The workflow involves three distinct stages:",[26,7109,7110,7116,7122],{},[29,7111,7112,7115],{},[32,7113,7114],{},"Negotiation:"," The user interacts with an AI agent to define their requirements (e.g., describing a scene with specific elements like dragons in Las Vegas).",[29,7117,7118,7121],{},[32,7119,7120],{},"Generation:"," Gemini processes these requirements to generate both the visual content and the necessary UI structure to present options to the user.",[29,7123,7124,7127],{},[32,7125,7126],{},"Refinement:"," Users can \"tweak\" the output, allowing the agent to adjust the generated content to meet their specific tastes before finalizing the experience.",[22,7129,7130],{},"This approach moves the limit of app development from the developer's pre-defined constraints to the user's imagination. Beyond coffee art, this pattern is applicable to any domain requiring high levels of personalization, such as retail (matching new clothes to an existing wardrobe) or restaurant ordering (customizing dishes based on available ingredients).",{"title":130,"searchDepth":131,"depth":131,"links":7132},[7133,7134],{"id":7096,"depth":131,"text":7097},{"id":7103,"depth":131,"text":7104},[182],{"content_references":7137,"triage":7146},[7138,7141,7143],{"type":144,"title":85,"url":7139,"context":7140},"https:\u002F\u002Fflutter.dev","mentioned",{"type":144,"title":70,"url":7142,"context":7140},"https:\u002F\u002Ffirebase.google.com",{"type":144,"title":7144,"url":7145,"context":7140},"Gemini","https:\u002F\u002Fgemini.google.com",{"relevance":155,"novelty":156,"quality":156,"actionability":156,"composite":157,"reasoning":7147},"Category: Design & Frontend. The article discusses the innovative GenUI framework that allows for dynamic, personalized user interfaces using AI agents, addressing a key pain point for designers and developers in creating adaptable applications. It provides a clear implementation workflow that can be directly applied in product development, making it actionable for the audience.","\u002Fsummaries\u002F651fed1d5a363187-building-dynamic-experiences-with-genui-and-agenti-summary","2026-06-15 16:00:19","2026-06-16 12:56:40",{"title":7086,"description":130},{"loc":7148},"651fed1d5a363187","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DHWiny5bjJc","summaries\u002F651fed1d5a363187-building-dynamic-experiences-with-genui-and-agenti-summary",[7157,7158,171,173],"ui-ux","agents","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FDHWiny5bjJc\u002Fhqdefault.jpg","GenUI (Agent-to-UI) enables applications to generate custom user interfaces on-demand using Gemini, allowing for real-time personalization that goes beyond static design.","A demo from Google Cloud Next '26 showcasing [GenUI](https:\u002F\u002Fgoo.gle\u002F4vEfJan) (Agent-to-UI), where a [Flutter](https:\u002F\u002Fgoo.gle\u002F4unv51W) app uses [Gemini](https:\u002F\u002Fgoo.gle\u002F43UKGuV) to generate and refine images for a latte printer. It serves as a high-level conceptual pitch for how [A2UI](https:\u002F\u002Fgoo.gle\u002F4xl85mY) can dynamically assemble app interfaces based on user input.",[171,173],"mls4DIfGmYvvvxJx7gHCDpRdhAvW_gPhmGiMvpe9GYA",{"id":7165,"title":7166,"ai":7167,"body":7173,"categories":7241,"created_at":138,"date_modified":138,"description":130,"extension":139,"faq":138,"featured":140,"kicker_label":138,"meta":7242,"navigation":159,"path":7243,"published_at":7244,"question":138,"scraped_at":138,"seo":7245,"sitemap":7246,"source_id":7247,"source_name":7248,"source_type":7249,"source_url":7250,"stem":7251,"tags":7252,"thumbnail_url":138,"tldr":7253,"tweet":138,"unknown_tags":7254,"__hash__":7255},"summaries\u002Fsummaries\u002Fai-engineers-profile-data-i-o-before-models-summary.md","AI Engineers: Profile Data\u002FI\u002FO Before Models",{"provider":7,"model":7168,"input_tokens":7169,"output_tokens":7170,"processing_time_ms":7171,"cost_usd":7172},"x-ai\u002Fgrok-4.1-fast",3633,903,9538,0.00071115,{"type":14,"value":7174,"toc":7237},[7175,7179,7182,7186,7189,7192,7230,7233],[17,7176,7178],{"id":7177},"scale-demands-robust-python-beyond-models","Scale Demands Robust Python Beyond Models",[22,7180,7181],{},"AI engineering requires Python code that handles scale, data volumes, and long-term reliability, not just functional scripts. Engineers often waste time (and GPU credits) on model tweaks when issues stem from elsewhere, turning debugging into archaeology after initial successes like training models or pip-installing libraries.",[17,7183,7185],{"id":7184},"true-bottlenecks-hide-in-data-pipelines","True Bottlenecks Hide in Data Pipelines",[22,7187,7188],{},"Obsessing over model architecture misses the point: 80–90% of time is spent on data loading, preprocessing, I\u002FO operations, and glue code. Slow training loops rarely need model changes—profile the full stack first.",[22,7190,7191],{},"Example profiling code reveals data loading costs:",[7193,7194,7198],"pre",{"className":7195,"code":7196,"language":7197,"meta":130,"style":130},"language-python shiki shiki-themes github-light github-dark","import time\nstart = time.time()\n# simulate data loading\ndata = [i for i in range(10_000_000)]\nprint(f\"Time taken: {time.time() - start:.2f}s\")\n","python",[7199,7200,7201,7209,7214,7220,7225],"code",{"__ignoreMap":130},[7202,7203,7206],"span",{"class":7204,"line":7205},"line",1,[7202,7207,7208],{},"import time\n",[7202,7210,7211],{"class":7204,"line":131},[7202,7212,7213],{},"start = time.time()\n",[7202,7215,7217],{"class":7204,"line":7216},3,[7202,7218,7219],{},"# simulate data loading\n",[7202,7221,7222],{"class":7204,"line":156},[7202,7223,7224],{},"data = [i for i in range(10_000_000)]\n",[7202,7226,7227],{"class":7204,"line":155},[7202,7228,7229],{},"print(f\"Time taken: {time.time() - start:.2f}s\")\n",[22,7231,7232],{},"This demonstrates how non-model operations dominate runtime, forcing a shift from model-centric fixes to holistic optimization.",[7234,7235,7236],"style",{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":130,"searchDepth":131,"depth":131,"links":7238},[7239,7240],{"id":7177,"depth":131,"text":7178},{"id":7184,"depth":131,"text":7185},[137],{},"\u002Fsummaries\u002Fai-engineers-profile-data-i-o-before-models-summary","2026-04-08 21:21:17",{"title":7166,"description":130},{"loc":7243},"38de45bd32930456","Python in Plain English","article","https:\u002F\u002Funknown","summaries\u002Fai-engineers-profile-data-i-o-before-models-summary",[7197,171],"80-90% of AI engineering time goes to data loading, preprocessing, and I\u002FO—not models. Profile everything else first to find real bottlenecks.",[171],"-PtXDIqYr6sji4lvGzxXF_vJSWJqWfZyHxjXaw87bXU",{"id":7257,"title":7258,"ai":7259,"body":7264,"categories":7298,"created_at":138,"date_modified":138,"description":130,"extension":139,"faq":138,"featured":140,"kicker_label":138,"meta":7299,"navigation":159,"path":7315,"published_at":7316,"question":138,"scraped_at":7317,"seo":7318,"sitemap":7319,"source_id":7320,"source_name":7321,"source_type":7249,"source_url":7322,"stem":7323,"tags":7324,"thumbnail_url":138,"tldr":7327,"tweet":7328,"unknown_tags":7329,"__hash__":7330},"summaries\u002Fsummaries\u002F950818195207908c-zig-rejects-bun-s-fork-over-llm-policy-and-flawed-summary.md","Zig Rejects Bun's Fork Over LLM Policy and Flawed Speed Hack",{"provider":7,"model":7168,"input_tokens":7260,"output_tokens":7261,"processing_time_ms":7262,"cost_usd":7263},7558,1728,26570,0.00235295,{"type":14,"value":7265,"toc":7293},[7266,7270,7273,7276,7280,7283,7286,7290],[17,7267,7269],{"id":7268},"buns-fork-accelerates-builds-but-introduces-risks","Bun's Fork Accelerates Builds but Introduces Risks",[22,7271,7272],{},"Bun forked Zig to enable parallel semantic analysis, achieving up to 4x faster debug builds and boosting internal development velocity, as shown in parallel build examples. This change, generated via LLM (likely Claude), cannot be upstreamed due to Zig's strict no-LLM policy in its code of conduct, which bans AI-authored code, issues, PRs, and even comments—including translations. Enforcement is challenging: tools like tab autocomplete might qualify as LLM use, while obvious LLM slop (e.g., 10k unworking lines) is detectable, but subtle integration isn't. Bun has no plans to upstream, sparking debates on whether Zig will \"get left behind\" without AI velocity.",[22,7274,7275],{},"Zig's decade-long development (since 2015-2016) remains pre-1.0 with breaking minor releases, yet delivers polished features like async\u002Fawait after years of refinement. The author values this deliberate pace over rushed LLM outputs, noting Bun's fork skips Zig's rewritten type resolution semantics, leading to order-dependent, non-deterministic compilation errors (e.g., random nonsense failures 30% of the time). No speedup justifies such instability for serious developers—rerolling builds isn't viable beyond extreme cases like 1-hour compiles.",[17,7277,7279],{"id":7278},"zigs-superior-path-custom-backend-trumps-parallel-hacks","Zig's Superior Path: Custom Backend Trumps Parallel Hacks",[22,7281,7282],{},"Zig's response clarifies AI is irrelevant; the fork's changes aren't desirable upstream because they hack around unsolved design problems. Instead, Zig has a mostly working parallel analysis internally but focuses on the real bottleneck: LLVM. Their experimental custom backend, combined with incremental builds (already on macOS\u002FLinux), delivers orders-of-magnitude faster compilation—from 40 seconds to 0.5 seconds—without regressions or flashiness. This well-thought approach avoids myopic optimizations, ensuring deterministic, reliable outputs that serve users long-term.",[22,7284,7285],{},"Good engineering demands care over headlines: Bun's LLM spike proved a point but missed deeper issues already in progress. Collaborating with Zig's team or researching existing work could have aligned efforts, rather than forking an MIT-licensed project amid hype.",[17,7287,7289],{"id":7288},"open-source-tensions-mit-forks-corporate-ai-and-culture-clash","Open-Source Tensions: MIT Forks, Corporate AI, and Culture Clash",[22,7291,7292],{},"MIT licensing invites forks like Bun's (backed by Anthropic's infinite tokens), but feels \"greasy\" when corporations diverge from indie efforts—Zig's creator Andrew Lorimer funds it meagerly (e.g., $150\u002Fmonth donations). Critics rage at Zig's no-LLM stance as anti-velocity, ignoring 10 years of wisdom yielding a \"pragmatic C.\" The author dislikes Anthropic's adversarial vibe (e.g., hyping dangerous models like Claude Mythos while profiting) and questions if permissive licenses will deter creators amid AI slop. Zig fosters a no-AI contributor culture, which is valid despite Twitter backlash—rushing via English prompts risks unmaintainable code, while slow craftsmanship builds enduring languages.",{"title":130,"searchDepth":131,"depth":131,"links":7294},[7295,7296,7297],{"id":7268,"depth":131,"text":7269},{"id":7278,"depth":131,"text":7279},{"id":7288,"depth":131,"text":7289},[137],{"content_references":7300,"triage":7312},[7301,7306,7309],{"type":7302,"title":7303,"url":7304,"context":7305},"other","Bun's Zig fork announcement","https:\u002F\u002Fx.com\u002Fbunjavascript\u002Fstatus\u002F2048428104893542781","cited",{"type":7302,"title":7307,"url":7308,"context":7305},"Bun's Zig fork got 4x faster compilation times","https:\u002F\u002Fziggit.dev\u002Ft\u002Fbun-s-zig-fork-got-4x-faster-compilation-times\u002F15183\u002F19",{"type":144,"title":7310,"url":7311,"context":7140},"Code Rabbit","https:\u002F\u002Ftrm.sh\u002Fcoderabbit",{"relevance":7216,"novelty":7216,"quality":156,"actionability":131,"composite":7313,"reasoning":7314},3.05,"Category: AI & LLMs. The article discusses the implications of using LLMs in software engineering, specifically in the context of build speed and code quality, which is relevant to the audience. However, it primarily focuses on a debate rather than providing actionable insights or frameworks that the audience can implement.","\u002Fsummaries\u002F950818195207908c-zig-rejects-bun-s-fork-over-llm-policy-and-flawed-summary","2026-05-08 13:00:03","2026-05-09 15:17:23",{"title":7258,"description":130},{"loc":7315},"a3bf2a892678ef3e","The PrimeTime","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=1zBrQFpbK1U","summaries\u002F950818195207908c-zig-rejects-bun-s-fork-over-llm-policy-and-flawed-summary",[7325,7326,171],"open-source","software-engineering","Bun's Zig fork uses LLM for 4x faster debug builds via parallel analysis, but Zig rejects it for non-determinism risks and upstream incompatibility; Zig prioritizes careful engineering with LLVM bypass for true 40s-to-0.5s speedups.","Primeagen reacts to [Bun's tweet](https:\u002F\u002Fx.com\u002Fbunjavascript\u002Fstatus\u002F2048428104893542781) announcing a Zig fork with 4x faster debug builds, blocked from upstreaming by Zig's strict no-LLM policy, then yaps on dev velocity, enforcement challenges, and AI's role in OSS futures.",[7326,171],"eK_MGIgi-z8fqes7mwmD60TNhN40VB5T5_SS0Q3aJu4",{"id":7332,"title":7333,"ai":7334,"body":7339,"categories":7373,"created_at":138,"date_modified":138,"description":130,"extension":139,"faq":138,"featured":140,"kicker_label":138,"meta":7374,"navigation":159,"path":7387,"published_at":7388,"question":138,"scraped_at":7389,"seo":7390,"sitemap":7391,"source_id":7392,"source_name":7321,"source_type":7249,"source_url":7393,"stem":7394,"tags":7395,"thumbnail_url":138,"tldr":7397,"tweet":138,"unknown_tags":7398,"__hash__":7399},"summaries\u002Fsummaries\u002F0ca97dc5b7d8c842-ai-amplifies-experience-good-decisions-compound-summary.md","AI Amplifies Experience: Good Decisions Compound",{"provider":7,"model":7168,"input_tokens":7335,"output_tokens":7336,"processing_time_ms":7337,"cost_usd":7338},7512,1633,21502,0.0022964,{"type":14,"value":7340,"toc":7369},[7341,7345,7353,7359,7363,7366],[17,7342,7344],{"id":7343},"experience-outweighs-raw-code-output-in-ai-era","Experience Outweighs Raw Code Output in AI Era",[22,7346,7347,7348,7352],{},"ThePrimeagen shares his crisis after 20 years of intense programming—6,000 days honing skills across Go, JavaScript, C, Rust, Zig, and 14 years mastering Vim motions. He once cranked 15,000 lines of code weekly without aids, building tools like Pacman perturbers to test JS-to-HDMI latency. Yet AI hype, with figures like Gary Tan claiming 37,000 LOC daily, sparked doubt: Is value just 'taste' (pretty UIs) or lines of code? No—AI drops code cost to near-zero, skyrocketing the premium on ",[7349,7350,7351],"em",{},"right"," code. Bad choices compound exponentially (2^n problem, not linear), like forking Chromium, which takes 6 hours to compile on 2023-2025 hardware. AI's 'internal monologues' lead here without human guidance, ignoring alternatives like stdin\u002Fstdout over web servers or when to denormalize Boyce-Codd databases.",[22,7354,7355,7356,90],{},"His 'two-by-four moments' crystallized this. First, walking into a literal 2x4 board while obsessing over a job switch to WebFilings (now Workiva), which shaped his engineering rigor—he fabricated fears until reality hit. Second, spotting an AI suggesting Chromium forks for a 'trivial' web issue, revealing how experience avoids such traps. These decisions, earned through 6-hour debug sessions over 5-minute manual reads, multiply AI's power: generate parsers instantly, but maintainability demands knowing ",[7349,7357,7358],{},"why",[17,7360,7362],{"id":7361},"gain-toxic-productivity-through-failure-not-speed","Gain 'Toxic Productivity' Through Failure, Not Speed",[22,7364,7365],{},"Forget constant shippable outputs—true productivity is 'toxic' in chasing endless experience over instant wins. ThePrimeagen's biggest lessons came from repeated failures, not friendly manuals. For juniors: AI lowers barriers (e.g., 'write an OCaml parser' works), but don't fear irrelevance. Even if you never type again, decision-making endures—why this data format? Why serialize? Pizza analogy: Infinite toppings (cheap code) yield garbage; restraint from experience crafts mastery.",[22,7367,7368],{},"He counters AGI panic (daily Twitter 'achievements') and predictions like Dario Amodei's 'coding gone in 12 months.' Good engineering judgment can't vanish; it guides AI multipliers. Ending with DHH: 'It's fun to be competent.' Ship with Neovim or VS Code themes via AI, but competence compounds over hype.",{"title":130,"searchDepth":131,"depth":131,"links":7370},[7371,7372],{"id":7343,"depth":131,"text":7344},{"id":7361,"depth":131,"text":7362},[137],{"content_references":7375,"triage":7384},[7376,7379,7382],{"type":7377,"title":7378,"context":7140},"event","Omicron",{"type":144,"title":7380,"url":7381,"context":146},"Dell XPS","https:\u002F\u002Ftrm.sh\u002Fdell",{"type":7302,"title":7383,"context":7140},"Workiva (formerly WebFilings)",{"relevance":7216,"novelty":7216,"quality":156,"actionability":7216,"composite":7385,"reasoning":7386},3.25,"Category: AI & LLMs. The article discusses the implications of AI on software engineering and decision-making, which aligns with the audience's interest in practical applications of AI. It provides insights into the value of experience in coding, but lacks specific frameworks or actionable steps for implementation.","\u002Fsummaries\u002F0ca97dc5b7d8c842-ai-amplifies-experience-good-decisions-compound-summary","2026-04-30 15:41:32","2026-05-03 16:49:48",{"title":7333,"description":130},{"loc":7387},"5f6e4585d4499a07","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=V-ZvAw_VNk4","summaries\u002F0ca97dc5b7d8c842-ai-amplifies-experience-good-decisions-compound-summary",[7326,7396,171],"dev-productivity","After 20 years and 6,000 days of coding, ThePrimeagen feared AI devalued his skills—but realized experience prevents catastrophic choices like forking Chromium, making right decisions exponentially more valuable as code becomes cheap.",[7326,7396,171],"4rGj4_nR4Il9SmOlZuID0YIEdOtXrEe_6NMO4zq8gkw"]