[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-459620b18023e9cd-building-production-grade-ai-agents-with-go-and-fl-summary":3,"summaries-facets-categories":183,"summary-related-459620b18023e9cd-building-production-grade-ai-agents-with-go-and-fl-summary":5757},{"id":4,"title":5,"ai":6,"body":13,"categories":139,"created_at":141,"date_modified":141,"description":133,"extension":142,"faq":141,"featured":143,"kicker_label":141,"meta":144,"navigation":162,"path":163,"published_at":164,"question":141,"scraped_at":165,"seo":166,"sitemap":167,"source_id":168,"source_name":169,"source_type":170,"source_url":171,"stem":172,"tags":173,"thumbnail_url":178,"tldr":179,"tweet":180,"unknown_tags":181,"__hash__":182},"summaries\u002Fsummaries\u002F459620b18023e9cd-building-production-grade-ai-agents-with-go-and-fl-summary.md","Building Production-Grade AI Agents with Go and Flutter",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",9821,830,4049,0.00370025,{"type":14,"value":15,"toc":132},"minimark",[16,21,25,28,51,55,58,101,105,108],[17,18,20],"h2",{"id":19},"architecture-and-agent-orchestration","Architecture and Agent Orchestration",[22,23,24],"p",{},"To move beyond simple AI demos, this approach separates the frontend (Flutter) from a robust backend (Go) using the Agent Development Kit (ADK). The system relies on a single binary deployed to Cloud Run, which manages multiple agents that communicate via HTTP.",[22,26,27],{},"Key architectural components include:",[29,30,31,39,45],"ul",{},[32,33,34,38],"li",{},[35,36,37],"strong",{},"Session Management:"," The backend tracks conversation history using session IDs, allowing agents to maintain context across multiple turns—essential for iterative tasks like styling recommendations.",[32,40,41,44],{},[35,42,43],{},"Artifact Storage:"," To keep API responses lightweight, the system does not send raw image data in JSON. Instead, agents save generated images to Google Cloud Storage and return a reference name, which the frontend uses to fetch the asset separately.",[32,46,47,50],{},[35,48,49],{},"Agent Loop:"," Each agent follows a cycle of receiving a message, deciding on a tool call or delegation, and returning a response. This loop allows for complex workflows, such as a 'Styling Agent' delegating to a 'Catalog Agent' to retrieve product data.",[17,52,54],{"id":53},"implementing-agents-with-adk","Implementing Agents with ADK",[22,56,57],{},"ADK provides the structure necessary to turn LLMs into functional agents.",[29,59,60,75,85,91],{},[32,61,62,65,66,70,71,74],{},[35,63,64],{},"Tool Calling:"," Agents are equipped with specific Go functions (e.g., ",[67,68,69],"code",{},"list_products",", ",[67,72,73],{},"get_product_image",") that allow them to interact with databases or external APIs.",[32,76,77,80,81,84],{},[35,78,79],{},"Instruction Management:"," Prompts are stored in ",[67,82,83],{},"instruction.md"," files and embedded into the Go binary, keeping the codebase clean and separating logic from instructions.",[32,86,87,90],{},[35,88,89],{},"Development UI:"," The ADK includes a built-in web UI that allows developers to chat with agents, inspect events, and view artifacts in real-time, significantly simplifying the debugging process.",[32,92,93,96,97,100],{},[35,94,95],{},"Callbacks:"," Hooks like ",[67,98,99],{},"BeforeModelCallback"," allow developers to intercept agent execution—for example, to automatically save user-uploaded images to artifact storage for easier tracking.",[17,102,104],{"id":103},"frontend-integration-with-flutter","Frontend Integration with Flutter",[22,106,107],{},"The Flutter application follows the Model-View-ViewModel (MVVM) pattern to ensure a clean separation of concerns.",[29,109,110,116,126],{},[32,111,112,115],{},[35,113,114],{},"State Management:"," The app uses Providers to encapsulate data (e.g., loading states, user images, outfit lists). When a provider updates, the UI automatically rebuilds, ensuring the interface stays in sync with the backend state.",[32,117,118,121,122,125],{},[35,119,120],{},"Declarative UI:"," By using ",[67,123,124],{},"AnimatedSwitcher"," and pattern matching, the app transitions smoothly between UI states (e.g., uploading, loading, displaying results).",[32,127,128,131],{},[35,129,130],{},"Cross-Platform Consistency:"," Because the backend is a standard REST API, the same Flutter codebase provides a consistent experience across web, iOS, and Android without requiring platform-specific logic for the AI features.",{"title":133,"searchDepth":134,"depth":134,"links":135},"",2,[136,137,138],{"id":19,"depth":134,"text":20},{"id":53,"depth":134,"text":54},{"id":103,"depth":134,"text":104},[140],"AI & LLMs",null,"md",false,{"content_references":145,"triage":157},[146,151,154],{"type":147,"title":148,"url":149,"context":150},"tool","Agent Development Kit (ADK)","https:\u002F\u002Fgoo.gle\u002F3R8jCFz","recommended",{"type":147,"title":152,"url":153,"context":150},"Flutter","https:\u002F\u002Fgoo.gle\u002F3R8jDt7",{"type":147,"title":155,"url":156,"context":150},"ADK Go","https:\u002F\u002Fgoo.gle\u002F4uJKpXc",{"relevance":158,"novelty":159,"quality":159,"actionability":158,"composite":160,"reasoning":161},5,4,4.55,"Category: AI & LLMs. This article provides a detailed guide on building production-grade AI agents using Go and Flutter, addressing practical applications that the target audience cares about, such as architecture and orchestration of AI agents. It includes actionable steps like using the Agent Development Kit and specific Go functions, making it highly relevant for developers looking to implement AI features.",true,"\u002Fsummaries\u002F459620b18023e9cd-building-production-grade-ai-agents-with-go-and-fl-summary","2026-05-21 22:02:28","2026-05-21 23:00:18",{"title":5,"description":133},{"loc":163},"459620b18023e9cd","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=zuYmRY4X0rg","summaries\u002F459620b18023e9cd-building-production-grade-ai-agents-with-go-and-fl-summary",[174,175,176,177],"ai-agents","golang","flutter","cloud-run","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FzuYmRY4X0rg\u002Fhqdefault.jpg","Learn to build a scalable AI-agent application using Google's Agent Development Kit (ADK) in Go, deployed on Cloud Run, with a cross-platform Flutter frontend.","This workshop demonstrates how to use the [Agent Development Kit (ADK)](https:\u002F\u002Fgoo.gle\u002F3R8jCFz) in Go to build a multi-agent backend for a [Flutter](https:\u002F\u002Fgoo.gle\u002F3R8jDt7) retail app. The presenters walk through a virtual fitting room and styling agent implementation, focusing on how to manage agent state, tool calling, and artifact storage on [Cloud Run](https:\u002F\u002Fgoo.gle\u002F4uJKpXc).",[174,175,176,177],"8hzQXTEUkGHvnxGW71NM_SWZ9qlY_DrcuIsmapXqb_w",[184,187,190,192,195,198,200,202,205,207,209,211,213,216,218,220,222,224,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,264,267,269,271,273,275,277,279,281,283,285,287,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,321,323,325,327,329,331,333,335,337,339,341,343,345,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,407,409,411,413,415,417,419,421,423,425,428,430,432,434,436,438,440,442,444,446,448,450,453,455,457,459,461,463,465,467,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,519,521,523,526,528,530,532,534,536,538,540,542,544,546,548,550,552,555,557,559,561,563,565,567,569,571,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,813,815,817,819,822,824,826,828,830,832,834,836,838,840,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755],{"categories":185},[186],"Developer Productivity",{"categories":188},[189],"Business & SaaS",{"categories":191},[140],{"categories":193},[194],"AI Automation",{"categories":196},[197],"Product Strategy",{"categories":199},[140],{"categories":201},[186],{"categories":203},[204],"Software Engineering",{"categories":206},[140],{"categories":208},[189],{"categories":210},[],{"categories":212},[140],{"categories":214},[215],"Inference & Serving",{"categories":217},[140],{"categories":219},[140],{"categories":221},[194],{"categories":223},[],{"categories":225},[226],"AI News & Trends",{"categories":228},[194],{"categories":230},[140],{"categories":232},[189],{"categories":234},[140],{"categories":236},[194],{"categories":238},[226],{"categories":240},[194],{"categories":242},[194],{"categories":244},[140],{"categories":246},[194],{"categories":248},[140],{"categories":250},[140],{"categories":252},[140],{"categories":254},[226],{"categories":256},[140],{"categories":258},[140],{"categories":260},[],{"categories":262},[263],"Design & Frontend",{"categories":265},[266],"Data Science & Visualization",{"categories":268},[226],{"categories":270},[140],{"categories":272},[140],{"categories":274},[],{"categories":276},[140],{"categories":278},[194],{"categories":280},[204],{"categories":282},[140],{"categories":284},[194],{"categories":286},[140],{"categories":288},[289],"Marketing & Growth",{"categories":291},[263],{"categories":293},[140],{"categories":295},[194],{"categories":297},[140],{"categories":299},[],{"categories":301},[],{"categories":303},[263],{"categories":305},[140],{"categories":307},[194],{"categories":309},[186],{"categories":311},[204],{"categories":313},[263],{"categories":315},[140],{"categories":317},[204],{"categories":319},[320],"DevOps & Cloud",{"categories":322},[194],{"categories":324},[197],{"categories":326},[226],{"categories":328},[140],{"categories":330},[],{"categories":332},[140],{"categories":334},[],{"categories":336},[194],{"categories":338},[204],{"categories":340},[],{"categories":342},[204],{"categories":344},[140],{"categories":346},[347],"Governance & Standards",{"categories":349},[189],{"categories":351},[],{"categories":353},[],{"categories":355},[140],{"categories":357},[140],{"categories":359},[194],{"categories":361},[140],{"categories":363},[140],{"categories":365},[194],{"categories":367},[140],{"categories":369},[140],{"categories":371},[140],{"categories":373},[],{"categories":375},[204],{"categories":377},[],{"categories":379},[],{"categories":381},[204],{"categories":383},[],{"categories":385},[204],{"categories":387},[140],{"categories":389},[140],{"categories":391},[289],{"categories":393},[140],{"categories":395},[263],{"categories":397},[263],{"categories":399},[140],{"categories":401},[204],{"categories":403},[194],{"categories":405},[406],"GovTech & Public-Sector Adoption",{"categories":408},[204],{"categories":410},[140],{"categories":412},[140],{"categories":414},[194],{"categories":416},[194],{"categories":418},[266],{"categories":420},[140],{"categories":422},[226],{"categories":424},[194],{"categories":426},[427],"Legal AI Tools",{"categories":429},[194],{"categories":431},[289],{"categories":433},[194],{"categories":435},[197],{"categories":437},[204],{"categories":439},[406],{"categories":441},[],{"categories":443},[194],{"categories":445},[],{"categories":447},[194],{"categories":449},[194],{"categories":451},[452],"RAG & Retrieval",{"categories":454},[189],{"categories":456},[140],{"categories":458},[204],{"categories":460},[320],{"categories":462},[263],{"categories":464},[140],{"categories":466},[],{"categories":468},[469],"Agents & Orchestration",{"categories":471},[204],{"categories":473},[140],{"categories":475},[],{"categories":477},[194],{"categories":479},[189],{"categories":481},[],{"categories":483},[140],{"categories":485},[],{"categories":487},[186],{"categories":489},[204],{"categories":491},[189],{"categories":493},[140],{"categories":495},[140],{"categories":497},[226],{"categories":499},[140],{"categories":501},[],{"categories":503},[140],{"categories":505},[],{"categories":507},[204],{"categories":509},[266],{"categories":511},[],{"categories":513},[140],{"categories":515},[263],{"categories":517},[518],"Models & Frontier Labs",{"categories":520},[],{"categories":522},[263],{"categories":524},[525],"Regulation & Governance of AI",{"categories":527},[194],{"categories":529},[],{"categories":531},[140],{"categories":533},[140],{"categories":535},[194],{"categories":537},[226],{"categories":539},[189],{"categories":541},[140],{"categories":543},[],{"categories":545},[204],{"categories":547},[194],{"categories":549},[140],{"categories":551},[197],{"categories":553},[554],"AI Policy & Regulation",{"categories":556},[],{"categories":558},[140],{"categories":560},[197],{"categories":562},[194],{"categories":564},[140],{"categories":566},[194],{"categories":568},[],{"categories":570},[266],{"categories":572},[573],"Evals & Reliability",{"categories":575},[140],{"categories":577},[],{"categories":579},[186],{"categories":581},[406],{"categories":583},[554],{"categories":585},[140],{"categories":587},[189],{"categories":589},[140],{"categories":591},[194],{"categories":593},[140],{"categories":595},[194],{"categories":597},[469],{"categories":599},[140],{"categories":601},[204],{"categories":603},[140],{"categories":605},[],{"categories":607},[],{"categories":609},[140],{"categories":611},[406],{"categories":613},[140],{"categories":615},[140],{"categories":617},[],{"categories":619},[263],{"categories":621},[],{"categories":623},[140],{"categories":625},[],{"categories":627},[194],{"categories":629},[140],{"categories":631},[263],{"categories":633},[],{"categories":635},[140],{"categories":637},[194],{"categories":639},[140],{"categories":641},[189],{"categories":643},[194],{"categories":645},[140],{"categories":647},[140],{"categories":649},[204],{"categories":651},[263],{"categories":653},[194],{"categories":655},[],{"categories":657},[204],{"categories":659},[194],{"categories":661},[],{"categories":663},[226],{"categories":665},[],{"categories":667},[140],{"categories":669},[140],{"categories":671},[189,289],{"categories":673},[],{"categories":675},[140],{"categories":677},[140],{"categories":679},[194],{"categories":681},[],{"categories":683},[],{"categories":685},[140],{"categories":687},[263],{"categories":689},[140],{"categories":691},[],{"categories":693},[140],{"categories":695},[320],{"categories":697},[],{"categories":699},[194],{"categories":701},[226],{"categories":703},[140],{"categories":705},[263],{"categories":707},[],{"categories":709},[226],{"categories":711},[140],{"categories":713},[215],{"categories":715},[140],{"categories":717},[194],{"categories":719},[226],{"categories":721},[518],{"categories":723},[140],{"categories":725},[289],{"categories":727},[],{"categories":729},[194],{"categories":731},[189],{"categories":733},[204],{"categories":735},[140],{"categories":737},[194],{"categories":739},[],{"categories":741},[140,320],{"categories":743},[140],{"categories":745},[140],{"categories":747},[140],{"categories":749},[194],{"categories":751},[140,204],{"categories":753},[266],{"categories":755},[140],{"categories":757},[140],{"categories":759},[204],{"categories":761},[194],{"categories":763},[554],{"categories":765},[289],{"categories":767},[140],{"categories":769},[194],{"categories":771},[140],{"categories":773},[140],{"categories":775},[194],{"categories":777},[],{"categories":779},[140],{"categories":781},[194],{"categories":783},[140],{"categories":785},[140,189],{"categories":787},[189],{"categories":789},[],{"categories":791},[263],{"categories":793},[263],{"categories":795},[140],{"categories":797},[],{"categories":799},[],{"categories":801},[226],{"categories":803},[],{"categories":805},[186],{"categories":807},[140],{"categories":809},[204],{"categories":811},[812],"Generative UI & Design-to-Code",{"categories":814},[140],{"categories":816},[263],{"categories":818},[140],{"categories":820},[821],"Algorithmic Accountability",{"categories":823},[194],{"categories":825},[204],{"categories":827},[226],{"categories":829},[263],{"categories":831},[],{"categories":833},[140],{"categories":835},[140],{"categories":837},[140],{"categories":839},[194],{"categories":841},[842],"MLOps & Infrastructure",{"categories":844},[140],{"categories":846},[140],{"categories":848},[140],{"categories":850},[140],{"categories":852},[226],{"categories":854},[186],{"categories":856},[140],{"categories":858},[194],{"categories":860},[320],{"categories":862},[140],{"categories":864},[263],{"categories":866},[140],{"categories":868},[194],{"categories":870},[],{"categories":872},[],{"categories":874},[215],{"categories":876},[263],{"categories":878},[226],{"categories":880},[266],{"categories":882},[],{"categories":884},[140],{"categories":886},[140],{"categories":888},[189],{"categories":890},[140],{"categories":892},[140],{"categories":894},[140],{"categories":896},[226],{"categories":898},[215],{"categories":900},[140],{"categories":902},[263],{"categories":904},[],{"categories":906},[194],{"categories":908},[204],{"categories":910},[],{"categories":912},[140],{"categories":914},[140],{"categories":916},[194],{"categories":918},[204],{"categories":920},[140],{"categories":922},[266],{"categories":924},[],{"categories":926},[140],{"categories":928},[],{"categories":930},[140],{"categories":932},[],{"categories":934},[197],{"categories":936},[189],{"categories":938},[194],{"categories":940},[194],{"categories":942},[],{"categories":944},[186],{"categories":946},[140],{"categories":948},[189],{"categories":950},[226],{"categories":952},[186],{"categories":954},[],{"categories":956},[140],{"categories":958},[],{"categories":960},[],{"categories":962},[226],{"categories":964},[226],{"categories":966},[],{"categories":968},[469],{"categories":970},[140],{"categories":972},[263],{"categories":974},[204],{"categories":976},[],{"categories":978},[427],{"categories":980},[189],{"categories":982},[],{"categories":984},[],{"categories":986},[186],{"categories":988},[266],{"categories":990},[],{"categories":992},[289],{"categories":994},[194],{"categories":996},[189],{"categories":998},[194],{"categories":1000},[189],{"categories":1002},[204],{"categories":1004},[],{"categories":1006},[215],{"categories":1008},[197],{"categories":1010},[140],{"categories":1012},[263],{"categories":1014},[204],{"categories":1016},[189],{"categories":1018},[140],{"categories":1020},[194],{"categories":1022},[189],{"categories":1024},[140],{"categories":1026},[140],{"categories":1028},[],{"categories":1030},[],{"categories":1032},[204],{"categories":1034},[266],{"categories":1036},[197],{"categories":1038},[140],{"categories":1040},[194],{"categories":1042},[140],{"categories":1044},[],{"categories":1046},[226],{"categories":1048},[197],{"categories":1050},[140],{"categories":1052},[573],{"categories":1054},[320],{"categories":1056},[],{"categories":1058},[194],{"categories":1060},[],{"categories":1062},[186],{"categories":1064},[],{"categories":1066},[140],{"categories":1068},[140],{"categories":1070},[263],{"categories":1072},[289],{"categories":1074},[204],{"categories":1076},[194],{"categories":1078},[],{"categories":1080},[204],{"categories":1082},[186],{"categories":1084},[],{"categories":1086},[226],{"categories":1088},[140,320],{"categories":1090},[1091],"Design Systems for AI",{"categories":1093},[140],{"categories":1095},[226],{"categories":1097},[140],{"categories":1099},[140],{"categories":1101},[189],{"categories":1103},[140],{"categories":1105},[],{"categories":1107},[140],{"categories":1109},[140],{"categories":1111},[189],{"categories":1113},[140],{"categories":1115},[],{"categories":1117},[194],{"categories":1119},[204],{"categories":1121},[204],{"categories":1123},[263],{"categories":1125},[226],{"categories":1127},[266],{"categories":1129},[140],{"categories":1131},[186],{"categories":1133},[554],{"categories":1135},[140],{"categories":1137},[194],{"categories":1139},[140],{"categories":1141},[204],{"categories":1143},[204],{"categories":1145},[],{"categories":1147},[],{"categories":1149},[194],{"categories":1151},[197],{"categories":1153},[],{"categories":1155},[140],{"categories":1157},[],{"categories":1159},[263],{"categories":1161},[194],{"categories":1163},[204],{"categories":1165},[263],{"categories":1167},[140],{"categories":1169},[263],{"categories":1171},[],{"categories":1173},[],{"categories":1175},[226],{"categories":1177},[194],{"categories":1179},[194],{"categories":1181},[140],{"categories":1183},[140],{"categories":1185},[140],{"categories":1187},[189],{"categories":1189},[140],{"categories":1191},[140],{"categories":1193},[],{"categories":1195},[204],{"categories":1197},[204],{"categories":1199},[140],{"categories":1201},[204],{"categories":1203},[189],{"categories":1205},[],{"categories":1207},[140],{"categories":1209},[140],{"categories":1211},[140],{"categories":1213},[194],{"categories":1215},[186],{"categories":1217},[189],{"categories":1219},[226],{"categories":1221},[194],{"categories":1223},[215],{"categories":1225},[289],{"categories":1227},[140],{"categories":1229},[194],{"categories":1231},[],{"categories":1233},[263],{"categories":1235},[],{"categories":1237},[140],{"categories":1239},[140],{"categories":1241},[],{"categories":1243},[204],{"categories":1245},[189],{"categories":1247},[1248],"Visual & Generative Media",{"categories":1250},[194],{"categories":1252},[],{"categories":1254},[140],{"categories":1256},[140],{"categories":1258},[320],{"categories":1260},[266],{"categories":1262},[554],{"categories":1264},[204],{"categories":1266},[289],{"categories":1268},[140],{"categories":1270},[263],{"categories":1272},[140],{"categories":1274},[204],{"categories":1276},[194],{"categories":1278},[],{"categories":1280},[],{"categories":1282},[194],{"categories":1284},[186],{"categories":1286},[194],{"categories":1288},[518],{"categories":1290},[140],{"categories":1292},[197],{"categories":1294},[189],{"categories":1296},[],{"categories":1298},[140],{"categories":1300},[197],{"categories":1302},[140],{"categories":1304},[140],{"categories":1306},[140],{"categories":1308},[140],{"categories":1310},[140],{"categories":1312},[289],{"categories":1314},[140],{"categories":1316},[469],{"categories":1318},[140],{"categories":1320},[140],{"categories":1322},[140],{"categories":1324},[140],{"categories":1326},[140],{"categories":1328},[263],{"categories":1330},[194],{"categories":1332},[],{"categories":1334},[194],{"categories":1336},[],{"categories":1338},[320],{"categories":1340},[204],{"categories":1342},[],{"categories":1344},[518],{"categories":1346},[194],{"categories":1348},[140],{"categories":1350},[263,140],{"categories":1352},[186],{"categories":1354},[],{"categories":1356},[140],{"categories":1358},[186],{"categories":1360},[1361],"Medical Imaging & Radiology",{"categories":1363},[263],{"categories":1365},[194],{"categories":1367},[204],{"categories":1369},[],{"categories":1371},[140],{"categories":1373},[140],{"categories":1375},[140],{"categories":1377},[],{"categories":1379},[],{"categories":1381},[140],{"categories":1383},[469],{"categories":1385},[140],{"categories":1387},[186],{"categories":1389},[140],{"categories":1391},[140],{"categories":1393},[],{"categories":1395},[194],{"categories":1397},[140],{"categories":1399},[197],{"categories":1401},[204],{"categories":1403},[140],{"categories":1405},[469],{"categories":1407},[140],{"categories":1409},[194],{"categories":1411},[140],{"categories":1413},[263],{"categories":1415},[194],{"categories":1417},[320],{"categories":1419},[263],{"categories":1421},[189],{"categories":1423},[194],{"categories":1425},[140],{"categories":1427},[140],{"categories":1429},[140],{"categories":1431},[140],{"categories":1433},[140],{"categories":1435},[194],{"categories":1437},[204],{"categories":1439},[140],{"categories":1441},[197],{"categories":1443},[],{"categories":1445},[226],{"categories":1447},[],{"categories":1449},[197],{"categories":1451},[194],{"categories":1453},[1091],{"categories":1455},[1091],{"categories":1457},[263],{"categories":1459},[140],{"categories":1461},[140],{"categories":1463},[194],{"categories":1465},[204],{"categories":1467},[263],{"categories":1469},[194],{"categories":1471},[226],{"categories":1473},[],{"categories":1475},[140],{"categories":1477},[],{"categories":1479},[140],{"categories":1481},[140],{"categories":1483},[140],{"categories":1485},[1486],"Contract Review & E-Discovery",{"categories":1488},[263],{"categories":1490},[140],{"categories":1492},[186],{"categories":1494},[226],{"categories":1496},[140],{"categories":1498},[140],{"categories":1500},[289],{"categories":1502},[204],{"categories":1504},[140],{"categories":1506},[140],{"categories":1508},[194],{"categories":1510},[194],{"categories":1512},[821],{"categories":1514},[194],{"categories":1516},[194],{"categories":1518},[140],{"categories":1520},[140],{"categories":1522},[194],{"categories":1524},[140],{"categories":1526},[469],{"categories":1528},[452],{"categories":1530},[140],{"categories":1532},[194],{"categories":1534},[140],{"categories":1536},[1537],"Law-Firm Practice & Adoption",{"categories":1539},[140],{"categories":1541},[194],{"categories":1543},[263],{"categories":1545},[140],{"categories":1547},[140],{"categories":1549},[],{"categories":1551},[],{"categories":1553},[204],{"categories":1555},[],{"categories":1557},[186],{"categories":1559},[320],{"categories":1561},[140],{"categories":1563},[],{"categories":1565},[186],{"categories":1567},[189],{"categories":1569},[140],{"categories":1571},[289],{"categories":1573},[],{"categories":1575},[189],{"categories":1577},[189],{"categories":1579},[],{"categories":1581},[140],{"categories":1583},[140],{"categories":1585},[204],{"categories":1587},[],{"categories":1589},[],{"categories":1591},[],{"categories":1593},[],{"categories":1595},[140],{"categories":1597},[194],{"categories":1599},[320],{"categories":1601},[140],{"categories":1603},[186],{"categories":1605},[204],{"categories":1607},[140],{"categories":1609},[140],{"categories":1611},[204],{"categories":1613},[197],{"categories":1615},[140],{"categories":1617},[842],{"categories":1619},[140],{"categories":1621},[289],{"categories":1623},[204],{"categories":1625},[189],{"categories":1627},[140],{"categories":1629},[140],{"categories":1631},[263],{"categories":1633},[140],{"categories":1635},[140],{"categories":1637},[140],{"categories":1639},[194],{"categories":1641},[140,186],{"categories":1643},[469],{"categories":1645},[140],{"categories":1647},[204],{"categories":1649},[204],{"categories":1651},[263],{"categories":1653},[194],{"categories":1655},[204],{"categories":1657},[140],{"categories":1659},[140],{"categories":1661},[],{"categories":1663},[],{"categories":1665},[140],{"categories":1667},[],{"categories":1669},[140],{"categories":1671},[204],{"categories":1673},[266],{"categories":1675},[226],{"categories":1677},[263],{"categories":1679},[140],{"categories":1681},[204],{"categories":1683},[],{"categories":1685},[194],{"categories":1687},[140],{"categories":1689},[140],{"categories":1691},[140],{"categories":1693},[140],{"categories":1695},[],{"categories":1697},[194],{"categories":1699},[140],{"categories":1701},[140],{"categories":1703},[],{"categories":1705},[194],{"categories":1707},[140],{"categories":1709},[140],{"categories":1711},[189],{"categories":1713},[140],{"categories":1715},[],{"categories":1717},[186],{"categories":1719},[140],{"categories":1721},[263],{"categories":1723},[204],{"categories":1725},[140],{"categories":1727},[186],{"categories":1729},[140],{"categories":1731},[204],{"categories":1733},[289],{"categories":1735},[194],{"categories":1737},[194],{"categories":1739},[140,263],{"categories":1741},[140],{"categories":1743},[226],{"categories":1745},[140],{"categories":1747},[226],{"categories":1749},[194],{"categories":1751},[263],{"categories":1753},[],{"categories":1755},[204],{"categories":1757},[320],{"categories":1759},[263],{"categories":1761},[204],{"categories":1763},[140],{"categories":1765},[197],{"categories":1767},[140],{"categories":1769},[194],{"categories":1771},[],{"categories":1773},[],{"categories":1775},[140],{"categories":1777},[],{"categories":1779},[],{"categories":1781},[197],{"categories":1783},[204],{"categories":1785},[140],{"categories":1787},[194],{"categories":1789},[194],{"categories":1791},[189],{"categories":1793},[194],{"categories":1795},[320],{"categories":1797},[140],{"categories":1799},[140],{"categories":1801},[215],{"categories":1803},[140],{"categories":1805},[140],{"categories":1807},[194],{"categories":1809},[140],{"categories":1811},[140],{"categories":1813},[427],{"categories":1815},[821],{"categories":1817},[],{"categories":1819},[263],{"categories":1821},[1537],{"categories":1823},[204],{"categories":1825},[],{"categories":1827},[],{"categories":1829},[194],{"categories":1831},[],{"categories":1833},[],{"categories":1835},[289],{"categories":1837},[289],{"categories":1839},[194],{"categories":1841},[204],{"categories":1843},[],{"categories":1845},[140],{"categories":1847},[140],{"categories":1849},[204],{"categories":1851},[1486],{"categories":1853},[263],{"categories":1855},[263],{"categories":1857},[140],{"categories":1859},[194],{"categories":1861},[186],{"categories":1863},[140],{"categories":1865},[140],{"categories":1867},[263],{"categories":1869},[263],{"categories":1871},[194],{"categories":1873},[194],{"categories":1875},[140],{"categories":1877},[],{"categories":1879},[140],{"categories":1881},[],{"categories":1883},[1884],"Interaction & Product Design",{"categories":1886},[140],{"categories":1888},[194],{"categories":1890},[347],{"categories":1892},[226],{"categories":1894},[204],{"categories":1896},[140],{"categories":1898},[140],{"categories":1900},[204],{"categories":1902},[186],{"categories":1904},[140],{"categories":1906},[],{"categories":1908},[194],{"categories":1910},[194],{"categories":1912},[],{"categories":1914},[204],{"categories":1916},[140],{"categories":1918},[186],{"categories":1920},[1884],{"categories":1922},[140],{"categories":1924},[186],{"categories":1926},[186],{"categories":1928},[],{"categories":1930},[204],{"categories":1932},[],{"categories":1934},[194],{"categories":1936},[226],{"categories":1938},[140],{"categories":1940},[194],{"categories":1942},[140],{"categories":1944},[194],{"categories":1946},[140],{"categories":1948},[226],{"categories":1950},[266],{"categories":1952},[140],{"categories":1954},[197],{"categories":1956},[204],{"categories":1958},[1959],"Coding Agents & Dev Productivity",{"categories":1961},[226],{"categories":1963},[263],{"categories":1965},[],{"categories":1967},[140],{"categories":1969},[821],{"categories":1971},[],{"categories":1973},[140],{"categories":1975},[140],{"categories":1977},[226],{"categories":1979},[],{"categories":1981},[],{"categories":1983},[140],{"categories":1985},[],{"categories":1987},[194],{"categories":1989},[140],{"categories":1991},[],{"categories":1993},[204],{"categories":1995},[204],{"categories":1997},[140],{"categories":1999},[266],{"categories":2001},[],{"categories":2003},[140],{"categories":2005},[140],{"categories":2007},[140],{"categories":2009},[266],{"categories":2011},[204],{"categories":2013},[],{"categories":2015},[],{"categories":2017},[194],{"categories":2019},[194],{"categories":2021},[406],{"categories":2023},[204],{"categories":2025},[204],{"categories":2027},[194],{"categories":2029},[226],{"categories":2031},[226],{"categories":2033},[194],{"categories":2035},[194],{"categories":2037},[140],{"categories":2039},[186],{"categories":2041},[1884],{"categories":2043},[140,320],{"categories":2045},[],{"categories":2047},[263],{"categories":2049},[204],{"categories":2051},[186],{"categories":2053},[140],{"categories":2055},[194],{"categories":2057},[2058],"The Designer's Role & Craft",{"categories":2060},[263],{"categories":2062},[],{"categories":2064},[194],{"categories":2066},[140],{"categories":2068},[194],{"categories":2070},[194],{"categories":2072},[140],{"categories":2074},[289],{"categories":2076},[140],{"categories":2078},[204],{"categories":2080},[263],{"categories":2082},[140],{"categories":2084},[],{"categories":2086},[194],{"categories":2088},[263],{"categories":2090},[140],{"categories":2092},[140],{"categories":2094},[2095],"AI UX Patterns",{"categories":2097},[194],{"categories":2099},[194],{"categories":2101},[194],{"categories":2103},[194],{"categories":2105},[289],{"categories":2107},[266],{"categories":2109},[140],{"categories":2111},[194],{"categories":2113},[140],{"categories":2115},[1091],{"categories":2117},[],{"categories":2119},[289],{"categories":2121},[226],{"categories":2123},[204],{"categories":2125},[140],{"categories":2127},[194],{"categories":2129},[],{"categories":2131},[],{"categories":2133},[140],{"categories":2135},[194],{"categories":2137},[140],{"categories":2139},[194],{"categories":2141},[406],{"categories":2143},[263],{"categories":2145},[226],{"categories":2147},[204],{"categories":2149},[140],{"categories":2151},[194],{"categories":2153},[194],{"categories":2155},[],{"categories":2157},[140],{"categories":2159},[],{"categories":2161},[],{"categories":2163},[140],{"categories":2165},[140],{"categories":2167},[194],{"categories":2169},[204],{"categories":2171},[],{"categories":2173},[],{"categories":2175},[266],{"categories":2177},[215],{"categories":2179},[140],{"categories":2181},[266],{"categories":2183},[226],{"categories":2185},[140],{"categories":2187},[140],{"categories":2189},[194],{"categories":2191},[194],{"categories":2193},[140],{"categories":2195},[194],{"categories":2197},[],{"categories":2199},[],{"categories":2201},[140],{"categories":2203},[320],{"categories":2205},[140],{"categories":2207},[],{"categories":2209},[],{"categories":2211},[263],{"categories":2213},[842],{"categories":2215},[194],{"categories":2217},[186],{"categories":2219},[2058],{"categories":2221},[],{"categories":2223},[],{"categories":2225},[140],{"categories":2227},[],{"categories":2229},[],{"categories":2231},[204],{"categories":2233},[226],{"categories":2235},[289],{"categories":2237},[189],{"categories":2239},[140],{"categories":2241},[140],{"categories":2243},[189],{"categories":2245},[],{"categories":2247},[263],{"categories":2249},[140],{"categories":2251},[194],{"categories":2253},[189],{"categories":2255},[140],{"categories":2257},[140],{"categories":2259},[186],{"categories":2261},[140],{"categories":2263},[],{"categories":2265},[186],{"categories":2267},[140],{"categories":2269},[289],{"categories":2271},[194],{"categories":2273},[226],{"categories":2275},[140],{"categories":2277},[189],{"categories":2279},[140],{"categories":2281},[140],{"categories":2283},[140],{"categories":2285},[194],{"categories":2287},[],{"categories":2289},[140],{"categories":2291},[204],{"categories":2293},[186],{"categories":2295},[140],{"categories":2297},[140],{"categories":2299},[],{"categories":2301},[469],{"categories":2303},[226],{"categories":2305},[140],{"categories":2307},[140],{"categories":2309},[],{"categories":2311},[189],{"categories":2313},[189],{"categories":2315},[140],{"categories":2317},[140],{"categories":2319},[197],{"categories":2321},[140],{"categories":2323},[140],{"categories":2325},[204],{"categories":2327},[204],{"categories":2329},[140],{"categories":2331},[],{"categories":2333},[204],{"categories":2335},[140],{"categories":2337},[204],{"categories":2339},[554],{"categories":2341},[],{"categories":2343},[],{"categories":2345},[140],{"categories":2347},[226],{"categories":2349},[],{"categories":2351},[320],{"categories":2353},[140],{"categories":2355},[140],{"categories":2357},[263],{"categories":2359},[812],{"categories":2361},[],{"categories":2363},[140],{"categories":2365},[140],{"categories":2367},[204],{"categories":2369},[140],{"categories":2371},[140],{"categories":2373},[140,320],{"categories":2375},[140],{"categories":2377},[140],{"categories":2379},[263],{"categories":2381},[194],{"categories":2383},[],{"categories":2385},[194],{"categories":2387},[194],{"categories":2389},[140],{"categories":2391},[140],{"categories":2393},[140],{"categories":2395},[266],{"categories":2397},[140],{"categories":2399},[2095],{"categories":2401},[186],{"categories":2403},[266],{"categories":2405},[186],{"categories":2407},[204],{"categories":2409},[263],{"categories":2411},[194],{"categories":2413},[140],{"categories":2415},[],{"categories":2417},[140],{"categories":2419},[226],{"categories":2421},[140],{"categories":2423},[194],{"categories":2425},[140],{"categories":2427},[140],{"categories":2429},[189],{"categories":2431},[],{"categories":2433},[320],{"categories":2435},[140],{"categories":2437},[406],{"categories":2439},[263],{"categories":2441},[263],{"categories":2443},[204],{"categories":2445},[194],{"categories":2447},[140],{"categories":2449},[189],{"categories":2451},[226],{"categories":2453},[140],{"categories":2455},[263],{"categories":2457},[194],{"categories":2459},[140],{"categories":2461},[140],{"categories":2463},[518],{"categories":2465},[],{"categories":2467},[140],{"categories":2469},[140],{"categories":2471},[140],{"categories":2473},[],{"categories":2475},[],{"categories":2477},[140],{"categories":2479},[140],{"categories":2481},[140],{"categories":2483},[140],{"categories":2485},[204],{"categories":2487},[140],{"categories":2489},[140],{"categories":2491},[194],{"categories":2493},[140],{"categories":2495},[140],{"categories":2497},[140],{"categories":2499},[140],{"categories":2501},[],{"categories":2503},[204],{"categories":2505},[266],{"categories":2507},[140],{"categories":2509},[194],{"categories":2511},[140],{"categories":2513},[],{"categories":2515},[],{"categories":2517},[140],{"categories":2519},[140],{"categories":2521},[140],{"categories":2523},[226],{"categories":2525},[],{"categories":2527},[140],{"categories":2529},[263],{"categories":2531},[140],{"categories":2533},[320],{"categories":2535},[1537],{"categories":2537},[226],{"categories":2539},[204],{"categories":2541},[204],{"categories":2543},[204],{"categories":2545},[226],{"categories":2547},[226],{"categories":2549},[320],{"categories":2551},[],{"categories":2553},[226],{"categories":2555},[140],{"categories":2557},[186],{"categories":2559},[204],{"categories":2561},[140],{"categories":2563},[226],{"categories":2565},[],{"categories":2567},[140],{"categories":2569},[204],{"categories":2571},[266],{"categories":2573},[140],{"categories":2575},[226],{"categories":2577},[140],{"categories":2579},[204],{"categories":2581},[194],{"categories":2583},[226],{"categories":2585},[194],{"categories":2587},[320],{"categories":2589},[194],{"categories":2591},[140],{"categories":2593},[140],{"categories":2595},[204],{"categories":2597},[140],{"categories":2599},[],{"categories":2601},[189],{"categories":2603},[204],{"categories":2605},[],{"categories":2607},[],{"categories":2609},[140],{"categories":2611},[194],{"categories":2613},[140],{"categories":2615},[2616],"Frameworks & Tooling",{"categories":2618},[140],{"categories":2620},[140],{"categories":2622},[204],{"categories":2624},[140],{"categories":2626},[140],{"categories":2628},[],{"categories":2630},[266],{"categories":2632},[266],{"categories":2634},[186],{"categories":2636},[194],{"categories":2638},[263],{"categories":2640},[],{"categories":2642},[1537],{"categories":2644},[140],{"categories":2646},[204],{"categories":2648},[140],{"categories":2650},[320],{"categories":2652},[320],{"categories":2654},[],{"categories":2656},[194],{"categories":2658},[226],{"categories":2660},[226],{"categories":2662},[140],{"categories":2664},[194],{"categories":2666},[],{"categories":2668},[263],{"categories":2670},[140],{"categories":2672},[140],{"categories":2674},[],{"categories":2676},[140],{"categories":2678},[],{"categories":2680},[204],{"categories":2682},[140],{"categories":2684},[204],{"categories":2686},[320],{"categories":2688},[140],{"categories":2690},[204],{"categories":2692},[189],{"categories":2694},[140],{"categories":2696},[1537],{"categories":2698},[],{"categories":2700},[194],{"categories":2702},[186],{"categories":2704},[186],{"categories":2706},[],{"categories":2708},[194],{"categories":2710},[140],{"categories":2712},[2713],"AI Design Tooling",{"categories":2715},[263],{"categories":2717},[140],{"categories":2719},[140],{"categories":2721},[204],{"categories":2723},[263],{"categories":2725},[140],{"categories":2727},[204],{"categories":2729},[226],{"categories":2731},[197],{"categories":2733},[204],{"categories":2735},[194],{"categories":2737},[],{"categories":2739},[140],{"categories":2741},[140],{"categories":2743},[194],{"categories":2745},[140],{"categories":2747},[140],{"categories":2749},[],{"categories":2751},[194],{"categories":2753},[2616],{"categories":2755},[140],{"categories":2757},[194],{"categories":2759},[194],{"categories":2761},[204],{"categories":2763},[204],{"categories":2765},[],{"categories":2767},[204],{"categories":2769},[140],{"categories":2771},[140],{"categories":2773},[194],{"categories":2775},[189],{"categories":2777},[140],{"categories":2779},[],{"categories":2781},[140],{"categories":2783},[1884],{"categories":2785},[],{"categories":2787},[140],{"categories":2789},[140],{"categories":2791},[],{"categories":2793},[140],{"categories":2795},[140],{"categories":2797},[140],{"categories":2799},[289],{"categories":2801},[226],{"categories":2803},[140],{"categories":2805},[140],{"categories":2807},[1537],{"categories":2809},[186],{"categories":2811},[140],{"categories":2813},[140],{"categories":2815},[266],{"categories":2817},[140],{"categories":2819},[226],{"categories":2821},[194],{"categories":2823},[],{"categories":2825},[140],{"categories":2827},[263],{"categories":2829},[140],{"categories":2831},[289],{"categories":2833},[140],{"categories":2835},[194],{"categories":2837},[],{"categories":2839},[],{"categories":2841},[],{"categories":2843},[186],{"categories":2845},[226],{"categories":2847},[194],{"categories":2849},[140],{"categories":2851},[140],{"categories":2853},[140],{"categories":2855},[427],{"categories":2857},[263],{"categories":2859},[194],{"categories":2861},[140],{"categories":2863},[],{"categories":2865},[194],{"categories":2867},[194],{"categories":2869},[],{"categories":2871},[140],{"categories":2873},[194],{"categories":2875},[140],{"categories":2877},[],{"categories":2879},[140],{"categories":2881},[140],{"categories":2883},[226],{"categories":2885},[263],{"categories":2887},[194],{"categories":2889},[263],{"categories":2891},[194],{"categories":2893},[189],{"categories":2895},[],{"categories":2897},[],{"categories":2899},[140],{"categories":2901},[140],{"categories":2903},[186],{"categories":2905},[194],{"categories":2907},[226],{"categories":2909},[],{"categories":2911},[263],{"categories":2913},[],{"categories":2915},[204],{"categories":2917},[204],{"categories":2919},[263],{"categories":2921},[204],{"categories":2923},[140],{"categories":2925},[],{"categories":2927},[140],{"categories":2929},[140],{"categories":2931},[],{"categories":2933},[289],{"categories":2935},[140],{"categories":2937},[320],{"categories":2939},[204],{"categories":2941},[],{"categories":2943},[194],{"categories":2945},[140],{"categories":2947},[186],{"categories":2949},[518],{"categories":2951},[194],{"categories":2953},[194],{"categories":2955},[140],{"categories":2957},[140],{"categories":2959},[],{"categories":2961},[186],{"categories":2963},[140],{"categories":2965},[189],{"categories":2967},[204],{"categories":2969},[263],{"categories":2971},[],{"categories":2973},[],{"categories":2975},[],{"categories":2977},[194],{"categories":2979},[204],{"categories":2981},[263],{"categories":2983},[226],{"categories":2985},[140],{"categories":2987},[226],{"categories":2989},[194],{"categories":2991},[263],{"categories":2993},[140],{"categories":2995},[],{"categories":2997},[140],{"categories":2999},[215],{"categories":3001},[194],{"categories":3003},[263],{"categories":3005},[226],{"categories":3007},[189],{"categories":3009},[204],{"categories":3011},[140],{"categories":3013},[226],{"categories":3015},[289],{"categories":3017},[],{"categories":3019},[],{"categories":3021},[266],{"categories":3023},[469],{"categories":3025},[140],{"categories":3027},[194],{"categories":3029},[140,204],{"categories":3031},[226],{"categories":3033},[140],{"categories":3035},[140],{"categories":3037},[194],{"categories":3039},[140],{"categories":3041},[194],{"categories":3043},[140],{"categories":3045},[140],{"categories":3047},[],{"categories":3049},[1091],{"categories":3051},[204],{"categories":3053},[263],{"categories":3055},[140],{"categories":3057},[140],{"categories":3059},[140],{"categories":3061},[266],{"categories":3063},[194],{"categories":3065},[289],{"categories":3067},[320],{"categories":3069},[],{"categories":3071},[140],{"categories":3073},[189],{"categories":3075},[194],{"categories":3077},[186],{"categories":3079},[194],{"categories":3081},[140],{"categories":3083},[194],{"categories":3085},[197],{"categories":3087},[204],{"categories":3089},[140],{"categories":3091},[140],{"categories":3093},[],{"categories":3095},[],{"categories":3097},[],{"categories":3099},[320],{"categories":3101},[140],{"categories":3103},[226],{"categories":3105},[140],{"categories":3107},[140],{"categories":3109},[140],{"categories":3111},[140],{"categories":3113},[],{"categories":3115},[266],{"categories":3117},[189],{"categories":3119},[194],{"categories":3121},[140],{"categories":3123},[],{"categories":3125},[140],{"categories":3127},[194],{"categories":3129},[140],{"categories":3131},[320],{"categories":3133},[],{"categories":3135},[263],{"categories":3137},[263],{"categories":3139},[],{"categories":3141},[204],{"categories":3143},[140],{"categories":3145},[263],{"categories":3147},[140],{"categories":3149},[189],{"categories":3151},[194],{"categories":3153},[140],{"categories":3155},[],{"categories":3157},[226],{"categories":3159},[140],{"categories":3161},[140],{"categories":3163},[140],{"categories":3165},[263],{"categories":3167},[194],{"categories":3169},[226],{"categories":3171},[],{"categories":3173},[194],{"categories":3175},[194],{"categories":3177},[263],{"categories":3179},[140],{"categories":3181},[140],{"categories":3183},[140],{"categories":3185},[469],{"categories":3187},[140],{"categories":3189},[],{"categories":3191},[140],{"categories":3193},[140],{"categories":3195},[320],{"categories":3197},[226],{"categories":3199},[266],{"categories":3201},[554],{"categories":3203},[266],{"categories":3205},[],{"categories":3207},[],{"categories":3209},[],{"categories":3211},[194],{"categories":3213},[194],{"categories":3215},[204],{"categories":3217},[140],{"categories":3219},[452],{"categories":3221},[204],{"categories":3223},[140],{"categories":3225},[140],{"categories":3227},[140],{"categories":3229},[140],{"categories":3231},[194],{"categories":3233},[],{"categories":3235},[],{"categories":3237},[140],{"categories":3239},[],{"categories":3241},[140],{"categories":3243},[194],{"categories":3245},[263],{"categories":3247},[140],{"categories":3249},[140],{"categories":3251},[],{"categories":3253},[197],{"categories":3255},[140],{"categories":3257},[263],{"categories":3259},[140],{"categories":3261},[194],{"categories":3263},[189],{"categories":3265},[140],{"categories":3267},[289],{"categories":3269},[194],{"categories":3271},[140],{"categories":3273},[812],{"categories":3275},[140],{"categories":3277},[194],{"categories":3279},[140],{"categories":3281},[204],{"categories":3283},[140],{"categories":3285},[518],{"categories":3287},[263],{"categories":3289},[],{"categories":3291},[226],{"categories":3293},[469],{"categories":3295},[194],{"categories":3297},[140],{"categories":3299},[],{"categories":3301},[226],{"categories":3303},[406],{"categories":3305},[194],{"categories":3307},[194],{"categories":3309},[140],{"categories":3311},[140],{"categories":3313},[194],{"categories":3315},[],{"categories":3317},[189],{"categories":3319},[194],{"categories":3321},[],{"categories":3323},[204],{"categories":3325},[140],{"categories":3327},[186],{"categories":3329},[226],{"categories":3331},[320],{"categories":3333},[215],{"categories":3335},[194],{"categories":3337},[194],{"categories":3339},[140],{"categories":3341},[194],{"categories":3343},[186],{"categories":3345},[],{"categories":3347},[140],{"categories":3349},[140],{"categories":3351},[],{"categories":3353},[],{"categories":3355},[263],{"categories":3357},[140,189],{"categories":3359},[194],{"categories":3361},[140],{"categories":3363},[],{"categories":3365},[186],{"categories":3367},[266],{"categories":3369},[189],{"categories":3371},[140],{"categories":3373},[204],{"categories":3375},[140],{"categories":3377},[194],{"categories":3379},[140],{"categories":3381},[140],{"categories":3383},[140],{"categories":3385},[226],{"categories":3387},[1091],{"categories":3389},[194],{"categories":3391},[140],{"categories":3393},[],{"categories":3395},[],{"categories":3397},[194],{"categories":3399},[140],{"categories":3401},[320],{"categories":3403},[],{"categories":3405},[140],{"categories":3407},[194],{"categories":3409},[215],{"categories":3411},[194],{"categories":3413},[469],{"categories":3415},[],{"categories":3417},[427],{"categories":3419},[194],{"categories":3421},[140],{"categories":3423},[289],{"categories":3425},[140],{"categories":3427},[266],{"categories":3429},[194],{"categories":3431},[140],{"categories":3433},[469],{"categories":3435},[140],{"categories":3437},[320],{"categories":3439},[],{"categories":3441},[140],{"categories":3443},[289],{"categories":3445},[263],{"categories":3447},[140],{"categories":3449},[140],{"categories":3451},[],{"categories":3453},[289],{"categories":3455},[226],{"categories":3457},[140],{"categories":3459},[140],{"categories":3461},[554],{"categories":3463},[186],{"categories":3465},[140],{"categories":3467},[],{"categories":3469},[],{"categories":3471},[263],{"categories":3473},[140],{"categories":3475},[266],{"categories":3477},[289],{"categories":3479},[194],{"categories":3481},[289],{"categories":3483},[226],{"categories":3485},[],{"categories":3487},[140],{"categories":3489},[],{"categories":3491},[140],{"categories":3493},[573],{"categories":3495},[140],{"categories":3497},[140],{"categories":3499},[194],{"categories":3501},[469],{"categories":3503},[140],{"categories":3505},[140],{"categories":3507},[140],{"categories":3509},[],{"categories":3511},[140,204],{"categories":3513},[226],{"categories":3515},[194],{"categories":3517},[204],{"categories":3519},[194],{"categories":3521},[842],{"categories":3523},[204],{"categories":3525},[140],{"categories":3527},[186],{"categories":3529},[],{"categories":3531},[],{"categories":3533},[194],{"categories":3535},[140],{"categories":3537},[204],{"categories":3539},[186],{"categories":3541},[204],{"categories":3543},[204],{"categories":3545},[140],{"categories":3547},[289],{"categories":3549},[140],{"categories":3551},[204],{"categories":3553},[],{"categories":3555},[140],{"categories":3557},[263,140],{"categories":3559},[320],{"categories":3561},[186],{"categories":3563},[],{"categories":3565},[140],{"categories":3567},[140],{"categories":3569},[189],{"categories":3571},[189],{"categories":3573},[140],{"categories":3575},[140],{"categories":3577},[406],{"categories":3579},[140],{"categories":3581},[204],{"categories":3583},[266],{"categories":3585},[194],{"categories":3587},[140],{"categories":3589},[140],{"categories":3591},[226],{"categories":3593},[289],{"categories":3595},[263],{"categories":3597},[140],{"categories":3599},[140],{"categories":3601},[140],{"categories":3603},[140],{"categories":3605},[186],{"categories":3607},[140],{"categories":3609},[194],{"categories":3611},[194],{"categories":3613},[204],{"categories":3615},[226],{"categories":3617},[204],{"categories":3619},[],{"categories":3621},[],{"categories":3623},[266],{"categories":3625},[140],{"categories":3627},[204],{"categories":3629},[140],{"categories":3631},[263],{"categories":3633},[469],{"categories":3635},[427],{"categories":3637},[406],{"categories":3639},[140],{"categories":3641},[140],{"categories":3643},[140],{"categories":3645},[266],{"categories":3647},[140],{"categories":3649},[140],{"categories":3651},[140],{"categories":3653},[194],{"categories":3655},[186],{"categories":3657},[194],{"categories":3659},[140,189],{"categories":3661},[],{"categories":3663},[263],{"categories":3665},[],{"categories":3667},[197],{"categories":3669},[140],{"categories":3671},[226],{"categories":3673},[186],{"categories":3675},[186],{"categories":3677},[194],{"categories":3679},[194],{"categories":3681},[194],{"categories":3683},[140],{"categories":3685},[140],{"categories":3687},[189],{"categories":3689},[204],{"categories":3691},[289],{"categories":3693},[140],{"categories":3695},[],{"categories":3697},[226],{"categories":3699},[140],{"categories":3701},[140],{"categories":3703},[140],{"categories":3705},[140],{"categories":3707},[140],{"categories":3709},[204],{"categories":3711},[226],{"categories":3713},[204],{"categories":3715},[204],{"categories":3717},[140],{"categories":3719},[140],{"categories":3721},[427],{"categories":3723},[140],{"categories":3725},[194],{"categories":3727},[226],{"categories":3729},[140],{"categories":3731},[140],{"categories":3733},[140],{"categories":3735},[194],{"categories":3737},[140],{"categories":3739},[140],{"categories":3741},[140],{"categories":3743},[2616],{"categories":3745},[3746],"Clinical AI",{"categories":3748},[263],{"categories":3750},[140],{"categories":3752},[140],{"categories":3754},[140],{"categories":3756},[320],{"categories":3758},[2095],{"categories":3760},[140],{"categories":3762},[197],{"categories":3764},[140],{"categories":3766},[194],{"categories":3768},[140],{"categories":3770},[140],{"categories":3772},[226],{"categories":3774},[140],{"categories":3776},[194],{"categories":3778},[289],{"categories":3780},[140],{"categories":3782},[140],{"categories":3784},[189],{"categories":3786},[140],{"categories":3788},[518],{"categories":3790},[140],{"categories":3792},[],{"categories":3794},[140],{"categories":3796},[204],{"categories":3798},[140],{"categories":3800},[],{"categories":3802},[],{"categories":3804},[140],{"categories":3806},[],{"categories":3808},[189],{"categories":3810},[140],{"categories":3812},[194],{"categories":3814},[226],{"categories":3816},[226],{"categories":3818},[226],{"categories":3820},[226],{"categories":3822},[],{"categories":3824},[186],{"categories":3826},[194],{"categories":3828},[226],{"categories":3830},[140],{"categories":3832},[573],{"categories":3834},[197],{"categories":3836},[140],{"categories":3838},[186],{"categories":3840},[194],{"categories":3842},[140],{"categories":3844},[140],{"categories":3846},[140,194],{"categories":3848},[194],{"categories":3850},[320],{"categories":3852},[226],{"categories":3854},[194],{"categories":3856},[226],{"categories":3858},[194],{"categories":3860},[140],{"categories":3862},[],{"categories":3864},[226],{"categories":3866},[289],{"categories":3868},[186],{"categories":3870},[140],{"categories":3872},[140],{"categories":3874},[],{"categories":3876},[204],{"categories":3878},[],{"categories":3880},[186],{"categories":3882},[194],{"categories":3884},[226],{"categories":3886},[140],{"categories":3888},[226],{"categories":3890},[186],{"categories":3892},[226],{"categories":3894},[226],{"categories":3896},[],{"categories":3898},[189],{"categories":3900},[194],{"categories":3902},[226],{"categories":3904},[226],{"categories":3906},[226],{"categories":3908},[226],{"categories":3910},[226],{"categories":3912},[226],{"categories":3914},[226],{"categories":3916},[226],{"categories":3918},[226],{"categories":3920},[226],{"categories":3922},[266],{"categories":3924},[186],{"categories":3926},[140],{"categories":3928},[140],{"categories":3930},[194],{"categories":3932},[194],{"categories":3934},[],{"categories":3936},[140,186],{"categories":3938},[],{"categories":3940},[194],{"categories":3942},[226],{"categories":3944},[194],{"categories":3946},[842],{"categories":3948},[140],{"categories":3950},[140],{"categories":3952},[140],{"categories":3954},[140],{"categories":3956},[406],{"categories":3958},[140],{"categories":3960},[194],{"categories":3962},[189],{"categories":3964},[194],{"categories":3966},[194],{"categories":3968},[],{"categories":3970},[194],{"categories":3972},[263],{"categories":3974},[226],{"categories":3976},[140],{"categories":3978},[],{"categories":3980},[],{"categories":3982},[194],{"categories":3984},[263],{"categories":3986},[140],{"categories":3988},[],{"categories":3990},[140],{"categories":3992},[],{"categories":3994},[289],{"categories":3996},[140],{"categories":3998},[],{"categories":4000},[],{"categories":4002},[226],{"categories":4004},[186],{"categories":4006},[140],{"categories":4008},[140],{"categories":4010},[189],{"categories":4012},[140],{"categories":4014},[140],{"categories":4016},[140],{"categories":4018},[189],{"categories":4020},[263],{"categories":4022},[],{"categories":4024},[140],{"categories":4026},[226],{"categories":4028},[],{"categories":4030},[140],{"categories":4032},[140],{"categories":4034},[263],{"categories":4036},[140],{"categories":4038},[289],{"categories":4040},[140],{"categories":4042},[320],{"categories":4044},[],{"categories":4046},[194],{"categories":4048},[289],{"categories":4050},[204],{"categories":4052},[],{"categories":4054},[140],{"categories":4056},[],{"categories":4058},[194],{"categories":4060},[263],{"categories":4062},[204],{"categories":4064},[],{"categories":4066},[2616],{"categories":4068},[189],{"categories":4070},[186],{"categories":4072},[266],{"categories":4074},[194],{"categories":4076},[263],{"categories":4078},[204],{"categories":4080},[],{"categories":4082},[],{"categories":4084},[140],{"categories":4086},[186],{"categories":4088},[140],{"categories":4090},[289],{"categories":4092},[],{"categories":4094},[194],{"categories":4096},[194],{"categories":4098},[194],{"categories":4100},[140],{"categories":4102},[226],{"categories":4104},[204],{"categories":4106},[140],{"categories":4108},[194],{"categories":4110},[197],{"categories":4112},[140],{"categories":4114},[194],{"categories":4116},[140],{"categories":4118},[197],{"categories":4120},[289],{"categories":4122},[226],{"categories":4124},[],{"categories":4126},[289],{"categories":4128},[],{"categories":4130},[204],{"categories":4132},[194],{"categories":4134},[],{"categories":4136},[140],{"categories":4138},[140],{"categories":4140},[140],{"categories":4142},[140],{"categories":4144},[194],{"categories":4146},[189],{"categories":4148},[186],{"categories":4150},[140],{"categories":4152},[263],{"categories":4154},[204],{"categories":4156},[204],{"categories":4158},[140],{"categories":4160},[266],{"categories":4162},[194],{"categories":4164},[140],{"categories":4166},[194],{"categories":4168},[140],{"categories":4170},[189],{"categories":4172},[263],{"categories":4174},[204],{"categories":4176},[194],{"categories":4178},[140],{"categories":4180},[197],{"categories":4182},[140],{"categories":4184},[194],{"categories":4186},[140],{"categories":4188},[226],{"categories":4190},[],{"categories":4192},[186],{"categories":4194},[140],{"categories":4196},[140],{"categories":4198},[140],{"categories":4200},[204],{"categories":4202},[140],{"categories":4204},[204],{"categories":4206},[140],{"categories":4208},[194],{"categories":4210},[140],{"categories":4212},[140],{"categories":4214},[140],{"categories":4216},[140],{"categories":4218},[],{"categories":4220},[140],{"categories":4222},[263],{"categories":4224},[189],{"categories":4226},[226],{"categories":4228},[194],{"categories":4230},[140],{"categories":4232},[140],{"categories":4234},[263],{"categories":4236},[194],{"categories":4238},[140],{"categories":4240},[289],{"categories":4242},[140],{"categories":4244},[266],{"categories":4246},[140],{"categories":4248},[140],{"categories":4250},[226],{"categories":4252},[140],{"categories":4254},[140],{"categories":4256},[194],{"categories":4258},[320],{"categories":4260},[140],{"categories":4262},[204],{"categories":4264},[194],{"categories":4266},[266],{"categories":4268},[],{"categories":4270},[194],{"categories":4272},[204],{"categories":4274},[140],{"categories":4276},[1959],{"categories":4278},[263],{"categories":4280},[347],{"categories":4282},[140],{"categories":4284},[186],{"categories":4286},[204],{"categories":4288},[189],{"categories":4290},[204],{"categories":4292},[140],{"categories":4294},[],{"categories":4296},[194],{"categories":4298},[194],{"categories":4300},[140],{"categories":4302},[140],{"categories":4304},[266],{"categories":4306},[],{"categories":4308},[226],{"categories":4310},[],{"categories":4312},[226],{"categories":4314},[140],{"categories":4316},[140],{"categories":4318},[194],{"categories":4320},[194],{"categories":4322},[194],{"categories":4324},[],{"categories":4326},[226],{"categories":4328},[140],{"categories":4330},[],{"categories":4332},[140],{"categories":4334},[140],{"categories":4336},[],{"categories":4338},[263],{"categories":4340},[204],{"categories":4342},[194],{"categories":4344},[140],{"categories":4346},[140],{"categories":4348},[289],{"categories":4350},[140],{"categories":4352},[140],{"categories":4354},[186],{"categories":4356},[],{"categories":4358},[140],{"categories":4360},[140],{"categories":4362},[],{"categories":4364},[186],{"categories":4366},[226],{"categories":4368},[204],{"categories":4370},[469],{"categories":4372},[140],{"categories":4374},[140],{"categories":4376},[140],{"categories":4378},[204],{"categories":4380},[226],{"categories":4382},[263],{"categories":4384},[140],{"categories":4386},[140],{"categories":4388},[140],{"categories":4390},[226],{"categories":4392},[263],{"categories":4394},[140],{"categories":4396},[226],{"categories":4398},[263],{"categories":4400},[140],{"categories":4402},[226],{"categories":4404},[194],{"categories":4406},[194],{"categories":4408},[194],{"categories":4410},[204],{"categories":4412},[226],{"categories":4414},[194],{"categories":4416},[194],{"categories":4418},[140],{"categories":4420},[204],{"categories":4422},[263],{"categories":4424},[140],{"categories":4426},[],{"categories":4428},[194],{"categories":4430},[],{"categories":4432},[],{"categories":4434},[],{"categories":4436},[194],{"categories":4438},[189],{"categories":4440},[194],{"categories":4442},[4443],"Liability & Ethics",{"categories":4445},[140],{"categories":4447},[194],{"categories":4449},[186],{"categories":4451},[194],{"categories":4453},[189],{"categories":4455},[289],{"categories":4457},[194],{"categories":4459},[],{"categories":4461},[554],{"categories":4463},[194],{"categories":4465},[],{"categories":4467},[186],{"categories":4469},[194],{"categories":4471},[],{"categories":4473},[194],{"categories":4475},[140],{"categories":4477},[140],{"categories":4479},[226],{"categories":4481},[140],{"categories":4483},[140],{"categories":4485},[194],{"categories":4487},[140],{"categories":4489},[140],{"categories":4491},[226],{"categories":4493},[194],{"categories":4495},[204],{"categories":4497},[263],{"categories":4499},[186],{"categories":4501},[140],{"categories":4503},[],{"categories":4505},[194],{"categories":4507},[194],{"categories":4509},[469],{"categories":4511},[263],{"categories":4513},[320],{"categories":4515},[226],{"categories":4517},[140],{"categories":4519},[263],{"categories":4521},[140],{"categories":4523},[186],{"categories":4525},[],{"categories":4527},[194],{"categories":4529},[140],{"categories":4531},[140],{"categories":4533},[194],{"categories":4535},[140],{"categories":4537},[263],{"categories":4539},[],{"categories":4541},[194],{"categories":4543},[197],{"categories":4545},[226],{"categories":4547},[194],{"categories":4549},[189],{"categories":4551},[],{"categories":4553},[140],{"categories":4555},[197],{"categories":4557},[140],{"categories":4559},[194],{"categories":4561},[226],{"categories":4563},[186],{"categories":4565},[320],{"categories":4567},[140],{"categories":4569},[140],{"categories":4571},[140],{"categories":4573},[226],{"categories":4575},[189],{"categories":4577},[140],{"categories":4579},[263],{"categories":4581},[226],{"categories":4583},[320],{"categories":4585},[140],{"categories":4587},[194],{"categories":4589},[],{"categories":4591},[518],{"categories":4593},[],{"categories":4595},[140],{"categories":4597},[320],{"categories":4599},[266],{"categories":4601},[194],{"categories":4603},[194],{"categories":4605},[4606],"Design News & Tools",{"categories":4608},[140],{"categories":4610},[226],{"categories":4612},[140],{"categories":4614},[186],{"categories":4616},[140],{"categories":4618},[263],{"categories":4620},[194],{"categories":4622},[194],{"categories":4624},[140],{"categories":4626},[469],{"categories":4628},[140],{"categories":4630},[469],{"categories":4632},[289],{"categories":4634},[140],{"categories":4636},[194],{"categories":4638},[],{"categories":4640},[140],{"categories":4642},[140],{"categories":4644},[140],{"categories":4646},[226],{"categories":4648},[186],{"categories":4650},[],{"categories":4652},[140],{"categories":4654},[140],{"categories":4656},[204],{"categories":4658},[573],{"categories":4660},[204],{"categories":4662},[263],{"categories":4664},[140],{"categories":4666},[140,194],{"categories":4668},[289,189],{"categories":4670},[140],{"categories":4672},[140],{"categories":4674},[140],{"categories":4676},[],{"categories":4678},[194],{"categories":4680},[],{"categories":4682},[204],{"categories":4684},[140],{"categories":4686},[204],{"categories":4688},[],{"categories":4690},[194],{"categories":4692},[140],{"categories":4694},[226],{"categories":4696},[140],{"categories":4698},[],{"categories":4700},[194],{"categories":4702},[140],{"categories":4704},[],{"categories":4706},[263],{"categories":4708},[140],{"categories":4710},[194],{"categories":4712},[140],{"categories":4714},[140],{"categories":4716},[186],{"categories":4718},[194],{"categories":4720},[140],{"categories":4722},[],{"categories":4724},[320],{"categories":4726},[289],{"categories":4728},[189],{"categories":4730},[189],{"categories":4732},[140],{"categories":4734},[186],{"categories":4736},[186],{"categories":4738},[140],{"categories":4740},[194],{"categories":4742},[140],{"categories":4744},[140],{"categories":4746},[140],{"categories":4748},[204],{"categories":4750},[140],{"categories":4752},[186],{"categories":4754},[194],{"categories":4756},[140],{"categories":4758},[289],{"categories":4760},[140],{"categories":4762},[226],{"categories":4764},[140],{"categories":4766},[140],{"categories":4768},[194],{"categories":4770},[140],{"categories":4772},[],{"categories":4774},[204],{"categories":4776},[],{"categories":4778},[204],{"categories":4780},[194],{"categories":4782},[186],{"categories":4784},[],{"categories":4786},[266],{"categories":4788},[320],{"categories":4790},[140],{"categories":4792},[204],{"categories":4794},[140],{"categories":4796},[],{"categories":4798},[226],{"categories":4800},[194],{"categories":4802},[204],{"categories":4804},[263],{"categories":4806},[140],{"categories":4808},[194],{"categories":4810},[204],{"categories":4812},[194],{"categories":4814},[226],{"categories":4816},[140],{"categories":4818},[186],{"categories":4820},[226],{"categories":4822},[204],{"categories":4824},[140],{"categories":4826},[263],{"categories":4828},[189],{"categories":4830},[140],{"categories":4832},[140],{"categories":4834},[140],{"categories":4836},[140],{"categories":4838},[140],{"categories":4840},[194],{"categories":4842},[140],{"categories":4844},[194],{"categories":4846},[140],{"categories":4848},[140],{"categories":4850},[186],{"categories":4852},[140],{"categories":4854},[194],{"categories":4856},[194],{"categories":4858},[263],{"categories":4860},[194],{"categories":4862},[194],{"categories":4864},[186],{"categories":4866},[194],{"categories":4868},[263],{"categories":4870},[],{"categories":4872},[140],{"categories":4874},[266],{"categories":4876},[469],{"categories":4878},[140],{"categories":4880},[140],{"categories":4882},[140],{"categories":4884},[204],{"categories":4886},[],{"categories":4888},[194],{"categories":4890},[289],{"categories":4892},[140],{"categories":4894},[226],{"categories":4896},[194],{"categories":4898},[140],{"categories":4900},[289],{"categories":4902},[194],{"categories":4904},[189],{"categories":4906},[189],{"categories":4908},[140],{"categories":4910},[140],{"categories":4912},[140],{"categories":4914},[186],{"categories":4916},[],{"categories":4918},[140],{"categories":4920},[194],{"categories":4922},[194],{"categories":4924},[140],{"categories":4926},[140],{"categories":4928},[140],{"categories":4930},[204],{"categories":4932},[],{"categories":4934},[186],{"categories":4936},[140],{"categories":4938},[140],{"categories":4940},[194],{"categories":4942},[194],{"categories":4944},[],{"categories":4946},[204],{"categories":4948},[204],{"categories":4950},[140],{"categories":4952},[289],{"categories":4954},[189],{"categories":4956},[263],{"categories":4958},[],{"categories":4960},[140],{"categories":4962},[194],{"categories":4964},[186],{"categories":4966},[140],{"categories":4968},[204],{"categories":4970},[186],{"categories":4972},[226],{"categories":4974},[266],{"categories":4976},[226],{"categories":4978},[194],{"categories":4980},[],{"categories":4982},[226],{"categories":4984},[194],{"categories":4986},[263],{"categories":4988},[266],{"categories":4990},[140],{"categories":4992},[],{"categories":4994},[194],{"categories":4996},[2616],{"categories":4998},[226],{"categories":5000},[204],{"categories":5002},[140],{"categories":5004},[140],{"categories":5006},[189],{"categories":5008},[140],{"categories":5010},[186],{"categories":5012},[1537],{"categories":5014},[320],{"categories":5016},[186],{"categories":5018},[],{"categories":5020},[],{"categories":5022},[226],{"categories":5024},[194],{"categories":5026},[226],{"categories":5028},[],{"categories":5030},[194],{"categories":5032},[194],{"categories":5034},[194],{"categories":5036},[],{"categories":5038},[140],{"categories":5040},[],{"categories":5042},[226],{"categories":5044},[186],{"categories":5046},[263],{"categories":5048},[140],{"categories":5050},[194],{"categories":5052},[226],{"categories":5054},[140],{"categories":5056},[226],{"categories":5058},[],{"categories":5060},[226],{"categories":5062},[186],{"categories":5064},[469],{"categories":5066},[194],{"categories":5068},[140],{"categories":5070},[],{"categories":5072},[204],{"categories":5074},[194],{"categories":5076},[197],{"categories":5078},[194],{"categories":5080},[186],{"categories":5082},[],{"categories":5084},[],{"categories":5086},[],{"categories":5088},[263],{"categories":5090},[194],{"categories":5092},[140],{"categories":5094},[140],{"categories":5096},[],{"categories":5098},[],{"categories":5100},[],{"categories":5102},[263],{"categories":5104},[140],{"categories":5106},[],{"categories":5108},[194],{"categories":5110},[140],{"categories":5112},[186],{"categories":5114},[],{"categories":5116},[],{"categories":5118},[263],{"categories":5120},[140],{"categories":5122},[226],{"categories":5124},[],{"categories":5126},[289],{"categories":5128},[226],{"categories":5130},[289],{"categories":5132},[266],{"categories":5134},[140],{"categories":5136},[140],{"categories":5138},[],{"categories":5140},[],{"categories":5142},[194],{"categories":5144},[],{"categories":5146},[140],{"categories":5148},[469],{"categories":5150},[140],{"categories":5152},[140],{"categories":5154},[140],{"categories":5156},[],{"categories":5158},[194],{"categories":5160},[140],{"categories":5162},[140],{"categories":5164},[],{"categories":5166},[194],{"categories":5168},[140],{"categories":5170},[226],{"categories":5172},[140],{"categories":5174},[289],{"categories":5176},[189],{"categories":5178},[140],{"categories":5180},[140],{"categories":5182},[194],{"categories":5184},[266],{"categories":5186},[194],{"categories":5188},[194],{"categories":5190},[],{"categories":5192},[],{"categories":5194},[140],{"categories":5196},[],{"categories":5198},[226],{"categories":5200},[189],{"categories":5202},[],{"categories":5204},[],{"categories":5206},[263],{"categories":5208},[186],{"categories":5210},[],{"categories":5212},[189],{"categories":5214},[289],{"categories":5216},[140],{"categories":5218},[204],{"categories":5220},[186],{"categories":5222},[266],{"categories":5224},[189],{"categories":5226},[204],{"categories":5228},[204],{"categories":5230},[],{"categories":5232},[140],{"categories":5234},[],{"categories":5236},[194],{"categories":5238},[186],{"categories":5240},[263],{"categories":5242},[140],{"categories":5244},[186],{"categories":5246},[194],{"categories":5248},[320],{"categories":5250},[140],{"categories":5252},[140],{"categories":5254},[140],{"categories":5256},[186],{"categories":5258},[266],{"categories":5260},[194],{"categories":5262},[],{"categories":5264},[140],{"categories":5266},[204],{"categories":5268},[226],{"categories":5270},[204],{"categories":5272},[140],{"categories":5274},[197],{"categories":5276},[],{"categories":5278},[263],{"categories":5280},[226],{"categories":5282},[186],{"categories":5284},[194],{"categories":5286},[140],{"categories":5288},[140],{"categories":5290},[194],{"categories":5292},[140],{"categories":5294},[140],{"categories":5296},[189],{"categories":5298},[194],{"categories":5300},[194,320],{"categories":5302},[194],{"categories":5304},[204],{"categories":5306},[140],{"categories":5308},[140],{"categories":5310},[266],{"categories":5312},[194],{"categories":5314},[289],{"categories":5316},[194],{"categories":5318},[189],{"categories":5320},[],{"categories":5322},[194],{"categories":5324},[140],{"categories":5326},[189],{"categories":5328},[],{"categories":5330},[],{"categories":5332},[204],{"categories":5334},[140],{"categories":5336},[140],{"categories":5338},[194],{"categories":5340},[266],{"categories":5342},[289],{"categories":5344},[140],{"categories":5346},[140],{"categories":5348},[194],{"categories":5350},[],{"categories":5352},[194],{"categories":5354},[226],{"categories":5356},[194],{"categories":5358},[],{"categories":5360},[226],{"categories":5362},[204],{"categories":5364},[2616],{"categories":5366},[186],{"categories":5368},[204],{"categories":5370},[140],{"categories":5372},[194],{"categories":5374},[140],{"categories":5376},[140],{"categories":5378},[289],{"categories":5380},[204],{"categories":5382},[],{"categories":5384},[226],{"categories":5386},[140],{"categories":5388},[],{"categories":5390},[194],{"categories":5392},[140],{"categories":5394},[140],{"categories":5396},[140],{"categories":5398},[194],{"categories":5400},[140],{"categories":5402},[140],{"categories":5404},[197],{"categories":5406},[194],{"categories":5408},[140],{"categories":5410},[140],{"categories":5412},[140],{"categories":5414},[140],{"categories":5416},[140],{"categories":5418},[140],{"categories":5420},[189],{"categories":5422},[],{"categories":5424},[197],{"categories":5426},[226],{"categories":5428},[194],{"categories":5430},[140],{"categories":5432},[204],{"categories":5434},[],{"categories":5436},[204],{"categories":5438},[204],{"categories":5440},[194],{"categories":5442},[204],{"categories":5444},[140],{"categories":5446},[140],{"categories":5448},[204],{"categories":5450},[140],{"categories":5452},[194],{"categories":5454},[226],{"categories":5456},[140],{"categories":5458},[140],{"categories":5460},[140],{"categories":5462},[189],{"categories":5464},[140],{"categories":5466},[194],{"categories":5468},[263],{"categories":5470},[],{"categories":5472},[140],{"categories":5474},[266],{"categories":5476},[194],{"categories":5478},[140],{"categories":5480},[],{"categories":5482},[140],{"categories":5484},[140],{"categories":5486},[226],{"categories":5488},[140],{"categories":5490},[140],{"categories":5492},[194],{"categories":5494},[289],{"categories":5496},[],{"categories":5498},[],{"categories":5500},[204],{"categories":5502},[226],{"categories":5504},[204],{"categories":5506},[226],{"categories":5508},[140],{"categories":5510},[289],{"categories":5512},[140],{"categories":5514},[186],{"categories":5516},[194],{"categories":5518},[140],{"categories":5520},[194],{"categories":5522},[194],{"categories":5524},[140],{"categories":5526},[189],{"categories":5528},[],{"categories":5530},[266],{"categories":5532},[140],{"categories":5534},[],{"categories":5536},[226],{"categories":5538},[140],{"categories":5540},[266],{"categories":5542},[140],{"categories":5544},[204],{"categories":5546},[204],{"categories":5548},[204],{"categories":5550},[194],{"categories":5552},[194],{"categories":5554},[194],{"categories":5556},[140],{"categories":5558},[140],{"categories":5560},[263],{"categories":5562},[266],{"categories":5564},[266],{"categories":5566},[],{"categories":5568},[226],{"categories":5570},[140],{"categories":5572},[140],{"categories":5574},[204],{"categories":5576},[],{"categories":5578},[226],{"categories":5580},[226],{"categories":5582},[226],{"categories":5584},[],{"categories":5586},[194],{"categories":5588},[140],{"categories":5590},[],{"categories":5592},[186],{"categories":5594},[189],{"categories":5596},[],{"categories":5598},[140],{"categories":5600},[140],{"categories":5602},[],{"categories":5604},[204],{"categories":5606},[],{"categories":5608},[],{"categories":5610},[],{"categories":5612},[],{"categories":5614},[140],{"categories":5616},[226],{"categories":5618},[],{"categories":5620},[],{"categories":5622},[140],{"categories":5624},[140],{"categories":5626},[140],{"categories":5628},[266],{"categories":5630},[140],{"categories":5632},[266],{"categories":5634},[],{"categories":5636},[266],{"categories":5638},[266],{"categories":5640},[320],{"categories":5642},[194],{"categories":5644},[204],{"categories":5646},[],{"categories":5648},[],{"categories":5650},[266],{"categories":5652},[204],{"categories":5654},[204],{"categories":5656},[204],{"categories":5658},[],{"categories":5660},[186],{"categories":5662},[204],{"categories":5664},[204],{"categories":5666},[186],{"categories":5668},[204],{"categories":5670},[189],{"categories":5672},[204],{"categories":5674},[204],{"categories":5676},[204],{"categories":5678},[266],{"categories":5680},[226],{"categories":5682},[226],{"categories":5684},[140],{"categories":5686},[204],{"categories":5688},[266],{"categories":5690},[320],{"categories":5692},[266],{"categories":5694},[266],{"categories":5696},[266],{"categories":5698},[],{"categories":5700},[189],{"categories":5702},[],{"categories":5704},[320],{"categories":5706},[204],{"categories":5708},[204],{"categories":5710},[204],{"categories":5712},[194],{"categories":5714},[226,189],{"categories":5716},[266],{"categories":5718},[],{"categories":5720},[],{"categories":5722},[266],{"categories":5724},[],{"categories":5726},[266],{"categories":5728},[226],{"categories":5730},[194],{"categories":5732},[],{"categories":5734},[204],{"categories":5736},[140],{"categories":5738},[263],{"categories":5740},[],{"categories":5742},[140],{"categories":5744},[],{"categories":5746},[226],{"categories":5748},[186],{"categories":5750},[266],{"categories":5752},[],{"categories":5754},[204],{"categories":5756},[226],[5758,5951,6063,6256],{"id":5759,"title":5760,"ai":5761,"body":5766,"categories":5915,"created_at":141,"date_modified":141,"description":133,"extension":142,"faq":141,"featured":143,"kicker_label":141,"meta":5916,"navigation":162,"path":5935,"published_at":5936,"question":141,"scraped_at":5937,"seo":5938,"sitemap":5939,"source_id":5940,"source_name":169,"source_type":170,"source_url":5941,"stem":5942,"tags":5943,"thumbnail_url":5946,"tldr":5947,"tweet":5948,"unknown_tags":5949,"__hash__":5950},"summaries\u002Fsummaries\u002F96ecf243311f6fb3-scaling-ai-and-vibe-coding-what-s-new-in-google-cl-summary.md","Scaling AI and Vibe Coding: What's New in Google Cloud Run",{"provider":7,"model":8,"input_tokens":5762,"output_tokens":5763,"processing_time_ms":5764,"cost_usd":5765},9042,1026,4901,0.0037995,{"type":14,"value":5767,"toc":5908},[5768,5772,5775,5779,5782,5802,5806,5809,5829,5833,5836,5868,5872],[17,5769,5771],{"id":5770},"the-evolution-of-cloud-run-for-modern-workloads","The Evolution of Cloud Run for Modern Workloads",[22,5773,5774],{},"Google Cloud Run is shifting from a simple container-to-URL service to a robust runtime for AI-driven development. The platform is targeting three primary segments: \"vibe coders\" (non-traditional developers using AI to build apps), AI agents, and enterprises requiring high-scale, cost-efficient infrastructure.",[17,5776,5778],{"id":5777},"empowering-the-vibe-coder","Empowering the \"Vibe Coder\"",[22,5780,5781],{},"The rise of AI-assisted development has lowered the barrier to entry for building software. To support this, Cloud Run introduced:",[29,5783,5784,5790,5796],{},[32,5785,5786,5789],{},[35,5787,5788],{},"Spend Caps:"," A critical feature for budget predictability, allowing users to set a monthly limit that automatically pauses resources when reached.",[32,5791,5792,5795],{},[35,5793,5794],{},"MCP Server Integration:"," A fully managed Model Context Protocol (MCP) server that allows AI agents and dev tools to deploy and manage Cloud Run apps directly from file content, bypassing manual containerization.",[32,5797,5798,5801],{},[35,5799,5800],{},"Dev Sync:"," A tool that synchronizes local folders with remote Cloud Run instances, enabling live code hot-swapping in the cloud without losing application state.",[17,5803,5805],{"id":5804},"infrastructure-for-ai-agents","Infrastructure for AI Agents",[22,5807,5808],{},"AI agents require more than just a stateless endpoint; they need sandboxes and persistent compute. New capabilities include:",[29,5810,5811,5817,5823],{},[32,5812,5813,5816],{},[35,5814,5815],{},"Cloud Run Sandboxes:"," Ephemeral, isolated microVM-based environments for secure, on-the-fly execution of untrusted code, scripts, or browser automation (e.g., Chrome).",[32,5818,5819,5822],{},[35,5820,5821],{},"Cloud Run Instances:"," A new primitive providing access to individual, long-running instances. Unlike services that scale to zero, these are designed for asynchronous, background agent tasks and support SSH access for advanced troubleshooting.",[32,5824,5825,5828],{},[35,5826,5827],{},"Agent Platform Integration:"," Automatic registration of Cloud Run resources into the Gemini Enterprise Agent Platform, providing centralized governance and identity management.",[17,5830,5832],{"id":5831},"performance-and-scalability-updates","Performance and Scalability Updates",[22,5834,5835],{},"For demanding inference and batch workloads, Google has expanded the hardware and control options:",[29,5837,5838,5844,5850,5856,5862],{},[32,5839,5840,5843],{},[35,5841,5842],{},"New GPU Support:"," Introduction of Nvidia RTX Pro 6000 Blackwell GPUs, optimized for AI inference and fine-tuning, available as a simple configuration checkbox.",[32,5845,5846,5849],{},[35,5847,5848],{},"Ephemeral Disks:"," Dedicated storage for manipulating large files, moving away from memory-bound file systems.",[32,5851,5852,5855],{},[35,5853,5854],{},"Worker Pools & Crema:"," General availability of worker pools for continuous, pull-based background tasks. These are paired with \"Crema\" (Cloud Run External Metrics Auto-scaling), powered by KEDA, allowing scaling based on custom external metrics like task queue backlogs.",[32,5857,5858,5861],{},[35,5859,5860],{},"Custom Scaling Controls:"," Fine-grained control over minimum and maximum instance limits to balance cost and traffic surges.",[32,5863,5864,5867],{},[35,5865,5866],{},"Service Bindings:"," A private, streamlined way to route service-to-service calls with automatic JWT authentication, simplifying internal networking and removing the need for custom auth logic.",[17,5869,5871],{"id":5870},"key-takeaways","Key Takeaways",[29,5873,5874,5880,5886,5892,5898],{},[32,5875,5876,5879],{},[35,5877,5878],{},"Prioritize Cost Control:"," Use the new spend caps to safely experiment with AI-driven apps without risking unexpected bills.",[32,5881,5882,5885],{},[35,5883,5884],{},"Leverage Sandboxes:"," Use the new ephemeral sandboxes for executing agent-generated code to ensure security and isolation.",[32,5887,5888,5891],{},[35,5889,5890],{},"Choose the Right Primitive:"," Use standard Services for request-based traffic, Worker Pools for pull-based background tasks, and Cloud Run Instances for long-running, stateful agent processes.",[32,5893,5894,5897],{},[35,5895,5896],{},"Simplify Networking:"," Adopt Service Bindings to handle internal authentication automatically, reducing the overhead of managing complex service-to-service communication.",[32,5899,5900,5903,5904,5907],{},[35,5901,5902],{},"Develop in the Cloud:"," Use ",[67,5905,5906],{},"dev sync"," to iterate faster by hot-swapping code directly in a production-like environment, avoiding the friction of local emulation.",{"title":133,"searchDepth":134,"depth":134,"links":5909},[5910,5911,5912,5913,5914],{"id":5770,"depth":134,"text":5771},{"id":5777,"depth":134,"text":5778},{"id":5804,"depth":134,"text":5805},{"id":5831,"depth":134,"text":5832},{"id":5870,"depth":134,"text":5871},[194],{"content_references":5917,"triage":5931},[5918,5922,5925,5928],{"type":147,"title":5919,"url":5920,"context":5921},"Google AI Studio","https:\u002F\u002Faistudio.google.com\u002F","mentioned",{"type":147,"title":5923,"url":5924,"context":5921},"Replit","https:\u002F\u002Freplit.com\u002F",{"type":147,"title":5926,"url":5927,"context":5921},"Temporal","https:\u002F\u002Ftemporal.io\u002F",{"type":147,"title":5929,"url":5930,"context":5921},"KEDA","https:\u002F\u002Fkeda.sh\u002F",{"relevance":159,"novelty":5932,"quality":159,"actionability":5932,"composite":5933,"reasoning":5934},3,3.6,"Category: AI & LLMs. The article discusses new features in Google Cloud Run that directly relate to AI-driven development, addressing the needs of developers looking to integrate AI into their products. It provides specific updates like spend caps and GPU support, which are actionable but may require further detail for full implementation.","\u002Fsummaries\u002F96ecf243311f6fb3-scaling-ai-and-vibe-coding-what-s-new-in-google-cl-summary","2026-06-25 16:31:00","2026-06-26 12:57:44",{"title":5760,"description":133},{"loc":5935},"96ecf243311f6fb3","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=AoisAy_LGpI","summaries\u002F96ecf243311f6fb3-scaling-ai-and-vibe-coding-what-s-new-in-google-cl-summary",[174,177,5944,5945],"serverless","dev-productivity","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FAoisAy_LGpI\u002Fhqdefault.jpg","Google Cloud Run is evolving into a comprehensive platform for AI agents, 'vibe coding,' and high-scale microservices, introducing features like spend caps, GPU support, ephemeral sandboxes, and dedicated worker pools.","This session from Google Cloud Next highlights two new features for [Cloud Run](https:\u002F\u002Fcloud.google.com\u002Frun): spend caps to prevent runaway costs, and a managed [MCP server](https:\u002F\u002Fmodelcontextprotocol.io\u002F) that allows AI agents and tools like [Cloud Code](https:\u002F\u002Fcloud.google.com\u002Fcode) to deploy applications directly from file content without manual containerization.",[174,177,5944,5945],"lO8vXe_K2AWGqecE_uaVVz445mHZ0l08QNq5td2_sUs",{"id":5952,"title":5953,"ai":5954,"body":5959,"categories":6033,"created_at":141,"date_modified":141,"description":133,"extension":142,"faq":141,"featured":143,"kicker_label":141,"meta":6034,"navigation":162,"path":6047,"published_at":6048,"question":141,"scraped_at":6049,"seo":6050,"sitemap":6051,"source_id":6052,"source_name":169,"source_type":170,"source_url":6053,"stem":6054,"tags":6055,"thumbnail_url":6058,"tldr":6059,"tweet":6060,"unknown_tags":6061,"__hash__":6062},"summaries\u002Fsummaries\u002F3c4170aa0a7f6d53-moving-ai-agents-from-development-to-production-summary.md","Moving AI Agents from Development to Production",{"provider":7,"model":8,"input_tokens":5955,"output_tokens":5956,"processing_time_ms":5957,"cost_usd":5958},7915,734,3931,0.00307975,{"type":14,"value":5960,"toc":6028},[5961,5965,5968,5972,5975,5978,5998,6002,6005,6025],[17,5962,5964],{"id":5963},"the-shift-to-day-two-operations","The Shift to Day Two Operations",[22,5966,5967],{},"Most AI development focuses on the initial build phase, but the true complexity lies in 'Day Two' operations—maintaining, troubleshooting, and optimizing systems in production. The primary challenge is not the lack of data, but the difficulty of consolidating disparate symptoms (logs, metrics, and performance data) into a coherent root-cause analysis. Traditionally, this requires manual, serial investigation across multiple tools, which is slow and prone to human error.",[17,5969,5971],{"id":5970},"architecting-for-agentic-observability","Architecting for Agentic Observability",[22,5973,5974],{},"To move beyond basic demos, developers should leverage managed tools like the Model Context Protocol (MCP) to securely connect local agent environments to production telemetry. By configuring MCP servers, agents gain direct, secure access to real-time logs and metrics across cloud services (such as Cloud Run). This allows developers to use natural language to query complex systems, effectively replacing manual SQL queries or log-diving with automated diagnostic chains.",[22,5976,5977],{},"Key architectural benefits include:",[29,5979,5980,5986,5992],{},[32,5981,5982,5985],{},[35,5983,5984],{},"Unified Context:"," Agents can correlate code with runtime symptoms, bridging the historical gap between SREs (who manage infrastructure) and developers (who write the code).",[32,5987,5988,5991],{},[35,5989,5990],{},"Automated Ingest:"," Streaming logs directly into data warehouses like BigQuery enables agents to perform complex analysis without requiring the developer to master specific database query languages.",[32,5993,5994,5997],{},[35,5995,5996],{},"Proactive Remediation:"," Agents can monitor for anomalies, such as CPU spikes, and trigger notifications or automated remediation workflows, reducing the time spent on manual monitoring.",[17,5999,6001],{"id":6000},"the-evolving-role-of-the-developer","The Evolving Role of the Developer",[22,6003,6004],{},"As AI takes over repetitive tasks like writing boilerplate code or manual log analysis, the developer's role must shift toward architecture and intent. This 'full-stack' evolution requires engineers to:",[29,6006,6007,6013,6019],{},[32,6008,6009,6012],{},[35,6010,6011],{},"Provide Context:"," Agents are most effective when given domain-specific knowledge about how an application operates and what success looks like.",[32,6014,6015,6018],{},[35,6016,6017],{},"Adopt an Adversarial Mindset:"," Developers should treat agents as partners that can be tasked with finding security vulnerabilities or performance bottlenecks before they reach production.",[32,6020,6021,6024],{},[35,6022,6023],{},"Maintain Human Oversight:"," Even in autonomous systems, the 'human-in-the-loop' remains critical for approving architectural changes and validating agent-suggested refactors.",[22,6026,6027],{},"By elevating their focus to the platform architecture level, developers can use AI to handle the granular details of deployment and monitoring, allowing them to focus on product strategy and system-wide reliability.",{"title":133,"searchDepth":134,"depth":134,"links":6029},[6030,6031,6032],{"id":5963,"depth":134,"text":5964},{"id":5970,"depth":134,"text":5971},{"id":6000,"depth":134,"text":6001},[194],{"content_references":6035,"triage":6044},[6036,6038,6040,6042],{"type":147,"title":6037,"context":150},"Model Context Protocol (MCP)",{"type":147,"title":6039,"context":5921},"Cloud Run",{"type":147,"title":6041,"context":5921},"BigQuery",{"type":147,"title":6043,"context":5921},"Antigravity",{"relevance":158,"novelty":159,"quality":159,"actionability":159,"composite":6045,"reasoning":6046},4.35,"Category: AI Automation. The article addresses the transition of AI agents from development to production, focusing on practical aspects like automated observability and real-time telemetry integration, which are crucial for product builders. It provides actionable insights on leveraging tools like the Model Context Protocol for enhanced operational efficiency.","\u002Fsummaries\u002F3c4170aa0a7f6d53-moving-ai-agents-from-development-to-production-summary","2026-05-22 16:00:18","2026-05-22 19:00:47",{"title":5953,"description":133},{"loc":6047},"3c4170aa0a7f6d53","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DVyRuMbtrmc","summaries\u002F3c4170aa0a7f6d53-moving-ai-agents-from-development-to-production-summary",[6056,174,6057,177],"devops","observability","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FDVyRuMbtrmc\u002Fhqdefault.jpg","Production-grade AI agents require moving beyond code generation to automated observability, real-time telemetry integration, and human-in-the-loop remediation to bridge the gap between SRE and development workflows.","This interview provides a high-level overview of using [Model Context Protocol](https:\u002F\u002Fmodelcontextprotocol.io) (MCP) servers to bridge local AI agents with production telemetry from [Cloud Run](https:\u002F\u002Fcloud.google.com\u002Frun) and [BigQuery](https:\u002F\u002Fcloud.google.com\u002Fbigquery). The discussion focuses on the conceptual shift of using natural language prompts to automate log analysis and root-cause debugging, rather than a technical deep dive into the implementation of the mentioned [Antigravity](https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fantigravity) framework.",[174,6057,177],"-X4872YLYKWlQw-jk11s7CoQdvvPaQF-2DGUcHytcio",{"id":6064,"title":6065,"ai":6066,"body":6071,"categories":6231,"created_at":141,"date_modified":141,"description":133,"extension":142,"faq":141,"featured":143,"kicker_label":141,"meta":6232,"navigation":162,"path":6244,"published_at":5936,"question":141,"scraped_at":6245,"seo":6246,"sitemap":6247,"source_id":5940,"source_name":169,"source_type":170,"source_url":5941,"stem":6248,"tags":6249,"thumbnail_url":5946,"tldr":6252,"tweet":6253,"unknown_tags":6254,"__hash__":6255},"summaries\u002Fsummaries\u002F96ecf243311f6fb3-scaling-ai-agents-and-inference-on-google-cloud-ru-summary.md","Scaling AI Agents and Inference on Google Cloud Run",{"provider":7,"model":8,"input_tokens":6067,"output_tokens":6068,"processing_time_ms":6069,"cost_usd":6070},9835,1113,5073,0.00412825,{"type":14,"value":6072,"toc":6223},[6073,6077,6080,6084,6087,6110,6114,6117,6136,6140,6143,6167,6169,6205,6209],[17,6074,6076],{"id":6075},"the-evolution-of-cloud-run-for-ai-workloads","The Evolution of Cloud Run for AI Workloads",[22,6078,6079],{},"Cloud Run is shifting its focus from simple web service hosting to a robust runtime for modern AI-driven development. The platform now supports a broader range of workloads, including AI agents, long-running background tasks, and high-performance inference, while maintaining its core serverless value proposition: zero infrastructure management and pay-per-use pricing.",[17,6081,6083],{"id":6082},"ai-agents-and-secure-sandboxing","AI Agents and Secure Sandboxing",[22,6085,6086],{},"To support AI agents, Google has introduced several primitives designed for agentic workflows:",[29,6088,6089,6094,6099,6104],{},[32,6090,6091,6093],{},[35,6092,5815],{}," Provides ephemeral, isolated, micro-VM-based environments for executing untrusted code (e.g., scripts or agent-generated code) without risking the host application.",[32,6095,6096,6098],{},[35,6097,5821],{}," A new primitive that allows direct access to individual instances, supporting long-running background agents that do not require standard request-based scaling.",[32,6100,6101,6103],{},[35,6102,5794],{}," A fully managed Model Context Protocol (MCP) server for Cloud Run, enabling agents to deploy and manage Cloud Run apps directly via standard protocols.",[32,6105,6106,6109],{},[35,6107,6108],{},"SSH Support:"," Enables developers to SSH into containers for advanced troubleshooting and inspection, a highly requested feature for complex production environments.",[17,6111,6113],{"id":6112},"high-performance-inference-and-fine-tuning","High-Performance Inference and Fine-Tuning",[22,6115,6116],{},"Cloud Run is expanding its hardware capabilities to handle more demanding AI tasks:",[29,6118,6119,6125,6130],{},[32,6120,6121,6124],{},[35,6122,6123],{},"Blackwell GPUs:"," Introduction of NVIDIA RTX Pro 6000 Ada (Blackwell) GPUs, optimized for AI inference and fine-tuning.",[32,6126,6127,6129],{},[35,6128,5848],{}," Allows for large-scale file manipulation by moving storage off the memory-bound file system to dedicated ephemeral disks.",[32,6131,6132,6135],{},[35,6133,6134],{},"Job-based Fine-Tuning:"," Cloud Run jobs now support GPUs and delayed execution, allowing users to run fine-tuning tasks that scale to zero upon completion.",[17,6137,6139],{"id":6138},"scalability-and-networking","Scalability and Networking",[22,6141,6142],{},"For enterprise-grade applications, the platform is introducing more granular control:",[29,6144,6145,6150,6156,6162],{},[32,6146,6147,6149],{},[35,6148,5860],{}," Users can now define strict minimums and maximums for instances to balance cost predictability with traffic surge handling.",[32,6151,6152,6155],{},[35,6153,6154],{},"Worker Pools:"," Now generally available, these always-on instances are designed for continuous background tasks, such as pull-based workloads (e.g., Temporal workers).",[32,6157,6158,6161],{},[35,6159,6160],{},"Crema (Cloud Run External Metrics Autoscaling):"," Powered by KEDA, this allows scaling based on external events (like message queue backlogs) without requiring a Kubernetes cluster.",[32,6163,6164,6166],{},[35,6165,5866],{}," Currently in private preview, this feature simplifies service-to-service communication by automatically injecting JWTs for authentication, allowing internal services to connect via simple, context-aware short names.",[17,6168,5871],{"id":5870},[29,6170,6171,6177,6187,6193,6199],{},[32,6172,6173,6176],{},[35,6174,6175],{},"Budget Predictability:"," New spend caps allow you to automatically pause resources if costs exceed a defined monthly limit.",[32,6178,6179,6182,6183,6186],{},[35,6180,6181],{},"Dev-to-Prod Loop:"," The ",[67,6184,6185],{},"dev-sync"," command enables live-updating code on a remote Cloud Run instance, allowing developers to iterate in the cloud without losing application state.",[32,6188,6189,6192],{},[35,6190,6191],{},"Agent Governance:"," Flagging Cloud Run services as agents allows them to register automatically with the Gemini Enterprise Agent platform for centralized governance.",[32,6194,6195,6198],{},[35,6196,6197],{},"Production-Ready:"," Replit’s experience demonstrates that Cloud Run can handle massive scale (over 1.2 million active deployments) while maintaining high reliability.",[32,6200,6201,6204],{},[35,6202,6203],{},"Simplified Networking:"," Service bindings remove the need for manual auth logic and complex networking configurations for internal microservices.",[17,6206,6208],{"id":6207},"notable-quotes","Notable Quotes",[29,6210,6211,6214,6217,6220],{},[32,6212,6213],{},"\"Cloud Run gives you on-demand computers. You can run anything on Google's world-class infrastructure with zero overhead.\"",[32,6215,6216],{},"\"The barrier to entry has collapsed... once you are done coding, you need to deploy your application to the Cloud and you want to do that as easily as possible.\"",[32,6218,6219],{},"\"Cloud Run actually captures both ends of that really well—it's cost-efficient... but then when you need it, the scaling is there.\"",[32,6221,6222],{},"\"Cloud Run sandboxes allow you to do secure on-the-fly code execution from within your Cloud resources.\"",{"title":133,"searchDepth":134,"depth":134,"links":6224},[6225,6226,6227,6228,6229,6230],{"id":6075,"depth":134,"text":6076},{"id":6082,"depth":134,"text":6083},{"id":6112,"depth":134,"text":6113},{"id":6138,"depth":134,"text":6139},{"id":5870,"depth":134,"text":5871},{"id":6207,"depth":134,"text":6208},[215],{"content_references":6233,"triage":6242},[6234,6236,6238,6240],{"type":147,"title":5923,"url":6235,"context":5921},"https:\u002F\u002Freplit.com",{"type":147,"title":6237,"context":5921},"Gemini Enterprise Agent platform",{"type":147,"title":5929,"url":6239,"context":5921},"https:\u002F\u002Fkeda.sh",{"type":147,"title":5926,"url":6241,"context":5921},"https:\u002F\u002Ftemporal.io",{"relevance":158,"novelty":159,"quality":159,"actionability":159,"composite":6045,"reasoning":6243},"Category: Inference & Serving. The article provides detailed insights into how Google Cloud Run is evolving to support AI agents and inference, addressing specific audience pain points like infrastructure management and GPU support. It introduces new features such as Cloud Run Sandboxes and Blackwell GPUs, which are directly applicable for engineers looking to optimize AI workloads.","\u002Fsummaries\u002F96ecf243311f6fb3-scaling-ai-agents-and-inference-on-google-cloud-ru-summary","2026-06-29 14:34:19",{"title":6065,"description":133},{"loc":6244},"summaries\u002F96ecf243311f6fb3-scaling-ai-agents-and-inference-on-google-cloud-ru-summary",[6250,177,174,5944,6251],"inference","gpu","Google Cloud Run is evolving from a web-service platform into a comprehensive runtime for AI agents, inference, and background tasks, introducing features like GPU support, sandboxed code execution, and custom scaling controls.","This session from Google Cloud Next 2026 highlights new features for [Cloud Run](https:\u002F\u002Fcloud.google.com\u002Frun), specifically targeting AI-driven workflows and \"vibe coding.\" The team introduces spend caps for budget control and a new [MCP server](https:\u002F\u002Fmodelcontextprotocol.io) integration that allows AI agents and tools like [Cloud Code](https:\u002F\u002Fcloud.google.com\u002Fcode) to deploy applications directly from file content without manual containerization.",[177,174,5944,6251],"g0WvTKo2FFClffiQgE856-i2o0U2JOyOIFK9JjTblZ4",{"id":6257,"title":6258,"ai":6259,"body":6264,"categories":6292,"created_at":141,"date_modified":141,"description":133,"extension":142,"faq":141,"featured":143,"kicker_label":141,"meta":6293,"navigation":162,"path":6303,"published_at":6304,"question":141,"scraped_at":6304,"seo":6305,"sitemap":6306,"source_id":6307,"source_name":6308,"source_type":6309,"source_url":6310,"stem":6311,"tags":6312,"thumbnail_url":141,"tldr":6315,"tweet":141,"unknown_tags":6316,"__hash__":6317},"summaries\u002Fsummaries\u002F40a75442798cf05d-occlusion-as-a-benchmark-for-ai-spatial-memory-summary.md","Occlusion as a Benchmark for AI Spatial Memory",{"provider":7,"model":8,"input_tokens":6260,"output_tokens":6261,"processing_time_ms":6262,"cost_usd":6263},4087,495,3099,0.00176425,{"type":14,"value":6265,"toc":6287},[6266,6270,6273,6277,6280,6284],[17,6267,6269],{"id":6268},"the-failure-of-current-spatial-memory-in-agents","The Failure of Current Spatial Memory in Agents",[22,6271,6272],{},"Most language agents rely on linguistic descriptions or 2D snapshots, which frequently fail when tasked with navigating or reasoning about 3D environments. The core issue is that these models often lack a persistent, coherent spatial memory. They treat objects as transient entities rather than permanent fixtures in a 3D coordinate system. This leads to \"hallucinated\" spatial relationships where an agent might forget an object's location the moment it moves out of the immediate field of view or is obscured by another object.",[17,6274,6276],{"id":6275},"occlusion-as-the-definitive-test","Occlusion as the Definitive Test",[22,6278,6279],{},"The authors argue that occlusion—the phenomenon where one object blocks the view of another—is the most effective litmus test for true spatial understanding. If an agent cannot maintain a mental model of an object that is temporarily hidden, it does not possess a functional spatial memory. The paper proposes a framework where agents are evaluated on their ability to predict the state, location, and existence of objects that are occluded. This shifts the focus from simple object recognition to the maintenance of object permanence, requiring the agent to integrate temporal and spatial data to infer the state of the world beyond its current visual input.",[17,6281,6283],{"id":6282},"moving-beyond-2d-representations","Moving Beyond 2D Representations",[22,6285,6286],{},"To solve this, the authors suggest that agents must move toward internal representations that explicitly encode 3D geometry and object permanence. Relying on the LLM's latent space to \"guess\" spatial relationships is insufficient for complex tasks. Instead, agents need a dedicated memory structure that updates in real-time based on movement and perspective changes. By forcing agents to pass occlusion-based benchmarks, developers can move away from models that merely describe scenes toward those that can reliably interact with and navigate physical or simulated 3D spaces.",{"title":133,"searchDepth":134,"depth":134,"links":6288},[6289,6290,6291],{"id":6268,"depth":134,"text":6269},{"id":6275,"depth":134,"text":6276},{"id":6282,"depth":134,"text":6283},[140],{"content_references":6294,"triage":6300},[6295],{"type":6296,"title":6297,"author":6298,"context":6299},"paper","What Spatial Memory Must Store: Occlusion as the Test for Language-Agent Memory","Unknown","reviewed",{"relevance":5932,"novelty":159,"quality":159,"actionability":134,"composite":6301,"reasoning":6302},3.25,"Category: AI & LLMs. The article discusses a specific benchmark for evaluating AI agents' spatial memory, which is relevant to AI engineering. However, while it presents novel insights into the limitations of current models, it lacks practical steps for implementation that the target audience could directly act upon.","\u002Fsummaries\u002F40a75442798cf05d-occlusion-as-a-benchmark-for-ai-spatial-memory-summary","2026-06-10 12:57:08",{"title":6258,"description":133},{"loc":6303},"40a75442798cf05d","arXiv cs.AI","article","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.10299","summaries\u002F40a75442798cf05d-occlusion-as-a-benchmark-for-ai-spatial-memory-summary",[6313,174,6314],"research","spatial-reasoning","Current language agents often fail to maintain consistent spatial representations; the authors propose using occlusion tasks as a rigorous benchmark to test if agents truly understand 3D object permanence and spatial relationships.",[174,6314],"1ii4nkmmxhw1fhl7yiFusZ1R9AM-Y3xagGtDW71zKQk"]