[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-4a73c42de0e41898-building-stateful-ai-agents-with-gemini-enterprise-summary":3,"summaries-facets-categories":145,"summary-related-4a73c42de0e41898-building-stateful-ai-agents-with-gemini-enterprise-summary":4024},{"id":4,"title":5,"ai":6,"body":13,"categories":95,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":100,"navigation":124,"path":125,"published_at":126,"question":97,"scraped_at":127,"seo":128,"sitemap":129,"source_id":130,"source_name":131,"source_type":132,"source_url":133,"stem":134,"tags":135,"thumbnail_url":140,"tldr":141,"tweet":142,"unknown_tags":143,"__hash__":144},"summaries\u002Fsummaries\u002F4a73c42de0e41898-building-stateful-ai-agents-with-gemini-enterprise-summary.md","Building Stateful AI Agents with Gemini Enterprise",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6063,733,3457,0.00261525,{"type":14,"value":15,"toc":88},"minimark",[16,21,34,50,54,57,77,81],[17,18,20],"h2",{"id":19},"enhancing-agent-context-with-memory-and-state","Enhancing Agent Context with Memory and State",[22,23,24,25,29,30,33],"p",{},"To move beyond stateless interactions, the Gemini Enterprise Agent Platform introduces two primary mechanisms for maintaining context: ",[26,27,28],"strong",{},"Agent Sessions"," and ",[26,31,32],{},"Memory Banks",".",[35,36,37,44],"ul",{},[38,39,40,43],"li",{},[26,41,42],{},"Agent Sessions:"," These allow developers to maintain state across interactions, enabling users to pause and resume tasks (such as marathon route planning) without losing progress. State is persisted directly in the cloud.",[38,45,46,49],{},[26,47,48],{},"Memory Banks:"," This feature automates the retention of useful information. During an agent turn, the system evaluates the exchange and automatically saves relevant insights to the cloud. This offloads the burden of manual file management, allowing the agent to recall specific rules or constraints in future interactions without developer intervention.",[17,51,53],{"id":52},"streamlining-data-integration-and-rag","Streamlining Data Integration and RAG",[22,55,56],{},"Effective Retrieval-Augmented Generation (RAG) relies on high-quality data retrieval. The platform simplifies this through:",[35,58,59,65,71],{},[38,60,61,64],{},[26,62,63],{},"AlloyDB Auto-Embeddings:"," This feature removes the manual overhead for data engineers by automatically generating embeddings whenever new records are inserted into the database, ensuring data is immediately ready for agent consumption.",[38,66,67,70],{},[26,68,69],{},"Data Agent Kit:"," A new extension for VS Code and Cloud Shell that allows developers to interact with databases directly from their IDE, facilitating smoother integration between data pipelines and AI agents.",[38,72,73,76],{},[26,74,75],{},"Data Engineering Agent:"," This tool assists in creating and orchestrating data pipelines, with support for Dataform and dbt, allowing developers to define complex workflows through natural language prompts.",[17,78,80],{"id":79},"practical-implementation-and-resources","Practical Implementation and Resources",[22,82,83,84,87],{},"Google provides a suite of resources to transition from concept to production, including over 75 codelabs and pre-built ",[26,85,86],{},"Google Cloud Agent Skills",". These skills serve as templates for common tasks, which developers can extend for specific use cases, such as custom embedding treatments. The \"Race Condition\" GitHub repository provides a reference implementation with one-click deployment, allowing developers to test agentic workflows in a real-world environment.",{"title":89,"searchDepth":90,"depth":90,"links":91},"",2,[92,93,94],{"id":19,"depth":90,"text":20},{"id":52,"depth":90,"text":53},{"id":79,"depth":90,"text":80},[96],"AI & LLMs",null,"md",false,{"content_references":101,"triage":119},[102,106,108,112,116],{"type":103,"title":104,"context":105},"tool","Gemini Enterprise Agent Platform","mentioned",{"type":103,"title":107,"context":105},"AlloyDB",{"type":103,"title":109,"url":110,"context":111},"Google Cloud Data Agent Kit","https:\u002F\u002Fgoo.gle\u002F4tBKZ8h","recommended",{"type":113,"title":114,"url":115,"context":111},"other","Race Condition GitHub Repository","https:\u002F\u002Fgoo.gle\u002F4dnsLBi",{"type":113,"title":117,"url":118,"context":111},"Google Cloud Agent Skills Repository","https:\u002F\u002Fgoo.gle\u002F4eUnyUi",{"relevance":120,"novelty":121,"quality":121,"actionability":120,"composite":122,"reasoning":123},5,4,4.55,"Category: AI & LLMs. The article provides in-depth insights into building stateful AI agents using the Gemini Enterprise platform, addressing specific pain points like maintaining context and simplifying data integration. It offers practical implementation resources, including codelabs and templates, making it immediately actionable for developers.",true,"\u002Fsummaries\u002F4a73c42de0e41898-building-stateful-ai-agents-with-gemini-enterprise-summary","2026-05-19 04:00:36","2026-05-19 07:00:35",{"title":5,"description":89},{"loc":125},"4a73c42de0e41898","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=5m9ppmJuJHk","summaries\u002F4a73c42de0e41898-building-stateful-ai-agents-with-gemini-enterprise-summary",[136,137,138,139],"agents","cloud","ai-llms","rag","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F5m9ppmJuJHk\u002Fhqdefault.jpg","Google Cloud's Gemini Enterprise Agent Platform enables stateful AI agents through cloud-based sessions and automated memory banks, allowing developers to build contextual, RAG-enabled applications with minimal code.","This video is a recap of a Google Cloud Next keynote demo, providing a high-level overview of how to implement stateful agents using the [Gemini Enterprise Agent Platform](https:\u002F\u002Fgoo.gle\u002F4tBKZ8h). The speakers briefly explain their use of [AlloyDB](https:\u002F\u002Fgoo.gle\u002F4tBKZ8h) for RAG and point viewers toward [codelabs](https:\u002F\u002Fgoo.gle\u002F43fQKhb) and the [Race Condition](https:\u002F\u002Fgoo.gle\u002F4dnsLBi) repository to replicate their marathon-planner demo.",[138,139],"yW7zp7jh78-nvOBY3XxIUdMVMUc5WhX0nysc1e8XrNc",[146,149,152,154,157,160,162,164,166,168,170,172,175,177,179,181,183,185,187,189,191,193,195,197,199,202,205,207,209,212,214,216,219,221,223,225,227,229,231,233,235,237,239,241,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022],{"categories":147},[148],"Developer Productivity",{"categories":150},[151],"Business & SaaS",{"categories":153},[96],{"categories":155},[156],"AI Automation",{"categories":158},[159],"Product Strategy",{"categories":161},[96],{"categories":163},[148],{"categories":165},[151],{"categories":167},[],{"categories":169},[96],{"categories":171},[],{"categories":173},[174],"AI News & Trends",{"categories":176},[156],{"categories":178},[156],{"categories":180},[174],{"categories":182},[156],{"categories":184},[156],{"categories":186},[96],{"categories":188},[96],{"categories":190},[96],{"categories":192},[174],{"categories":194},[96],{"categories":196},[96],{"categories":198},[],{"categories":200},[201],"Design & Frontend",{"categories":203},[204],"Data Science & Visualization",{"categories":206},[174],{"categories":208},[],{"categories":210},[211],"Software Engineering",{"categories":213},[96],{"categories":215},[156],{"categories":217},[218],"Marketing & Growth",{"categories":220},[201],{"categories":222},[96],{"categories":224},[156],{"categories":226},[],{"categories":228},[],{"categories":230},[201],{"categories":232},[156],{"categories":234},[148],{"categories":236},[211],{"categories":238},[201],{"categories":240},[96],{"categories":242},[243],"DevOps & Cloud",{"categories":245},[156],{"categories":247},[174],{"categories":249},[],{"categories":251},[],{"categories":253},[156],{"categories":255},[211],{"categories":257},[],{"categories":259},[151],{"categories":261},[],{"categories":263},[],{"categories":265},[156],{"categories":267},[96],{"categories":269},[156],{"categories":271},[96],{"categories":273},[96],{"categories":275},[],{"categories":277},[211],{"categories":279},[],{"categories":281},[],{"categories":283},[211],{"categories":285},[],{"categories":287},[211],{"categories":289},[96],{"categories":291},[96],{"categories":293},[218],{"categories":295},[201],{"categories":297},[201],{"categories":299},[96],{"categories":301},[156],{"categories":303},[211],{"categories":305},[96],{"categories":307},[96],{"categories":309},[156],{"categories":311},[156],{"categories":313},[204],{"categories":315},[174],{"categories":317},[156],{"categories":319},[218],{"categories":321},[156],{"categories":323},[159],{"categories":325},[211],{"categories":327},[],{"categories":329},[156],{"categories":331},[],{"categories":333},[156],{"categories":335},[211],{"categories":337},[243],{"categories":339},[201],{"categories":341},[96],{"categories":343},[],{"categories":345},[],{"categories":347},[156],{"categories":349},[],{"categories":351},[96],{"categories":353},[],{"categories":355},[148],{"categories":357},[211],{"categories":359},[151],{"categories":361},[96],{"categories":363},[174],{"categories":365},[96],{"categories":367},[],{"categories":369},[96],{"categories":371},[],{"categories":373},[211],{"categories":375},[204],{"categories":377},[],{"categories":379},[96],{"categories":381},[201],{"categories":383},[],{"categories":385},[201],{"categories":387},[156],{"categories":389},[],{"categories":391},[96],{"categories":393},[156],{"categories":395},[174],{"categories":397},[151],{"categories":399},[96],{"categories":401},[],{"categories":403},[156],{"categories":405},[96],{"categories":407},[159],{"categories":409},[],{"categories":411},[96],{"categories":413},[156],{"categories":415},[156],{"categories":417},[],{"categories":419},[204],{"categories":421},[96],{"categories":423},[],{"categories":425},[148],{"categories":427},[151],{"categories":429},[96],{"categories":431},[156],{"categories":433},[211],{"categories":435},[96],{"categories":437},[],{"categories":439},[],{"categories":441},[96],{"categories":443},[96],{"categories":445},[],{"categories":447},[201],{"categories":449},[],{"categories":451},[96],{"categories":453},[],{"categories":455},[156],{"categories":457},[96],{"categories":459},[201],{"categories":461},[],{"categories":463},[96],{"categories":465},[96],{"categories":467},[151],{"categories":469},[156],{"categories":471},[96],{"categories":473},[201],{"categories":475},[156],{"categories":477},[],{"categories":479},[],{"categories":481},[174],{"categories":483},[],{"categories":485},[96],{"categories":487},[151,218],{"categories":489},[],{"categories":491},[96],{"categories":493},[156],{"categories":495},[],{"categories":497},[],{"categories":499},[96],{"categories":501},[],{"categories":503},[96],{"categories":505},[243],{"categories":507},[],{"categories":509},[174],{"categories":511},[201],{"categories":513},[],{"categories":515},[174],{"categories":517},[174],{"categories":519},[96],{"categories":521},[218],{"categories":523},[],{"categories":525},[151],{"categories":527},[156],{"categories":529},[],{"categories":531},[96,243],{"categories":533},[96],{"categories":535},[96],{"categories":537},[96],{"categories":539},[156],{"categories":541},[96,211],{"categories":543},[204],{"categories":545},[96],{"categories":547},[218],{"categories":549},[156],{"categories":551},[156],{"categories":553},[],{"categories":555},[156],{"categories":557},[96],{"categories":559},[96,151],{"categories":561},[],{"categories":563},[201],{"categories":565},[201],{"categories":567},[],{"categories":569},[],{"categories":571},[174],{"categories":573},[],{"categories":575},[148],{"categories":577},[211],{"categories":579},[96],{"categories":581},[201],{"categories":583},[156],{"categories":585},[211],{"categories":587},[174],{"categories":589},[201],{"categories":591},[],{"categories":593},[96],{"categories":595},[96],{"categories":597},[96],{"categories":599},[96],{"categories":601},[174],{"categories":603},[148],{"categories":605},[96],{"categories":607},[156],{"categories":609},[243],{"categories":611},[201],{"categories":613},[156],{"categories":615},[],{"categories":617},[],{"categories":619},[201],{"categories":621},[174],{"categories":623},[204],{"categories":625},[],{"categories":627},[96],{"categories":629},[96],{"categories":631},[151],{"categories":633},[96],{"categories":635},[96],{"categories":637},[174],{"categories":639},[],{"categories":641},[156],{"categories":643},[211],{"categories":645},[],{"categories":647},[96],{"categories":649},[96],{"categories":651},[156],{"categories":653},[],{"categories":655},[],{"categories":657},[96],{"categories":659},[],{"categories":661},[151],{"categories":663},[156],{"categories":665},[156],{"categories":667},[],{"categories":669},[148],{"categories":671},[96],{"categories":673},[151],{"categories":675},[174],{"categories":677},[148],{"categories":679},[],{"categories":681},[],{"categories":683},[],{"categories":685},[174],{"categories":687},[174],{"categories":689},[],{"categories":691},[],{"categories":693},[151],{"categories":695},[],{"categories":697},[],{"categories":699},[148],{"categories":701},[],{"categories":703},[218],{"categories":705},[156],{"categories":707},[151],{"categories":709},[156],{"categories":711},[211],{"categories":713},[],{"categories":715},[159],{"categories":717},[201],{"categories":719},[211],{"categories":721},[96],{"categories":723},[156],{"categories":725},[151],{"categories":727},[96],{"categories":729},[],{"categories":731},[],{"categories":733},[211],{"categories":735},[204],{"categories":737},[159],{"categories":739},[156],{"categories":741},[96],{"categories":743},[],{"categories":745},[243],{"categories":747},[],{"categories":749},[156],{"categories":751},[],{"categories":753},[148],{"categories":755},[],{"categories":757},[96],{"categories":759},[96],{"categories":761},[201],{"categories":763},[218],{"categories":765},[156],{"categories":767},[],{"categories":769},[148],{"categories":771},[],{"categories":773},[174],{"categories":775},[96,243],{"categories":777},[96],{"categories":779},[174],{"categories":781},[96],{"categories":783},[151],{"categories":785},[96],{"categories":787},[],{"categories":789},[96],{"categories":791},[151],{"categories":793},[],{"categories":795},[211],{"categories":797},[201],{"categories":799},[174],{"categories":801},[204],{"categories":803},[148],{"categories":805},[96],{"categories":807},[156],{"categories":809},[211],{"categories":811},[],{"categories":813},[],{"categories":815},[159],{"categories":817},[],{"categories":819},[96],{"categories":821},[],{"categories":823},[201],{"categories":825},[211],{"categories":827},[201],{"categories":829},[96],{"categories":831},[201],{"categories":833},[],{"categories":835},[],{"categories":837},[174],{"categories":839},[156],{"categories":841},[96],{"categories":843},[96],{"categories":845},[96],{"categories":847},[151],{"categories":849},[96],{"categories":851},[],{"categories":853},[211],{"categories":855},[211],{"categories":857},[151],{"categories":859},[],{"categories":861},[96],{"categories":863},[96],{"categories":865},[151],{"categories":867},[174],{"categories":869},[218],{"categories":871},[96],{"categories":873},[156],{"categories":875},[],{"categories":877},[201],{"categories":879},[],{"categories":881},[96],{"categories":883},[96],{"categories":885},[],{"categories":887},[151],{"categories":889},[156],{"categories":891},[],{"categories":893},[243],{"categories":895},[204],{"categories":897},[211],{"categories":899},[218],{"categories":901},[96],{"categories":903},[211],{"categories":905},[156],{"categories":907},[],{"categories":909},[],{"categories":911},[156],{"categories":913},[148],{"categories":915},[156],{"categories":917},[159],{"categories":919},[151],{"categories":921},[],{"categories":923},[96],{"categories":925},[159],{"categories":927},[96],{"categories":929},[96],{"categories":931},[218],{"categories":933},[96],{"categories":935},[201],{"categories":937},[156],{"categories":939},[],{"categories":941},[],{"categories":943},[243],{"categories":945},[211],{"categories":947},[],{"categories":949},[156],{"categories":951},[96],{"categories":953},[201,96],{"categories":955},[148],{"categories":957},[],{"categories":959},[96],{"categories":961},[148],{"categories":963},[201],{"categories":965},[156],{"categories":967},[211],{"categories":969},[],{"categories":971},[96],{"categories":973},[],{"categories":975},[],{"categories":977},[96],{"categories":979},[148],{"categories":981},[],{"categories":983},[156],{"categories":985},[159],{"categories":987},[96],{"categories":989},[96],{"categories":991},[96],{"categories":993},[201],{"categories":995},[156],{"categories":997},[243],{"categories":999},[201],{"categories":1001},[156],{"categories":1003},[96],{"categories":1005},[96],{"categories":1007},[96],{"categories":1009},[211],{"categories":1011},[],{"categories":1013},[174],{"categories":1015},[],{"categories":1017},[159],{"categories":1019},[156],{"categories":1021},[201],{"categories":1023},[96],{"categories":1025},[156],{"categories":1027},[211],{"categories":1029},[201],{"categories":1031},[156],{"categories":1033},[174],{"categories":1035},[],{"categories":1037},[96],{"categories":1039},[201],{"categories":1041},[96],{"categories":1043},[148],{"categories":1045},[174],{"categories":1047},[96],{"categories":1049},[218],{"categories":1051},[96],{"categories":1053},[156],{"categories":1055},[96],{"categories":1057},[156],{"categories":1059},[156],{"categories":1061},[96],{"categories":1063},[156],{"categories":1065},[201],{"categories":1067},[96],{"categories":1069},[],{"categories":1071},[],{"categories":1073},[211],{"categories":1075},[],{"categories":1077},[148],{"categories":1079},[243],{"categories":1081},[96],{"categories":1083},[],{"categories":1085},[148],{"categories":1087},[151],{"categories":1089},[218],{"categories":1091},[],{"categories":1093},[151],{"categories":1095},[],{"categories":1097},[96],{"categories":1099},[],{"categories":1101},[],{"categories":1103},[],{"categories":1105},[],{"categories":1107},[96],{"categories":1109},[156],{"categories":1111},[243],{"categories":1113},[148],{"categories":1115},[211],{"categories":1117},[96],{"categories":1119},[211],{"categories":1121},[159],{"categories":1123},[96],{"categories":1125},[218],{"categories":1127},[151],{"categories":1129},[96],{"categories":1131},[96],{"categories":1133},[96],{"categories":1135},[96,148],{"categories":1137},[211],{"categories":1139},[211],{"categories":1141},[201],{"categories":1143},[96],{"categories":1145},[],{"categories":1147},[],{"categories":1149},[],{"categories":1151},[211],{"categories":1153},[204],{"categories":1155},[174],{"categories":1157},[201],{"categories":1159},[],{"categories":1161},[96],{"categories":1163},[96],{"categories":1165},[],{"categories":1167},[156],{"categories":1169},[96],{"categories":1171},[],{"categories":1173},[156],{"categories":1175},[96],{"categories":1177},[151],{"categories":1179},[],{"categories":1181},[148],{"categories":1183},[96],{"categories":1185},[148],{"categories":1187},[96],{"categories":1189},[211],{"categories":1191},[218],{"categories":1193},[156],{"categories":1195},[96,201],{"categories":1197},[174],{"categories":1199},[96],{"categories":1201},[201],{"categories":1203},[],{"categories":1205},[211],{"categories":1207},[243],{"categories":1209},[201],{"categories":1211},[156],{"categories":1213},[],{"categories":1215},[],{"categories":1217},[],{"categories":1219},[],{"categories":1221},[211],{"categories":1223},[156],{"categories":1225},[156],{"categories":1227},[243],{"categories":1229},[96],{"categories":1231},[96],{"categories":1233},[156],{"categories":1235},[96],{"categories":1237},[96],{"categories":1239},[],{"categories":1241},[201],{"categories":1243},[],{"categories":1245},[],{"categories":1247},[156],{"categories":1249},[],{"categories":1251},[],{"categories":1253},[218],{"categories":1255},[218],{"categories":1257},[156],{"categories":1259},[211],{"categories":1261},[],{"categories":1263},[96],{"categories":1265},[96],{"categories":1267},[211],{"categories":1269},[201],{"categories":1271},[201],{"categories":1273},[156],{"categories":1275},[148],{"categories":1277},[96],{"categories":1279},[201],{"categories":1281},[201],{"categories":1283},[156],{"categories":1285},[156],{"categories":1287},[96],{"categories":1289},[],{"categories":1291},[],{"categories":1293},[96],{"categories":1295},[156],{"categories":1297},[174],{"categories":1299},[211],{"categories":1301},[96],{"categories":1303},[148],{"categories":1305},[96],{"categories":1307},[],{"categories":1309},[156],{"categories":1311},[156],{"categories":1313},[],{"categories":1315},[96],{"categories":1317},[148],{"categories":1319},[96],{"categories":1321},[148],{"categories":1323},[148],{"categories":1325},[],{"categories":1327},[],{"categories":1329},[156],{"categories":1331},[174],{"categories":1333},[156],{"categories":1335},[96],{"categories":1337},[96],{"categories":1339},[174],{"categories":1341},[204],{"categories":1343},[159],{"categories":1345},[174],{"categories":1347},[201],{"categories":1349},[],{"categories":1351},[],{"categories":1353},[174],{"categories":1355},[],{"categories":1357},[],{"categories":1359},[],{"categories":1361},[],{"categories":1363},[211],{"categories":1365},[204],{"categories":1367},[],{"categories":1369},[96],{"categories":1371},[96],{"categories":1373},[204],{"categories":1375},[211],{"categories":1377},[],{"categories":1379},[],{"categories":1381},[156],{"categories":1383},[174],{"categories":1385},[174],{"categories":1387},[156],{"categories":1389},[148],{"categories":1391},[96,243],{"categories":1393},[],{"categories":1395},[201],{"categories":1397},[148],{"categories":1399},[156],{"categories":1401},[201],{"categories":1403},[],{"categories":1405},[156],{"categories":1407},[156],{"categories":1409},[96],{"categories":1411},[218],{"categories":1413},[211],{"categories":1415},[201],{"categories":1417},[],{"categories":1419},[156],{"categories":1421},[96],{"categories":1423},[156],{"categories":1425},[156],{"categories":1427},[156],{"categories":1429},[218],{"categories":1431},[96],{"categories":1433},[156],{"categories":1435},[96],{"categories":1437},[],{"categories":1439},[218],{"categories":1441},[174],{"categories":1443},[156],{"categories":1445},[],{"categories":1447},[],{"categories":1449},[96],{"categories":1451},[156],{"categories":1453},[174],{"categories":1455},[156],{"categories":1457},[156],{"categories":1459},[],{"categories":1461},[96],{"categories":1463},[],{"categories":1465},[],{"categories":1467},[156],{"categories":1469},[],{"categories":1471},[],{"categories":1473},[204],{"categories":1475},[96],{"categories":1477},[204],{"categories":1479},[174],{"categories":1481},[96],{"categories":1483},[96],{"categories":1485},[156],{"categories":1487},[96],{"categories":1489},[],{"categories":1491},[],{"categories":1493},[243],{"categories":1495},[96],{"categories":1497},[],{"categories":1499},[],{"categories":1501},[148],{"categories":1503},[],{"categories":1505},[],{"categories":1507},[96],{"categories":1509},[],{"categories":1511},[],{"categories":1513},[211],{"categories":1515},[174],{"categories":1517},[218],{"categories":1519},[151],{"categories":1521},[96],{"categories":1523},[96],{"categories":1525},[151],{"categories":1527},[],{"categories":1529},[201],{"categories":1531},[156],{"categories":1533},[151],{"categories":1535},[96],{"categories":1537},[96],{"categories":1539},[148],{"categories":1541},[],{"categories":1543},[148],{"categories":1545},[96],{"categories":1547},[218],{"categories":1549},[156],{"categories":1551},[174],{"categories":1553},[151],{"categories":1555},[96],{"categories":1557},[96],{"categories":1559},[156],{"categories":1561},[],{"categories":1563},[96],{"categories":1565},[148],{"categories":1567},[96],{"categories":1569},[96],{"categories":1571},[],{"categories":1573},[174],{"categories":1575},[96],{"categories":1577},[],{"categories":1579},[151],{"categories":1581},[151],{"categories":1583},[96],{"categories":1585},[],{"categories":1587},[],{"categories":1589},[],{"categories":1591},[96],{"categories":1593},[174],{"categories":1595},[],{"categories":1597},[243],{"categories":1599},[96],{"categories":1601},[],{"categories":1603},[96],{"categories":1605},[96],{"categories":1607},[96],{"categories":1609},[96,243],{"categories":1611},[96],{"categories":1613},[96],{"categories":1615},[201],{"categories":1617},[156],{"categories":1619},[],{"categories":1621},[156],{"categories":1623},[156],{"categories":1625},[96],{"categories":1627},[96],{"categories":1629},[96],{"categories":1631},[148],{"categories":1633},[148],{"categories":1635},[211],{"categories":1637},[201],{"categories":1639},[156],{"categories":1641},[],{"categories":1643},[96],{"categories":1645},[174],{"categories":1647},[96],{"categories":1649},[151],{"categories":1651},[],{"categories":1653},[243],{"categories":1655},[201],{"categories":1657},[201],{"categories":1659},[156],{"categories":1661},[174],{"categories":1663},[156],{"categories":1665},[96],{"categories":1667},[],{"categories":1669},[96],{"categories":1671},[],{"categories":1673},[],{"categories":1675},[96],{"categories":1677},[96],{"categories":1679},[96],{"categories":1681},[156],{"categories":1683},[96],{"categories":1685},[96],{"categories":1687},[],{"categories":1689},[204],{"categories":1691},[156],{"categories":1693},[],{"categories":1695},[],{"categories":1697},[96],{"categories":1699},[174],{"categories":1701},[],{"categories":1703},[201],{"categories":1705},[243],{"categories":1707},[174],{"categories":1709},[211],{"categories":1711},[211],{"categories":1713},[174],{"categories":1715},[174],{"categories":1717},[243],{"categories":1719},[],{"categories":1721},[174],{"categories":1723},[96],{"categories":1725},[148],{"categories":1727},[96],{"categories":1729},[174],{"categories":1731},[],{"categories":1733},[211],{"categories":1735},[204],{"categories":1737},[96],{"categories":1739},[174],{"categories":1741},[211],{"categories":1743},[156],{"categories":1745},[174],{"categories":1747},[243],{"categories":1749},[156],{"categories":1751},[96],{"categories":1753},[96],{"categories":1755},[96],{"categories":1757},[],{"categories":1759},[151],{"categories":1761},[],{"categories":1763},[],{"categories":1765},[96],{"categories":1767},[96],{"categories":1769},[96],{"categories":1771},[96],{"categories":1773},[],{"categories":1775},[204],{"categories":1777},[148],{"categories":1779},[],{"categories":1781},[96],{"categories":1783},[96],{"categories":1785},[243],{"categories":1787},[243],{"categories":1789},[],{"categories":1791},[156],{"categories":1793},[174],{"categories":1795},[174],{"categories":1797},[96],{"categories":1799},[156],{"categories":1801},[],{"categories":1803},[201],{"categories":1805},[96],{"categories":1807},[96],{"categories":1809},[],{"categories":1811},[96],{"categories":1813},[],{"categories":1815},[211],{"categories":1817},[243],{"categories":1819},[96],{"categories":1821},[211],{"categories":1823},[151],{"categories":1825},[96],{"categories":1827},[],{"categories":1829},[156],{"categories":1831},[148],{"categories":1833},[148],{"categories":1835},[],{"categories":1837},[96],{"categories":1839},[201],{"categories":1841},[156],{"categories":1843},[],{"categories":1845},[96],{"categories":1847},[96],{"categories":1849},[156],{"categories":1851},[],{"categories":1853},[156],{"categories":1855},[211],{"categories":1857},[],{"categories":1859},[96],{"categories":1861},[],{"categories":1863},[96],{"categories":1865},[],{"categories":1867},[96],{"categories":1869},[96],{"categories":1871},[],{"categories":1873},[96],{"categories":1875},[174],{"categories":1877},[96],{"categories":1879},[96],{"categories":1881},[148],{"categories":1883},[96],{"categories":1885},[174],{"categories":1887},[156],{"categories":1889},[],{"categories":1891},[96],{"categories":1893},[201],{"categories":1895},[218],{"categories":1897},[96],{"categories":1899},[],{"categories":1901},[],{"categories":1903},[],{"categories":1905},[148],{"categories":1907},[174],{"categories":1909},[156],{"categories":1911},[96],{"categories":1913},[201],{"categories":1915},[156],{"categories":1917},[],{"categories":1919},[156],{"categories":1921},[],{"categories":1923},[96],{"categories":1925},[156],{"categories":1927},[96],{"categories":1929},[],{"categories":1931},[96],{"categories":1933},[96],{"categories":1935},[174],{"categories":1937},[201],{"categories":1939},[156],{"categories":1941},[201],{"categories":1943},[151],{"categories":1945},[],{"categories":1947},[],{"categories":1949},[96],{"categories":1951},[148],{"categories":1953},[174],{"categories":1955},[],{"categories":1957},[201],{"categories":1959},[],{"categories":1961},[211],{"categories":1963},[211],{"categories":1965},[201],{"categories":1967},[],{"categories":1969},[96],{"categories":1971},[],{"categories":1973},[218],{"categories":1975},[96],{"categories":1977},[243],{"categories":1979},[211],{"categories":1981},[],{"categories":1983},[156],{"categories":1985},[96],{"categories":1987},[148],{"categories":1989},[156],{"categories":1991},[156],{"categories":1993},[96],{"categories":1995},[],{"categories":1997},[148],{"categories":1999},[96],{"categories":2001},[151],{"categories":2003},[211],{"categories":2005},[201],{"categories":2007},[],{"categories":2009},[],{"categories":2011},[],{"categories":2013},[156],{"categories":2015},[201],{"categories":2017},[174],{"categories":2019},[96],{"categories":2021},[174],{"categories":2023},[201],{"categories":2025},[],{"categories":2027},[201],{"categories":2029},[174],{"categories":2031},[151],{"categories":2033},[211],{"categories":2035},[96],{"categories":2037},[174],{"categories":2039},[218],{"categories":2041},[],{"categories":2043},[],{"categories":2045},[204],{"categories":2047},[96,211],{"categories":2049},[174],{"categories":2051},[96],{"categories":2053},[156],{"categories":2055},[96],{"categories":2057},[156],{"categories":2059},[96],{"categories":2061},[96],{"categories":2063},[],{"categories":2065},[211],{"categories":2067},[96],{"categories":2069},[204],{"categories":2071},[156],{"categories":2073},[218],{"categories":2075},[243],{"categories":2077},[],{"categories":2079},[148],{"categories":2081},[156],{"categories":2083},[156],{"categories":2085},[211],{"categories":2087},[96],{"categories":2089},[96],{"categories":2091},[],{"categories":2093},[],{"categories":2095},[],{"categories":2097},[243],{"categories":2099},[174],{"categories":2101},[96],{"categories":2103},[96],{"categories":2105},[96],{"categories":2107},[],{"categories":2109},[204],{"categories":2111},[151],{"categories":2113},[],{"categories":2115},[156],{"categories":2117},[243],{"categories":2119},[],{"categories":2121},[201],{"categories":2123},[201],{"categories":2125},[],{"categories":2127},[211],{"categories":2129},[96],{"categories":2131},[201],{"categories":2133},[96],{"categories":2135},[],{"categories":2137},[174],{"categories":2139},[96],{"categories":2141},[96],{"categories":2143},[201],{"categories":2145},[156],{"categories":2147},[174],{"categories":2149},[],{"categories":2151},[156],{"categories":2153},[201],{"categories":2155},[96],{"categories":2157},[],{"categories":2159},[96],{"categories":2161},[96],{"categories":2163},[243],{"categories":2165},[174],{"categories":2167},[204],{"categories":2169},[204],{"categories":2171},[],{"categories":2173},[],{"categories":2175},[],{"categories":2177},[156],{"categories":2179},[211],{"categories":2181},[211],{"categories":2183},[96],{"categories":2185},[],{"categories":2187},[],{"categories":2189},[96],{"categories":2191},[],{"categories":2193},[156],{"categories":2195},[96],{"categories":2197},[],{"categories":2199},[96],{"categories":2201},[151],{"categories":2203},[96],{"categories":2205},[218],{"categories":2207},[156],{"categories":2209},[96],{"categories":2211},[96],{"categories":2213},[96],{"categories":2215},[211],{"categories":2217},[],{"categories":2219},[174],{"categories":2221},[156],{"categories":2223},[],{"categories":2225},[174],{"categories":2227},[156],{"categories":2229},[156],{"categories":2231},[],{"categories":2233},[151],{"categories":2235},[156],{"categories":2237},[],{"categories":2239},[96],{"categories":2241},[148],{"categories":2243},[174],{"categories":2245},[243],{"categories":2247},[156],{"categories":2249},[156],{"categories":2251},[148],{"categories":2253},[],{"categories":2255},[96],{"categories":2257},[],{"categories":2259},[],{"categories":2261},[201],{"categories":2263},[96,151],{"categories":2265},[96],{"categories":2267},[],{"categories":2269},[148],{"categories":2271},[204],{"categories":2273},[96],{"categories":2275},[211],{"categories":2277},[96],{"categories":2279},[156],{"categories":2281},[96],{"categories":2283},[96],{"categories":2285},[174],{"categories":2287},[156],{"categories":2289},[],{"categories":2291},[],{"categories":2293},[156],{"categories":2295},[96],{"categories":2297},[243],{"categories":2299},[],{"categories":2301},[96],{"categories":2303},[156],{"categories":2305},[],{"categories":2307},[156],{"categories":2309},[96],{"categories":2311},[218],{"categories":2313},[204],{"categories":2315},[156],{"categories":2317},[96],{"categories":2319},[243],{"categories":2321},[],{"categories":2323},[96],{"categories":2325},[218],{"categories":2327},[201],{"categories":2329},[96],{"categories":2331},[96],{"categories":2333},[],{"categories":2335},[218],{"categories":2337},[174],{"categories":2339},[96],{"categories":2341},[96],{"categories":2343},[148],{"categories":2345},[],{"categories":2347},[],{"categories":2349},[201],{"categories":2351},[96],{"categories":2353},[204],{"categories":2355},[218],{"categories":2357},[218],{"categories":2359},[174],{"categories":2361},[],{"categories":2363},[],{"categories":2365},[96],{"categories":2367},[96],{"categories":2369},[96],{"categories":2371},[],{"categories":2373},[96,211],{"categories":2375},[174],{"categories":2377},[156],{"categories":2379},[211],{"categories":2381},[96],{"categories":2383},[148],{"categories":2385},[],{"categories":2387},[],{"categories":2389},[148],{"categories":2391},[211],{"categories":2393},[218],{"categories":2395},[96],{"categories":2397},[],{"categories":2399},[201,96],{"categories":2401},[243],{"categories":2403},[148],{"categories":2405},[],{"categories":2407},[151],{"categories":2409},[151],{"categories":2411},[96],{"categories":2413},[96],{"categories":2415},[211],{"categories":2417},[156],{"categories":2419},[174],{"categories":2421},[218],{"categories":2423},[201],{"categories":2425},[96],{"categories":2427},[96],{"categories":2429},[96],{"categories":2431},[148],{"categories":2433},[96],{"categories":2435},[156],{"categories":2437},[174],{"categories":2439},[],{"categories":2441},[],{"categories":2443},[204],{"categories":2445},[211],{"categories":2447},[96],{"categories":2449},[201],{"categories":2451},[96],{"categories":2453},[204],{"categories":2455},[96],{"categories":2457},[96],{"categories":2459},[96],{"categories":2461},[156],{"categories":2463},[156],{"categories":2465},[96,151],{"categories":2467},[],{"categories":2469},[201],{"categories":2471},[],{"categories":2473},[96],{"categories":2475},[174],{"categories":2477},[148],{"categories":2479},[148],{"categories":2481},[156],{"categories":2483},[96],{"categories":2485},[96],{"categories":2487},[151],{"categories":2489},[211],{"categories":2491},[218],{"categories":2493},[96],{"categories":2495},[],{"categories":2497},[174],{"categories":2499},[96],{"categories":2501},[96],{"categories":2503},[96],{"categories":2505},[96],{"categories":2507},[174],{"categories":2509},[211],{"categories":2511},[211],{"categories":2513},[96],{"categories":2515},[96],{"categories":2517},[156],{"categories":2519},[174],{"categories":2521},[96],{"categories":2523},[201],{"categories":2525},[96],{"categories":2527},[96],{"categories":2529},[243],{"categories":2531},[96],{"categories":2533},[159],{"categories":2535},[156],{"categories":2537},[96],{"categories":2539},[174],{"categories":2541},[156],{"categories":2543},[218],{"categories":2545},[96],{"categories":2547},[],{"categories":2549},[96],{"categories":2551},[],{"categories":2553},[],{"categories":2555},[],{"categories":2557},[151],{"categories":2559},[96],{"categories":2561},[156],{"categories":2563},[174],{"categories":2565},[174],{"categories":2567},[174],{"categories":2569},[174],{"categories":2571},[],{"categories":2573},[148],{"categories":2575},[156],{"categories":2577},[174],{"categories":2579},[96],{"categories":2581},[148],{"categories":2583},[156],{"categories":2585},[96],{"categories":2587},[96,156],{"categories":2589},[156],{"categories":2591},[243],{"categories":2593},[174],{"categories":2595},[174],{"categories":2597},[156],{"categories":2599},[96],{"categories":2601},[],{"categories":2603},[174],{"categories":2605},[218],{"categories":2607},[148],{"categories":2609},[96],{"categories":2611},[96],{"categories":2613},[],{"categories":2615},[211],{"categories":2617},[],{"categories":2619},[148],{"categories":2621},[156],{"categories":2623},[174],{"categories":2625},[96],{"categories":2627},[174],{"categories":2629},[148],{"categories":2631},[174],{"categories":2633},[174],{"categories":2635},[],{"categories":2637},[151],{"categories":2639},[156],{"categories":2641},[174],{"categories":2643},[174],{"categories":2645},[174],{"categories":2647},[174],{"categories":2649},[174],{"categories":2651},[174],{"categories":2653},[174],{"categories":2655},[174],{"categories":2657},[174],{"categories":2659},[174],{"categories":2661},[204],{"categories":2663},[148],{"categories":2665},[96],{"categories":2667},[96],{"categories":2669},[],{"categories":2671},[96,148],{"categories":2673},[],{"categories":2675},[156],{"categories":2677},[174],{"categories":2679},[156],{"categories":2681},[96],{"categories":2683},[96],{"categories":2685},[96],{"categories":2687},[96],{"categories":2689},[96],{"categories":2691},[156],{"categories":2693},[151],{"categories":2695},[],{"categories":2697},[201],{"categories":2699},[174],{"categories":2701},[96],{"categories":2703},[],{"categories":2705},[],{"categories":2707},[156],{"categories":2709},[201],{"categories":2711},[96],{"categories":2713},[],{"categories":2715},[96],{"categories":2717},[],{"categories":2719},[218],{"categories":2721},[96],{"categories":2723},[],{"categories":2725},[],{"categories":2727},[174],{"categories":2729},[148],{"categories":2731},[96],{"categories":2733},[151],{"categories":2735},[96],{"categories":2737},[151],{"categories":2739},[201],{"categories":2741},[],{"categories":2743},[174],{"categories":2745},[],{"categories":2747},[201],{"categories":2749},[96],{"categories":2751},[218],{"categories":2753},[],{"categories":2755},[218],{"categories":2757},[],{"categories":2759},[],{"categories":2761},[156],{"categories":2763},[],{"categories":2765},[151],{"categories":2767},[148],{"categories":2769},[201],{"categories":2771},[211],{"categories":2773},[],{"categories":2775},[],{"categories":2777},[96],{"categories":2779},[148],{"categories":2781},[218],{"categories":2783},[],{"categories":2785},[156],{"categories":2787},[156],{"categories":2789},[174],{"categories":2791},[211],{"categories":2793},[96],{"categories":2795},[156],{"categories":2797},[96],{"categories":2799},[156],{"categories":2801},[96],{"categories":2803},[159],{"categories":2805},[174],{"categories":2807},[],{"categories":2809},[218],{"categories":2811},[],{"categories":2813},[211],{"categories":2815},[156],{"categories":2817},[],{"categories":2819},[96],{"categories":2821},[156],{"categories":2823},[151],{"categories":2825},[148],{"categories":2827},[96],{"categories":2829},[201],{"categories":2831},[211],{"categories":2833},[211],{"categories":2835},[96],{"categories":2837},[204],{"categories":2839},[96],{"categories":2841},[156],{"categories":2843},[151],{"categories":2845},[201],{"categories":2847},[156],{"categories":2849},[96],{"categories":2851},[96],{"categories":2853},[156],{"categories":2855},[174],{"categories":2857},[],{"categories":2859},[148],{"categories":2861},[96],{"categories":2863},[156],{"categories":2865},[96],{"categories":2867},[96],{"categories":2869},[],{"categories":2871},[201],{"categories":2873},[151],{"categories":2875},[174],{"categories":2877},[96],{"categories":2879},[96],{"categories":2881},[201],{"categories":2883},[96],{"categories":2885},[218],{"categories":2887},[204],{"categories":2889},[96],{"categories":2891},[174],{"categories":2893},[96],{"categories":2895},[156],{"categories":2897},[243],{"categories":2899},[96],{"categories":2901},[156],{"categories":2903},[204],{"categories":2905},[],{"categories":2907},[156],{"categories":2909},[211],{"categories":2911},[201],{"categories":2913},[96],{"categories":2915},[148],{"categories":2917},[151],{"categories":2919},[211],{"categories":2921},[96],{"categories":2923},[],{"categories":2925},[156],{"categories":2927},[156],{"categories":2929},[96],{"categories":2931},[204],{"categories":2933},[],{"categories":2935},[174],{"categories":2937},[],{"categories":2939},[174],{"categories":2941},[96],{"categories":2943},[156],{"categories":2945},[156],{"categories":2947},[156],{"categories":2949},[],{"categories":2951},[174],{"categories":2953},[],{"categories":2955},[96],{"categories":2957},[96],{"categories":2959},[],{"categories":2961},[201],{"categories":2963},[156],{"categories":2965},[218],{"categories":2967},[148],{"categories":2969},[],{"categories":2971},[96],{"categories":2973},[],{"categories":2975},[148],{"categories":2977},[174],{"categories":2979},[211],{"categories":2981},[96],{"categories":2983},[96],{"categories":2985},[96],{"categories":2987},[211],{"categories":2989},[174],{"categories":2991},[201],{"categories":2993},[96],{"categories":2995},[96],{"categories":2997},[96],{"categories":2999},[174],{"categories":3001},[96],{"categories":3003},[174],{"categories":3005},[174],{"categories":3007},[156],{"categories":3009},[156],{"categories":3011},[211],{"categories":3013},[174],{"categories":3015},[156],{"categories":3017},[96],{"categories":3019},[211],{"categories":3021},[201],{"categories":3023},[],{"categories":3025},[156],{"categories":3027},[],{"categories":3029},[],{"categories":3031},[],{"categories":3033},[151],{"categories":3035},[96],{"categories":3037},[156],{"categories":3039},[148],{"categories":3041},[156],{"categories":3043},[218],{"categories":3045},[],{"categories":3047},[156],{"categories":3049},[],{"categories":3051},[148],{"categories":3053},[156],{"categories":3055},[],{"categories":3057},[156],{"categories":3059},[96],{"categories":3061},[174],{"categories":3063},[96],{"categories":3065},[156],{"categories":3067},[174],{"categories":3069},[156],{"categories":3071},[211],{"categories":3073},[201],{"categories":3075},[148],{"categories":3077},[],{"categories":3079},[156],{"categories":3081},[201],{"categories":3083},[243],{"categories":3085},[174],{"categories":3087},[96],{"categories":3089},[201],{"categories":3091},[148],{"categories":3093},[],{"categories":3095},[156],{"categories":3097},[96],{"categories":3099},[156],{"categories":3101},[96],{"categories":3103},[],{"categories":3105},[156],{"categories":3107},[159],{"categories":3109},[174],{"categories":3111},[156],{"categories":3113},[151],{"categories":3115},[],{"categories":3117},[96],{"categories":3119},[159],{"categories":3121},[96],{"categories":3123},[156],{"categories":3125},[174],{"categories":3127},[148],{"categories":3129},[243],{"categories":3131},[96],{"categories":3133},[96],{"categories":3135},[96],{"categories":3137},[174],{"categories":3139},[151],{"categories":3141},[96],{"categories":3143},[201],{"categories":3145},[174],{"categories":3147},[243],{"categories":3149},[96],{"categories":3151},[],{"categories":3153},[],{"categories":3155},[96],{"categories":3157},[243],{"categories":3159},[204],{"categories":3161},[156],{"categories":3163},[156],{"categories":3165},[174],{"categories":3167},[96],{"categories":3169},[148],{"categories":3171},[201],{"categories":3173},[156],{"categories":3175},[96],{"categories":3177},[218],{"categories":3179},[96],{"categories":3181},[156],{"categories":3183},[],{"categories":3185},[96],{"categories":3187},[96],{"categories":3189},[174],{"categories":3191},[148],{"categories":3193},[],{"categories":3195},[96],{"categories":3197},[96],{"categories":3199},[211],{"categories":3201},[201],{"categories":3203},[96,156],{"categories":3205},[218,151],{"categories":3207},[96],{"categories":3209},[],{"categories":3211},[156],{"categories":3213},[],{"categories":3215},[211],{"categories":3217},[96],{"categories":3219},[],{"categories":3221},[96],{"categories":3223},[174],{"categories":3225},[],{"categories":3227},[156],{"categories":3229},[96],{"categories":3231},[],{"categories":3233},[201],{"categories":3235},[156],{"categories":3237},[96],{"categories":3239},[148],{"categories":3241},[156],{"categories":3243},[96],{"categories":3245},[],{"categories":3247},[243],{"categories":3249},[218],{"categories":3251},[151],{"categories":3253},[151],{"categories":3255},[148],{"categories":3257},[148],{"categories":3259},[96],{"categories":3261},[156],{"categories":3263},[96],{"categories":3265},[96],{"categories":3267},[148],{"categories":3269},[96],{"categories":3271},[218],{"categories":3273},[174],{"categories":3275},[96],{"categories":3277},[156],{"categories":3279},[96],{"categories":3281},[],{"categories":3283},[211],{"categories":3285},[],{"categories":3287},[211],{"categories":3289},[156],{"categories":3291},[148],{"categories":3293},[],{"categories":3295},[243],{"categories":3297},[96],{"categories":3299},[],{"categories":3301},[174],{"categories":3303},[156],{"categories":3305},[211],{"categories":3307},[96],{"categories":3309},[156],{"categories":3311},[211],{"categories":3313},[156],{"categories":3315},[174],{"categories":3317},[148],{"categories":3319},[174],{"categories":3321},[211],{"categories":3323},[96],{"categories":3325},[201],{"categories":3327},[96],{"categories":3329},[96],{"categories":3331},[96],{"categories":3333},[96],{"categories":3335},[96],{"categories":3337},[156],{"categories":3339},[96],{"categories":3341},[156],{"categories":3343},[96],{"categories":3345},[148],{"categories":3347},[96],{"categories":3349},[156],{"categories":3351},[201],{"categories":3353},[148],{"categories":3355},[156],{"categories":3357},[201],{"categories":3359},[],{"categories":3361},[96],{"categories":3363},[96],{"categories":3365},[211],{"categories":3367},[],{"categories":3369},[156],{"categories":3371},[218],{"categories":3373},[96],{"categories":3375},[174],{"categories":3377},[218],{"categories":3379},[156],{"categories":3381},[151],{"categories":3383},[151],{"categories":3385},[96],{"categories":3387},[148],{"categories":3389},[],{"categories":3391},[156],{"categories":3393},[96],{"categories":3395},[],{"categories":3397},[148],{"categories":3399},[96],{"categories":3401},[156],{"categories":3403},[156],{"categories":3405},[],{"categories":3407},[211],{"categories":3409},[211],{"categories":3411},[218],{"categories":3413},[201],{"categories":3415},[],{"categories":3417},[96],{"categories":3419},[156],{"categories":3421},[148],{"categories":3423},[96],{"categories":3425},[211],{"categories":3427},[148],{"categories":3429},[174],{"categories":3431},[174],{"categories":3433},[],{"categories":3435},[174],{"categories":3437},[156],{"categories":3439},[201],{"categories":3441},[204],{"categories":3443},[96],{"categories":3445},[],{"categories":3447},[174],{"categories":3449},[211],{"categories":3451},[151],{"categories":3453},[96],{"categories":3455},[148],{"categories":3457},[243],{"categories":3459},[148],{"categories":3461},[],{"categories":3463},[],{"categories":3465},[174],{"categories":3467},[],{"categories":3469},[156],{"categories":3471},[156],{"categories":3473},[156],{"categories":3475},[],{"categories":3477},[96],{"categories":3479},[],{"categories":3481},[174],{"categories":3483},[148],{"categories":3485},[201],{"categories":3487},[96],{"categories":3489},[174],{"categories":3491},[174],{"categories":3493},[],{"categories":3495},[174],{"categories":3497},[148],{"categories":3499},[96],{"categories":3501},[],{"categories":3503},[156],{"categories":3505},[156],{"categories":3507},[148],{"categories":3509},[],{"categories":3511},[],{"categories":3513},[],{"categories":3515},[201],{"categories":3517},[156],{"categories":3519},[96],{"categories":3521},[],{"categories":3523},[],{"categories":3525},[],{"categories":3527},[201],{"categories":3529},[],{"categories":3531},[96],{"categories":3533},[148],{"categories":3535},[],{"categories":3537},[],{"categories":3539},[201],{"categories":3541},[96],{"categories":3543},[174],{"categories":3545},[],{"categories":3547},[218],{"categories":3549},[174],{"categories":3551},[218],{"categories":3553},[96],{"categories":3555},[],{"categories":3557},[],{"categories":3559},[156],{"categories":3561},[],{"categories":3563},[],{"categories":3565},[156],{"categories":3567},[96],{"categories":3569},[],{"categories":3571},[156],{"categories":3573},[174],{"categories":3575},[96],{"categories":3577},[218],{"categories":3579},[204],{"categories":3581},[156],{"categories":3583},[156],{"categories":3585},[],{"categories":3587},[],{"categories":3589},[],{"categories":3591},[174],{"categories":3593},[],{"categories":3595},[],{"categories":3597},[201],{"categories":3599},[148],{"categories":3601},[],{"categories":3603},[151],{"categories":3605},[218],{"categories":3607},[96],{"categories":3609},[211],{"categories":3611},[148],{"categories":3613},[204],{"categories":3615},[151],{"categories":3617},[211],{"categories":3619},[211],{"categories":3621},[],{"categories":3623},[],{"categories":3625},[156],{"categories":3627},[148],{"categories":3629},[201],{"categories":3631},[148],{"categories":3633},[156],{"categories":3635},[243],{"categories":3637},[96],{"categories":3639},[148],{"categories":3641},[156],{"categories":3643},[],{"categories":3645},[96],{"categories":3647},[174],{"categories":3649},[211],{"categories":3651},[],{"categories":3653},[201],{"categories":3655},[174],{"categories":3657},[148],{"categories":3659},[156],{"categories":3661},[96],{"categories":3663},[151],{"categories":3665},[156,243],{"categories":3667},[156],{"categories":3669},[211],{"categories":3671},[96],{"categories":3673},[96],{"categories":3675},[204],{"categories":3677},[218],{"categories":3679},[156],{"categories":3681},[],{"categories":3683},[156],{"categories":3685},[96],{"categories":3687},[151],{"categories":3689},[],{"categories":3691},[],{"categories":3693},[96],{"categories":3695},[204],{"categories":3697},[96],{"categories":3699},[],{"categories":3701},[174],{"categories":3703},[],{"categories":3705},[174],{"categories":3707},[148],{"categories":3709},[211],{"categories":3711},[96],{"categories":3713},[156],{"categories":3715},[96],{"categories":3717},[96],{"categories":3719},[218],{"categories":3721},[211],{"categories":3723},[],{"categories":3725},[174],{"categories":3727},[96],{"categories":3729},[],{"categories":3731},[96],{"categories":3733},[156],{"categories":3735},[96],{"categories":3737},[156],{"categories":3739},[96],{"categories":3741},[96],{"categories":3743},[96],{"categories":3745},[96],{"categories":3747},[151],{"categories":3749},[],{"categories":3751},[159],{"categories":3753},[174],{"categories":3755},[96],{"categories":3757},[],{"categories":3759},[211],{"categories":3761},[96],{"categories":3763},[96],{"categories":3765},[96],{"categories":3767},[156],{"categories":3769},[174],{"categories":3771},[96],{"categories":3773},[96],{"categories":3775},[96],{"categories":3777},[151],{"categories":3779},[156],{"categories":3781},[201],{"categories":3783},[],{"categories":3785},[204],{"categories":3787},[96],{"categories":3789},[],{"categories":3791},[174],{"categories":3793},[218],{"categories":3795},[],{"categories":3797},[],{"categories":3799},[174],{"categories":3801},[174],{"categories":3803},[218],{"categories":3805},[148],{"categories":3807},[156],{"categories":3809},[156],{"categories":3811},[96],{"categories":3813},[151],{"categories":3815},[],{"categories":3817},[],{"categories":3819},[174],{"categories":3821},[204],{"categories":3823},[211],{"categories":3825},[156],{"categories":3827},[201],{"categories":3829},[204],{"categories":3831},[204],{"categories":3833},[],{"categories":3835},[174],{"categories":3837},[96],{"categories":3839},[96],{"categories":3841},[211],{"categories":3843},[],{"categories":3845},[174],{"categories":3847},[174],{"categories":3849},[174],{"categories":3851},[],{"categories":3853},[156],{"categories":3855},[96],{"categories":3857},[],{"categories":3859},[148],{"categories":3861},[151],{"categories":3863},[],{"categories":3865},[96],{"categories":3867},[96],{"categories":3869},[],{"categories":3871},[211],{"categories":3873},[],{"categories":3875},[],{"categories":3877},[],{"categories":3879},[],{"categories":3881},[96],{"categories":3883},[174],{"categories":3885},[],{"categories":3887},[],{"categories":3889},[96],{"categories":3891},[96],{"categories":3893},[96],{"categories":3895},[204],{"categories":3897},[96],{"categories":3899},[204],{"categories":3901},[],{"categories":3903},[204],{"categories":3905},[204],{"categories":3907},[243],{"categories":3909},[156],{"categories":3911},[211],{"categories":3913},[],{"categories":3915},[],{"categories":3917},[204],{"categories":3919},[211],{"categories":3921},[211],{"categories":3923},[211],{"categories":3925},[],{"categories":3927},[148],{"categories":3929},[211],{"categories":3931},[211],{"categories":3933},[148],{"categories":3935},[211],{"categories":3937},[151],{"categories":3939},[211],{"categories":3941},[211],{"categories":3943},[211],{"categories":3945},[204],{"categories":3947},[174],{"categories":3949},[174],{"categories":3951},[96],{"categories":3953},[211],{"categories":3955},[204],{"categories":3957},[243],{"categories":3959},[204],{"categories":3961},[204],{"categories":3963},[204],{"categories":3965},[],{"categories":3967},[151],{"categories":3969},[],{"categories":3971},[243],{"categories":3973},[211],{"categories":3975},[211],{"categories":3977},[211],{"categories":3979},[156],{"categories":3981},[174,151],{"categories":3983},[204],{"categories":3985},[],{"categories":3987},[],{"categories":3989},[204],{"categories":3991},[],{"categories":3993},[204],{"categories":3995},[174],{"categories":3997},[156],{"categories":3999},[],{"categories":4001},[211],{"categories":4003},[96],{"categories":4005},[201],{"categories":4007},[],{"categories":4009},[96],{"categories":4011},[],{"categories":4013},[174],{"categories":4015},[148],{"categories":4017},[204],{"categories":4019},[],{"categories":4021},[211],{"categories":4023},[174],[4025,4091,4152,4230],{"id":4026,"title":4027,"ai":4028,"body":4034,"categories":4070,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":4071,"navigation":124,"path":4077,"published_at":4078,"question":97,"scraped_at":4079,"seo":4080,"sitemap":4081,"source_id":4082,"source_name":4083,"source_type":4084,"source_url":4085,"stem":4086,"tags":4087,"thumbnail_url":97,"tldr":4088,"tweet":97,"unknown_tags":4089,"__hash__":4090},"summaries\u002Fsummaries\u002F55543ef036faeeae-agentic-ai-requires-embedded-compliance-and-adapti-summary.md","Agentic AI Requires Embedded Compliance and Adaptive Oversight",{"provider":7,"model":4029,"input_tokens":4030,"output_tokens":4031,"processing_time_ms":4032,"cost_usd":4033},"x-ai\u002Fgrok-4.1-fast",5905,1495,15603,0.001906,{"type":14,"value":4035,"toc":4064},[4036,4040,4043,4047,4050,4054,4057,4061],[17,4037,4039],{"id":4038},"agentic-ai-shifts-governance-from-tools-to-autonomous-actors","Agentic AI Shifts Governance from Tools to Autonomous Actors",[22,4041,4042],{},"Agentic AI differs from traditional systems by independently setting goals, making decisions, and executing actions, like a customer service agent that analyzes complaints, researches policies, coordinates departments, negotiates solutions, and authorizes refunds without humans. This autonomy delivers efficiency but exposes boards to uncharted compliance and risk territories. Traditional audits and workflows fail against AI taking thousands of daily actions across jurisdictions, demanding proactive adaptation to outpace regulatory lag.",[17,4044,4046],{"id":4045},"implement-embedded-compliance-to-prevent-violations","Implement Embedded Compliance to Prevent Violations",[22,4048,4049],{},"Build regulatory rules directly into AI design via real-time monitoring that flags violations pre-action, automated checks triggering human intervention, and full audit trails capturing every decision and rationale. Track regulatory updates from governments, associations, and intelligence providers to assess impacts swiftly, ensuring adaptability in uncertain environments. This prevents non-compliance in high-velocity operations where AI acts faster than human review, maintaining robust postures amid evolving rules.",[17,4051,4053],{"id":4052},"mitigate-emergent-risks-with-systemic-frameworks","Mitigate Emergent Risks with Systemic Frameworks",[22,4055,4056],{},"Agentic AI amplifies operational, reputational, financial, and emergent risks—unpredictable behaviors from AI-business-environment interactions—like cascading decisions rippling through supply chains and partners. Counter with real-time feedback, AI analytics for monitoring, rapid response teams, and adaptive governance spanning functions. Boards gain impact by understanding interconnections, setting AI principles defining values, risk tolerance, and boundaries, then overseeing full lifecycles: data governance, model development, testing, deployment, monitoring, and retirement.",[17,4058,4060],{"id":4059},"board-actions-for-effective-oversight","Board Actions for Effective Oversight",[22,4062,4063],{},"Elevate oversight with dedicated AI expertise via board composition, advisors, or education, enabling informed scrutiny of technical risks and rewards. Institute real-time feedback loops and escalation matrices for intervention. This dynamic approach, versus static models, positions boards to lead AI transformation, avoiding struggles with ungoverned systems. Act now on feedback systems to shape deployment trajectories proactively.",{"title":89,"searchDepth":90,"depth":90,"links":4065},[4066,4067,4068,4069],{"id":4038,"depth":90,"text":4039},{"id":4045,"depth":90,"text":4046},{"id":4052,"depth":90,"text":4053},{"id":4059,"depth":90,"text":4060},[],{"content_references":4072,"triage":4073},[],{"relevance":121,"novelty":4074,"quality":121,"actionability":4074,"composite":4075,"reasoning":4076},3,3.6,"Category: AI & LLMs. The article discusses the governance challenges posed by agentic AI, which directly relates to the audience's interest in AI integration and compliance. It provides insights into implementing embedded compliance and adaptive oversight, addressing specific pain points about managing AI risks, though it lacks detailed actionable steps for immediate implementation.","\u002Fsummaries\u002F55543ef036faeeae-agentic-ai-requires-embedded-compliance-and-adapti-summary","2025-07-17 13:19:05","2026-04-14 14:31:03",{"title":4027,"description":89},{"loc":4077},"55543ef036faeeae","__oneoff__","article","https:\u002F\u002Fwww.nacdonline.org\u002Fall-governance\u002Fgovernance-resources\u002Fdirectorship-magazine\u002Fonline-exclusives\u002F2025\u002Fq3-2025\u002Fautonomous-artificial-intelligence-oversight\u002F","summaries\u002F55543ef036faeeae-agentic-ai-requires-embedded-compliance-and-adapti-summary",[136,138],"Boards must shift to real-time embedded compliance, systemic risk monitoring, and lifecycle governance to handle autonomous agentic AI's compliance gaps and emergent risks before regulations catch up.",[138],"5K0TtDt_59AdhEEhLeOHkjHDjxrAm-NcA94MAZ-FkqM",{"id":4092,"title":4093,"ai":4094,"body":4099,"categories":4127,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":4128,"navigation":124,"path":4138,"published_at":4139,"question":97,"scraped_at":4140,"seo":4141,"sitemap":4142,"source_id":4143,"source_name":4144,"source_type":4084,"source_url":4145,"stem":4146,"tags":4147,"thumbnail_url":97,"tldr":4149,"tweet":97,"unknown_tags":4150,"__hash__":4151},"summaries\u002Fsummaries\u002F36929d22cee90dbc-google-integrates-street-view-data-into-genie-worl-summary.md","Google Integrates Street View Data into Genie World Model",{"provider":7,"model":8,"input_tokens":4095,"output_tokens":4096,"processing_time_ms":4097,"cost_usd":4098},6540,542,3103,0.002448,{"type":14,"value":4100,"toc":4122},[4101,4105,4108,4112,4115,4119],[17,4102,4104],{"id":4103},"bridging-real-world-data-and-generative-simulation","Bridging Real-World Data and Generative Simulation",[22,4106,4107],{},"Google DeepMind has integrated its massive Street View dataset—comprising over 280 billion images across 110 countries—into Project Genie, its general-purpose world model. This integration allows users to generate interactive, simulated environments anchored to real-world locations. Unlike traditional simulators that rely on a fixed perspective (such as a car's camera), Genie enables users to shift viewpoints, allowing for human or robotic exploration of these generated spaces.",[17,4109,4111],{"id":4110},"practical-applications-for-robotics-and-simulation","Practical Applications for Robotics and Simulation",[22,4113,4114],{},"The primary utility of this integration lies in training and testing. By simulating diverse environmental conditions—such as varying weather, lighting, or seasonal changes—developers can prepare autonomous agents and robots for edge cases they might encounter in specific geographic locations. For instance, a robot designed for London can be tested against rare sunny conditions to ensure its vision systems remain stable when lighting shifts. Similarly, Waymo is leveraging Genie’s world-modeling capabilities to train autonomous vehicles on rare events, with the addition of Street View data potentially accelerating deployment in new global markets.",[17,4116,4118],{"id":4117},"current-limitations-and-future-development","Current Limitations and Future Development",[22,4120,4121],{},"Despite the breakthrough in spatial continuity—where the AI maintains a consistent environment when a user turns 360 degrees—the technology remains in an experimental phase. Current outputs are described as \"video game quality\" rather than photorealistic. Furthermore, the models lack inherent physics awareness; they do not yet understand cause-and-effect relationships, such as solid objects blocking movement. Google researchers estimate that the model's physical accuracy is approximately 6 to 12 months behind current video generation models, with improvements expected as the model learns through continued observation.",{"title":89,"searchDepth":90,"depth":90,"links":4123},[4124,4125,4126],{"id":4103,"depth":90,"text":4104},{"id":4110,"depth":90,"text":4111},{"id":4117,"depth":90,"text":4118},[96],{"content_references":4129,"triage":4136},[4130,4132,4134],{"type":103,"title":4131,"context":105},"Project Genie",{"type":103,"title":4133,"context":105},"Waymo",{"type":103,"title":4135,"context":105},"Veo",{"relevance":121,"novelty":4074,"quality":121,"actionability":4074,"composite":4075,"reasoning":4137},"Category: AI & LLMs. The article discusses the integration of Street View data into a generative model, which is relevant for developers interested in AI applications for simulation and robotics. It provides practical applications for training autonomous agents, addressing a specific audience pain point, but lacks detailed frameworks or techniques for immediate implementation.","\u002Fsummaries\u002F36929d22cee90dbc-google-integrates-street-view-data-into-genie-worl-summary","2026-05-19 17:51:39","2026-05-19 19:00:40",{"title":4093,"description":89},{"loc":4138},"36929d22cee90dbc","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F19\u002Fgoogles-genie-world-model-can-now-simulate-real-streets-with-street-view\u002F","summaries\u002F36929d22cee90dbc-google-integrates-street-view-data-into-genie-worl-summary",[136,4148,138],"machine-learning","Google DeepMind has integrated Street View data into its Project Genie world model, enabling users to generate interactive, simulated environments from real-world locations.",[138],"z2U82A_fslJ_EeR0XlpcSvLoHSYfaFelg-CPaA8g0OE",{"id":4153,"title":4154,"ai":4155,"body":4160,"categories":4205,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":4206,"navigation":124,"path":4218,"published_at":4219,"question":97,"scraped_at":4219,"seo":4220,"sitemap":4221,"source_id":4222,"source_name":4223,"source_type":4084,"source_url":4213,"stem":4224,"tags":4225,"thumbnail_url":97,"tldr":4227,"tweet":97,"unknown_tags":4228,"__hash__":4229},"summaries\u002Fsummaries\u002F91a04efecb4b4bff-multi-paradigm-agent-interaction-generator-evaluat-summary.md","Multi-Paradigm Agent Interaction: Generator-Evaluator & ReAct Analysis",{"provider":7,"model":8,"input_tokens":4156,"output_tokens":4157,"processing_time_ms":4158,"cost_usd":4159},4126,595,3234,0.001924,{"type":14,"value":4161,"toc":4200},[4162,4166,4169,4173,4193,4197],[17,4163,4165],{"id":4164},"evaluating-agent-interaction-paradigms","Evaluating Agent Interaction Paradigms",[22,4167,4168],{},"The buddyMe framework offers a structured approach to understanding how different interaction patterns influence agent reliability and performance. By comparing the Generator-Evaluator model, the ReAct (Reasoning and Acting) loop, and Adversarial Evaluation, the research highlights that no single paradigm is a silver bullet; rather, the choice of architecture depends heavily on the complexity of the task and the required error-correction mechanisms.",[17,4170,4172],{"id":4171},"core-interaction-patterns","Core Interaction Patterns",[35,4174,4175,4181,4187],{},[38,4176,4177,4180],{},[26,4178,4179],{},"Generator-Evaluator:"," This pattern separates the creative process from the verification process. The generator produces potential solutions, while a secondary evaluator scrutinizes them for logical consistency or factual accuracy. This is particularly effective for tasks where the cost of a wrong answer is high, as it forces a 'second look' before final output.",[38,4182,4183,4186],{},[26,4184,4185],{},"ReAct Loop:"," This approach interleaves reasoning and action. By forcing the model to articulate its thought process before executing a tool call, the agent gains a degree of self-correction. The framework notes that while ReAct is excellent for dynamic environments, it can suffer from 'reasoning drift' if the task requires long-horizon planning.",[38,4188,4189,4192],{},[26,4190,4191],{},"Adversarial Evaluation:"," This technique introduces a competitive element where one agent attempts to find flaws in the output of another. This is identified as a robust method for stress-testing agent outputs, effectively acting as a high-fidelity filter that catches edge cases that standard evaluators might miss.",[17,4194,4196],{"id":4195},"practical-implementation-insights","Practical Implementation Insights",[22,4198,4199],{},"The study emphasizes that building production-ready agents requires moving beyond simple prompt chains. The buddyMe framework suggests that developers should treat agent interaction as a modular architectural decision. By combining these paradigms—for instance, using a ReAct loop for execution and an Adversarial Evaluator for final verification—builders can significantly reduce hallucination rates and improve task completion success in complex, multi-step workflows.",{"title":89,"searchDepth":90,"depth":90,"links":4201},[4202,4203,4204],{"id":4164,"depth":90,"text":4165},{"id":4171,"depth":90,"text":4172},{"id":4195,"depth":90,"text":4196},[96],{"content_references":4207,"triage":4215},[4208],{"type":4209,"title":4210,"author":4211,"publisher":4212,"url":4213,"context":4214},"paper","Multi-Paradigm Agent Interaction in Practice: A Systematic Analysis of Generator-Evaluator, ReAct Loop, and Adversarial Evaluation in the buddyMe Framework","Not specified","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.16821","cited",{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":4216,"reasoning":4217},4.35,"Category: AI & LLMs. The article provides a deep analysis of agent interaction paradigms, which is crucial for developers building AI-powered products. It offers practical implementation insights, such as combining different paradigms to enhance agent performance, addressing the audience's need for actionable content.","\u002Fsummaries\u002F91a04efecb4b4bff-multi-paradigm-agent-interaction-generator-evaluat-summary","2026-05-19 07:01:00",{"title":4154,"description":89},{"loc":4218},"91a04efecb4b4bff","arXiv cs.AI","summaries\u002F91a04efecb4b4bff-multi-paradigm-agent-interaction-generator-evaluat-summary",[136,4226,138],"research","The buddyMe framework provides a systematic analysis of three core agent interaction patterns—Generator-Evaluator, ReAct, and Adversarial Evaluation—to optimize LLM-based agent performance.",[138],"GweBXLb2hUB_Y5vSx2QQT3w--O6TagcPNakIXSihzIs",{"id":4231,"title":4232,"ai":4233,"body":4238,"categories":4297,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":4298,"navigation":124,"path":4325,"published_at":4326,"question":97,"scraped_at":4327,"seo":4328,"sitemap":4329,"source_id":4330,"source_name":4331,"source_type":4084,"source_url":4332,"stem":4333,"tags":4334,"thumbnail_url":97,"tldr":4336,"tweet":97,"unknown_tags":4337,"__hash__":4338},"summaries\u002Fsummaries\u002F6fa21d8dad53fd69-anthropic-managed-agents-power-production-with-spa-summary.md","Anthropic Managed Agents Power Production with SpaceX Compute",{"provider":7,"model":4029,"input_tokens":4234,"output_tokens":4235,"processing_time_ms":4236,"cost_usd":4237},9794,1903,27991,0.00240345,{"type":14,"value":4239,"toc":4291},[4240,4244,4247,4251,4254,4274,4277,4281,4284,4288],[17,4241,4243],{"id":4242},"spacex-deal-unlocks-reliable-agent-scaling","SpaceX Deal Unlocks Reliable Agent Scaling",[22,4245,4246],{},"Anthropic secured exclusive access to SpaceX's Colossus supercluster, addressing compute bottlenecks from surging Claude Code demand. This doubled subscription rate limits, eliminated Pro\u002FMax peak-hour caps, and raised API limits up to 17x for top tiers. Builders gain consistent performance for agentic coding, eliminating frustrations like OpenClaw restrictions and slow Opus 4.7 inference. Result: Shift platforms from text endpoints to fully hosted models with harnesses and unlimited scaling, letting you deploy without infra headaches.",[17,4248,4250],{"id":4249},"managed-agents-features-deliver-production-wins","Managed Agents Features Deliver Production Wins",[22,4252,4253],{},"Deploy Claude Managed Agents in an afternoon for serverless execution. Key features:",[35,4255,4256,4262,4268],{},[38,4257,4258,4261],{},[26,4259,4260],{},"Memory",": Store expertise as markdown folders (global for editorial rules, personal for prefs like em-dashes). Pulls only relevant files per request, speeding responses without bloating prompts. Spiral uses it to apply style guides automatically.",[38,4263,4264,4267],{},[26,4265,4266],{},"Multi-agent orchestration",": Coordinator (Haiku 4.5) spins Opus 4.6 Fast subagents in parallel. Spiral's multi-draft requests dropped from serial 20-30s delays to parallel, cutting costs by a third via cheaper models. Use when parallelism or model mixing pays off; skip otherwise to avoid coordination overhead and debug complexity.",[38,4269,4270,4273],{},[26,4271,4272],{},"Outcomes",": Grader AI loops writer against dynamic rubric (global standards + user memory). Spiral deploys soon to enforce writing quality.",[22,4275,4276],{},"Mitigate lock-in: Log runs to your DB for data portability; build custom tools on your servers (any model inside). Trade-off: Agents tied to Claude, but tools escape vendor limits.",[17,4278,4280],{"id":4279},"dreaming-automates-institutional-learning","Dreaming Automates Institutional Learning",[22,4282,4283],{},"Dreaming (research preview) analyzes up to 100 past sessions\u002Fmemory, merging duplicates, resolving contradictions, and extracting patterns into cleaner stores. Builds 'compound engineering'—each run improves the next via collective team knowledge, not per-user repeats. Spiral tests show early gains; extend to Claude Code for repo-specific tastes without messy manual memory. Outperforms static files by self-organizing, trading minor overhead for quality.",[17,4285,4287],{"id":4286},"platform-insights-harnesses-models-infra-prompts","Platform Insights: Harnesses > Models, Infra > Prompts",[22,4289,4290],{},"Generic model-agnostic harnesses fail—Anthropic tests show model-tuned ones yield 'drastically different' results, making swaps secondary to optimization. Infrastructure walls (sandboxing, uptime, storage) block most builders; Managed Agents handles it, freeing focus. Agents stale quickly—assign owners or build meta-agents for self-upgrades. Anthropic's 'outcome + budget' philosophy plus auto-subagent selection points to self-managing fleets.",{"title":89,"searchDepth":90,"depth":90,"links":4292},[4293,4294,4295,4296],{"id":4242,"depth":90,"text":4243},{"id":4249,"depth":90,"text":4250},{"id":4279,"depth":90,"text":4280},{"id":4286,"depth":90,"text":4287},[96],{"content_references":4299,"triage":4323},[4300,4304,4307,4310,4313,4316,4320],{"type":4301,"title":4302,"url":4303,"context":105},"event","Code with Claude","https:\u002F\u002Fclaude.com\u002Fcode-with-claude",{"type":113,"title":4305,"url":4306,"context":105},"Higher Limits SpaceX","https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fhigher-limits-spacex",{"type":113,"title":4308,"url":4309,"context":4214},"New in Claude Managed Agents","https:\u002F\u002Fclaude.com\u002Fblog\u002Fnew-in-claude-managed-agents",{"type":103,"title":4311,"url":4312,"context":105},"Spiral","https:\u002F\u002Fwritewithspiral.com\u002F",{"type":103,"title":4314,"url":4315,"context":105},"Cora","https:\u002F\u002Fcora.computer",{"type":4317,"title":4318,"url":4319,"context":105},"podcast","AI & I","https:\u002F\u002Fevery.to\u002Fpodcast",{"type":113,"title":4321,"url":4322,"context":4214},"Compound Engineering Guide","https:\u002F\u002Fevery.to\u002Fguides\u002Fcompound-engineering",{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":4216,"reasoning":4324},"Category: AI Automation. The article provides in-depth insights into Anthropic's Managed Agents and their practical applications in production workflows, addressing specific pain points like compute bottlenecks and orchestration challenges. It details features such as memory storage and multi-agent orchestration that can be directly applied by builders looking to enhance their AI-powered products.","\u002Fsummaries\u002F6fa21d8dad53fd69-anthropic-managed-agents-power-production-with-spa-summary","2026-05-07 00:00:00","2026-05-08 11:28:24",{"title":4232,"description":89},{"loc":4325},"6fa21d8dad53fd69","Chain of Thought (Every.to)","https:\u002F\u002Fevery.to\u002Fchain-of-thought\u002Finside-anthropic-s-2026-developer-conference","summaries\u002F6fa21d8dad53fd69-anthropic-managed-agents-power-production-with-spa-summary",[136,138,4335],"ai-automation","Anthropic's SpaceX Colossus deal doubles rate limits and boosts API up to 17x, while Managed Agents' multi-agent orchestration, dreaming, and outcomes enable faster, cheaper production workflows like Spiral's 1\u002F3 cost cuts on drafts.",[138,4335],"J16JgM2NuesuvUD1tkjuyXjhtzhZXd2q8_kQYl48I3w"]