[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-ac4794d73367cfc0-building-agent-ready-websites-with-webmcp-summary":3,"summaries-facets-categories":145,"summary-related-ac4794d73367cfc0-building-agent-ready-websites-with-webmcp-summary":4828},{"id":4,"title":5,"ai":6,"body":13,"categories":104,"created_at":106,"date_modified":106,"description":97,"extension":107,"faq":106,"featured":108,"kicker_label":106,"meta":109,"navigation":124,"path":125,"published_at":126,"question":106,"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\u002Fac4794d73367cfc0-building-agent-ready-websites-with-webmcp-summary.md","Building Agent-Ready Websites with WebMCP",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7297,682,4122,0.00284725,{"type":14,"value":15,"toc":96},"minimark",[16,21,25,29,32,36,39,69,73,76],[17,18,20],"h2",{"id":19},"the-problem-with-agentic-web-interaction","The Problem with Agentic Web Interaction",[22,23,24],"p",{},"Currently, AI agents navigate the web by \"seeing\" it like a human: parsing the entire DOM, analyzing the accessibility tree, taking screenshots, and calculating pixel coordinates to click elements. This process is token-intensive, slow, and highly brittle—a single layout shift from an ad can break the agent's entire workflow. Before implementing agent-specific standards, developers should ensure their sites are \"agent-ready\" by adhering to semantic HTML, robust accessibility standards, and core web vitals, which provide the foundation for reliable automation.",[17,26,28],{"id":27},"introducing-webmcp","Introducing WebMCP",[22,30,31],{},"WebMCP (Web Model Context Protocol) is a proposed standard that treats a website as a set of structured tools rather than a visual interface. It acts as the client-side counterpart to the broader MCP standard, allowing agents to interact directly with browser-based features. By providing a menu of named, typed, and described actions, developers enable agents to execute complex tasks—like filtering products or booking tickets—reliably and efficiently without guessing UI elements.",[17,33,35],{"id":34},"implementation-approaches","Implementation Approaches",[22,37,38],{},"WebMCP provides two primary APIs for exposing site capabilities:",[40,41,42,59],"ul",{},[43,44,45,49,50,54,55,58],"li",{},[46,47,48],"strong",{},"Declarative API:"," Best for standard HTML forms. By adding specific attributes (e.g., ",[51,52,53],"code",{},"tool-name",", ",[51,56,57],{},"tool-description",") to existing form elements, the browser automatically generates a JSON schema that agents can interpret. This requires minimal code changes.",[43,60,61,64,65,68],{},[46,62,63],{},"Imperative API:"," Designed for complex, multi-step UI flows. Developers register custom tools using JavaScript, defining a schema and an ",[51,66,67],{},"execute"," block. The execute block runs standard DOM logic, validates inputs, and returns state back to the agent, ensuring the UI remains in sync with the agent's actions.",[17,70,72],{"id":71},"getting-started","Getting Started",[22,74,75],{},"WebMCP is currently in an experimental early preview stage (Chrome 146+). Developers can test their sites using:",[40,77,78,84,90],{},[43,79,80,83],{},[46,81,82],{},"Chrome Canary:"," Required to enable the experimental WebMCP testing flag.",[43,85,86,89],{},[46,87,88],{},"Model Context Tool Inspector:"," A Chrome extension that lists available tools on a page and allows for debugging agent interactions.",[43,91,92,95],{},[46,93,94],{},"Evaluation CLI:"," Available in the official GitHub repository to test and benchmark tool performance on custom sites.",{"title":97,"searchDepth":98,"depth":98,"links":99},"",2,[100,101,102,103],{"id":19,"depth":98,"text":20},{"id":27,"depth":98,"text":28},{"id":34,"depth":98,"text":35},{"id":71,"depth":98,"text":72},[105],"AI & LLMs",null,"md",false,{"content_references":110,"triage":119},[111,116],{"type":112,"title":113,"url":114,"context":115},"tool","WebMCP","https:\u002F\u002Fgithub.com\u002Ftaraojo","recommended",{"type":112,"title":117,"url":118,"context":115},"Model Context Tool Inspector","https:\u002F\u002Fchromewebstore.google.com\u002F",{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":122,"reasoning":123},5,4,4.35,"Category: AI Automation. The article discusses WebMCP, a proposed web standard that enhances AI agents' interaction with websites, addressing a specific pain point of developers needing reliable automation. It provides concrete implementation approaches, making it actionable for developers looking to adopt this standard.",true,"\u002Fsummaries\u002Fac4794d73367cfc0-building-agent-ready-websites-with-webmcp-summary","2026-06-11 16:00:06","2026-06-12 12:56:17",{"title":5,"description":97},{"loc":125},"ac4794d73367cfc0","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ghJmWQCIHRM","summaries\u002Fac4794d73367cfc0-building-agent-ready-websites-with-webmcp-summary",[136,137,138,139],"frontend","automation","ai-agents","web-standards","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FghJmWQCIHRM\u002Fhqdefault.jpg","WebMCP is a proposed web standard that allows developers to expose site functionality as structured tools for AI agents, replacing brittle screen-scraping with direct, reliable API-like interactions.","This talk introduces [WebMCP](https:\u002F\u002Fgithub.com\u002Ftaraojo), a proposed browser standard that allows developers to expose website functionality as structured tools for AI agents. It explains how to implement these tools using either a declarative HTML-based approach or an imperative JavaScript API to replace brittle DOM-scraping with direct, reliable function calls.",[138,139],"-0ozriLrZSdBL0s01kIj58C32VYyAdnpd5x9_lWQeyE",[146,149,152,154,157,160,162,164,166,168,170,172,174,176,179,181,183,185,187,189,191,193,195,197,199,201,203,205,208,211,213,215,217,219,221,224,226,228,230,233,235,237,239,241,243,245,247,249,251,253,255,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826],{"categories":147},[148],"Developer Productivity",{"categories":150},[151],"Business & SaaS",{"categories":153},[105],{"categories":155},[156],"AI Automation",{"categories":158},[159],"Product Strategy",{"categories":161},[105],{"categories":163},[148],{"categories":165},[105],{"categories":167},[151],{"categories":169},[],{"categories":171},[105],{"categories":173},[156],{"categories":175},[],{"categories":177},[178],"AI News & Trends",{"categories":180},[156],{"categories":182},[156],{"categories":184},[178],{"categories":186},[156],{"categories":188},[156],{"categories":190},[156],{"categories":192},[105],{"categories":194},[105],{"categories":196},[105],{"categories":198},[178],{"categories":200},[105],{"categories":202},[105],{"categories":204},[],{"categories":206},[207],"Design & Frontend",{"categories":209},[210],"Data Science & Visualization",{"categories":212},[178],{"categories":214},[105],{"categories":216},[],{"categories":218},[105],{"categories":220},[156],{"categories":222},[223],"Software Engineering",{"categories":225},[105],{"categories":227},[156],{"categories":229},[105],{"categories":231},[232],"Marketing & Growth",{"categories":234},[207],{"categories":236},[105],{"categories":238},[156],{"categories":240},[],{"categories":242},[],{"categories":244},[207],{"categories":246},[156],{"categories":248},[148],{"categories":250},[223],{"categories":252},[207],{"categories":254},[105],{"categories":256},[257],"DevOps & Cloud",{"categories":259},[156],{"categories":261},[178],{"categories":263},[105],{"categories":265},[],{"categories":267},[],{"categories":269},[156],{"categories":271},[223],{"categories":273},[],{"categories":275},[151],{"categories":277},[],{"categories":279},[],{"categories":281},[105],{"categories":283},[156],{"categories":285},[105],{"categories":287},[105],{"categories":289},[156],{"categories":291},[105],{"categories":293},[105],{"categories":295},[105],{"categories":297},[],{"categories":299},[223],{"categories":301},[],{"categories":303},[],{"categories":305},[223],{"categories":307},[],{"categories":309},[223],{"categories":311},[105],{"categories":313},[105],{"categories":315},[232],{"categories":317},[207],{"categories":319},[207],{"categories":321},[105],{"categories":323},[223],{"categories":325},[156],{"categories":327},[223],{"categories":329},[105],{"categories":331},[105],{"categories":333},[156],{"categories":335},[156],{"categories":337},[210],{"categories":339},[178],{"categories":341},[156],{"categories":343},[156],{"categories":345},[232],{"categories":347},[156],{"categories":349},[159],{"categories":351},[223],{"categories":353},[],{"categories":355},[156],{"categories":357},[],{"categories":359},[156],{"categories":361},[105],{"categories":363},[223],{"categories":365},[257],{"categories":367},[207],{"categories":369},[105],{"categories":371},[],{"categories":373},[223],{"categories":375},[105],{"categories":377},[],{"categories":379},[156],{"categories":381},[],{"categories":383},[105],{"categories":385},[],{"categories":387},[148],{"categories":389},[223],{"categories":391},[151],{"categories":393},[105],{"categories":395},[105],{"categories":397},[178],{"categories":399},[105],{"categories":401},[],{"categories":403},[105],{"categories":405},[],{"categories":407},[223],{"categories":409},[210],{"categories":411},[],{"categories":413},[105],{"categories":415},[207],{"categories":417},[],{"categories":419},[207],{"categories":421},[156],{"categories":423},[],{"categories":425},[105],{"categories":427},[105],{"categories":429},[156],{"categories":431},[178],{"categories":433},[151],{"categories":435},[105],{"categories":437},[],{"categories":439},[223],{"categories":441},[156],{"categories":443},[105],{"categories":445},[159],{"categories":447},[],{"categories":449},[105],{"categories":451},[159],{"categories":453},[156],{"categories":455},[105],{"categories":457},[156],{"categories":459},[],{"categories":461},[210],{"categories":463},[105],{"categories":465},[],{"categories":467},[148],{"categories":469},[105],{"categories":471},[151],{"categories":473},[105],{"categories":475},[156],{"categories":477},[105],{"categories":479},[105],{"categories":481},[223],{"categories":483},[105],{"categories":485},[],{"categories":487},[],{"categories":489},[105],{"categories":491},[105],{"categories":493},[],{"categories":495},[207],{"categories":497},[],{"categories":499},[105],{"categories":501},[],{"categories":503},[156],{"categories":505},[105],{"categories":507},[207],{"categories":509},[],{"categories":511},[105],{"categories":513},[105],{"categories":515},[151],{"categories":517},[156],{"categories":519},[105],{"categories":521},[105],{"categories":523},[207],{"categories":525},[156],{"categories":527},[],{"categories":529},[223],{"categories":531},[156],{"categories":533},[],{"categories":535},[178],{"categories":537},[],{"categories":539},[105],{"categories":541},[151,232],{"categories":543},[],{"categories":545},[105],{"categories":547},[156],{"categories":549},[],{"categories":551},[],{"categories":553},[105],{"categories":555},[207],{"categories":557},[105],{"categories":559},[],{"categories":561},[105],{"categories":563},[257],{"categories":565},[],{"categories":567},[178],{"categories":569},[207],{"categories":571},[],{"categories":573},[178],{"categories":575},[105],{"categories":577},[156],{"categories":579},[178],{"categories":581},[105],{"categories":583},[232],{"categories":585},[],{"categories":587},[151],{"categories":589},[223],{"categories":591},[105],{"categories":593},[156],{"categories":595},[],{"categories":597},[105,257],{"categories":599},[105],{"categories":601},[105],{"categories":603},[105],{"categories":605},[156],{"categories":607},[105,223],{"categories":609},[210],{"categories":611},[105],{"categories":613},[223],{"categories":615},[156],{"categories":617},[232],{"categories":619},[156],{"categories":621},[105],{"categories":623},[156],{"categories":625},[],{"categories":627},[156],{"categories":629},[105],{"categories":631},[105,151],{"categories":633},[151],{"categories":635},[],{"categories":637},[207],{"categories":639},[207],{"categories":641},[],{"categories":643},[],{"categories":645},[178],{"categories":647},[],{"categories":649},[148],{"categories":651},[105],{"categories":653},[223],{"categories":655},[105],{"categories":657},[207],{"categories":659},[156],{"categories":661},[223],{"categories":663},[178],{"categories":665},[207],{"categories":667},[],{"categories":669},[105],{"categories":671},[105],{"categories":673},[105],{"categories":675},[105],{"categories":677},[105],{"categories":679},[105],{"categories":681},[178],{"categories":683},[148],{"categories":685},[105],{"categories":687},[156],{"categories":689},[257],{"categories":691},[207],{"categories":693},[105],{"categories":695},[156],{"categories":697},[],{"categories":699},[],{"categories":701},[207],{"categories":703},[178],{"categories":705},[210],{"categories":707},[],{"categories":709},[105],{"categories":711},[105],{"categories":713},[151],{"categories":715},[105],{"categories":717},[105],{"categories":719},[105],{"categories":721},[178],{"categories":723},[207],{"categories":725},[],{"categories":727},[156],{"categories":729},[223],{"categories":731},[],{"categories":733},[105],{"categories":735},[105],{"categories":737},[156],{"categories":739},[223],{"categories":741},[105],{"categories":743},[210],{"categories":745},[],{"categories":747},[],{"categories":749},[105],{"categories":751},[],{"categories":753},[159],{"categories":755},[151],{"categories":757},[156],{"categories":759},[156],{"categories":761},[],{"categories":763},[148],{"categories":765},[105],{"categories":767},[151],{"categories":769},[178],{"categories":771},[148],{"categories":773},[],{"categories":775},[105],{"categories":777},[],{"categories":779},[],{"categories":781},[178],{"categories":783},[178],{"categories":785},[],{"categories":787},[207],{"categories":789},[223],{"categories":791},[],{"categories":793},[151],{"categories":795},[],{"categories":797},[],{"categories":799},[148],{"categories":801},[210],{"categories":803},[],{"categories":805},[232],{"categories":807},[156],{"categories":809},[151],{"categories":811},[156],{"categories":813},[223],{"categories":815},[],{"categories":817},[159],{"categories":819},[207],{"categories":821},[223],{"categories":823},[105],{"categories":825},[156],{"categories":827},[151],{"categories":829},[105],{"categories":831},[],{"categories":833},[],{"categories":835},[223],{"categories":837},[210],{"categories":839},[159],{"categories":841},[105],{"categories":843},[156],{"categories":845},[105],{"categories":847},[],{"categories":849},[178],{"categories":851},[257],{"categories":853},[],{"categories":855},[156],{"categories":857},[],{"categories":859},[148],{"categories":861},[],{"categories":863},[105],{"categories":865},[105],{"categories":867},[207],{"categories":869},[232],{"categories":871},[223],{"categories":873},[156],{"categories":875},[],{"categories":877},[223],{"categories":879},[148],{"categories":881},[],{"categories":883},[178],{"categories":885},[105,257],{"categories":887},[105],{"categories":889},[178],{"categories":891},[105],{"categories":893},[105],{"categories":895},[151],{"categories":897},[105],{"categories":899},[],{"categories":901},[105],{"categories":903},[151],{"categories":905},[105],{"categories":907},[],{"categories":909},[156],{"categories":911},[223],{"categories":913},[207],{"categories":915},[178],{"categories":917},[210],{"categories":919},[105],{"categories":921},[148],{"categories":923},[105],{"categories":925},[156],{"categories":927},[223],{"categories":929},[],{"categories":931},[],{"categories":933},[156],{"categories":935},[159],{"categories":937},[],{"categories":939},[105],{"categories":941},[],{"categories":943},[207],{"categories":945},[156],{"categories":947},[223],{"categories":949},[207],{"categories":951},[105],{"categories":953},[207],{"categories":955},[],{"categories":957},[],{"categories":959},[178],{"categories":961},[156],{"categories":963},[156],{"categories":965},[105],{"categories":967},[105],{"categories":969},[105],{"categories":971},[151],{"categories":973},[105],{"categories":975},[],{"categories":977},[223],{"categories":979},[223],{"categories":981},[151],{"categories":983},[],{"categories":985},[105],{"categories":987},[105],{"categories":989},[156],{"categories":991},[148],{"categories":993},[151],{"categories":995},[178],{"categories":997},[156],{"categories":999},[232],{"categories":1001},[105],{"categories":1003},[156],{"categories":1005},[],{"categories":1007},[207],{"categories":1009},[],{"categories":1011},[105],{"categories":1013},[105],{"categories":1015},[],{"categories":1017},[151],{"categories":1019},[156],{"categories":1021},[],{"categories":1023},[105],{"categories":1025},[257],{"categories":1027},[210],{"categories":1029},[223],{"categories":1031},[232],{"categories":1033},[105],{"categories":1035},[207],{"categories":1037},[105],{"categories":1039},[223],{"categories":1041},[156],{"categories":1043},[],{"categories":1045},[],{"categories":1047},[156],{"categories":1049},[148],{"categories":1051},[156],{"categories":1053},[159],{"categories":1055},[151],{"categories":1057},[],{"categories":1059},[105],{"categories":1061},[159],{"categories":1063},[105],{"categories":1065},[105],{"categories":1067},[105],{"categories":1069},[105],{"categories":1071},[232],{"categories":1073},[105],{"categories":1075},[105],{"categories":1077},[105],{"categories":1079},[207],{"categories":1081},[156],{"categories":1083},[],{"categories":1085},[],{"categories":1087},[257],{"categories":1089},[223],{"categories":1091},[],{"categories":1093},[156],{"categories":1095},[105],{"categories":1097},[207,105],{"categories":1099},[148],{"categories":1101},[],{"categories":1103},[105],{"categories":1105},[148],{"categories":1107},[207],{"categories":1109},[156],{"categories":1111},[223],{"categories":1113},[],{"categories":1115},[105],{"categories":1117},[],{"categories":1119},[],{"categories":1121},[105],{"categories":1123},[148],{"categories":1125},[105],{"categories":1127},[],{"categories":1129},[156],{"categories":1131},[159],{"categories":1133},[223],{"categories":1135},[105],{"categories":1137},[105],{"categories":1139},[105],{"categories":1141},[207],{"categories":1143},[156],{"categories":1145},[257],{"categories":1147},[207],{"categories":1149},[151],{"categories":1151},[156],{"categories":1153},[105],{"categories":1155},[105],{"categories":1157},[105],{"categories":1159},[156],{"categories":1161},[223],{"categories":1163},[105],{"categories":1165},[159],{"categories":1167},[],{"categories":1169},[178],{"categories":1171},[],{"categories":1173},[159],{"categories":1175},[156],{"categories":1177},[207],{"categories":1179},[105],{"categories":1181},[105],{"categories":1183},[156],{"categories":1185},[223],{"categories":1187},[207],{"categories":1189},[156],{"categories":1191},[178],{"categories":1193},[],{"categories":1195},[105],{"categories":1197},[],{"categories":1199},[105],{"categories":1201},[105],{"categories":1203},[207],{"categories":1205},[105],{"categories":1207},[148],{"categories":1209},[178],{"categories":1211},[105],{"categories":1213},[105],{"categories":1215},[232],{"categories":1217},[105],{"categories":1219},[105],{"categories":1221},[156],{"categories":1223},[156],{"categories":1225},[105],{"categories":1227},[156],{"categories":1229},[156],{"categories":1231},[105],{"categories":1233},[105],{"categories":1235},[156],{"categories":1237},[207],{"categories":1239},[105],{"categories":1241},[105],{"categories":1243},[],{"categories":1245},[],{"categories":1247},[223],{"categories":1249},[],{"categories":1251},[148],{"categories":1253},[257],{"categories":1255},[105],{"categories":1257},[],{"categories":1259},[148],{"categories":1261},[151],{"categories":1263},[105],{"categories":1265},[232],{"categories":1267},[],{"categories":1269},[151],{"categories":1271},[],{"categories":1273},[105],{"categories":1275},[223],{"categories":1277},[],{"categories":1279},[],{"categories":1281},[],{"categories":1283},[],{"categories":1285},[105],{"categories":1287},[156],{"categories":1289},[257],{"categories":1291},[105],{"categories":1293},[148],{"categories":1295},[223],{"categories":1297},[105],{"categories":1299},[105],{"categories":1301},[223],{"categories":1303},[159],{"categories":1305},[105],{"categories":1307},[232],{"categories":1309},[151],{"categories":1311},[105],{"categories":1313},[105],{"categories":1315},[105],{"categories":1317},[105],{"categories":1319},[105,148],{"categories":1321},[223],{"categories":1323},[223],{"categories":1325},[207],{"categories":1327},[156],{"categories":1329},[105],{"categories":1331},[105],{"categories":1333},[],{"categories":1335},[],{"categories":1337},[105],{"categories":1339},[],{"categories":1341},[223],{"categories":1343},[210],{"categories":1345},[178],{"categories":1347},[207],{"categories":1349},[105],{"categories":1351},[223],{"categories":1353},[],{"categories":1355},[105],{"categories":1357},[105],{"categories":1359},[105],{"categories":1361},[],{"categories":1363},[156],{"categories":1365},[105],{"categories":1367},[105],{"categories":1369},[],{"categories":1371},[156],{"categories":1373},[105],{"categories":1375},[151],{"categories":1377},[],{"categories":1379},[148],{"categories":1381},[105],{"categories":1383},[105],{"categories":1385},[148],{"categories":1387},[105],{"categories":1389},[223],{"categories":1391},[232],{"categories":1393},[156],{"categories":1395},[156],{"categories":1397},[105,207],{"categories":1399},[178],{"categories":1401},[105],{"categories":1403},[207],{"categories":1405},[],{"categories":1407},[223],{"categories":1409},[257],{"categories":1411},[207],{"categories":1413},[223],{"categories":1415},[105],{"categories":1417},[105],{"categories":1419},[156],{"categories":1421},[],{"categories":1423},[],{"categories":1425},[],{"categories":1427},[],{"categories":1429},[223],{"categories":1431},[105],{"categories":1433},[156],{"categories":1435},[151],{"categories":1437},[156],{"categories":1439},[257],{"categories":1441},[105],{"categories":1443},[105],{"categories":1445},[105],{"categories":1447},[156],{"categories":1449},[105],{"categories":1451},[105],{"categories":1453},[],{"categories":1455},[207],{"categories":1457},[223],{"categories":1459},[],{"categories":1461},[],{"categories":1463},[156],{"categories":1465},[],{"categories":1467},[],{"categories":1469},[232],{"categories":1471},[232],{"categories":1473},[156],{"categories":1475},[223],{"categories":1477},[],{"categories":1479},[105],{"categories":1481},[105],{"categories":1483},[223],{"categories":1485},[207],{"categories":1487},[207],{"categories":1489},[105],{"categories":1491},[156],{"categories":1493},[148],{"categories":1495},[105],{"categories":1497},[105],{"categories":1499},[207],{"categories":1501},[207],{"categories":1503},[156],{"categories":1505},[156],{"categories":1507},[105],{"categories":1509},[],{"categories":1511},[105],{"categories":1513},[],{"categories":1515},[105],{"categories":1517},[156],{"categories":1519},[178],{"categories":1521},[223],{"categories":1523},[105],{"categories":1525},[223],{"categories":1527},[148],{"categories":1529},[105],{"categories":1531},[],{"categories":1533},[156],{"categories":1535},[156],{"categories":1537},[],{"categories":1539},[105],{"categories":1541},[148],{"categories":1543},[105],{"categories":1545},[148],{"categories":1547},[148],{"categories":1549},[],{"categories":1551},[223],{"categories":1553},[],{"categories":1555},[156],{"categories":1557},[178],{"categories":1559},[105],{"categories":1561},[156],{"categories":1563},[105],{"categories":1565},[156],{"categories":1567},[105],{"categories":1569},[178],{"categories":1571},[210],{"categories":1573},[105],{"categories":1575},[159],{"categories":1577},[178],{"categories":1579},[207],{"categories":1581},[],{"categories":1583},[],{"categories":1585},[105],{"categories":1587},[105],{"categories":1589},[178],{"categories":1591},[],{"categories":1593},[],{"categories":1595},[],{"categories":1597},[105],{"categories":1599},[],{"categories":1601},[223],{"categories":1603},[223],{"categories":1605},[210],{"categories":1607},[],{"categories":1609},[105],{"categories":1611},[105],{"categories":1613},[210],{"categories":1615},[223],{"categories":1617},[],{"categories":1619},[],{"categories":1621},[156],{"categories":1623},[156],{"categories":1625},[223],{"categories":1627},[156],{"categories":1629},[178],{"categories":1631},[178],{"categories":1633},[156],{"categories":1635},[156],{"categories":1637},[148],{"categories":1639},[105,257],{"categories":1641},[],{"categories":1643},[207],{"categories":1645},[223],{"categories":1647},[148],{"categories":1649},[105],{"categories":1651},[156],{"categories":1653},[207],{"categories":1655},[],{"categories":1657},[156],{"categories":1659},[156],{"categories":1661},[156],{"categories":1663},[105],{"categories":1665},[232],{"categories":1667},[105],{"categories":1669},[223],{"categories":1671},[207],{"categories":1673},[105],{"categories":1675},[],{"categories":1677},[156],{"categories":1679},[207],{"categories":1681},[105],{"categories":1683},[156],{"categories":1685},[156],{"categories":1687},[156],{"categories":1689},[232],{"categories":1691},[210],{"categories":1693},[105],{"categories":1695},[156],{"categories":1697},[105],{"categories":1699},[],{"categories":1701},[232],{"categories":1703},[178],{"categories":1705},[223],{"categories":1707},[105],{"categories":1709},[156],{"categories":1711},[],{"categories":1713},[],{"categories":1715},[105],{"categories":1717},[156],{"categories":1719},[105],{"categories":1721},[178],{"categories":1723},[105],{"categories":1725},[156],{"categories":1727},[156],{"categories":1729},[],{"categories":1731},[105],{"categories":1733},[],{"categories":1735},[],{"categories":1737},[105],{"categories":1739},[156],{"categories":1741},[],{"categories":1743},[],{"categories":1745},[210],{"categories":1747},[105],{"categories":1749},[210],{"categories":1751},[178],{"categories":1753},[105],{"categories":1755},[105],{"categories":1757},[156],{"categories":1759},[105],{"categories":1761},[156],{"categories":1763},[],{"categories":1765},[],{"categories":1767},[105],{"categories":1769},[257],{"categories":1771},[105],{"categories":1773},[],{"categories":1775},[],{"categories":1777},[148],{"categories":1779},[],{"categories":1781},[],{"categories":1783},[105],{"categories":1785},[],{"categories":1787},[],{"categories":1789},[223],{"categories":1791},[178],{"categories":1793},[232],{"categories":1795},[151],{"categories":1797},[105],{"categories":1799},[105],{"categories":1801},[151],{"categories":1803},[],{"categories":1805},[207],{"categories":1807},[156],{"categories":1809},[151],{"categories":1811},[105],{"categories":1813},[105],{"categories":1815},[148],{"categories":1817},[105],{"categories":1819},[],{"categories":1821},[148],{"categories":1823},[105],{"categories":1825},[232],{"categories":1827},[156],{"categories":1829},[178],{"categories":1831},[105],{"categories":1833},[151],{"categories":1835},[105],{"categories":1837},[105],{"categories":1839},[156],{"categories":1841},[],{"categories":1843},[105],{"categories":1845},[223],{"categories":1847},[148],{"categories":1849},[105],{"categories":1851},[105],{"categories":1853},[],{"categories":1855},[178],{"categories":1857},[105],{"categories":1859},[105],{"categories":1861},[],{"categories":1863},[151],{"categories":1865},[151],{"categories":1867},[105],{"categories":1869},[159],{"categories":1871},[105],{"categories":1873},[105],{"categories":1875},[],{"categories":1877},[223],{"categories":1879},[105],{"categories":1881},[],{"categories":1883},[],{"categories":1885},[105],{"categories":1887},[178],{"categories":1889},[],{"categories":1891},[257],{"categories":1893},[105],{"categories":1895},[105],{"categories":1897},[],{"categories":1899},[105],{"categories":1901},[223],{"categories":1903},[105],{"categories":1905},[105],{"categories":1907},[105,257],{"categories":1909},[105],{"categories":1911},[105],{"categories":1913},[207],{"categories":1915},[156],{"categories":1917},[],{"categories":1919},[156],{"categories":1921},[156],{"categories":1923},[105],{"categories":1925},[105],{"categories":1927},[105],{"categories":1929},[105],{"categories":1931},[148],{"categories":1933},[210],{"categories":1935},[148],{"categories":1937},[223],{"categories":1939},[207],{"categories":1941},[156],{"categories":1943},[105],{"categories":1945},[],{"categories":1947},[105],{"categories":1949},[178],{"categories":1951},[105],{"categories":1953},[156],{"categories":1955},[105],{"categories":1957},[105],{"categories":1959},[151],{"categories":1961},[],{"categories":1963},[257],{"categories":1965},[207],{"categories":1967},[207],{"categories":1969},[223],{"categories":1971},[156],{"categories":1973},[105],{"categories":1975},[151],{"categories":1977},[178],{"categories":1979},[207],{"categories":1981},[156],{"categories":1983},[105],{"categories":1985},[],{"categories":1987},[105],{"categories":1989},[105],{"categories":1991},[],{"categories":1993},[],{"categories":1995},[105],{"categories":1997},[105],{"categories":1999},[105],{"categories":2001},[223],{"categories":2003},[105],{"categories":2005},[105],{"categories":2007},[156],{"categories":2009},[105],{"categories":2011},[105],{"categories":2013},[],{"categories":2015},[210],{"categories":2017},[105],{"categories":2019},[156],{"categories":2021},[],{"categories":2023},[],{"categories":2025},[105],{"categories":2027},[105],{"categories":2029},[105],{"categories":2031},[178],{"categories":2033},[],{"categories":2035},[207],{"categories":2037},[105],{"categories":2039},[257],{"categories":2041},[178],{"categories":2043},[223],{"categories":2045},[223],{"categories":2047},[178],{"categories":2049},[178],{"categories":2051},[257],{"categories":2053},[],{"categories":2055},[178],{"categories":2057},[105],{"categories":2059},[148],{"categories":2061},[105],{"categories":2063},[178],{"categories":2065},[],{"categories":2067},[105],{"categories":2069},[223],{"categories":2071},[210],{"categories":2073},[105],{"categories":2075},[178],{"categories":2077},[105],{"categories":2079},[223],{"categories":2081},[156],{"categories":2083},[178],{"categories":2085},[156],{"categories":2087},[257],{"categories":2089},[156],{"categories":2091},[105],{"categories":2093},[105],{"categories":2095},[223],{"categories":2097},[105],{"categories":2099},[],{"categories":2101},[151],{"categories":2103},[],{"categories":2105},[],{"categories":2107},[105],{"categories":2109},[156],{"categories":2111},[105],{"categories":2113},[105],{"categories":2115},[105],{"categories":2117},[105],{"categories":2119},[],{"categories":2121},[210],{"categories":2123},[148],{"categories":2125},[156],{"categories":2127},[207],{"categories":2129},[],{"categories":2131},[105],{"categories":2133},[223],{"categories":2135},[105],{"categories":2137},[257],{"categories":2139},[257],{"categories":2141},[],{"categories":2143},[156],{"categories":2145},[178],{"categories":2147},[178],{"categories":2149},[105],{"categories":2151},[156],{"categories":2153},[],{"categories":2155},[207],{"categories":2157},[105],{"categories":2159},[105],{"categories":2161},[],{"categories":2163},[105],{"categories":2165},[],{"categories":2167},[105],{"categories":2169},[223],{"categories":2171},[257],{"categories":2173},[105],{"categories":2175},[223],{"categories":2177},[151],{"categories":2179},[105],{"categories":2181},[],{"categories":2183},[156],{"categories":2185},[148],{"categories":2187},[148],{"categories":2189},[],{"categories":2191},[105],{"categories":2193},[105],{"categories":2195},[105],{"categories":2197},[223],{"categories":2199},[207],{"categories":2201},[105],{"categories":2203},[156],{"categories":2205},[],{"categories":2207},[105],{"categories":2209},[105],{"categories":2211},[156],{"categories":2213},[105],{"categories":2215},[],{"categories":2217},[156],{"categories":2219},[105],{"categories":2221},[156],{"categories":2223},[156],{"categories":2225},[223],{"categories":2227},[],{"categories":2229},[105],{"categories":2231},[156],{"categories":2233},[151],{"categories":2235},[105],{"categories":2237},[],{"categories":2239},[105],{"categories":2241},[],{"categories":2243},[105],{"categories":2245},[105],{"categories":2247},[],{"categories":2249},[105],{"categories":2251},[105],{"categories":2253},[178],{"categories":2255},[105],{"categories":2257},[105],{"categories":2259},[148],{"categories":2261},[105],{"categories":2263},[105],{"categories":2265},[210],{"categories":2267},[178],{"categories":2269},[156],{"categories":2271},[],{"categories":2273},[105],{"categories":2275},[207],{"categories":2277},[105],{"categories":2279},[232],{"categories":2281},[105],{"categories":2283},[156],{"categories":2285},[],{"categories":2287},[],{"categories":2289},[],{"categories":2291},[148],{"categories":2293},[178],{"categories":2295},[156],{"categories":2297},[105],{"categories":2299},[105],{"categories":2301},[105],{"categories":2303},[207],{"categories":2305},[156],{"categories":2307},[],{"categories":2309},[156],{"categories":2311},[156],{"categories":2313},[],{"categories":2315},[105],{"categories":2317},[156],{"categories":2319},[105],{"categories":2321},[],{"categories":2323},[105],{"categories":2325},[105],{"categories":2327},[178],{"categories":2329},[207],{"categories":2331},[156],{"categories":2333},[207],{"categories":2335},[156],{"categories":2337},[151],{"categories":2339},[],{"categories":2341},[],{"categories":2343},[105],{"categories":2345},[148],{"categories":2347},[178],{"categories":2349},[],{"categories":2351},[207],{"categories":2353},[],{"categories":2355},[223],{"categories":2357},[223],{"categories":2359},[207],{"categories":2361},[223],{"categories":2363},[105],{"categories":2365},[],{"categories":2367},[105],{"categories":2369},[105],{"categories":2371},[],{"categories":2373},[232],{"categories":2375},[105],{"categories":2377},[257],{"categories":2379},[223],{"categories":2381},[],{"categories":2383},[156],{"categories":2385},[105],{"categories":2387},[148],{"categories":2389},[156],{"categories":2391},[156],{"categories":2393},[105],{"categories":2395},[105],{"categories":2397},[],{"categories":2399},[148],{"categories":2401},[105],{"categories":2403},[151],{"categories":2405},[223],{"categories":2407},[207],{"categories":2409},[],{"categories":2411},[],{"categories":2413},[],{"categories":2415},[156],{"categories":2417},[223],{"categories":2419},[207],{"categories":2421},[178],{"categories":2423},[105],{"categories":2425},[178],{"categories":2427},[156],{"categories":2429},[207],{"categories":2431},[105],{"categories":2433},[],{"categories":2435},[105],{"categories":2437},[207],{"categories":2439},[178],{"categories":2441},[151],{"categories":2443},[223],{"categories":2445},[105],{"categories":2447},[178],{"categories":2449},[232],{"categories":2451},[],{"categories":2453},[],{"categories":2455},[210],{"categories":2457},[105,223],{"categories":2459},[178],{"categories":2461},[105],{"categories":2463},[105],{"categories":2465},[156],{"categories":2467},[105],{"categories":2469},[156],{"categories":2471},[105],{"categories":2473},[105],{"categories":2475},[],{"categories":2477},[223],{"categories":2479},[207],{"categories":2481},[105],{"categories":2483},[210],{"categories":2485},[156],{"categories":2487},[232],{"categories":2489},[257],{"categories":2491},[],{"categories":2493},[105],{"categories":2495},[151],{"categories":2497},[156],{"categories":2499},[148],{"categories":2501},[156],{"categories":2503},[156],{"categories":2505},[159],{"categories":2507},[223],{"categories":2509},[105],{"categories":2511},[105],{"categories":2513},[],{"categories":2515},[],{"categories":2517},[],{"categories":2519},[257],{"categories":2521},[105],{"categories":2523},[178],{"categories":2525},[105],{"categories":2527},[105],{"categories":2529},[105],{"categories":2531},[],{"categories":2533},[210],{"categories":2535},[151],{"categories":2537},[156],{"categories":2539},[],{"categories":2541},[105],{"categories":2543},[156],{"categories":2545},[105],{"categories":2547},[257],{"categories":2549},[],{"categories":2551},[207],{"categories":2553},[207],{"categories":2555},[],{"categories":2557},[223],{"categories":2559},[105],{"categories":2561},[207],{"categories":2563},[105],{"categories":2565},[151],{"categories":2567},[],{"categories":2569},[178],{"categories":2571},[105],{"categories":2573},[105],{"categories":2575},[207],{"categories":2577},[156],{"categories":2579},[178],{"categories":2581},[],{"categories":2583},[156],{"categories":2585},[156],{"categories":2587},[207],{"categories":2589},[105],{"categories":2591},[105],{"categories":2593},[],{"categories":2595},[105],{"categories":2597},[105],{"categories":2599},[257],{"categories":2601},[178],{"categories":2603},[210],{"categories":2605},[210],{"categories":2607},[],{"categories":2609},[],{"categories":2611},[],{"categories":2613},[156],{"categories":2615},[156],{"categories":2617},[223],{"categories":2619},[223],{"categories":2621},[105],{"categories":2623},[105],{"categories":2625},[105],{"categories":2627},[105],{"categories":2629},[156],{"categories":2631},[],{"categories":2633},[],{"categories":2635},[105],{"categories":2637},[],{"categories":2639},[105],{"categories":2641},[156],{"categories":2643},[207],{"categories":2645},[105],{"categories":2647},[105],{"categories":2649},[],{"categories":2651},[159],{"categories":2653},[105],{"categories":2655},[207],{"categories":2657},[105],{"categories":2659},[151],{"categories":2661},[105],{"categories":2663},[232],{"categories":2665},[156],{"categories":2667},[105],{"categories":2669},[105],{"categories":2671},[156],{"categories":2673},[105],{"categories":2675},[223],{"categories":2677},[],{"categories":2679},[178],{"categories":2681},[156],{"categories":2683},[],{"categories":2685},[178],{"categories":2687},[156],{"categories":2689},[156],{"categories":2691},[105],{"categories":2693},[156],{"categories":2695},[],{"categories":2697},[151],{"categories":2699},[156],{"categories":2701},[],{"categories":2703},[223],{"categories":2705},[105],{"categories":2707},[148],{"categories":2709},[178],{"categories":2711},[257],{"categories":2713},[156],{"categories":2715},[105],{"categories":2717},[156],{"categories":2719},[148],{"categories":2721},[],{"categories":2723},[105],{"categories":2725},[],{"categories":2727},[],{"categories":2729},[207],{"categories":2731},[105,151],{"categories":2733},[156],{"categories":2735},[105],{"categories":2737},[],{"categories":2739},[148],{"categories":2741},[210],{"categories":2743},[105],{"categories":2745},[223],{"categories":2747},[105],{"categories":2749},[156],{"categories":2751},[105],{"categories":2753},[105],{"categories":2755},[105],{"categories":2757},[178],{"categories":2759},[156],{"categories":2761},[105],{"categories":2763},[],{"categories":2765},[],{"categories":2767},[156],{"categories":2769},[105],{"categories":2771},[257],{"categories":2773},[],{"categories":2775},[105],{"categories":2777},[156],{"categories":2779},[156],{"categories":2781},[],{"categories":2783},[156],{"categories":2785},[105],{"categories":2787},[232],{"categories":2789},[105],{"categories":2791},[210],{"categories":2793},[156],{"categories":2795},[105],{"categories":2797},[257],{"categories":2799},[],{"categories":2801},[105],{"categories":2803},[232],{"categories":2805},[207],{"categories":2807},[105],{"categories":2809},[105],{"categories":2811},[],{"categories":2813},[232],{"categories":2815},[178],{"categories":2817},[105],{"categories":2819},[105],{"categories":2821},[148],{"categories":2823},[105],{"categories":2825},[],{"categories":2827},[],{"categories":2829},[207],{"categories":2831},[105],{"categories":2833},[210],{"categories":2835},[232],{"categories":2837},[156],{"categories":2839},[232],{"categories":2841},[178],{"categories":2843},[],{"categories":2845},[105],{"categories":2847},[],{"categories":2849},[105],{"categories":2851},[156],{"categories":2853},[105],{"categories":2855},[105],{"categories":2857},[],{"categories":2859},[105,223],{"categories":2861},[178],{"categories":2863},[156],{"categories":2865},[223],{"categories":2867},[105],{"categories":2869},[148],{"categories":2871},[],{"categories":2873},[],{"categories":2875},[156],{"categories":2877},[105],{"categories":2879},[223],{"categories":2881},[148],{"categories":2883},[223],{"categories":2885},[223],{"categories":2887},[105],{"categories":2889},[232],{"categories":2891},[105],{"categories":2893},[223],{"categories":2895},[],{"categories":2897},[207,105],{"categories":2899},[257],{"categories":2901},[148],{"categories":2903},[],{"categories":2905},[105],{"categories":2907},[151],{"categories":2909},[151],{"categories":2911},[105],{"categories":2913},[105],{"categories":2915},[105],{"categories":2917},[223],{"categories":2919},[156],{"categories":2921},[178],{"categories":2923},[232],{"categories":2925},[207],{"categories":2927},[105],{"categories":2929},[105],{"categories":2931},[105],{"categories":2933},[105],{"categories":2935},[148],{"categories":2937},[105],{"categories":2939},[156],{"categories":2941},[156],{"categories":2943},[223],{"categories":2945},[178],{"categories":2947},[223],{"categories":2949},[],{"categories":2951},[],{"categories":2953},[210],{"categories":2955},[223],{"categories":2957},[105],{"categories":2959},[207],{"categories":2961},[105],{"categories":2963},[105],{"categories":2965},[105],{"categories":2967},[210],{"categories":2969},[105],{"categories":2971},[105],{"categories":2973},[105],{"categories":2975},[156],{"categories":2977},[156],{"categories":2979},[105,151],{"categories":2981},[],{"categories":2983},[207],{"categories":2985},[],{"categories":2987},[105],{"categories":2989},[178],{"categories":2991},[148],{"categories":2993},[148],{"categories":2995},[156],{"categories":2997},[156],{"categories":2999},[156],{"categories":3001},[105],{"categories":3003},[105],{"categories":3005},[151],{"categories":3007},[223],{"categories":3009},[232],{"categories":3011},[105],{"categories":3013},[],{"categories":3015},[178],{"categories":3017},[105],{"categories":3019},[105],{"categories":3021},[105],{"categories":3023},[105],{"categories":3025},[105],{"categories":3027},[223],{"categories":3029},[178],{"categories":3031},[223],{"categories":3033},[223],{"categories":3035},[105],{"categories":3037},[105],{"categories":3039},[105],{"categories":3041},[156],{"categories":3043},[178],{"categories":3045},[105],{"categories":3047},[156],{"categories":3049},[105],{"categories":3051},[105],{"categories":3053},[207],{"categories":3055},[105],{"categories":3057},[105],{"categories":3059},[257],{"categories":3061},[105],{"categories":3063},[159],{"categories":3065},[156],{"categories":3067},[105],{"categories":3069},[105],{"categories":3071},[178],{"categories":3073},[105],{"categories":3075},[156],{"categories":3077},[232],{"categories":3079},[105],{"categories":3081},[105],{"categories":3083},[151],{"categories":3085},[105],{"categories":3087},[],{"categories":3089},[105],{"categories":3091},[223],{"categories":3093},[105],{"categories":3095},[],{"categories":3097},[],{"categories":3099},[],{"categories":3101},[151],{"categories":3103},[105],{"categories":3105},[156],{"categories":3107},[178],{"categories":3109},[178],{"categories":3111},[178],{"categories":3113},[178],{"categories":3115},[],{"categories":3117},[148],{"categories":3119},[156],{"categories":3121},[178],{"categories":3123},[105],{"categories":3125},[148],{"categories":3127},[156],{"categories":3129},[105],{"categories":3131},[105,156],{"categories":3133},[156],{"categories":3135},[257],{"categories":3137},[178],{"categories":3139},[156],{"categories":3141},[178],{"categories":3143},[156],{"categories":3145},[105],{"categories":3147},[],{"categories":3149},[178],{"categories":3151},[232],{"categories":3153},[148],{"categories":3155},[105],{"categories":3157},[105],{"categories":3159},[],{"categories":3161},[223],{"categories":3163},[],{"categories":3165},[148],{"categories":3167},[156],{"categories":3169},[178],{"categories":3171},[105],{"categories":3173},[178],{"categories":3175},[148],{"categories":3177},[178],{"categories":3179},[178],{"categories":3181},[],{"categories":3183},[151],{"categories":3185},[156],{"categories":3187},[178],{"categories":3189},[178],{"categories":3191},[178],{"categories":3193},[178],{"categories":3195},[178],{"categories":3197},[178],{"categories":3199},[178],{"categories":3201},[178],{"categories":3203},[178],{"categories":3205},[178],{"categories":3207},[210],{"categories":3209},[148],{"categories":3211},[105],{"categories":3213},[105],{"categories":3215},[156],{"categories":3217},[156],{"categories":3219},[],{"categories":3221},[105,148],{"categories":3223},[],{"categories":3225},[156],{"categories":3227},[178],{"categories":3229},[156],{"categories":3231},[105],{"categories":3233},[105],{"categories":3235},[105],{"categories":3237},[105],{"categories":3239},[105],{"categories":3241},[156],{"categories":3243},[151],{"categories":3245},[156],{"categories":3247},[],{"categories":3249},[207],{"categories":3251},[178],{"categories":3253},[105],{"categories":3255},[],{"categories":3257},[],{"categories":3259},[156],{"categories":3261},[207],{"categories":3263},[105],{"categories":3265},[],{"categories":3267},[105],{"categories":3269},[],{"categories":3271},[232],{"categories":3273},[105],{"categories":3275},[],{"categories":3277},[],{"categories":3279},[178],{"categories":3281},[148],{"categories":3283},[105],{"categories":3285},[151],{"categories":3287},[105],{"categories":3289},[105],{"categories":3291},[105],{"categories":3293},[151],{"categories":3295},[207],{"categories":3297},[],{"categories":3299},[105],{"categories":3301},[178],{"categories":3303},[],{"categories":3305},[207],{"categories":3307},[105],{"categories":3309},[232],{"categories":3311},[105],{"categories":3313},[257],{"categories":3315},[],{"categories":3317},[232],{"categories":3319},[],{"categories":3321},[105],{"categories":3323},[],{"categories":3325},[156],{"categories":3327},[223],{"categories":3329},[],{"categories":3331},[151],{"categories":3333},[148],{"categories":3335},[156],{"categories":3337},[207],{"categories":3339},[223],{"categories":3341},[],{"categories":3343},[],{"categories":3345},[105],{"categories":3347},[148],{"categories":3349},[105],{"categories":3351},[232],{"categories":3353},[],{"categories":3355},[156],{"categories":3357},[156],{"categories":3359},[156],{"categories":3361},[178],{"categories":3363},[223],{"categories":3365},[105],{"categories":3367},[156],{"categories":3369},[159],{"categories":3371},[105],{"categories":3373},[156],{"categories":3375},[105],{"categories":3377},[159],{"categories":3379},[232],{"categories":3381},[178],{"categories":3383},[],{"categories":3385},[232],{"categories":3387},[],{"categories":3389},[223],{"categories":3391},[156],{"categories":3393},[],{"categories":3395},[105],{"categories":3397},[105],{"categories":3399},[156],{"categories":3401},[151],{"categories":3403},[148],{"categories":3405},[105],{"categories":3407},[207],{"categories":3409},[223],{"categories":3411},[223],{"categories":3413},[105],{"categories":3415},[210],{"categories":3417},[156],{"categories":3419},[105],{"categories":3421},[156],{"categories":3423},[105],{"categories":3425},[151],{"categories":3427},[207],{"categories":3429},[223],{"categories":3431},[156],{"categories":3433},[105],{"categories":3435},[105],{"categories":3437},[156],{"categories":3439},[105],{"categories":3441},[178],{"categories":3443},[],{"categories":3445},[148],{"categories":3447},[105],{"categories":3449},[105],{"categories":3451},[105],{"categories":3453},[156],{"categories":3455},[105],{"categories":3457},[105],{"categories":3459},[],{"categories":3461},[105],{"categories":3463},[207],{"categories":3465},[151],{"categories":3467},[178],{"categories":3469},[156],{"categories":3471},[105],{"categories":3473},[105],{"categories":3475},[207],{"categories":3477},[156],{"categories":3479},[105],{"categories":3481},[232],{"categories":3483},[210],{"categories":3485},[105],{"categories":3487},[105],{"categories":3489},[178],{"categories":3491},[105],{"categories":3493},[156],{"categories":3495},[257],{"categories":3497},[105],{"categories":3499},[156],{"categories":3501},[210],{"categories":3503},[],{"categories":3505},[156],{"categories":3507},[223],{"categories":3509},[207],{"categories":3511},[105],{"categories":3513},[148],{"categories":3515},[223],{"categories":3517},[151],{"categories":3519},[223],{"categories":3521},[105],{"categories":3523},[],{"categories":3525},[156],{"categories":3527},[156],{"categories":3529},[105],{"categories":3531},[105],{"categories":3533},[210],{"categories":3535},[],{"categories":3537},[178],{"categories":3539},[],{"categories":3541},[178],{"categories":3543},[105],{"categories":3545},[105],{"categories":3547},[156],{"categories":3549},[156],{"categories":3551},[156],{"categories":3553},[],{"categories":3555},[178],{"categories":3557},[105],{"categories":3559},[],{"categories":3561},[105],{"categories":3563},[105],{"categories":3565},[],{"categories":3567},[207],{"categories":3569},[223],{"categories":3571},[156],{"categories":3573},[105],{"categories":3575},[105],{"categories":3577},[232],{"categories":3579},[105],{"categories":3581},[105],{"categories":3583},[148],{"categories":3585},[],{"categories":3587},[105],{"categories":3589},[],{"categories":3591},[148],{"categories":3593},[178],{"categories":3595},[223],{"categories":3597},[105],{"categories":3599},[105],{"categories":3601},[105],{"categories":3603},[223],{"categories":3605},[178],{"categories":3607},[207],{"categories":3609},[105],{"categories":3611},[105],{"categories":3613},[105],{"categories":3615},[178],{"categories":3617},[207],{"categories":3619},[105],{"categories":3621},[178],{"categories":3623},[207],{"categories":3625},[105],{"categories":3627},[178],{"categories":3629},[156],{"categories":3631},[156],{"categories":3633},[156],{"categories":3635},[223],{"categories":3637},[178],{"categories":3639},[156],{"categories":3641},[156],{"categories":3643},[105],{"categories":3645},[223],{"categories":3647},[207],{"categories":3649},[105],{"categories":3651},[],{"categories":3653},[156],{"categories":3655},[],{"categories":3657},[],{"categories":3659},[],{"categories":3661},[151],{"categories":3663},[156],{"categories":3665},[105],{"categories":3667},[156],{"categories":3669},[148],{"categories":3671},[156],{"categories":3673},[232],{"categories":3675},[156],{"categories":3677},[],{"categories":3679},[156],{"categories":3681},[],{"categories":3683},[148],{"categories":3685},[156],{"categories":3687},[],{"categories":3689},[156],{"categories":3691},[105],{"categories":3693},[105],{"categories":3695},[178],{"categories":3697},[105],{"categories":3699},[156],{"categories":3701},[105],{"categories":3703},[105],{"categories":3705},[178],{"categories":3707},[156],{"categories":3709},[223],{"categories":3711},[207],{"categories":3713},[148],{"categories":3715},[],{"categories":3717},[156],{"categories":3719},[207],{"categories":3721},[257],{"categories":3723},[178],{"categories":3725},[105],{"categories":3727},[207],{"categories":3729},[105],{"categories":3731},[148],{"categories":3733},[],{"categories":3735},[156],{"categories":3737},[105],{"categories":3739},[105],{"categories":3741},[156],{"categories":3743},[105],{"categories":3745},[207],{"categories":3747},[],{"categories":3749},[156],{"categories":3751},[159],{"categories":3753},[178],{"categories":3755},[156],{"categories":3757},[151],{"categories":3759},[],{"categories":3761},[105],{"categories":3763},[159],{"categories":3765},[105],{"categories":3767},[156],{"categories":3769},[178],{"categories":3771},[148],{"categories":3773},[257],{"categories":3775},[105],{"categories":3777},[105],{"categories":3779},[105],{"categories":3781},[178],{"categories":3783},[151],{"categories":3785},[105],{"categories":3787},[207],{"categories":3789},[178],{"categories":3791},[257],{"categories":3793},[105],{"categories":3795},[],{"categories":3797},[],{"categories":3799},[105],{"categories":3801},[257],{"categories":3803},[210],{"categories":3805},[156],{"categories":3807},[156],{"categories":3809},[178],{"categories":3811},[105],{"categories":3813},[148],{"categories":3815},[105],{"categories":3817},[207],{"categories":3819},[156],{"categories":3821},[156],{"categories":3823},[105],{"categories":3825},[232],{"categories":3827},[105],{"categories":3829},[156],{"categories":3831},[],{"categories":3833},[105],{"categories":3835},[105],{"categories":3837},[105],{"categories":3839},[178],{"categories":3841},[148],{"categories":3843},[],{"categories":3845},[105],{"categories":3847},[105],{"categories":3849},[223],{"categories":3851},[207],{"categories":3853},[105],{"categories":3855},[105,156],{"categories":3857},[232,151],{"categories":3859},[105],{"categories":3861},[105],{"categories":3863},[],{"categories":3865},[156],{"categories":3867},[],{"categories":3869},[223],{"categories":3871},[105],{"categories":3873},[223],{"categories":3875},[],{"categories":3877},[105],{"categories":3879},[178],{"categories":3881},[105],{"categories":3883},[],{"categories":3885},[156],{"categories":3887},[105],{"categories":3889},[],{"categories":3891},[207],{"categories":3893},[105],{"categories":3895},[156],{"categories":3897},[105],{"categories":3899},[148],{"categories":3901},[156],{"categories":3903},[105],{"categories":3905},[],{"categories":3907},[257],{"categories":3909},[232],{"categories":3911},[151],{"categories":3913},[151],{"categories":3915},[105],{"categories":3917},[148],{"categories":3919},[148],{"categories":3921},[105],{"categories":3923},[156],{"categories":3925},[105],{"categories":3927},[105],{"categories":3929},[223],{"categories":3931},[148],{"categories":3933},[105],{"categories":3935},[232],{"categories":3937},[178],{"categories":3939},[105],{"categories":3941},[105],{"categories":3943},[156],{"categories":3945},[105],{"categories":3947},[],{"categories":3949},[223],{"categories":3951},[],{"categories":3953},[223],{"categories":3955},[156],{"categories":3957},[148],{"categories":3959},[],{"categories":3961},[257],{"categories":3963},[105],{"categories":3965},[223],{"categories":3967},[],{"categories":3969},[178],{"categories":3971},[156],{"categories":3973},[223],{"categories":3975},[105],{"categories":3977},[156],{"categories":3979},[223],{"categories":3981},[156],{"categories":3983},[178],{"categories":3985},[148],{"categories":3987},[178],{"categories":3989},[223],{"categories":3991},[105],{"categories":3993},[207],{"categories":3995},[105],{"categories":3997},[105],{"categories":3999},[105],{"categories":4001},[105],{"categories":4003},[105],{"categories":4005},[156],{"categories":4007},[105],{"categories":4009},[156],{"categories":4011},[105],{"categories":4013},[105],{"categories":4015},[148],{"categories":4017},[105],{"categories":4019},[156],{"categories":4021},[207],{"categories":4023},[156],{"categories":4025},[156],{"categories":4027},[148],{"categories":4029},[156],{"categories":4031},[207],{"categories":4033},[],{"categories":4035},[105],{"categories":4037},[210],{"categories":4039},[105],{"categories":4041},[105],{"categories":4043},[223],{"categories":4045},[],{"categories":4047},[156],{"categories":4049},[232],{"categories":4051},[105],{"categories":4053},[178],{"categories":4055},[232],{"categories":4057},[156],{"categories":4059},[151],{"categories":4061},[151],{"categories":4063},[105],{"categories":4065},[105],{"categories":4067},[105],{"categories":4069},[148],{"categories":4071},[],{"categories":4073},[105],{"categories":4075},[156],{"categories":4077},[156],{"categories":4079},[105],{"categories":4081},[223],{"categories":4083},[],{"categories":4085},[148],{"categories":4087},[105],{"categories":4089},[105],{"categories":4091},[156],{"categories":4093},[156],{"categories":4095},[],{"categories":4097},[223],{"categories":4099},[223],{"categories":4101},[232],{"categories":4103},[207],{"categories":4105},[],{"categories":4107},[105],{"categories":4109},[156],{"categories":4111},[148],{"categories":4113},[105],{"categories":4115},[223],{"categories":4117},[148],{"categories":4119},[178],{"categories":4121},[178],{"categories":4123},[],{"categories":4125},[178],{"categories":4127},[156],{"categories":4129},[207],{"categories":4131},[210],{"categories":4133},[105],{"categories":4135},[],{"categories":4137},[178],{"categories":4139},[223],{"categories":4141},[105],{"categories":4143},[151],{"categories":4145},[105],{"categories":4147},[148],{"categories":4149},[257],{"categories":4151},[148],{"categories":4153},[],{"categories":4155},[],{"categories":4157},[156],{"categories":4159},[178],{"categories":4161},[],{"categories":4163},[156],{"categories":4165},[156],{"categories":4167},[156],{"categories":4169},[],{"categories":4171},[105],{"categories":4173},[],{"categories":4175},[178],{"categories":4177},[148],{"categories":4179},[207],{"categories":4181},[105],{"categories":4183},[178],{"categories":4185},[105],{"categories":4187},[178],{"categories":4189},[],{"categories":4191},[178],{"categories":4193},[148],{"categories":4195},[156],{"categories":4197},[105],{"categories":4199},[],{"categories":4201},[223],{"categories":4203},[156],{"categories":4205},[159],{"categories":4207},[156],{"categories":4209},[148],{"categories":4211},[],{"categories":4213},[],{"categories":4215},[],{"categories":4217},[207],{"categories":4219},[156],{"categories":4221},[105],{"categories":4223},[105],{"categories":4225},[],{"categories":4227},[],{"categories":4229},[],{"categories":4231},[207],{"categories":4233},[],{"categories":4235},[156],{"categories":4237},[105],{"categories":4239},[148],{"categories":4241},[],{"categories":4243},[],{"categories":4245},[207],{"categories":4247},[105],{"categories":4249},[178],{"categories":4251},[],{"categories":4253},[232],{"categories":4255},[178],{"categories":4257},[232],{"categories":4259},[210],{"categories":4261},[105],{"categories":4263},[105],{"categories":4265},[],{"categories":4267},[],{"categories":4269},[156],{"categories":4271},[],{"categories":4273},[105],{"categories":4275},[],{"categories":4277},[156],{"categories":4279},[105],{"categories":4281},[],{"categories":4283},[156],{"categories":4285},[105],{"categories":4287},[178],{"categories":4289},[105],{"categories":4291},[232],{"categories":4293},[151],{"categories":4295},[105],{"categories":4297},[105],{"categories":4299},[210],{"categories":4301},[156],{"categories":4303},[156],{"categories":4305},[],{"categories":4307},[],{"categories":4309},[105],{"categories":4311},[],{"categories":4313},[178],{"categories":4315},[151],{"categories":4317},[],{"categories":4319},[],{"categories":4321},[207],{"categories":4323},[148],{"categories":4325},[],{"categories":4327},[151],{"categories":4329},[232],{"categories":4331},[105],{"categories":4333},[223],{"categories":4335},[148],{"categories":4337},[210],{"categories":4339},[151],{"categories":4341},[223],{"categories":4343},[223],{"categories":4345},[],{"categories":4347},[105],{"categories":4349},[],{"categories":4351},[156],{"categories":4353},[148],{"categories":4355},[207],{"categories":4357},[148],{"categories":4359},[156],{"categories":4361},[257],{"categories":4363},[105],{"categories":4365},[105],{"categories":4367},[148],{"categories":4369},[156],{"categories":4371},[],{"categories":4373},[105],{"categories":4375},[223],{"categories":4377},[178],{"categories":4379},[223],{"categories":4381},[105],{"categories":4383},[],{"categories":4385},[207],{"categories":4387},[178],{"categories":4389},[148],{"categories":4391},[156],{"categories":4393},[105],{"categories":4395},[105],{"categories":4397},[156],{"categories":4399},[105],{"categories":4401},[151],{"categories":4403},[156],{"categories":4405},[156,257],{"categories":4407},[156],{"categories":4409},[223],{"categories":4411},[105],{"categories":4413},[105],{"categories":4415},[210],{"categories":4417},[156],{"categories":4419},[232],{"categories":4421},[156],{"categories":4423},[151],{"categories":4425},[],{"categories":4427},[156],{"categories":4429},[105],{"categories":4431},[151],{"categories":4433},[],{"categories":4435},[],{"categories":4437},[105],{"categories":4439},[156],{"categories":4441},[210],{"categories":4443},[232],{"categories":4445},[105],{"categories":4447},[105],{"categories":4449},[156],{"categories":4451},[],{"categories":4453},[178],{"categories":4455},[],{"categories":4457},[178],{"categories":4459},[223],{"categories":4461},[148],{"categories":4463},[223],{"categories":4465},[105],{"categories":4467},[156],{"categories":4469},[105],{"categories":4471},[105],{"categories":4473},[232],{"categories":4475},[223],{"categories":4477},[],{"categories":4479},[178],{"categories":4481},[105],{"categories":4483},[],{"categories":4485},[105],{"categories":4487},[105],{"categories":4489},[105],{"categories":4491},[156],{"categories":4493},[105],{"categories":4495},[159],{"categories":4497},[156],{"categories":4499},[105],{"categories":4501},[105],{"categories":4503},[105],{"categories":4505},[105],{"categories":4507},[151],{"categories":4509},[],{"categories":4511},[159],{"categories":4513},[178],{"categories":4515},[156],{"categories":4517},[105],{"categories":4519},[223],{"categories":4521},[],{"categories":4523},[223],{"categories":4525},[223],{"categories":4527},[156],{"categories":4529},[223],{"categories":4531},[105],{"categories":4533},[105],{"categories":4535},[223],{"categories":4537},[105],{"categories":4539},[156],{"categories":4541},[178],{"categories":4543},[105],{"categories":4545},[105],{"categories":4547},[105],{"categories":4549},[151],{"categories":4551},[105],{"categories":4553},[156],{"categories":4555},[207],{"categories":4557},[],{"categories":4559},[210],{"categories":4561},[156],{"categories":4563},[105],{"categories":4565},[],{"categories":4567},[105],{"categories":4569},[105],{"categories":4571},[178],{"categories":4573},[105],{"categories":4575},[156],{"categories":4577},[232],{"categories":4579},[],{"categories":4581},[],{"categories":4583},[178],{"categories":4585},[178],{"categories":4587},[105],{"categories":4589},[232],{"categories":4591},[105],{"categories":4593},[148],{"categories":4595},[156],{"categories":4597},[105],{"categories":4599},[156],{"categories":4601},[156],{"categories":4603},[105],{"categories":4605},[151],{"categories":4607},[],{"categories":4609},[210],{"categories":4611},[],{"categories":4613},[178],{"categories":4615},[105],{"categories":4617},[210],{"categories":4619},[105],{"categories":4621},[223],{"categories":4623},[223],{"categories":4625},[223],{"categories":4627},[156],{"categories":4629},[156],{"categories":4631},[207],{"categories":4633},[210],{"categories":4635},[210],{"categories":4637},[],{"categories":4639},[178],{"categories":4641},[105],{"categories":4643},[105],{"categories":4645},[223],{"categories":4647},[],{"categories":4649},[178],{"categories":4651},[178],{"categories":4653},[178],{"categories":4655},[],{"categories":4657},[156],{"categories":4659},[105],{"categories":4661},[],{"categories":4663},[148],{"categories":4665},[151],{"categories":4667},[],{"categories":4669},[105],{"categories":4671},[105],{"categories":4673},[],{"categories":4675},[223],{"categories":4677},[],{"categories":4679},[],{"categories":4681},[],{"categories":4683},[],{"categories":4685},[105],{"categories":4687},[178],{"categories":4689},[],{"categories":4691},[],{"categories":4693},[105],{"categories":4695},[105],{"categories":4697},[105],{"categories":4699},[210],{"categories":4701},[105],{"categories":4703},[210],{"categories":4705},[],{"categories":4707},[210],{"categories":4709},[210],{"categories":4711},[257],{"categories":4713},[156],{"categories":4715},[223],{"categories":4717},[],{"categories":4719},[],{"categories":4721},[210],{"categories":4723},[223],{"categories":4725},[223],{"categories":4727},[223],{"categories":4729},[],{"categories":4731},[148],{"categories":4733},[223],{"categories":4735},[223],{"categories":4737},[148],{"categories":4739},[223],{"categories":4741},[151],{"categories":4743},[223],{"categories":4745},[223],{"categories":4747},[223],{"categories":4749},[210],{"categories":4751},[178],{"categories":4753},[178],{"categories":4755},[105],{"categories":4757},[223],{"categories":4759},[210],{"categories":4761},[257],{"categories":4763},[210],{"categories":4765},[210],{"categories":4767},[210],{"categories":4769},[],{"categories":4771},[151],{"categories":4773},[],{"categories":4775},[257],{"categories":4777},[223],{"categories":4779},[223],{"categories":4781},[223],{"categories":4783},[156],{"categories":4785},[178,151],{"categories":4787},[210],{"categories":4789},[],{"categories":4791},[],{"categories":4793},[210],{"categories":4795},[],{"categories":4797},[210],{"categories":4799},[178],{"categories":4801},[156],{"categories":4803},[],{"categories":4805},[223],{"categories":4807},[105],{"categories":4809},[207],{"categories":4811},[],{"categories":4813},[105],{"categories":4815},[],{"categories":4817},[178],{"categories":4819},[148],{"categories":4821},[210],{"categories":4823},[],{"categories":4825},[223],{"categories":4827},[178],[4829,4931,5007,5142],{"id":4830,"title":4831,"ai":4832,"body":4837,"categories":4907,"created_at":106,"date_modified":106,"description":97,"extension":107,"faq":106,"featured":108,"kicker_label":106,"meta":4908,"navigation":124,"path":4918,"published_at":4919,"question":106,"scraped_at":4919,"seo":4920,"sitemap":4921,"source_id":4922,"source_name":4923,"source_type":4924,"source_url":4914,"stem":4925,"tags":4926,"thumbnail_url":106,"tldr":4928,"tweet":106,"unknown_tags":4929,"__hash__":4930},"summaries\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary.md","Decomposing AI Workflows into Reusable Skills",{"provider":7,"model":8,"input_tokens":4833,"output_tokens":4834,"processing_time_ms":4835,"cost_usd":4836},4073,581,3472,0.00188975,{"type":14,"value":4838,"toc":4903},[4839,4843,4846,4872,4876,4879,4900],[17,4840,4842],{"id":4841},"the-four-pillar-decomposition-framework","The Four-Pillar Decomposition Framework",[22,4844,4845],{},"The 'Workflow-to-Skill' (W2S) approach addresses the common challenge of monolithic AI agent architectures by breaking down complex tasks into a structured, modular format. By separating the logic of a skill into four distinct dimensions, developers can create more reusable and maintainable AI components:",[40,4847,4848,4854,4860,4866],{},[43,4849,4850,4853],{},[46,4851,4852],{},"Routing:"," Defines the decision-making logic that determines when and how a specific skill should be invoked based on input context.",[43,4855,4856,4859],{},[46,4857,4858],{},"Workflow:"," Maps the sequence of operations or sub-tasks required to execute the skill, effectively acting as the 'control flow' for the agent's action.",[43,4861,4862,4865],{},[46,4863,4864],{},"Semantics:"," Encapsulates the domain-specific knowledge and definitions required to interpret inputs and generate meaningful outputs, ensuring the agent 'understands' the context of the task.",[43,4867,4868,4871],{},[46,4869,4870],{},"Attachments:"," Manages external dependencies, such as API keys, database connections, or specific file assets, that are required for the skill to interact with the real world.",[17,4873,4875],{"id":4874},"improving-agent-modularity-and-scalability","Improving Agent Modularity and Scalability",[22,4877,4878],{},"By decoupling these four elements, the W2S framework allows builders to treat AI capabilities as discrete 'skills' rather than hard-coded logic. This modularity provides several practical advantages for production systems:",[4880,4881,4882,4888,4894],"ol",{},[43,4883,4884,4887],{},[46,4885,4886],{},"Reusability:"," Once a 'Workflow' or 'Semantics' block is defined for a specific domain, it can be reused across different agent implementations without modification.",[43,4889,4890,4893],{},[46,4891,4892],{},"Debugging:"," Isolating failures becomes significantly easier; a developer can determine if an issue stems from the routing logic, the workflow sequence, or the semantic interpretation of the data.",[43,4895,4896,4899],{},[46,4897,4898],{},"Dynamic Composition:"," Agents can dynamically assemble skills at runtime, selecting the appropriate routing and workflow paths based on the user's intent, rather than relying on rigid, pre-defined chains.",[22,4901,4902],{},"This approach shifts the paradigm from building 'all-in-one' agents to building a library of specialized skills that can be orchestrated to handle complex, multi-step business processes.",{"title":97,"searchDepth":98,"depth":98,"links":4904},[4905,4906],{"id":4841,"depth":98,"text":4842},{"id":4874,"depth":98,"text":4875},[105],{"content_references":4909,"triage":4916},[4910],{"type":4911,"title":4912,"author":4913,"url":4914,"context":4915},"paper","Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.06893","cited",{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":122,"reasoning":4917},"Category: AI Automation. The article presents a structured framework for decomposing AI workflows into reusable skills, addressing a key pain point for developers in creating modular AI agents. It offers practical advantages such as reusability and easier debugging, which are directly applicable to building AI-powered products.","\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary","2026-06-08 12:56:53",{"title":4831,"description":97},{"loc":4918},"a2e69b3ac342f3a6","arXiv cs.AI","article","summaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary",[4927,137,138],"llm","The 'Workflow-to-Skill' framework improves AI agent modularity by decomposing complex processes into four distinct components: Routing, Workflow, Semantics, and Attachments.",[138],"V8SKbx2bTbTlIPpKlB35j-kcY7_UI_GghVKHsne5GyY",{"id":4932,"title":4933,"ai":4934,"body":4939,"categories":4987,"created_at":106,"date_modified":106,"description":97,"extension":107,"faq":106,"featured":108,"kicker_label":106,"meta":4988,"navigation":124,"path":4996,"published_at":4997,"question":106,"scraped_at":4997,"seo":4998,"sitemap":4999,"source_id":5000,"source_name":4923,"source_type":4924,"source_url":4993,"stem":5001,"tags":5002,"thumbnail_url":106,"tldr":5004,"tweet":106,"unknown_tags":5005,"__hash__":5006},"summaries\u002Fsummaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary.md","CAX-Agent: Reliable APDL Automation via Lightweight Agent Harnesses",{"provider":7,"model":8,"input_tokens":4935,"output_tokens":4936,"processing_time_ms":4937,"cost_usd":4938},4099,578,3338,0.00189175,{"type":14,"value":4940,"toc":4982},[4941,4945,4948,4952,4955,4975,4979],[17,4942,4944],{"id":4943},"the-challenge-of-apdl-automation","The Challenge of APDL Automation",[22,4946,4947],{},"APDL (ANSYS Parametric Design Language) is a powerful but rigid scripting environment used in computational engineering. Automating it with general-purpose LLMs often fails because these models struggle with the specific syntax, state-dependent commands, and error-handling requirements of engineering simulation software. CAX-Agent addresses this by providing a dedicated harness that bridges the gap between high-level intent and low-level APDL execution.",[17,4949,4951],{"id":4950},"the-cax-agent-architecture","The CAX-Agent Architecture",[22,4953,4954],{},"CAX-Agent functions as a lightweight middleware layer that constrains the agent's action space to valid APDL operations. Instead of allowing an LLM to generate raw, unverified scripts, the framework:",[40,4956,4957,4963,4969],{},[43,4958,4959,4962],{},[46,4960,4961],{},"Constrains Execution:"," It forces the agent to interact with the simulation environment through a predefined set of verified functions rather than open-ended code generation.",[43,4964,4965,4968],{},[46,4966,4967],{},"Error Feedback Loops:"," When a simulation fails, the harness captures the specific APDL error logs and feeds them back into the agent's context, allowing for iterative self-correction.",[43,4970,4971,4974],{},[46,4972,4973],{},"State Management:"," It maintains the simulation state, ensuring that the agent understands the current geometry and mesh status before issuing subsequent commands.",[17,4976,4978],{"id":4977},"improving-reliability-in-engineering-workflows","Improving Reliability in Engineering Workflows",[22,4980,4981],{},"By shifting from a 'generate-and-pray' approach to a 'harness-and-verify' model, CAX-Agent significantly reduces the hallucination rate common in engineering automation. The framework is designed to be lightweight, meaning it does not require massive fine-tuning of base models. Instead, it relies on prompt engineering combined with a robust execution environment that treats APDL as a structured API. This approach allows engineers to automate complex simulation setups—such as parametric sweeps or iterative design optimization—with higher success rates and less manual debugging.",{"title":97,"searchDepth":98,"depth":98,"links":4983},[4984,4985,4986],{"id":4943,"depth":98,"text":4944},{"id":4950,"depth":98,"text":4951},{"id":4977,"depth":98,"text":4978},[105],{"content_references":4989,"triage":4994},[4990],{"type":4911,"title":4991,"author":4992,"url":4993,"context":4915},"CAX-Agent: A Lightweight Agent Harness for Reliable APDL Automation","Not specified","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.15218",{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":122,"reasoning":4995},"Category: AI Automation. The article discusses a specialized framework for automating APDL tasks, addressing a specific pain point for engineers in computational workflows. It provides a structured approach to error handling and state management, making it actionable for those looking to implement AI in engineering automation.","\u002Fsummaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary","2026-05-18 07:11:45",{"title":4933,"description":97},{"loc":4996},"277954d4ab44a360","summaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary",[137,138,5003],"computational-engineering","CAX-Agent provides a specialized, lightweight framework designed to automate ANSYS Parametric Design Language (APDL) tasks, improving reliability in computational engineering workflows through structured agent interaction.",[138,5003],"hOwPmkpcIPw_MDGo4gk6eHBpfF-bqGZdG_OEqQz3AVM",{"id":5008,"title":5009,"ai":5010,"body":5015,"categories":5114,"created_at":106,"date_modified":106,"description":97,"extension":107,"faq":106,"featured":108,"kicker_label":106,"meta":5115,"navigation":124,"path":5126,"published_at":5127,"question":106,"scraped_at":5128,"seo":5129,"sitemap":5130,"source_id":5131,"source_name":5132,"source_type":132,"source_url":5133,"stem":5134,"tags":5135,"thumbnail_url":5137,"tldr":5138,"tweet":5139,"unknown_tags":5140,"__hash__":5141},"summaries\u002Fsummaries\u002F5f138ea647dad237-building-autonomous-ai-agents-with-google-adk-summary.md","Building Autonomous AI Agents with Google ADK",{"provider":7,"model":8,"input_tokens":5011,"output_tokens":5012,"processing_time_ms":5013,"cost_usd":5014},6290,715,12741,0.002645,{"type":14,"value":5016,"toc":5109},[5017,5021,5028,5031,5051,5055,5062,5082,5086,5089],[17,5018,5020],{"id":5019},"the-core-architecture-of-ai-agents","The Core Architecture of AI Agents",[22,5022,5023,5024,5027],{},"An AI agent is defined by its ability to decide and take action rather than merely responding to prompts. The foundation of modern agentic systems is the ",[46,5025,5026],{},"ReAct framework"," (Reasoning and Acting), which dictates that models should not generate text in a single pass. Instead, they follow a cycle of reasoning, acting (calling tools or APIs), observing the results, and adjusting their strategy based on those observations.",[22,5029,5030],{},"Agents generally fall into three patterns:",[40,5032,5033,5039,5045],{},[43,5034,5035,5038],{},[46,5036,5037],{},"Sequential:"," Predictable, assembly-line workflows (Step 1 → Step 2).",[43,5040,5041,5044],{},[46,5042,5043],{},"Reactive:"," Flexible, decision-making systems that determine the next step in the moment based on current state.",[43,5046,5047,5050],{},[46,5048,5049],{},"Planning:"," Deliberate systems that sketch out a full plan before execution, ideal for multi-step goals with complex dependencies.",[17,5052,5054],{"id":5053},"implementing-self-correcting-workflows","Implementing Self-Correcting Workflows",[22,5056,5057,5058,5061],{},"Practical agent development involves wrapping LLM-powered agents in ",[46,5059,5060],{},"loop agents"," to create robust, self-correcting systems. By using the Google Agent Development Kit (ADK), developers can implement a \"validation checker\" pattern to ensure output quality:",[4880,5063,5064,5070,5076],{},[43,5065,5066,5069],{},[46,5067,5068],{},"Planner Agent:"," Generates a structured output (e.g., a markdown outline) and stores it in a shared state.",[43,5071,5072,5075],{},[46,5073,5074],{},"Validation Checker:"," A secondary agent that inspects the output against strict criteria. If the output is insufficient, it returns a \"retry\" signal with specific feedback.",[43,5077,5078,5081],{},[46,5079,5080],{},"Loop Agent:"," Orchestrates the interaction between the planner and the checker. It automatically re-runs the planner if the checker fails, providing a safety net that allows the model to correct its own mistakes (up to a defined limit, such as three attempts).",[17,5083,5085],{"id":5084},"building-a-multi-agent-system","Building a Multi-Agent System",[22,5087,5088],{},"To build a complex system like a blog-writing agent, developers should decompose the task into modular sub-agents:",[40,5090,5091,5097,5103],{},[43,5092,5093,5096],{},[46,5094,5095],{},"Root Agent:"," Acts as the orchestrator. It receives the user's topic and calls specific tools (the Planner and Writer) in the correct order.",[43,5098,5099,5102],{},[46,5100,5101],{},"Tool Wrapping:"," By wrapping the robust planner and writer loops as tools, the root agent can trigger complex, multi-step workflows without needing to manage the internal logic of those sub-processes.",[43,5104,5105,5108],{},[46,5106,5107],{},"Shared State:"," Using a shared state allows sub-agents to pass data (like a generated outline) to the next agent in the pipeline, ensuring consistency across the entire workflow.",{"title":97,"searchDepth":98,"depth":98,"links":5110},[5111,5112,5113],{"id":5019,"depth":98,"text":5020},{"id":5053,"depth":98,"text":5054},{"id":5084,"depth":98,"text":5085},[105],{"content_references":5116,"triage":5123},[5117,5120],{"type":4911,"title":5118,"url":5119,"context":4915},"ReAct: Synergizing Reasoning and Acting in Language Models","https:\u002F\u002Fgoo.gle\u002F4oa1oQ9",{"type":112,"title":5121,"url":5122,"context":115},"Google Agent Development Kit (ADK)","https:\u002F\u002Fgoo.gle\u002F3Q3enqf",{"relevance":120,"novelty":121,"quality":121,"actionability":120,"composite":5124,"reasoning":5125},4.55,"Category: AI & LLMs. The article provides a deep dive into the architecture and implementation of autonomous AI agents, addressing practical applications that resonate with developers looking to integrate AI into their products. It outlines specific frameworks and workflows, such as the ReAct framework and the validation checker pattern, which are immediately actionable for building AI-powered features.","\u002Fsummaries\u002F5f138ea647dad237-building-autonomous-ai-agents-with-google-adk-summary","2026-06-10 13:00:05","2026-06-11 12:56:47",{"title":5009,"description":97},{"loc":5126},"5f138ea647dad237","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Zqno_vux6d8","summaries\u002F5f138ea647dad237-building-autonomous-ai-agents-with-google-adk-summary",[5136,4927,137,138],"python","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FZqno_vux6d8\u002Fhqdefault.jpg","AI agents move beyond simple chatbots by using reasoning, planning, and self-correction loops to execute multi-step tasks autonomously.","This is a practical, step-by-step tutorial on building a multi-agent system using the [Google Agent Development Kit (ADK)](https:\u002F\u002Fgoo.gle\u002F3Q3enqf). The video demonstrates how to implement \"loop agents\" to create a self-correcting workflow for a blog-writing application, complete with a [GitHub repo](https:\u002F\u002Fgoo.gle\u002F4fsahT8) and a [codelab](https:\u002F\u002Fgoo.gle\u002F3Q3enqf) to follow along.",[138],"-3iwGxZKsKP5zFRQu8OvdDyyNiK7RhooDU_WZrkpDxw",{"id":5143,"title":5144,"ai":5145,"body":5150,"categories":5218,"created_at":106,"date_modified":106,"description":97,"extension":107,"faq":106,"featured":108,"kicker_label":106,"meta":5219,"navigation":124,"path":5229,"published_at":5230,"question":106,"scraped_at":5230,"seo":5231,"sitemap":5232,"source_id":5233,"source_name":5234,"source_type":4924,"source_url":5235,"stem":5236,"tags":5237,"thumbnail_url":106,"tldr":5239,"tweet":106,"unknown_tags":5240,"__hash__":5241},"summaries\u002Fsummaries\u002Fd8083afca28bb25a-how-ai-agents-shift-knowledge-work-from-search-to-summary.md","How AI Agents Shift Knowledge Work from Search to Execution",{"provider":7,"model":8,"input_tokens":5146,"output_tokens":5147,"processing_time_ms":5148,"cost_usd":5149},9607,625,3451,0.00333925,{"type":14,"value":5151,"toc":5213},[5152,5156,5159,5163,5166,5180,5183,5187,5190,5210],[17,5153,5155],{"id":5154},"the-shift-from-search-to-autonomous-execution","The Shift from Search to Autonomous Execution",[22,5157,5158],{},"A joint research study from Harvard and Perplexity compares user behavior between a conversational search engine and an autonomous agent (Perplexity Computer). By analyzing 10,000 matched query pairs, the study highlights how agents fundamentally change the cost structure of knowledge work. While search engines excel at quick lookups (median 14 seconds), agents handle complex, multi-step workflows, performing a median of 9 minutes of autonomous machine work per session.",[17,5160,5162],{"id":5161},"the-cost-structure-framework","The Cost-Structure Framework",[22,5164,5165],{},"The research introduces a model where tasks have a fixed cost (delegation and review) and a marginal cost (execution).",[40,5167,5168,5174],{},[43,5169,5170,5173],{},[46,5171,5172],{},"Search:"," Low fixed cost, high marginal cost per step ($2.05\u002Fstep).",[43,5175,5176,5179],{},[46,5177,5178],{},"Agent:"," Higher fixed cost, significantly lower marginal cost ($0.16\u002Fstep).",[22,5181,5182],{},"This creates a clear breakeven point: short, simple queries remain cheaper in search, while complex, multi-step tasks are more efficient when delegated to an agent. The study estimates that for complex tasks, the combination of a human and an AI agent reduces total time by 87% and total cost by 94% compared to a human using only search.",[17,5184,5186],{"id":5185},"expanding-the-scope-of-work","Expanding the Scope of Work",[22,5188,5189],{},"Beyond mere speed, agents change the nature of the tasks users attempt:",[40,5191,5192,5198,5204],{},[43,5193,5194,5197],{},[46,5195,5196],{},"Cognitive Demand:"," 76% of agent queries require higher-order cognition (Bloom’s Taxonomy) compared to 55% for search.",[43,5199,5200,5203],{},[46,5201,5202],{},"Domain Breadth:"," Agent queries are more likely to span multiple knowledge domains (2.40 domains per query vs 1.74).",[43,5205,5206,5209],{},[46,5207,5208],{},"Task Complexity:"," Agents are used for 'Create-level' work 50% of the time, double the rate of search.",[22,5211,5212],{},"Crucially, the study finds that agent adoption is complementary rather than substitutive; users who adopt agents actually increase their daily search volume, suggesting that agents unlock new categories of work that were previously too time-consuming to attempt.",{"title":97,"searchDepth":98,"depth":98,"links":5214},[5215,5216,5217],{"id":5154,"depth":98,"text":5155},{"id":5161,"depth":98,"text":5162},{"id":5185,"depth":98,"text":5186},[105],{"content_references":5220,"triage":5225},[5221],{"type":4911,"title":5222,"author":5223,"url":5224,"context":4915},"How AI Agents Reshape Knowledge Work","Harvard and Perplexity","https:\u002F\u002Farxiv.org\u002Fpdf\u002F2606.07489",{"relevance":120,"novelty":121,"quality":121,"actionability":5226,"composite":5227,"reasoning":5228},3,4.15,"Category: AI Automation. The article provides a detailed analysis of how AI agents outperform traditional search in knowledge work, addressing a key pain point for product builders looking to optimize workflows. It presents new insights into the cost structure and cognitive demands of using AI agents versus search, which can inform decision-making in product strategy.","\u002Fsummaries\u002Fd8083afca28bb25a-how-ai-agents-shift-knowledge-work-from-search-to-summary","2026-06-09 12:58:14",{"title":5144,"description":97},{"loc":5229},"d8083afca28bb25a","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F06\u002F08\u002Fa-new-study-from-harvard-and-perplexity-finds-ai-agents-perform-26-minutes-of-autonomous-work-per-session-vs-33-seconds-for-search\u002F","summaries\u002Fd8083afca28bb25a-how-ai-agents-shift-knowledge-work-from-search-to-summary",[4927,137,138,5238],"productivity","A joint study by Harvard and Perplexity reveals that AI agents perform 26 minutes of autonomous work per session compared to 33 seconds for search, driving an 87% reduction in human time and 94% in cost for complex tasks.",[138,5238],"oIgb05aTWeeDAVnSyGYncqU2T5HVNEDnvIpgbUUos8o"]