[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-bd8c1793d5537a71-navigating-ai-security-strategy-vs-platform-realit-summary":3,"summaries-facets-categories":91,"summary-related-bd8c1793d5537a71-navigating-ai-security-strategy-vs-platform-realit-summary":4142},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":72,"path":73,"published_at":74,"question":48,"scraped_at":75,"seo":76,"sitemap":77,"source_id":78,"source_name":79,"source_type":80,"source_url":81,"stem":82,"tags":83,"thumbnail_url":48,"tldr":88,"tweet":48,"unknown_tags":89,"__hash__":90},"summaries\u002Fsummaries\u002Fbd8c1793d5537a71-navigating-ai-security-strategy-vs-platform-realit-summary.md","Navigating AI Security: Strategy vs. Platform Reality",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6688,836,3890,0.002926,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"the-shift-to-agentic-defense","The Shift to Agentic Defense",[22,23,24],"p",{},"Francis de Souza, COO of Google Cloud, argues that the speed of modern cyberattacks—where the window between breach and exploitation has shrunk from eight hours to 22 seconds—renders human-led security models obsolete. He advocates for an \"AI-native, fully agentic defense\" where autonomous agents manage security operations under human oversight. This approach is necessary because the attack surface has expanded to include models, data pipelines, and agents themselves. A critical, often overlooked risk is that these internal agents can inadvertently expose forgotten, poorly secured data repositories (e.g., legacy SharePoint servers) that were previously hidden from view.",[17,26,28],{"id":27},"security-as-a-platform-requirement","Security as a Platform Requirement",[22,30,31],{},"De Souza emphasizes that security cannot be a bolt-on feature; it must be integrated into the platform architecture from the start. Organizations must adopt a \"platform approach\" that enforces consistent security and governance across multicloud environments and various AI models. He warns against \"shadow AI,\" where employees use consumer tools without oversight, and insists that a robust AI strategy is inseparable from a comprehensive data and security strategy. This is no longer just a technical challenge but a board-level governance issue.",[17,33,35],{"id":34},"the-gap-between-prescription-and-practice","The Gap Between Prescription and Practice",[22,37,38],{},"Despite this high-level advice, there is a disconnect between platform providers' security prescriptions and their actual infrastructure performance. Reports indicate that Google Cloud developers have faced massive, unexpected bills due to unauthorized API calls after Google silently expanded the scope of existing API keys to include Gemini. Furthermore, research by Aikido reveals that revoking a compromised API key does not provide immediate protection; keys can remain active for up to 23 minutes due to slow propagation across Google's infrastructure. While Google has technically solved this for newer credential formats—which revoke in seconds—the persistence of this delay for older keys suggests that the current security posture is often a matter of internal prioritization rather than an insurmountable engineering constraint.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"AI & LLMs",null,"md",false,{"content_references":52,"triage":67},[53,59,63],{"type":54,"title":55,"author":56,"url":57,"context":58},"other","The Register reports on Google Cloud billing issues","The Register","https:\u002F\u002Fwww.theregister.com\u002Fai-ml\u002F2026\u002F05\u002F13\u002Fgoogle-users-fight-for-refunds-as-unauthorized-api-usage-bills-soar\u002F5239160","cited",{"type":54,"title":60,"author":61,"url":62,"context":58},"Aikido research on API key revocation","Aikido","https:\u002F\u002Fwww.theregister.com\u002Fdevops\u002F2026\u002F05\u002F21\u002Fthreat-hunters-find-google-api-keys-still-usable-23-minutes-after-deletion\u002F5244504",{"type":54,"title":64,"author":65,"url":66,"context":58},"New York Times report on cybersecurity jobs","New York Times","https:\u002F\u002Fwww.nytimes.com\u002F2026\u002F05\u002F24\u002Ftechnology\u002Fone-job-that-is-growing-in-the-ai-era-cybersecurity-experts.html",{"relevance":68,"novelty":68,"quality":69,"actionability":41,"composite":70,"reasoning":71},3,4,3.05,"Category: AI & LLMs. The article discusses the importance of integrating security into AI platforms, which is relevant to product builders concerned about security risks in AI-powered products. However, while it presents some new insights on security challenges, it lacks specific actionable steps for developers to implement these strategies.",true,"\u002Fsummaries\u002Fbd8c1793d5537a71-navigating-ai-security-strategy-vs-platform-realit-summary","2026-05-24 21:39:21","2026-05-25 03:00:23",{"title":5,"description":40},{"loc":73},"bd8c1793d5537a71","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F24\u002Feveryone-is-navigating-ai-security-in-real-time-even-google\u002F","summaries\u002Fbd8c1793d5537a71-navigating-ai-security-strategy-vs-platform-realit-summary",[84,85,86,87],"ai-tools","cloud","automation","security","While platform leaders advocate for centralized AI security and agentic defense, developers face significant risks from platform-level vulnerabilities and slow credential revocation, highlighting a gap between security advice and infrastructure execution.",[87],"NxCgzs5JxwslQuOUHCwDGoLWe8NENlCCzVHf9wch7zE",[92,95,98,100,103,106,108,110,112,114,116,118,121,123,125,127,129,131,133,135,137,139,141,143,145,147,150,153,155,157,160,162,164,167,169,171,173,175,177,179,181,183,185,187,189,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140],{"categories":93},[94],"Developer Productivity",{"categories":96},[97],"Business & SaaS",{"categories":99},[47],{"categories":101},[102],"AI Automation",{"categories":104},[105],"Product Strategy",{"categories":107},[47],{"categories":109},[94],{"categories":111},[97],{"categories":113},[],{"categories":115},[47],{"categories":117},[],{"categories":119},[120],"AI News & Trends",{"categories":122},[102],{"categories":124},[102],{"categories":126},[120],{"categories":128},[102],{"categories":130},[102],{"categories":132},[102],{"categories":134},[47],{"categories":136},[47],{"categories":138},[47],{"categories":140},[120],{"categories":142},[47],{"categories":144},[47],{"categories":146},[],{"categories":148},[149],"Design & Frontend",{"categories":151},[152],"Data Science & Visualization",{"categories":154},[120],{"categories":156},[],{"categories":158},[159],"Software Engineering",{"categories":161},[47],{"categories":163},[102],{"categories":165},[166],"Marketing & Growth",{"categories":168},[149],{"categories":170},[47],{"categories":172},[102],{"categories":174},[],{"categories":176},[],{"categories":178},[149],{"categories":180},[102],{"categories":182},[94],{"categories":184},[159],{"categories":186},[149],{"categories":188},[47],{"categories":190},[191],"DevOps & Cloud",{"categories":193},[102],{"categories":195},[120],{"categories":197},[],{"categories":199},[],{"categories":201},[102],{"categories":203},[159],{"categories":205},[],{"categories":207},[97],{"categories":209},[],{"categories":211},[],{"categories":213},[102],{"categories":215},[47],{"categories":217},[47],{"categories":219},[102],{"categories":221},[47],{"categories":223},[47],{"categories":225},[47],{"categories":227},[],{"categories":229},[159],{"categories":231},[],{"categories":233},[],{"categories":235},[159],{"categories":237},[],{"categories":239},[159],{"categories":241},[47],{"categories":243},[47],{"categories":245},[166],{"categories":247},[149],{"categories":249},[149],{"categories":251},[47],{"categories":253},[102],{"categories":255},[159],{"categories":257},[47],{"categories":259},[47],{"categories":261},[102],{"categories":263},[102],{"categories":265},[152],{"categories":267},[120],{"categories":269},[102],{"categories":271},[102],{"categories":273},[166],{"categories":275},[102],{"categories":277},[105],{"categories":279},[159],{"categories":281},[],{"categories":283},[102],{"categories":285},[],{"categories":287},[102],{"categories":289},[159],{"categories":291},[191],{"categories":293},[149],{"categories":295},[47],{"categories":297},[],{"categories":299},[47],{"categories":301},[],{"categories":303},[102],{"categories":305},[],{"categories":307},[47],{"categories":309},[],{"categories":311},[94],{"categories":313},[159],{"categories":315},[97],{"categories":317},[47],{"categories":319},[47],{"categories":321},[120],{"categories":323},[47],{"categories":325},[],{"categories":327},[47],{"categories":329},[],{"categories":331},[159],{"categories":333},[152],{"categories":335},[],{"categories":337},[47],{"categories":339},[149],{"categories":341},[],{"categories":343},[149],{"categories":345},[102],{"categories":347},[],{"categories":349},[47],{"categories":351},[102],{"categories":353},[120],{"categories":355},[97],{"categories":357},[47],{"categories":359},[],{"categories":361},[102],{"categories":363},[47],{"categories":365},[105],{"categories":367},[],{"categories":369},[47],{"categories":371},[105],{"categories":373},[102],{"categories":375},[102],{"categories":377},[],{"categories":379},[152],{"categories":381},[47],{"categories":383},[],{"categories":385},[94],{"categories":387},[97],{"categories":389},[47],{"categories":391},[102],{"categories":393},[159],{"categories":395},[47],{"categories":397},[],{"categories":399},[],{"categories":401},[47],{"categories":403},[47],{"categories":405},[],{"categories":407},[149],{"categories":409},[],{"categories":411},[47],{"categories":413},[],{"categories":415},[102],{"categories":417},[47],{"categories":419},[149],{"categories":421},[],{"categories":423},[47],{"categories":425},[47],{"categories":427},[97],{"categories":429},[102],{"categories":431},[47],{"categories":433},[47],{"categories":435},[149],{"categories":437},[102],{"categories":439},[],{"categories":441},[],{"categories":443},[120],{"categories":445},[],{"categories":447},[47],{"categories":449},[97,166],{"categories":451},[],{"categories":453},[47],{"categories":455},[102],{"categories":457},[],{"categories":459},[],{"categories":461},[47],{"categories":463},[],{"categories":465},[47],{"categories":467},[191],{"categories":469},[],{"categories":471},[120],{"categories":473},[149],{"categories":475},[],{"categories":477},[120],{"categories":479},[102],{"categories":481},[120],{"categories":483},[47],{"categories":485},[166],{"categories":487},[],{"categories":489},[97],{"categories":491},[47],{"categories":493},[102],{"categories":495},[],{"categories":497},[47,191],{"categories":499},[47],{"categories":501},[47],{"categories":503},[47],{"categories":505},[102],{"categories":507},[47,159],{"categories":509},[152],{"categories":511},[47],{"categories":513},[166],{"categories":515},[102],{"categories":517},[47],{"categories":519},[102],{"categories":521},[],{"categories":523},[102],{"categories":525},[47],{"categories":527},[47,97],{"categories":529},[],{"categories":531},[149],{"categories":533},[149],{"categories":535},[],{"categories":537},[],{"categories":539},[120],{"categories":541},[],{"categories":543},[94],{"categories":545},[159],{"categories":547},[47],{"categories":549},[149],{"categories":551},[102],{"categories":553},[159],{"categories":555},[120],{"categories":557},[149],{"categories":559},[],{"categories":561},[47],{"categories":563},[47],{"categories":565},[47],{"categories":567},[47],{"categories":569},[120],{"categories":571},[94],{"categories":573},[47],{"categories":575},[102],{"categories":577},[191],{"categories":579},[149],{"categories":581},[102],{"categories":583},[],{"categories":585},[],{"categories":587},[149],{"categories":589},[120],{"categories":591},[152],{"categories":593},[],{"categories":595},[47],{"categories":597},[47],{"categories":599},[97],{"categories":601},[47],{"categories":603},[47],{"categories":605},[47],{"categories":607},[120],{"categories":609},[],{"categories":611},[102],{"categories":613},[159],{"categories":615},[],{"categories":617},[47],{"categories":619},[47],{"categories":621},[102],{"categories":623},[],{"categories":625},[],{"categories":627},[47],{"categories":629},[],{"categories":631},[97],{"categories":633},[102],{"categories":635},[102],{"categories":637},[],{"categories":639},[94],{"categories":641},[47],{"categories":643},[97],{"categories":645},[120],{"categories":647},[94],{"categories":649},[],{"categories":651},[],{"categories":653},[],{"categories":655},[120],{"categories":657},[120],{"categories":659},[],{"categories":661},[159],{"categories":663},[],{"categories":665},[97],{"categories":667},[],{"categories":669},[],{"categories":671},[94],{"categories":673},[],{"categories":675},[166],{"categories":677},[102],{"categories":679},[97],{"categories":681},[102],{"categories":683},[159],{"categories":685},[],{"categories":687},[105],{"categories":689},[149],{"categories":691},[159],{"categories":693},[47],{"categories":695},[102],{"categories":697},[97],{"categories":699},[47],{"categories":701},[],{"categories":703},[],{"categories":705},[159],{"categories":707},[152],{"categories":709},[105],{"categories":711},[102],{"categories":713},[47],{"categories":715},[],{"categories":717},[191],{"categories":719},[],{"categories":721},[102],{"categories":723},[],{"categories":725},[94],{"categories":727},[],{"categories":729},[47],{"categories":731},[47],{"categories":733},[149],{"categories":735},[166],{"categories":737},[102],{"categories":739},[],{"categories":741},[159],{"categories":743},[94],{"categories":745},[],{"categories":747},[120],{"categories":749},[47,191],{"categories":751},[47],{"categories":753},[120],{"categories":755},[47],{"categories":757},[47],{"categories":759},[97],{"categories":761},[47],{"categories":763},[],{"categories":765},[47],{"categories":767},[97],{"categories":769},[],{"categories":771},[102],{"categories":773},[159],{"categories":775},[149],{"categories":777},[120],{"categories":779},[152],{"categories":781},[94],{"categories":783},[47],{"categories":785},[102],{"categories":787},[159],{"categories":789},[],{"categories":791},[],{"categories":793},[105],{"categories":795},[],{"categories":797},[47],{"categories":799},[],{"categories":801},[149],{"categories":803},[159],{"categories":805},[149],{"categories":807},[47],{"categories":809},[149],{"categories":811},[],{"categories":813},[],{"categories":815},[120],{"categories":817},[102],{"categories":819},[102],{"categories":821},[47],{"categories":823},[47],{"categories":825},[47],{"categories":827},[97],{"categories":829},[47],{"categories":831},[],{"categories":833},[159],{"categories":835},[159],{"categories":837},[97],{"categories":839},[],{"categories":841},[47],{"categories":843},[47],{"categories":845},[94],{"categories":847},[97],{"categories":849},[120],{"categories":851},[166],{"categories":853},[47],{"categories":855},[102],{"categories":857},[],{"categories":859},[149],{"categories":861},[],{"categories":863},[47],{"categories":865},[47],{"categories":867},[],{"categories":869},[97],{"categories":871},[102],{"categories":873},[],{"categories":875},[191],{"categories":877},[152],{"categories":879},[159],{"categories":881},[166],{"categories":883},[149],{"categories":885},[47],{"categories":887},[159],{"categories":889},[102],{"categories":891},[],{"categories":893},[],{"categories":895},[102],{"categories":897},[94],{"categories":899},[102],{"categories":901},[105],{"categories":903},[97],{"categories":905},[],{"categories":907},[47],{"categories":909},[105],{"categories":911},[47],{"categories":913},[47],{"categories":915},[47],{"categories":917},[166],{"categories":919},[47],{"categories":921},[149],{"categories":923},[102],{"categories":925},[],{"categories":927},[],{"categories":929},[191],{"categories":931},[159],{"categories":933},[],{"categories":935},[102],{"categories":937},[47],{"categories":939},[149,47],{"categories":941},[94],{"categories":943},[],{"categories":945},[47],{"categories":947},[94],{"categories":949},[149],{"categories":951},[102],{"categories":953},[159],{"categories":955},[],{"categories":957},[47],{"categories":959},[],{"categories":961},[],{"categories":963},[47],{"categories":965},[94],{"categories":967},[47],{"categories":969},[],{"categories":971},[102],{"categories":973},[105],{"categories":975},[47],{"categories":977},[47],{"categories":979},[47],{"categories":981},[149],{"categories":983},[102],{"categories":985},[191],{"categories":987},[149],{"categories":989},[102],{"categories":991},[47],{"categories":993},[47],{"categories":995},[47],{"categories":997},[159],{"categories":999},[],{"categories":1001},[120],{"categories":1003},[],{"categories":1005},[105],{"categories":1007},[102],{"categories":1009},[149],{"categories":1011},[47],{"categories":1013},[102],{"categories":1015},[159],{"categories":1017},[149],{"categories":1019},[102],{"categories":1021},[120],{"categories":1023},[],{"categories":1025},[47],{"categories":1027},[149],{"categories":1029},[47],{"categories":1031},[94],{"categories":1033},[120],{"categories":1035},[47],{"categories":1037},[166],{"categories":1039},[47],{"categories":1041},[102],{"categories":1043},[102],{"categories":1045},[47],{"categories":1047},[102],{"categories":1049},[102],{"categories":1051},[47],{"categories":1053},[102],{"categories":1055},[149],{"categories":1057},[47],{"categories":1059},[],{"categories":1061},[],{"categories":1063},[159],{"categories":1065},[],{"categories":1067},[94],{"categories":1069},[191],{"categories":1071},[47],{"categories":1073},[],{"categories":1075},[94],{"categories":1077},[97],{"categories":1079},[47],{"categories":1081},[166],{"categories":1083},[],{"categories":1085},[97],{"categories":1087},[],{"categories":1089},[47],{"categories":1091},[159],{"categories":1093},[],{"categories":1095},[],{"categories":1097},[],{"categories":1099},[],{"categories":1101},[47],{"categories":1103},[102],{"categories":1105},[191],{"categories":1107},[94],{"categories":1109},[159],{"categories":1111},[47],{"categories":1113},[159],{"categories":1115},[105],{"categories":1117},[47],{"categories":1119},[166],{"categories":1121},[97],{"categories":1123},[47],{"categories":1125},[47],{"categories":1127},[47],{"categories":1129},[47,94],{"categories":1131},[159],{"categories":1133},[159],{"categories":1135},[149],{"categories":1137},[102],{"categories":1139},[47],{"categories":1141},[],{"categories":1143},[],{"categories":1145},[],{"categories":1147},[159],{"categories":1149},[152],{"categories":1151},[120],{"categories":1153},[149],{"categories":1155},[159],{"categories":1157},[],{"categories":1159},[47],{"categories":1161},[47],{"categories":1163},[],{"categories":1165},[102],{"categories":1167},[47],{"categories":1169},[47],{"categories":1171},[],{"categories":1173},[102],{"categories":1175},[47],{"categories":1177},[97],{"categories":1179},[],{"categories":1181},[94],{"categories":1183},[47],{"categories":1185},[94],{"categories":1187},[47],{"categories":1189},[159],{"categories":1191},[166],{"categories":1193},[102],{"categories":1195},[47,149],{"categories":1197},[120],{"categories":1199},[47],{"categories":1201},[149],{"categories":1203},[],{"categories":1205},[159],{"categories":1207},[191],{"categories":1209},[149],{"categories":1211},[47],{"categories":1213},[102],{"categories":1215},[],{"categories":1217},[],{"categories":1219},[],{"categories":1221},[],{"categories":1223},[159],{"categories":1225},[102],{"categories":1227},[102],{"categories":1229},[191],{"categories":1231},[47],{"categories":1233},[47],{"categories":1235},[102],{"categories":1237},[47],{"categories":1239},[47],{"categories":1241},[],{"categories":1243},[149],{"categories":1245},[],{"categories":1247},[],{"categories":1249},[102],{"categories":1251},[],{"categories":1253},[],{"categories":1255},[166],{"categories":1257},[166],{"categories":1259},[102],{"categories":1261},[159],{"categories":1263},[],{"categories":1265},[47],{"categories":1267},[47],{"categories":1269},[159],{"categories":1271},[149],{"categories":1273},[149],{"categories":1275},[102],{"categories":1277},[94],{"categories":1279},[47],{"categories":1281},[149],{"categories":1283},[149],{"categories":1285},[102],{"categories":1287},[102],{"categories":1289},[47],{"categories":1291},[],{"categories":1293},[47],{"categories":1295},[],{"categories":1297},[47],{"categories":1299},[102],{"categories":1301},[120],{"categories":1303},[159],{"categories":1305},[47],{"categories":1307},[94],{"categories":1309},[47],{"categories":1311},[],{"categories":1313},[102],{"categories":1315},[102],{"categories":1317},[],{"categories":1319},[47],{"categories":1321},[94],{"categories":1323},[47],{"categories":1325},[94],{"categories":1327},[94],{"categories":1329},[],{"categories":1331},[],{"categories":1333},[102],{"categories":1335},[120],{"categories":1337},[102],{"categories":1339},[47],{"categories":1341},[47],{"categories":1343},[120],{"categories":1345},[152],{"categories":1347},[105],{"categories":1349},[120],{"categories":1351},[149],{"categories":1353},[],{"categories":1355},[],{"categories":1357},[120],{"categories":1359},[],{"categories":1361},[],{"categories":1363},[],{"categories":1365},[],{"categories":1367},[159],{"categories":1369},[159],{"categories":1371},[152],{"categories":1373},[],{"categories":1375},[47],{"categories":1377},[47],{"categories":1379},[152],{"categories":1381},[159],{"categories":1383},[],{"categories":1385},[],{"categories":1387},[102],{"categories":1389},[102],{"categories":1391},[120],{"categories":1393},[120],{"categories":1395},[102],{"categories":1397},[102],{"categories":1399},[94],{"categories":1401},[47,191],{"categories":1403},[],{"categories":1405},[149],{"categories":1407},[94],{"categories":1409},[102],{"categories":1411},[149],{"categories":1413},[],{"categories":1415},[102],{"categories":1417},[102],{"categories":1419},[47],{"categories":1421},[166],{"categories":1423},[159],{"categories":1425},[149],{"categories":1427},[],{"categories":1429},[102],{"categories":1431},[47],{"categories":1433},[102],{"categories":1435},[102],{"categories":1437},[102],{"categories":1439},[166],{"categories":1441},[47],{"categories":1443},[102],{"categories":1445},[47],{"categories":1447},[],{"categories":1449},[166],{"categories":1451},[120],{"categories":1453},[159],{"categories":1455},[47],{"categories":1457},[102],{"categories":1459},[],{"categories":1461},[],{"categories":1463},[47],{"categories":1465},[102],{"categories":1467},[120],{"categories":1469},[102],{"categories":1471},[102],{"categories":1473},[],{"categories":1475},[47],{"categories":1477},[],{"categories":1479},[],{"categories":1481},[102],{"categories":1483},[],{"categories":1485},[],{"categories":1487},[152],{"categories":1489},[47],{"categories":1491},[152],{"categories":1493},[120],{"categories":1495},[47],{"categories":1497},[47],{"categories":1499},[102],{"categories":1501},[47],{"categories":1503},[],{"categories":1505},[],{"categories":1507},[191],{"categories":1509},[47],{"categories":1511},[],{"categories":1513},[],{"categories":1515},[94],{"categories":1517},[],{"categories":1519},[],{"categories":1521},[47],{"categories":1523},[],{"categories":1525},[],{"categories":1527},[159],{"categories":1529},[120],{"categories":1531},[166],{"categories":1533},[97],{"categories":1535},[47],{"categories":1537},[47],{"categories":1539},[97],{"categories":1541},[],{"categories":1543},[149],{"categories":1545},[102],{"categories":1547},[97],{"categories":1549},[47],{"categories":1551},[47],{"categories":1553},[94],{"categories":1555},[47],{"categories":1557},[],{"categories":1559},[94],{"categories":1561},[47],{"categories":1563},[166],{"categories":1565},[102],{"categories":1567},[120],{"categories":1569},[97],{"categories":1571},[47],{"categories":1573},[47],{"categories":1575},[102],{"categories":1577},[],{"categories":1579},[47],{"categories":1581},[94],{"categories":1583},[47],{"categories":1585},[47],{"categories":1587},[],{"categories":1589},[120],{"categories":1591},[47],{"categories":1593},[47],{"categories":1595},[],{"categories":1597},[97],{"categories":1599},[97],{"categories":1601},[47],{"categories":1603},[47],{"categories":1605},[],{"categories":1607},[],{"categories":1609},[],{"categories":1611},[47],{"categories":1613},[120],{"categories":1615},[],{"categories":1617},[191],{"categories":1619},[47],{"categories":1621},[47],{"categories":1623},[],{"categories":1625},[47],{"categories":1627},[47],{"categories":1629},[47],{"categories":1631},[47,191],{"categories":1633},[47],{"categories":1635},[47],{"categories":1637},[149],{"categories":1639},[102],{"categories":1641},[],{"categories":1643},[102],{"categories":1645},[102],{"categories":1647},[47],{"categories":1649},[47],{"categories":1651},[47],{"categories":1653},[94],{"categories":1655},[94],{"categories":1657},[159],{"categories":1659},[149],{"categories":1661},[102],{"categories":1663},[],{"categories":1665},[47],{"categories":1667},[120],{"categories":1669},[47],{"categories":1671},[47],{"categories":1673},[97],{"categories":1675},[],{"categories":1677},[191],{"categories":1679},[149],{"categories":1681},[149],{"categories":1683},[102],{"categories":1685},[120],{"categories":1687},[102],{"categories":1689},[47],{"categories":1691},[],{"categories":1693},[47],{"categories":1695},[],{"categories":1697},[],{"categories":1699},[47],{"categories":1701},[47],{"categories":1703},[47],{"categories":1705},[102],{"categories":1707},[47],{"categories":1709},[47],{"categories":1711},[],{"categories":1713},[152],{"categories":1715},[102],{"categories":1717},[],{"categories":1719},[],{"categories":1721},[47],{"categories":1723},[47],{"categories":1725},[47],{"categories":1727},[120],{"categories":1729},[],{"categories":1731},[149],{"categories":1733},[191],{"categories":1735},[120],{"categories":1737},[159],{"categories":1739},[159],{"categories":1741},[120],{"categories":1743},[120],{"categories":1745},[191],{"categories":1747},[],{"categories":1749},[120],{"categories":1751},[47],{"categories":1753},[94],{"categories":1755},[47],{"categories":1757},[120],{"categories":1759},[],{"categories":1761},[159],{"categories":1763},[152],{"categories":1765},[47],{"categories":1767},[120],{"categories":1769},[159],{"categories":1771},[102],{"categories":1773},[120],{"categories":1775},[191],{"categories":1777},[102],{"categories":1779},[47],{"categories":1781},[47],{"categories":1783},[47],{"categories":1785},[],{"categories":1787},[97],{"categories":1789},[],{"categories":1791},[],{"categories":1793},[47],{"categories":1795},[47],{"categories":1797},[47],{"categories":1799},[47],{"categories":1801},[],{"categories":1803},[152],{"categories":1805},[94],{"categories":1807},[],{"categories":1809},[47],{"categories":1811},[47],{"categories":1813},[191],{"categories":1815},[191],{"categories":1817},[],{"categories":1819},[102],{"categories":1821},[120],{"categories":1823},[120],{"categories":1825},[47],{"categories":1827},[102],{"categories":1829},[],{"categories":1831},[149],{"categories":1833},[47],{"categories":1835},[47],{"categories":1837},[],{"categories":1839},[47],{"categories":1841},[],{"categories":1843},[159],{"categories":1845},[191],{"categories":1847},[47],{"categories":1849},[159],{"categories":1851},[97],{"categories":1853},[47],{"categories":1855},[],{"categories":1857},[102],{"categories":1859},[94],{"categories":1861},[94],{"categories":1863},[],{"categories":1865},[47],{"categories":1867},[149],{"categories":1869},[102],{"categories":1871},[],{"categories":1873},[47],{"categories":1875},[47],{"categories":1877},[102],{"categories":1879},[],{"categories":1881},[102],{"categories":1883},[159],{"categories":1885},[],{"categories":1887},[47],{"categories":1889},[102],{"categories":1891},[97],{"categories":1893},[],{"categories":1895},[47],{"categories":1897},[],{"categories":1899},[47],{"categories":1901},[47],{"categories":1903},[],{"categories":1905},[47],{"categories":1907},[120],{"categories":1909},[47],{"categories":1911},[47],{"categories":1913},[94],{"categories":1915},[47],{"categories":1917},[120],{"categories":1919},[102],{"categories":1921},[],{"categories":1923},[47],{"categories":1925},[149],{"categories":1927},[166],{"categories":1929},[47],{"categories":1931},[],{"categories":1933},[],{"categories":1935},[],{"categories":1937},[94],{"categories":1939},[120],{"categories":1941},[102],{"categories":1943},[47],{"categories":1945},[149],{"categories":1947},[102],{"categories":1949},[],{"categories":1951},[102],{"categories":1953},[],{"categories":1955},[47],{"categories":1957},[102],{"categories":1959},[47],{"categories":1961},[],{"categories":1963},[47],{"categories":1965},[47],{"categories":1967},[120],{"categories":1969},[149],{"categories":1971},[102],{"categories":1973},[149],{"categories":1975},[97],{"categories":1977},[],{"categories":1979},[],{"categories":1981},[47],{"categories":1983},[94],{"categories":1985},[120],{"categories":1987},[],{"categories":1989},[149],{"categories":1991},[],{"categories":1993},[159],{"categories":1995},[159],{"categories":1997},[149],{"categories":1999},[],{"categories":2001},[47],{"categories":2003},[],{"categories":2005},[166],{"categories":2007},[47],{"categories":2009},[191],{"categories":2011},[159],{"categories":2013},[],{"categories":2015},[102],{"categories":2017},[47],{"categories":2019},[94],{"categories":2021},[102],{"categories":2023},[102],{"categories":2025},[47],{"categories":2027},[],{"categories":2029},[94],{"categories":2031},[47],{"categories":2033},[97],{"categories":2035},[159],{"categories":2037},[149],{"categories":2039},[],{"categories":2041},[],{"categories":2043},[],{"categories":2045},[102],{"categories":2047},[159],{"categories":2049},[149],{"categories":2051},[120],{"categories":2053},[47],{"categories":2055},[120],{"categories":2057},[149],{"categories":2059},[],{"categories":2061},[149],{"categories":2063},[120],{"categories":2065},[97],{"categories":2067},[159],{"categories":2069},[47],{"categories":2071},[120],{"categories":2073},[166],{"categories":2075},[],{"categories":2077},[],{"categories":2079},[152],{"categories":2081},[47,159],{"categories":2083},[120],{"categories":2085},[47],{"categories":2087},[102],{"categories":2089},[47],{"categories":2091},[102],{"categories":2093},[47],{"categories":2095},[47],{"categories":2097},[],{"categories":2099},[159],{"categories":2101},[47],{"categories":2103},[152],{"categories":2105},[102],{"categories":2107},[166],{"categories":2109},[191],{"categories":2111},[],{"categories":2113},[94],{"categories":2115},[102],{"categories":2117},[102],{"categories":2119},[159],{"categories":2121},[47],{"categories":2123},[47],{"categories":2125},[],{"categories":2127},[],{"categories":2129},[],{"categories":2131},[191],{"categories":2133},[120],{"categories":2135},[47],{"categories":2137},[47],{"categories":2139},[47],{"categories":2141},[],{"categories":2143},[152],{"categories":2145},[97],{"categories":2147},[],{"categories":2149},[47],{"categories":2151},[102],{"categories":2153},[191],{"categories":2155},[],{"categories":2157},[149],{"categories":2159},[149],{"categories":2161},[],{"categories":2163},[159],{"categories":2165},[47],{"categories":2167},[149],{"categories":2169},[47],{"categories":2171},[],{"categories":2173},[120],{"categories":2175},[47],{"categories":2177},[47],{"categories":2179},[149],{"categories":2181},[102],{"categories":2183},[120],{"categories":2185},[],{"categories":2187},[102],{"categories":2189},[149],{"categories":2191},[47],{"categories":2193},[],{"categories":2195},[47],{"categories":2197},[47],{"categories":2199},[191],{"categories":2201},[120],{"categories":2203},[152],{"categories":2205},[152],{"categories":2207},[],{"categories":2209},[],{"categories":2211},[],{"categories":2213},[102],{"categories":2215},[159],{"categories":2217},[159],{"categories":2219},[47],{"categories":2221},[47],{"categories":2223},[],{"categories":2225},[],{"categories":2227},[47],{"categories":2229},[],{"categories":2231},[102],{"categories":2233},[47],{"categories":2235},[],{"categories":2237},[105],{"categories":2239},[47],{"categories":2241},[97],{"categories":2243},[47],{"categories":2245},[166],{"categories":2247},[102],{"categories":2249},[47],{"categories":2251},[47],{"categories":2253},[47],{"categories":2255},[159],{"categories":2257},[],{"categories":2259},[120],{"categories":2261},[102],{"categories":2263},[],{"categories":2265},[120],{"categories":2267},[102],{"categories":2269},[47],{"categories":2271},[102],{"categories":2273},[],{"categories":2275},[97],{"categories":2277},[102],{"categories":2279},[],{"categories":2281},[159],{"categories":2283},[47],{"categories":2285},[94],{"categories":2287},[120],{"categories":2289},[191],{"categories":2291},[102],{"categories":2293},[102],{"categories":2295},[94],{"categories":2297},[],{"categories":2299},[47],{"categories":2301},[],{"categories":2303},[],{"categories":2305},[149],{"categories":2307},[47,97],{"categories":2309},[47],{"categories":2311},[],{"categories":2313},[94],{"categories":2315},[152],{"categories":2317},[47],{"categories":2319},[159],{"categories":2321},[47],{"categories":2323},[102],{"categories":2325},[47],{"categories":2327},[47],{"categories":2329},[47],{"categories":2331},[120],{"categories":2333},[102],{"categories":2335},[47],{"categories":2337},[],{"categories":2339},[],{"categories":2341},[102],{"categories":2343},[47],{"categories":2345},[191],{"categories":2347},[],{"categories":2349},[47],{"categories":2351},[102],{"categories":2353},[],{"categories":2355},[102],{"categories":2357},[47],{"categories":2359},[166],{"categories":2361},[152],{"categories":2363},[102],{"categories":2365},[47],{"categories":2367},[191],{"categories":2369},[],{"categories":2371},[47],{"categories":2373},[166],{"categories":2375},[149],{"categories":2377},[47],{"categories":2379},[47],{"categories":2381},[],{"categories":2383},[166],{"categories":2385},[120],{"categories":2387},[47],{"categories":2389},[47],{"categories":2391},[94],{"categories":2393},[47],{"categories":2395},[],{"categories":2397},[],{"categories":2399},[149],{"categories":2401},[47],{"categories":2403},[152],{"categories":2405},[166],{"categories":2407},[102],{"categories":2409},[166],{"categories":2411},[120],{"categories":2413},[],{"categories":2415},[],{"categories":2417},[47],{"categories":2419},[102],{"categories":2421},[47],{"categories":2423},[47],{"categories":2425},[],{"categories":2427},[47,159],{"categories":2429},[120],{"categories":2431},[102],{"categories":2433},[159],{"categories":2435},[47],{"categories":2437},[94],{"categories":2439},[],{"categories":2441},[],{"categories":2443},[94],{"categories":2445},[159],{"categories":2447},[166],{"categories":2449},[47],{"categories":2451},[159],{"categories":2453},[],{"categories":2455},[149,47],{"categories":2457},[191],{"categories":2459},[94],{"categories":2461},[],{"categories":2463},[97],{"categories":2465},[97],{"categories":2467},[47],{"categories":2469},[47],{"categories":2471},[159],{"categories":2473},[102],{"categories":2475},[120],{"categories":2477},[166],{"categories":2479},[149],{"categories":2481},[47],{"categories":2483},[47],{"categories":2485},[47],{"categories":2487},[94],{"categories":2489},[47],{"categories":2491},[102],{"categories":2493},[120],{"categories":2495},[],{"categories":2497},[],{"categories":2499},[152],{"categories":2501},[159],{"categories":2503},[47],{"categories":2505},[149],{"categories":2507},[47],{"categories":2509},[152],{"categories":2511},[47],{"categories":2513},[47],{"categories":2515},[47],{"categories":2517},[102],{"categories":2519},[102],{"categories":2521},[47,97],{"categories":2523},[],{"categories":2525},[149],{"categories":2527},[],{"categories":2529},[47],{"categories":2531},[120],{"categories":2533},[94],{"categories":2535},[94],{"categories":2537},[102],{"categories":2539},[102],{"categories":2541},[47],{"categories":2543},[47],{"categories":2545},[97],{"categories":2547},[159],{"categories":2549},[166],{"categories":2551},[47],{"categories":2553},[],{"categories":2555},[120],{"categories":2557},[47],{"categories":2559},[47],{"categories":2561},[47],{"categories":2563},[47],{"categories":2565},[47],{"categories":2567},[159],{"categories":2569},[120],{"categories":2571},[159],{"categories":2573},[159],{"categories":2575},[47],{"categories":2577},[47],{"categories":2579},[102],{"categories":2581},[120],{"categories":2583},[47],{"categories":2585},[149],{"categories":2587},[47],{"categories":2589},[47],{"categories":2591},[191],{"categories":2593},[47],{"categories":2595},[105],{"categories":2597},[102],{"categories":2599},[47],{"categories":2601},[120],{"categories":2603},[102],{"categories":2605},[166],{"categories":2607},[47],{"categories":2609},[],{"categories":2611},[47],{"categories":2613},[47],{"categories":2615},[],{"categories":2617},[],{"categories":2619},[],{"categories":2621},[97],{"categories":2623},[47],{"categories":2625},[102],{"categories":2627},[120],{"categories":2629},[120],{"categories":2631},[120],{"categories":2633},[120],{"categories":2635},[],{"categories":2637},[94],{"categories":2639},[102],{"categories":2641},[120],{"categories":2643},[47],{"categories":2645},[94],{"categories":2647},[102],{"categories":2649},[47],{"categories":2651},[47,102],{"categories":2653},[102],{"categories":2655},[191],{"categories":2657},[120],{"categories":2659},[120],{"categories":2661},[102],{"categories":2663},[47],{"categories":2665},[],{"categories":2667},[120],{"categories":2669},[166],{"categories":2671},[94],{"categories":2673},[47],{"categories":2675},[47],{"categories":2677},[],{"categories":2679},[159],{"categories":2681},[],{"categories":2683},[94],{"categories":2685},[102],{"categories":2687},[120],{"categories":2689},[47],{"categories":2691},[120],{"categories":2693},[94],{"categories":2695},[120],{"categories":2697},[120],{"categories":2699},[],{"categories":2701},[97],{"categories":2703},[102],{"categories":2705},[120],{"categories":2707},[120],{"categories":2709},[120],{"categories":2711},[120],{"categories":2713},[120],{"categories":2715},[120],{"categories":2717},[120],{"categories":2719},[120],{"categories":2721},[120],{"categories":2723},[120],{"categories":2725},[152],{"categories":2727},[94],{"categories":2729},[47],{"categories":2731},[47],{"categories":2733},[102],{"categories":2735},[],{"categories":2737},[47,94],{"categories":2739},[],{"categories":2741},[102],{"categories":2743},[120],{"categories":2745},[102],{"categories":2747},[47],{"categories":2749},[47],{"categories":2751},[47],{"categories":2753},[47],{"categories":2755},[47],{"categories":2757},[102],{"categories":2759},[97],{"categories":2761},[],{"categories":2763},[149],{"categories":2765},[120],{"categories":2767},[47],{"categories":2769},[],{"categories":2771},[],{"categories":2773},[102],{"categories":2775},[149],{"categories":2777},[47],{"categories":2779},[],{"categories":2781},[47],{"categories":2783},[],{"categories":2785},[166],{"categories":2787},[47],{"categories":2789},[],{"categories":2791},[],{"categories":2793},[120],{"categories":2795},[94],{"categories":2797},[47],{"categories":2799},[97],{"categories":2801},[47],{"categories":2803},[97],{"categories":2805},[149],{"categories":2807},[],{"categories":2809},[120],{"categories":2811},[],{"categories":2813},[149],{"categories":2815},[47],{"categories":2817},[166],{"categories":2819},[],{"categories":2821},[166],{"categories":2823},[],{"categories":2825},[],{"categories":2827},[102],{"categories":2829},[],{"categories":2831},[97],{"categories":2833},[94],{"categories":2835},[149],{"categories":2837},[159],{"categories":2839},[],{"categories":2841},[],{"categories":2843},[47],{"categories":2845},[94],{"categories":2847},[166],{"categories":2849},[],{"categories":2851},[102],{"categories":2853},[102],{"categories":2855},[120],{"categories":2857},[159],{"categories":2859},[47],{"categories":2861},[102],{"categories":2863},[47],{"categories":2865},[102],{"categories":2867},[47],{"categories":2869},[105],{"categories":2871},[166],{"categories":2873},[120],{"categories":2875},[],{"categories":2877},[166],{"categories":2879},[],{"categories":2881},[159],{"categories":2883},[102],{"categories":2885},[],{"categories":2887},[47],{"categories":2889},[102],{"categories":2891},[97],{"categories":2893},[94],{"categories":2895},[47],{"categories":2897},[149],{"categories":2899},[159],{"categories":2901},[159],{"categories":2903},[47],{"categories":2905},[152],{"categories":2907},[47],{"categories":2909},[102],{"categories":2911},[97],{"categories":2913},[149],{"categories":2915},[102],{"categories":2917},[47],{"categories":2919},[47],{"categories":2921},[102],{"categories":2923},[120],{"categories":2925},[],{"categories":2927},[94],{"categories":2929},[47],{"categories":2931},[47],{"categories":2933},[102],{"categories":2935},[47],{"categories":2937},[47],{"categories":2939},[],{"categories":2941},[47],{"categories":2943},[149],{"categories":2945},[97],{"categories":2947},[120],{"categories":2949},[47],{"categories":2951},[47],{"categories":2953},[149],{"categories":2955},[47],{"categories":2957},[166],{"categories":2959},[152],{"categories":2961},[47],{"categories":2963},[120],{"categories":2965},[47],{"categories":2967},[102],{"categories":2969},[191],{"categories":2971},[47],{"categories":2973},[102],{"categories":2975},[152],{"categories":2977},[],{"categories":2979},[102],{"categories":2981},[159],{"categories":2983},[149],{"categories":2985},[47],{"categories":2987},[94],{"categories":2989},[159],{"categories":2991},[97],{"categories":2993},[159],{"categories":2995},[47],{"categories":2997},[],{"categories":2999},[102],{"categories":3001},[102],{"categories":3003},[47],{"categories":3005},[152],{"categories":3007},[],{"categories":3009},[120],{"categories":3011},[],{"categories":3013},[120],{"categories":3015},[47],{"categories":3017},[47],{"categories":3019},[102],{"categories":3021},[102],{"categories":3023},[102],{"categories":3025},[],{"categories":3027},[120],{"categories":3029},[],{"categories":3031},[47],{"categories":3033},[47],{"categories":3035},[],{"categories":3037},[149],{"categories":3039},[102],{"categories":3041},[166],{"categories":3043},[94],{"categories":3045},[],{"categories":3047},[47],{"categories":3049},[],{"categories":3051},[94],{"categories":3053},[120],{"categories":3055},[159],{"categories":3057},[47],{"categories":3059},[47],{"categories":3061},[47],{"categories":3063},[159],{"categories":3065},[120],{"categories":3067},[149],{"categories":3069},[47],{"categories":3071},[47],{"categories":3073},[47],{"categories":3075},[120],{"categories":3077},[47],{"categories":3079},[120],{"categories":3081},[120],{"categories":3083},[102],{"categories":3085},[102],{"categories":3087},[159],{"categories":3089},[120],{"categories":3091},[102],{"categories":3093},[47],{"categories":3095},[159],{"categories":3097},[149],{"categories":3099},[],{"categories":3101},[102],{"categories":3103},[],{"categories":3105},[],{"categories":3107},[],{"categories":3109},[97],{"categories":3111},[102],{"categories":3113},[47],{"categories":3115},[102],{"categories":3117},[94],{"categories":3119},[102],{"categories":3121},[166],{"categories":3123},[],{"categories":3125},[102],{"categories":3127},[],{"categories":3129},[94],{"categories":3131},[102],{"categories":3133},[],{"categories":3135},[102],{"categories":3137},[47],{"categories":3139},[120],{"categories":3141},[47],{"categories":3143},[102],{"categories":3145},[120],{"categories":3147},[102],{"categories":3149},[159],{"categories":3151},[149],{"categories":3153},[94],{"categories":3155},[],{"categories":3157},[102],{"categories":3159},[149],{"categories":3161},[191],{"categories":3163},[120],{"categories":3165},[47],{"categories":3167},[149],{"categories":3169},[94],{"categories":3171},[],{"categories":3173},[102],{"categories":3175},[47],{"categories":3177},[102],{"categories":3179},[47],{"categories":3181},[149],{"categories":3183},[],{"categories":3185},[102],{"categories":3187},[105],{"categories":3189},[120],{"categories":3191},[102],{"categories":3193},[97],{"categories":3195},[],{"categories":3197},[47],{"categories":3199},[105],{"categories":3201},[47],{"categories":3203},[102],{"categories":3205},[120],{"categories":3207},[94],{"categories":3209},[191],{"categories":3211},[47],{"categories":3213},[47],{"categories":3215},[47],{"categories":3217},[120],{"categories":3219},[97],{"categories":3221},[47],{"categories":3223},[149],{"categories":3225},[120],{"categories":3227},[191],{"categories":3229},[47],{"categories":3231},[],{"categories":3233},[],{"categories":3235},[47],{"categories":3237},[191],{"categories":3239},[152],{"categories":3241},[102],{"categories":3243},[102],{"categories":3245},[120],{"categories":3247},[47],{"categories":3249},[94],{"categories":3251},[149],{"categories":3253},[102],{"categories":3255},[102],{"categories":3257},[47],{"categories":3259},[166],{"categories":3261},[47],{"categories":3263},[102],{"categories":3265},[],{"categories":3267},[47],{"categories":3269},[47],{"categories":3271},[120],{"categories":3273},[94],{"categories":3275},[],{"categories":3277},[47],{"categories":3279},[47],{"categories":3281},[159],{"categories":3283},[149],{"categories":3285},[47,102],{"categories":3287},[166,97],{"categories":3289},[47],{"categories":3291},[],{"categories":3293},[102],{"categories":3295},[],{"categories":3297},[159],{"categories":3299},[47],{"categories":3301},[],{"categories":3303},[47],{"categories":3305},[120],{"categories":3307},[],{"categories":3309},[102],{"categories":3311},[47],{"categories":3313},[],{"categories":3315},[149],{"categories":3317},[102],{"categories":3319},[47],{"categories":3321},[94],{"categories":3323},[102],{"categories":3325},[47],{"categories":3327},[],{"categories":3329},[191],{"categories":3331},[166],{"categories":3333},[97],{"categories":3335},[97],{"categories":3337},[94],{"categories":3339},[94],{"categories":3341},[47],{"categories":3343},[102],{"categories":3345},[47],{"categories":3347},[47],{"categories":3349},[94],{"categories":3351},[47],{"categories":3353},[166],{"categories":3355},[120],{"categories":3357},[47],{"categories":3359},[47],{"categories":3361},[102],{"categories":3363},[47],{"categories":3365},[],{"categories":3367},[159],{"categories":3369},[],{"categories":3371},[159],{"categories":3373},[102],{"categories":3375},[94],{"categories":3377},[],{"categories":3379},[191],{"categories":3381},[47],{"categories":3383},[],{"categories":3385},[120],{"categories":3387},[102],{"categories":3389},[159],{"categories":3391},[47],{"categories":3393},[102],{"categories":3395},[159],{"categories":3397},[102],{"categories":3399},[120],{"categories":3401},[94],{"categories":3403},[120],{"categories":3405},[159],{"categories":3407},[47],{"categories":3409},[149],{"categories":3411},[47],{"categories":3413},[47],{"categories":3415},[47],{"categories":3417},[47],{"categories":3419},[47],{"categories":3421},[102],{"categories":3423},[47],{"categories":3425},[102],{"categories":3427},[47],{"categories":3429},[94],{"categories":3431},[47],{"categories":3433},[102],{"categories":3435},[149],{"categories":3437},[94],{"categories":3439},[102],{"categories":3441},[149],{"categories":3443},[],{"categories":3445},[47],{"categories":3447},[47],{"categories":3449},[47],{"categories":3451},[159],{"categories":3453},[],{"categories":3455},[102],{"categories":3457},[166],{"categories":3459},[47],{"categories":3461},[120],{"categories":3463},[166],{"categories":3465},[102],{"categories":3467},[97],{"categories":3469},[97],{"categories":3471},[47],{"categories":3473},[47],{"categories":3475},[94],{"categories":3477},[],{"categories":3479},[102],{"categories":3481},[47],{"categories":3483},[],{"categories":3485},[94],{"categories":3487},[47],{"categories":3489},[102],{"categories":3491},[102],{"categories":3493},[],{"categories":3495},[159],{"categories":3497},[159],{"categories":3499},[166],{"categories":3501},[149],{"categories":3503},[],{"categories":3505},[47],{"categories":3507},[102],{"categories":3509},[94],{"categories":3511},[47],{"categories":3513},[159],{"categories":3515},[94],{"categories":3517},[120],{"categories":3519},[120],{"categories":3521},[],{"categories":3523},[120],{"categories":3525},[102],{"categories":3527},[149],{"categories":3529},[152],{"categories":3531},[47],{"categories":3533},[],{"categories":3535},[120],{"categories":3537},[159],{"categories":3539},[97],{"categories":3541},[47],{"categories":3543},[94],{"categories":3545},[191],{"categories":3547},[94],{"categories":3549},[],{"categories":3551},[],{"categories":3553},[120],{"categories":3555},[],{"categories":3557},[102],{"categories":3559},[102],{"categories":3561},[102],{"categories":3563},[],{"categories":3565},[47],{"categories":3567},[],{"categories":3569},[120],{"categories":3571},[94],{"categories":3573},[149],{"categories":3575},[47],{"categories":3577},[120],{"categories":3579},[120],{"categories":3581},[],{"categories":3583},[120],{"categories":3585},[94],{"categories":3587},[102],{"categories":3589},[47],{"categories":3591},[],{"categories":3593},[102],{"categories":3595},[102],{"categories":3597},[94],{"categories":3599},[],{"categories":3601},[],{"categories":3603},[],{"categories":3605},[149],{"categories":3607},[102],{"categories":3609},[47],{"categories":3611},[],{"categories":3613},[],{"categories":3615},[],{"categories":3617},[149],{"categories":3619},[],{"categories":3621},[47],{"categories":3623},[94],{"categories":3625},[],{"categories":3627},[],{"categories":3629},[149],{"categories":3631},[47],{"categories":3633},[120],{"categories":3635},[],{"categories":3637},[166],{"categories":3639},[120],{"categories":3641},[166],{"categories":3643},[152],{"categories":3645},[47],{"categories":3647},[47],{"categories":3649},[],{"categories":3651},[],{"categories":3653},[102],{"categories":3655},[],{"categories":3657},[],{"categories":3659},[102],{"categories":3661},[47],{"categories":3663},[],{"categories":3665},[102],{"categories":3667},[120],{"categories":3669},[47],{"categories":3671},[166],{"categories":3673},[47],{"categories":3675},[152],{"categories":3677},[102],{"categories":3679},[102],{"categories":3681},[],{"categories":3683},[],{"categories":3685},[],{"categories":3687},[120],{"categories":3689},[],{"categories":3691},[],{"categories":3693},[149],{"categories":3695},[94],{"categories":3697},[],{"categories":3699},[97],{"categories":3701},[166],{"categories":3703},[47],{"categories":3705},[159],{"categories":3707},[94],{"categories":3709},[152],{"categories":3711},[97],{"categories":3713},[159],{"categories":3715},[159],{"categories":3717},[],{"categories":3719},[47],{"categories":3721},[],{"categories":3723},[102],{"categories":3725},[94],{"categories":3727},[149],{"categories":3729},[94],{"categories":3731},[102],{"categories":3733},[191],{"categories":3735},[47],{"categories":3737},[94],{"categories":3739},[102],{"categories":3741},[],{"categories":3743},[47],{"categories":3745},[120],{"categories":3747},[159],{"categories":3749},[],{"categories":3751},[149],{"categories":3753},[120],{"categories":3755},[94],{"categories":3757},[102],{"categories":3759},[47],{"categories":3761},[97],{"categories":3763},[102,191],{"categories":3765},[102],{"categories":3767},[159],{"categories":3769},[47],{"categories":3771},[47],{"categories":3773},[152],{"categories":3775},[166],{"categories":3777},[102],{"categories":3779},[],{"categories":3781},[102],{"categories":3783},[47],{"categories":3785},[97],{"categories":3787},[],{"categories":3789},[],{"categories":3791},[47],{"categories":3793},[152],{"categories":3795},[47],{"categories":3797},[],{"categories":3799},[120],{"categories":3801},[],{"categories":3803},[120],{"categories":3805},[159],{"categories":3807},[94],{"categories":3809},[159],{"categories":3811},[47],{"categories":3813},[102],{"categories":3815},[47],{"categories":3817},[47],{"categories":3819},[166],{"categories":3821},[159],{"categories":3823},[],{"categories":3825},[120],{"categories":3827},[47],{"categories":3829},[],{"categories":3831},[47],{"categories":3833},[47],{"categories":3835},[102],{"categories":3837},[47],{"categories":3839},[102],{"categories":3841},[47],{"categories":3843},[47],{"categories":3845},[47],{"categories":3847},[47],{"categories":3849},[97],{"categories":3851},[],{"categories":3853},[105],{"categories":3855},[120],{"categories":3857},[102],{"categories":3859},[47],{"categories":3861},[159],{"categories":3863},[],{"categories":3865},[159],{"categories":3867},[159],{"categories":3869},[47],{"categories":3871},[47],{"categories":3873},[47],{"categories":3875},[102],{"categories":3877},[120],{"categories":3879},[47],{"categories":3881},[47],{"categories":3883},[47],{"categories":3885},[97],{"categories":3887},[47],{"categories":3889},[102],{"categories":3891},[149],{"categories":3893},[],{"categories":3895},[152],{"categories":3897},[47],{"categories":3899},[],{"categories":3901},[120],{"categories":3903},[166],{"categories":3905},[],{"categories":3907},[],{"categories":3909},[120],{"categories":3911},[120],{"categories":3913},[47],{"categories":3915},[166],{"categories":3917},[94],{"categories":3919},[102],{"categories":3921},[47],{"categories":3923},[102],{"categories":3925},[47],{"categories":3927},[97],{"categories":3929},[],{"categories":3931},[152],{"categories":3933},[],{"categories":3935},[120],{"categories":3937},[47],{"categories":3939},[152],{"categories":3941},[159],{"categories":3943},[102],{"categories":3945},[149],{"categories":3947},[152],{"categories":3949},[152],{"categories":3951},[],{"categories":3953},[120],{"categories":3955},[47],{"categories":3957},[47],{"categories":3959},[159],{"categories":3961},[],{"categories":3963},[120],{"categories":3965},[120],{"categories":3967},[120],{"categories":3969},[],{"categories":3971},[102],{"categories":3973},[47],{"categories":3975},[],{"categories":3977},[94],{"categories":3979},[97],{"categories":3981},[],{"categories":3983},[47],{"categories":3985},[47],{"categories":3987},[],{"categories":3989},[159],{"categories":3991},[],{"categories":3993},[],{"categories":3995},[],{"categories":3997},[],{"categories":3999},[47],{"categories":4001},[120],{"categories":4003},[],{"categories":4005},[],{"categories":4007},[47],{"categories":4009},[47],{"categories":4011},[47],{"categories":4013},[152],{"categories":4015},[47],{"categories":4017},[152],{"categories":4019},[],{"categories":4021},[152],{"categories":4023},[152],{"categories":4025},[191],{"categories":4027},[102],{"categories":4029},[159],{"categories":4031},[],{"categories":4033},[],{"categories":4035},[152],{"categories":4037},[159],{"categories":4039},[159],{"categories":4041},[159],{"categories":4043},[],{"categories":4045},[94],{"categories":4047},[159],{"categories":4049},[159],{"categories":4051},[94],{"categories":4053},[159],{"categories":4055},[97],{"categories":4057},[159],{"categories":4059},[159],{"categories":4061},[159],{"categories":4063},[152],{"categories":4065},[120],{"categories":4067},[120],{"categories":4069},[47],{"categories":4071},[159],{"categories":4073},[152],{"categories":4075},[191],{"categories":4077},[152],{"categories":4079},[152],{"categories":4081},[152],{"categories":4083},[],{"categories":4085},[97],{"categories":4087},[],{"categories":4089},[191],{"categories":4091},[159],{"categories":4093},[159],{"categories":4095},[159],{"categories":4097},[102],{"categories":4099},[120,97],{"categories":4101},[152],{"categories":4103},[],{"categories":4105},[],{"categories":4107},[152],{"categories":4109},[],{"categories":4111},[152],{"categories":4113},[120],{"categories":4115},[102],{"categories":4117},[],{"categories":4119},[159],{"categories":4121},[47],{"categories":4123},[149],{"categories":4125},[],{"categories":4127},[47],{"categories":4129},[],{"categories":4131},[120],{"categories":4133},[94],{"categories":4135},[152],{"categories":4137},[],{"categories":4139},[159],{"categories":4141},[120],[4143,4237,4358,4439],{"id":4144,"title":4145,"ai":4146,"body":4151,"categories":4208,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4209,"navigation":72,"path":4223,"published_at":4224,"question":48,"scraped_at":4225,"seo":4226,"sitemap":4227,"source_id":4228,"source_name":4229,"source_type":80,"source_url":4230,"stem":4231,"tags":4232,"thumbnail_url":48,"tldr":4234,"tweet":48,"unknown_tags":4235,"__hash__":4236},"summaries\u002Fsummaries\u002Ff7c8dd9e8985c1c5-google-antigravity-2-0-moving-from-ides-to-agentic-summary.md","Google Antigravity 2.0: Moving from IDEs to Agentic Workflows",{"provider":7,"model":8,"input_tokens":4147,"output_tokens":4148,"processing_time_ms":4149,"cost_usd":4150},8956,646,3621,0.003208,{"type":14,"value":4152,"toc":4203},[4153,4157,4160,4164,4167,4196,4200],[17,4154,4156],{"id":4155},"the-shift-to-agent-first-development","The Shift to Agent-First Development",[22,4158,4159],{},"Google's Antigravity 2.0 marks a strategic pivot away from traditional IDE-integrated AI assistance toward a standalone platform designed for multi-agent orchestration. The platform treats agents as persistent, parallelized automation pipelines rather than single-turn chat interfaces. Key features include dynamic subagents for parallel task execution, scheduled background tasks, and native voice command support, allowing developers to manage complex workflows that extend beyond simple code generation.",[17,4161,4163],{"id":4162},"a-unified-developer-harness","A Unified Developer Harness",[22,4165,4166],{},"To support this shift, Google has introduced a cohesive ecosystem that shares a common agent harness:",[4168,4169,4170,4178,4184,4190],"ul",{},[4171,4172,4173,4177],"li",{},[4174,4175,4176],"strong",{},"Antigravity CLI:"," A terminal-based surface that replaces the Gemini CLI, maintaining support for Agent Skills, Hooks, and plugins.",[4171,4179,4180,4183],{},[4174,4181,4182],{},"Antigravity SDK:"," Enables developers to define custom agent behaviors and host them on their own infrastructure, facilitating the embedding of agentic capabilities into internal tools or third-party products.",[4171,4185,4186,4189],{},[4174,4187,4188],{},"Managed Agents (Gemini API):"," Provides infrastructure-level isolation for agent execution. Each interaction creates a persistent Linux environment where files and state remain intact across sessions, eliminating the need to reinitialize context. These are powered by Gemini 3.5 Flash, which Google claims outperforms Gemini 3.1 Pro while running 4x faster.",[4171,4191,4192,4195],{},[4174,4193,4194],{},"Enterprise Support:"," The Gemini Enterprise Agent Platform allows organizations to connect Antigravity directly to Google Cloud projects, providing a deployment path for secure, enterprise-grade agent operations.",[17,4197,4199],{"id":4198},"expanded-ecosystem-and-integration","Expanded Ecosystem and Integration",[22,4201,4202],{},"Google is broadening the developer surface area to include mobile and workspace-native capabilities. A new mobile app allows for prototyping on the go, with a one-click 'Export to Antigravity' feature to transition work to desktop environments. Additionally, new Workspace integrations allow agents to programmatically interact with Docs, Sheets, and Calendar, while native Android and Google Play Console support enables developers to build and test applications entirely within the AI Studio environment.",{"title":40,"searchDepth":41,"depth":41,"links":4204},[4205,4206,4207],{"id":4155,"depth":41,"text":4156},{"id":4162,"depth":41,"text":4163},{"id":4198,"depth":41,"text":4199},[47],{"content_references":4210,"triage":4220},[4211,4216,4218],{"type":4212,"title":4213,"url":4214,"context":4215},"tool","Google Antigravity 2.0","https:\u002F\u002Fantigravity.google\u002F","mentioned",{"type":4212,"title":4217,"context":4215},"Gemini API",{"type":4212,"title":4219,"context":4215},"Google AI Studio",{"relevance":69,"novelty":68,"quality":69,"actionability":68,"composite":4221,"reasoning":4222},3.6,"Category: AI Automation. The article discusses Google's new agent-first platform, which directly relates to automation and AI tools, addressing the audience's interest in practical applications of AI in development. It provides insights into features like multi-agent orchestration and persistent automation, which are relevant but may not offer immediate actionable steps for implementation.","\u002Fsummaries\u002Ff7c8dd9e8985c1c5-google-antigravity-2-0-moving-from-ides-to-agentic-summary","2026-05-19 20:30:58","2026-05-19 23:00:20",{"title":4145,"description":40},{"loc":4223},"f7c8dd9e8985c1c5","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F19\u002Fgoogle-launches-antigravity-2-0-at-i-o-2026-a-standalone-agent-first-platform-with-cli-sdk-managed-execution-and-enterprise-support\u002F","summaries\u002Ff7c8dd9e8985c1c5-google-antigravity-2-0-moving-from-ides-to-agentic-summary",[84,4233,86,85],"agents","Google has shifted its developer strategy from IDE-centric assistance to a standalone, agent-first platform that enables multi-agent orchestration, persistent background automation, and unified developer tooling across CLI, SDK, and enterprise surfaces.",[],"Ocse2yNUyoVnFKMlg6z7erkreA0dSFwIOqK3BPIfspo",{"id":4238,"title":4239,"ai":4240,"body":4245,"categories":4325,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4326,"navigation":72,"path":4341,"published_at":4342,"question":48,"scraped_at":4343,"seo":4344,"sitemap":4345,"source_id":4346,"source_name":4347,"source_type":4348,"source_url":4349,"stem":4350,"tags":4351,"thumbnail_url":4353,"tldr":4354,"tweet":4355,"unknown_tags":4356,"__hash__":4357},"summaries\u002Fsummaries\u002F01b94f595a5f7344-building-full-stack-apps-with-google-ai-studio-summary.md","Building Full-Stack Apps with Google AI Studio",{"provider":7,"model":8,"input_tokens":4241,"output_tokens":4242,"processing_time_ms":4243,"cost_usd":4244},5821,642,4042,0.00241825,{"type":14,"value":4246,"toc":4320},[4247,4251,4254,4258,4261,4287,4291,4294],[17,4248,4250],{"id":4249},"frictionless-full-stack-deployment","Frictionless Full-Stack Deployment",[22,4252,4253],{},"Google has introduced a \"vibe-coding\" workflow within Google AI Studio that allows users to build and deploy full-stack applications without traditional Google Cloud setup. This removes the requirement for GCP projects, command-line tool installation, or credit card billing. Users can now build applications with a front end, back end, and database, and publish them to a live URL using only a Gmail account.",[17,4255,4257],{"id":4256},"the-vibe-coding-workflow","The \"Vibe-Coding\" Workflow",[22,4259,4260],{},"The development process relies on conversational prompting to generate functional applications. Key capabilities include:",[4168,4262,4263,4269,4275,4281],{},[4171,4264,4265,4268],{},[4174,4266,4267],{},"Database Integration:"," The AI automatically provisions and manages Cloud SQL (PostgreSQL) or Firestore instances based on the application's needs.",[4171,4270,4271,4274],{},[4174,4272,4273],{},"Authentication:"," The agent can implement email-based authentication and handle data privacy filtering between users automatically.",[4171,4276,4277,4280],{},[4174,4278,4279],{},"Iterative Development:"," Users can modify app logic, update database schemas, and add UI elements (like \"borrow\" buttons or \"My Garage\" pages) through natural language prompts. The system handles the underlying database updates and UI synchronization.",[4171,4282,4283,4286],{},[4174,4284,4285],{},"Smart Search:"," The platform leverages advanced PostgreSQL extensions to implement semantic and fuzzy search, allowing users to find items even with spelling errors or natural language queries.",[17,4288,4290],{"id":4289},"operational-management-and-scaling","Operational Management and Scaling",[22,4292,4293],{},"Once an application is built, it is hosted on Cloud Run, providing automatic scaling. The platform includes built-in tools for:",[4168,4295,4296,4302,4308,4314],{},[4171,4297,4298,4301],{},[4174,4299,4300],{},"Monitoring:"," Access to logs and metrics directly from the deployed application.",[4171,4303,4304,4307],{},[4174,4305,4306],{},"Configuration:"," Ability to modify environment variables without rebuilding the entire application.",[4171,4309,4310,4313],{},[4174,4311,4312],{},"Lifecycle Management:"," Options to pause, resume, or delete applications as needed.",[4171,4315,4316,4319],{},[4174,4317,4318],{},"Productionization:"," A one-click migration path exists to transition these \"vibe-coded\" apps into a standard Google Cloud account, allowing users to add billing and access the full suite of enterprise-grade Google Cloud features as their application scales.",{"title":40,"searchDepth":41,"depth":41,"links":4321},[4322,4323,4324],{"id":4249,"depth":41,"text":4250},{"id":4256,"depth":41,"text":4257},{"id":4289,"depth":41,"text":4290},[102],{"content_references":4327,"triage":4337},[4328,4331,4334],{"type":4212,"title":4219,"url":4329,"context":4330},"https:\u002F\u002Faistudio.google.com\u002F","recommended",{"type":4212,"title":4332,"url":4333,"context":4215},"Cloud Run","https:\u002F\u002Fcloud.google.com\u002Frun",{"type":4212,"title":4335,"url":4336,"context":4215},"Cloud SQL","https:\u002F\u002Fcloud.google.com\u002Fsql",{"relevance":4338,"novelty":69,"quality":69,"actionability":4338,"composite":4339,"reasoning":4340},5,4.55,"Category: AI Automation. The article discusses a new workflow in Google AI Studio that allows users to build and deploy full-stack applications with minimal setup, addressing the pain point of needing extensive technical knowledge to deploy AI-powered products. It provides actionable steps for using the platform, such as leveraging conversational prompts for app development.","\u002Fsummaries\u002F01b94f595a5f7344-building-full-stack-apps-with-google-ai-studio-summary","2026-05-21 22:02:10","2026-05-21 23:00:18",{"title":4239,"description":40},{"loc":4341},"01b94f595a5f7344","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=8F8RRNYNWe4","summaries\u002F01b94f595a5f7344-building-full-stack-apps-with-google-ai-studio-summary",[84,85,86,4352],"saas","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F8F8RRNYNWe4\u002Fhqdefault.jpg","Google AI Studio now supports frictionless, full-stack app deployment to Cloud Run and Cloud SQL using only a Gmail account, eliminating the need for GCP projects, credit cards, or manual coding.","This video demonstrates a new \"vibe-coding\" workflow in [Google AI Studio](https:\u002F\u002Faistudio.google.com\u002F) that allows users to generate and deploy full-stack web applications without writing code, managing infrastructure, or providing billing details. The demo shows how the platform handles database provisioning via [Cloud SQL](https:\u002F\u002Fcloud.google.com\u002Fsql), hosting on [Cloud Run](https:\u002F\u002Fcloud.google.com\u002Frun), and authentication automatically based on natural language prompts.",[],"NN4Xk0MFxAkMN0Erutxro_yYQ3hcFu3Bk_7Dx5SuTIw",{"id":4359,"title":4360,"ai":4361,"body":4367,"categories":4395,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4396,"navigation":72,"path":4425,"published_at":4426,"question":48,"scraped_at":4427,"seo":4428,"sitemap":4429,"source_id":4430,"source_name":4347,"source_type":4348,"source_url":4431,"stem":4432,"tags":4433,"thumbnail_url":4434,"tldr":4435,"tweet":4436,"unknown_tags":4437,"__hash__":4438},"summaries\u002Fsummaries\u002F13a7be7216932e4a-agentic-data-cloud-powers-ai-swarms-from-insights--summary.md","Agentic Data Cloud Powers AI Swarms from Insights to Action",{"provider":7,"model":4362,"input_tokens":4363,"output_tokens":4364,"processing_time_ms":4365,"cost_usd":4366},"x-ai\u002Fgrok-4.1-fast",8084,2064,37170,0.00262615,{"type":14,"value":4368,"toc":4390},[4369,4373,4376,4380,4383,4387],[17,4370,4372],{"id":4371},"enrich-data-with-inferred-context-for-accurate-agent-reasoning","Enrich Data with Inferred Context for Accurate Agent Reasoning",[22,4374,4375],{},"Traditional data strategies focused on clean, structured data with lineage and quality, achieving only 50% agent accuracy; the other 50% requires business context like hidden PDF codes or supply chain meanings previously siloed in human minds. Google's Knowledge Catalog uses GenAI to infer schemas, descriptions, and relationships across thousands of structured\u002Funstructured files (e.g., PDFs), avoiding context window limits and high costs of feeding raw docs to models. This enables agents to access precise, low-cost context, boosting trust and efficiency over human-coded glossaries. Combined with semantic hybrid search from Google Search (including reranking), it serves optimal real-time context, preventing agents from getting lost in excess data.",[17,4377,4379],{"id":4378},"intent-driven-agent-swarms-via-tools-and-integrations","Intent-Driven Agent Swarms via Tools and Integrations",[22,4381,4382],{},"Move beyond persona-based agents to swarms handling end-to-end tasks (data wrangling, modeling, visualization, deployment) with intent-driven engineering, freeing practitioners for outcomes over tasks. Data Agent Kit provides pre-built plugins\u002Fskills for natively orchestrating BigQuery, Spark, AlloyDB pipelines, and multi-tool actions into ledgers\u002Fmarketing systems. Gemini Enterprise acts as the front door: business users chat with conversational agents backed by BigQuery\u002FLooker assets or Deep Research agents blending enterprise data (via Knowledge Catalog) with web\u002Fdocs for holistic insights (e.g., shipping optimization from weather\u002Ftraffic + internal data) in seconds vs. weeks. This grounds agents in machine-readable, real-time data for true ROI.",[17,4384,4386],{"id":4385},"multi-cloud-scale-with-optimized-economics","Multi-Cloud Scale with Optimized Economics",[22,4388,4389],{},"Apache Iceberg open standard and Cross-Cloud Lakehouse unify data across AWS S3, Azure, Databricks Unity Catalog, Snowflake without migration, using Cross-Cloud Interconnect for subsecond latencies and petabyte-scale transfers, solving proprietary format silos. For agent-scale (10-20 API calls per human click, swarms spiking traffic), Google optimizes the full stack: BigQuery 35% faster queries\u002F40% cost drop, Spark Lightning Engine 5x faster\u002F2x price-performance vs. alternatives, 230x token reduction for AI inferencing. TPU v8 separates training\u002Finference to avoid silicon bottlenecks. Vertical integration ensures seamless, cost-effective low-latency swarms, turning 45-minute human processes into 1-minute actions.",{"title":40,"searchDepth":41,"depth":41,"links":4391},[4392,4393,4394],{"id":4371,"depth":41,"text":4372},{"id":4378,"depth":41,"text":4379},{"id":4385,"depth":41,"text":4386},[102],{"content_references":4397,"triage":4423},[4398,4401,4403,4405,4407,4409,4411,4414,4416,4418,4420],{"type":4212,"title":4399,"author":4400,"context":4215},"Agentic Data Cloud","Google Cloud",{"type":4212,"title":4402,"author":4400,"context":4215},"Google Cloud Data Agent Kit",{"type":4212,"title":4404,"author":4400,"context":4215},"Knowledge Catalog",{"type":4212,"title":4406,"author":4400,"context":4215},"BigQuery",{"type":4212,"title":4408,"author":4400,"context":4215},"Spark",{"type":4212,"title":4410,"context":4215},"Apache Iceberg",{"type":4212,"title":4412,"author":4413,"context":4215},"Gemini Enterprise","Google",{"type":4212,"title":4415,"author":4400,"context":4215},"Deep Research Agent",{"type":4212,"title":4417,"author":4400,"context":4215},"Cross Cloud Lakehouse",{"type":4212,"title":4419,"author":4400,"context":4215},"TPU v8",{"type":4421,"title":4422,"author":4400,"context":4215},"event","Google Cloud Next '26",{"relevance":69,"novelty":68,"quality":69,"actionability":68,"composite":4221,"reasoning":4424},"Category: AI Automation. The article discusses the use of context-enriched data and agent swarms for improved AI functionality, addressing the audience's need for practical applications of AI tools. It provides insights into tools like the Data Agent Kit and Knowledge Catalog, which can be directly relevant for product builders looking to implement AI solutions.","\u002Fsummaries\u002F13a7be7216932e4a-agentic-data-cloud-powers-ai-swarms-from-insights-summary","2026-05-14 04:00:36","2026-05-14 07:00:48",{"title":4360,"description":40},{"loc":4425},"13a7be7216932e4a","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=WQIODOuXWr8","summaries\u002F13a7be7216932e4a-agentic-data-cloud-powers-ai-swarms-from-insights--summary",[4233,84,86,85],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FWQIODOuXWr8\u002Fhqdefault.jpg","Shift data platforms from systems of intelligence (1-20% insights actioned) to action via context-enriched data in Knowledge Catalog, Data Agent Kit tools for BigQuery\u002FSpark, and infra optimizations like 230x token cuts for efficient agent swarms.","Google Cloud exec Yasmeen Ahmad pitches their \"Agentic Data Cloud\" in a conference interview, explaining Knowledge Catalog for data context, Data Agent Kit for agent tools on BigQuery\u002FSpark, and Iceberg for multi-cloud access. Mostly high-level vision talk with customer anecdotes.",[],"akSdWwtwyi_3coecpdJV_HzQg8hZ9t0z00xizfgzO0Q",{"id":4440,"title":4441,"ai":4442,"body":4446,"categories":4477,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4478,"navigation":72,"path":4497,"published_at":48,"question":48,"scraped_at":4498,"seo":4499,"sitemap":4500,"source_id":4501,"source_name":4502,"source_type":80,"source_url":4503,"stem":4504,"tags":4505,"thumbnail_url":48,"tldr":4507,"tweet":48,"unknown_tags":4508,"__hash__":4509},"summaries\u002Fsummaries\u002F45b1c6d0c8de7de4-idmc-unifies-ai-powered-data-management-at-enterpr-summary.md","IDMC Unifies AI-Powered Data Management at Enterprise Scale",{"provider":7,"model":4362,"input_tokens":4241,"output_tokens":4443,"processing_time_ms":4444,"cost_usd":4445},1732,10320,0.00152335,{"type":14,"value":4447,"toc":4472},[4448,4452,4455,4458,4462,4465,4469],[17,4449,4451],{"id":4450},"core-platform-capabilities-deliver-end-to-end-data-lifecycle-automation","Core Platform Capabilities Deliver End-to-End Data Lifecycle Automation",[22,4453,4454],{},"IDMC provides a cloud-native suite of integrated services—Data Catalog, Data Integration, API\u002FApp Integration, AI Agent Engineering, Data Quality & Observability, MDM & 360 Applications, Governance\u002FAccess\u002FPrivacy, and Data Marketplace—powered by CLAIRE AI engine and a metadata system of intelligence. This supports 50,000+ metadata-aware connections in multi-cloud\u002Fhybrid setups, with features like no-code tools, GenAI copilots\u002Fagents, and GPT-style natural language interfaces to automate workflows, enforce policies, ensure compliance, and accelerate tasks like data discovery, quality checks, and governance. CLAIRE automates thousands of tasks, using unified metadata for context-aware decisions, reducing manual effort while scaling globally with consumption-based pricing and robust security.",[22,4456,4457],{},"Trade-offs include reliance on Informatica's ecosystem for full value, but it simplifies hybrid operations versus fragmented tools.",[17,4459,4461],{"id":4460},"proven-business-impact-through-metrics-and-use-cases","Proven Business Impact Through Metrics and Use Cases",[22,4463,4464],{},"Deployments yield measurable ROI: $4M in retained revenue, 44% integration cost savings, 70% faster credit approvals. Use cases span agentic AI for efficiency\u002Finnovation, analytics\u002FBI simplification, cloud modernization (e.g., cutting migration costs\u002Ftime), customer 360 personalization, regulatory\u002FESG compliance, and supply chain optimization. Customer examples include Takeda's 96% cloud data migration on AWS for AI clinical trials, Citizens Bank's real-time customer views via cloud MDM, and RS Group's unified legacy data for channel personalization and AI readiness.",[17,4466,4468],{"id":4467},"differentiation-and-acceleration-path","Differentiation and Acceleration Path",[22,4470,4471],{},"IDMC's edge as the first fully cloud-native platform with embedded AI\u002Fmetadata intelligence creates a single trusted data source, shortening data-to-value chains versus siloed systems. It future-proofs via scalable automation and predictive insights, with flexible entry via trials\u002Fdemos, though success hinges on adopting its metadata-driven approach for AI-ready data.",{"title":40,"searchDepth":41,"depth":41,"links":4473},[4474,4475,4476],{"id":4450,"depth":41,"text":4451},{"id":4460,"depth":41,"text":4461},{"id":4467,"depth":41,"text":4468},[102],{"content_references":4479,"triage":4494},[4480,4485,4488,4491],{"type":4481,"title":4482,"publisher":4483,"url":4484,"context":4215},"report","Digital Transformation Success with an Intelligent Data Management Cloud","Informatica","https:\u002F\u002Fwww.informatica.com\u002Fcontent\u002Fdam\u002Finformatica-com\u002Fen\u002Fcollateral\u002Fexecutive-brief\u002Fdigital-transformation-success-with-an-intelligent-data-management-cloud_executive-brief_4134en.pdf",{"type":4421,"title":4486,"url":4487,"context":4215},"MDM & Data Governance Summit","https:\u002F\u002Fnow.informatica.com\u002Fmdm-dg-summit-2026.html?Source=Web-OrangeStrap",{"type":54,"title":4489,"url":4490,"context":4215},"Informatica Fall Release: New Capabilities Clear the Path to AI-Ready Data","https:\u002F\u002Fwww.informatica.com\u002Fblogs\u002Fnew-informatica-capabilities-clear-the-path-to-ai-ready-data.html",{"type":54,"title":4492,"url":4493,"context":4215},"Citizens Bank Customer Success Story","https:\u002F\u002Fwww.informatica.com\u002Fabout-us\u002Fcustomers\u002Fcustomer-success-stories\u002Fcitizens.html",{"relevance":4338,"novelty":69,"quality":69,"actionability":69,"composite":4495,"reasoning":4496},4.35,"Category: Data Science & Visualization. The article discusses Informatica's IDMC platform, which integrates various data services with AI capabilities, addressing the audience's need for practical AI-powered data management solutions. It provides specific metrics and use cases that demonstrate the platform's business impact, making it actionable for product builders looking to implement similar solutions.","\u002Fsummaries\u002F45b1c6d0c8de7de4-idmc-unifies-ai-powered-data-management-at-enterpr-summary","2026-04-16 02:57:29",{"title":4441,"description":40},{"loc":4497},"45b1c6d0c8de7de4","__oneoff__","https:\u002F\u002Fwww.informatica.com\u002Fplatform.html","summaries\u002F45b1c6d0c8de7de4-idmc-unifies-ai-powered-data-management-at-enterpr-summary",[84,86,85,4506],"data-governance","Informatica's IDMC platform integrates data services like cataloging, integration, quality, MDM, and governance with CLAIRE AI and metadata intelligence, enabling 50,000+ connections across hybrid\u002Fmulti-cloud for secure, scalable automation and business outcomes like $4M retained revenue.",[4506],"3I5wbpuHH68JMCNLX8fz4-PJ8C0T40f4H1KE7NEJzoc"]