[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-bb26593c6702c20b-loop-engineering-designing-systems-instead-of-prom-summary":3,"summaries-facets-categories":156,"summary-related-bb26593c6702c20b-loop-engineering-designing-systems-instead-of-prom-summary":4631},{"id":4,"title":5,"ai":6,"body":13,"categories":114,"created_at":116,"date_modified":116,"description":108,"extension":117,"faq":116,"featured":118,"kicker_label":116,"meta":119,"navigation":137,"path":138,"published_at":139,"question":116,"scraped_at":140,"seo":141,"sitemap":142,"source_id":143,"source_name":144,"source_type":145,"source_url":146,"stem":147,"tags":148,"thumbnail_url":116,"tldr":153,"tweet":116,"unknown_tags":154,"__hash__":155},"summaries\u002Fsummaries\u002Fbb26593c6702c20b-loop-engineering-designing-systems-instead-of-prom-summary.md","Loop Engineering: Designing Systems Instead of Prompting Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7099,765,4856,0.00292225,{"type":14,"value":15,"toc":107},"minimark",[16,21,25,29,32,80,84,87],[17,18,20],"h2",{"id":19},"the-shift-from-prompting-to-loop-design","The Shift from Prompting to Loop Design",[22,23,24],"p",{},"Loop engineering represents a fundamental change in how developers interact with AI coding agents. Instead of a manual, turn-by-turn conversation, the developer designs a persistent system—a loop—that defines a purpose and allows the AI to iterate until completion. This approach leverages five core building blocks to create autonomous workflows that handle discovery, triage, and execution without constant human intervention.",[17,26,28],{"id":27},"the-five-pillars-of-a-robust-loop","The Five Pillars of a Robust Loop",[22,30,31],{},"To build a functional loop that operates reliably, you must integrate these five components:",[33,34,35,52,58,68,74],"ul",{},[36,37,38,42,43,47,48,51],"li",{},[39,40,41],"strong",{},"Automations:"," These provide the heartbeat of the loop, running on a schedule to perform triage (e.g., summarizing CI failures or hunting bugs). By using primitives like ",[44,45,46],"code",{},"\u002Fgoal"," or ",[44,49,50],{},"\u002Floop",", the system continues working across turns until a verifiable condition is met.",[36,53,54,57],{},[39,55,56],{},"Worktrees:"," To prevent parallel agents from colliding, use git worktrees. This allows multiple agents to work on separate branches within the same repository, ensuring that edits remain isolated.",[36,59,60,63,64,67],{},[39,61,62],{},"Skills:"," These act as the project's long-term memory. By storing instructions, conventions, and build steps in ",[44,65,66],{},"SKILL.md"," files, you prevent the agent from \"hallucinating\" project context or re-deriving project intent from zero in every session.",[36,69,70,73],{},[39,71,72],{},"Plugins and Connectors:"," Using standards like MCP (Model Context Protocol), you can connect agents to real-world tools like issue trackers, databases, or Slack. This transforms an agent from a code-generator into a system that can open PRs and update tickets.",[36,75,76,79],{},[39,77,78],{},"Sub-agents:"," Implement a \"maker-checker\" split. Use one agent to draft code and a separate, differently-instructed agent to verify it against the spec. This is critical for unattended loops, as it ensures the agent grading the work is not the same one that performed it.",[17,81,83],{"id":82},"managing-the-risks-of-automation","Managing the Risks of Automation",[22,85,86],{},"While loop engineering increases leverage, it introduces new risks that require active management:",[33,88,89,95,101],{},[36,90,91,94],{},[39,92,93],{},"Verification remains human:"," A loop running unattended is simply an agent making mistakes unattended. You must still review the output, as \"done\" is a claim, not a proof.",[36,96,97,100],{},[39,98,99],{},"Comprehension debt:"," As the loop ships code you didn't write, the gap between your understanding and the codebase grows. You must actively read the generated code to avoid losing touch with the system.",[36,102,103,106],{},[39,104,105],{},"Cognitive surrender:"," The most dangerous outcome is using loops to avoid thinking. The goal is to use loops to accelerate work you understand deeply, not to outsource your engineering judgment entirely. The leverage point has moved from writing prompts to designing the system, which requires more, not less, engineering rigor.",{"title":108,"searchDepth":109,"depth":109,"links":110},"",2,[111,112,113],{"id":19,"depth":109,"text":20},{"id":27,"depth":109,"text":28},{"id":82,"depth":109,"text":83},[115],"AI Automation",null,"md",false,{"group":120,"content_references":121,"triage":132},"addy-osmani",[122,126,128],{"type":123,"title":124,"context":125},"tool","Claude Code","recommended",{"type":123,"title":127,"context":125},"Codex",{"type":129,"title":130,"context":131},"other","Model Context Protocol (MCP)","mentioned",{"relevance":133,"novelty":134,"quality":134,"actionability":134,"composite":135,"reasoning":136},5,4,4.35,"Category: AI Automation. The article provides a detailed framework for implementing loop engineering, which directly addresses the audience's need for practical applications of AI in product development. It outlines specific components like automations and worktrees that can be immediately applied to enhance developer workflows.",true,"\u002Fsummaries\u002Fbb26593c6702c20b-loop-engineering-designing-systems-instead-of-prom-summary","2026-06-08 14:31:21","2026-06-09 12:58:25",{"title":5,"description":108},{"loc":138},"bb26593c6702c20b","Elevate (Addy Osmani Substack)","article","https:\u002F\u002Faddyo.substack.com\u002Fp\u002Floop-engineering","summaries\u002Fbb26593c6702c20b-loop-engineering-designing-systems-instead-of-prom-summary",[149,150,151,152],"ai-tools","agents","automation","software-engineering","Loop engineering shifts the developer's role from manual prompting to designing autonomous systems that manage agent workflows, triage tasks, and verify code, allowing for continuous, recursive progress.",[152],"XkD8_Es_ceN7SodNA-DhYa-sIv6xVpoFsQEUI9xSeQ4",[157,160,163,166,168,171,173,175,177,179,181,183,186,188,190,192,194,196,198,200,202,204,206,208,210,212,215,218,220,222,224,226,229,231,233,235,238,240,242,244,246,248,250,252,254,256,258,260,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629],{"categories":158},[159],"Developer Productivity",{"categories":161},[162],"Business & SaaS",{"categories":164},[165],"AI & LLMs",{"categories":167},[115],{"categories":169},[170],"Product Strategy",{"categories":172},[165],{"categories":174},[159],{"categories":176},[162],{"categories":178},[],{"categories":180},[165],{"categories":182},[],{"categories":184},[185],"AI News & Trends",{"categories":187},[115],{"categories":189},[115],{"categories":191},[185],{"categories":193},[115],{"categories":195},[115],{"categories":197},[115],{"categories":199},[165],{"categories":201},[165],{"categories":203},[165],{"categories":205},[185],{"categories":207},[165],{"categories":209},[165],{"categories":211},[],{"categories":213},[214],"Design & Frontend",{"categories":216},[217],"Data Science & Visualization",{"categories":219},[185],{"categories":221},[165],{"categories":223},[],{"categories":225},[165],{"categories":227},[228],"Software Engineering",{"categories":230},[165],{"categories":232},[115],{"categories":234},[165],{"categories":236},[237],"Marketing & Growth",{"categories":239},[214],{"categories":241},[165],{"categories":243},[115],{"categories":245},[],{"categories":247},[],{"categories":249},[214],{"categories":251},[115],{"categories":253},[159],{"categories":255},[228],{"categories":257},[214],{"categories":259},[165],{"categories":261},[262],"DevOps & Cloud",{"categories":264},[115],{"categories":266},[185],{"categories":268},[165],{"categories":270},[],{"categories":272},[],{"categories":274},[115],{"categories":276},[228],{"categories":278},[],{"categories":280},[162],{"categories":282},[],{"categories":284},[],{"categories":286},[165],{"categories":288},[115],{"categories":290},[165],{"categories":292},[165],{"categories":294},[115],{"categories":296},[165],{"categories":298},[165],{"categories":300},[165],{"categories":302},[],{"categories":304},[228],{"categories":306},[],{"categories":308},[],{"categories":310},[228],{"categories":312},[],{"categories":314},[228],{"categories":316},[165],{"categories":318},[165],{"categories":320},[237],{"categories":322},[214],{"categories":324},[214],{"categories":326},[165],{"categories":328},[228],{"categories":330},[115],{"categories":332},[228],{"categories":334},[165],{"categories":336},[165],{"categories":338},[115],{"categories":340},[115],{"categories":342},[217],{"categories":344},[185],{"categories":346},[115],{"categories":348},[115],{"categories":350},[237],{"categories":352},[115],{"categories":354},[170],{"categories":356},[228],{"categories":358},[],{"categories":360},[115],{"categories":362},[],{"categories":364},[115],{"categories":366},[228],{"categories":368},[262],{"categories":370},[214],{"categories":372},[165],{"categories":374},[],{"categories":376},[228],{"categories":378},[165],{"categories":380},[],{"categories":382},[115],{"categories":384},[],{"categories":386},[165],{"categories":388},[],{"categories":390},[159],{"categories":392},[228],{"categories":394},[162],{"categories":396},[165],{"categories":398},[165],{"categories":400},[185],{"categories":402},[165],{"categories":404},[],{"categories":406},[165],{"categories":408},[],{"categories":410},[228],{"categories":412},[217],{"categories":414},[],{"categories":416},[165],{"categories":418},[214],{"categories":420},[],{"categories":422},[214],{"categories":424},[115],{"categories":426},[],{"categories":428},[165],{"categories":430},[165],{"categories":432},[115],{"categories":434},[185],{"categories":436},[162],{"categories":438},[165],{"categories":440},[],{"categories":442},[228],{"categories":444},[115],{"categories":446},[165],{"categories":448},[170],{"categories":450},[],{"categories":452},[165],{"categories":454},[170],{"categories":456},[115],{"categories":458},[165],{"categories":460},[115],{"categories":462},[],{"categories":464},[217],{"categories":466},[165],{"categories":468},[],{"categories":470},[159],{"categories":472},[165],{"categories":474},[162],{"categories":476},[165],{"categories":478},[115],{"categories":480},[165],{"categories":482},[228],{"categories":484},[165],{"categories":486},[],{"categories":488},[],{"categories":490},[165],{"categories":492},[165],{"categories":494},[],{"categories":496},[214],{"categories":498},[],{"categories":500},[165],{"categories":502},[],{"categories":504},[115],{"categories":506},[165],{"categories":508},[214],{"categories":510},[],{"categories":512},[165],{"categories":514},[165],{"categories":516},[162],{"categories":518},[115],{"categories":520},[165],{"categories":522},[165],{"categories":524},[214],{"categories":526},[115],{"categories":528},[],{"categories":530},[115],{"categories":532},[],{"categories":534},[185],{"categories":536},[],{"categories":538},[165],{"categories":540},[162,237],{"categories":542},[],{"categories":544},[165],{"categories":546},[115],{"categories":548},[],{"categories":550},[],{"categories":552},[214],{"categories":554},[165],{"categories":556},[],{"categories":558},[165],{"categories":560},[262],{"categories":562},[],{"categories":564},[185],{"categories":566},[214],{"categories":568},[],{"categories":570},[185],{"categories":572},[165],{"categories":574},[115],{"categories":576},[185],{"categories":578},[165],{"categories":580},[237],{"categories":582},[],{"categories":584},[162],{"categories":586},[228],{"categories":588},[165],{"categories":590},[115],{"categories":592},[],{"categories":594},[165,262],{"categories":596},[165],{"categories":598},[165],{"categories":600},[165],{"categories":602},[115],{"categories":604},[165,228],{"categories":606},[217],{"categories":608},[165],{"categories":610},[228],{"categories":612},[237],{"categories":614},[115],{"categories":616},[165],{"categories":618},[115],{"categories":620},[],{"categories":622},[115],{"categories":624},[165],{"categories":626},[165,162],{"categories":628},[162],{"categories":630},[],{"categories":632},[214],{"categories":634},[214],{"categories":636},[],{"categories":638},[],{"categories":640},[185],{"categories":642},[],{"categories":644},[159],{"categories":646},[165],{"categories":648},[228],{"categories":650},[165],{"categories":652},[214],{"categories":654},[115],{"categories":656},[228],{"categories":658},[185],{"categories":660},[214],{"categories":662},[],{"categories":664},[165],{"categories":666},[165],{"categories":668},[165],{"categories":670},[165],{"categories":672},[165],{"categories":674},[165],{"categories":676},[185],{"categories":678},[159],{"categories":680},[165],{"categories":682},[115],{"categories":684},[262],{"categories":686},[214],{"categories":688},[165],{"categories":690},[115],{"categories":692},[],{"categories":694},[],{"categories":696},[214],{"categories":698},[185],{"categories":700},[217],{"categories":702},[],{"categories":704},[165],{"categories":706},[165],{"categories":708},[162],{"categories":710},[165],{"categories":712},[165],{"categories":714},[165],{"categories":716},[185],{"categories":718},[214],{"categories":720},[],{"categories":722},[115],{"categories":724},[228],{"categories":726},[],{"categories":728},[165],{"categories":730},[165],{"categories":732},[115],{"categories":734},[228],{"categories":736},[165],{"categories":738},[],{"categories":740},[],{"categories":742},[165],{"categories":744},[],{"categories":746},[170],{"categories":748},[162],{"categories":750},[115],{"categories":752},[115],{"categories":754},[],{"categories":756},[159],{"categories":758},[165],{"categories":760},[162],{"categories":762},[185],{"categories":764},[159],{"categories":766},[],{"categories":768},[165],{"categories":770},[],{"categories":772},[],{"categories":774},[185],{"categories":776},[185],{"categories":778},[],{"categories":780},[214],{"categories":782},[228],{"categories":784},[],{"categories":786},[162],{"categories":788},[],{"categories":790},[],{"categories":792},[159],{"categories":794},[],{"categories":796},[237],{"categories":798},[115],{"categories":800},[162],{"categories":802},[115],{"categories":804},[228],{"categories":806},[],{"categories":808},[170],{"categories":810},[214],{"categories":812},[228],{"categories":814},[165],{"categories":816},[115],{"categories":818},[162],{"categories":820},[165],{"categories":822},[],{"categories":824},[],{"categories":826},[228],{"categories":828},[217],{"categories":830},[170],{"categories":832},[115],{"categories":834},[165],{"categories":836},[],{"categories":838},[262],{"categories":840},[],{"categories":842},[115],{"categories":844},[],{"categories":846},[159],{"categories":848},[],{"categories":850},[165],{"categories":852},[165],{"categories":854},[214],{"categories":856},[237],{"categories":858},[228],{"categories":860},[115],{"categories":862},[],{"categories":864},[228],{"categories":866},[159],{"categories":868},[],{"categories":870},[185],{"categories":872},[165,262],{"categories":874},[165],{"categories":876},[185],{"categories":878},[165],{"categories":880},[165],{"categories":882},[162],{"categories":884},[165],{"categories":886},[],{"categories":888},[165],{"categories":890},[162],{"categories":892},[165],{"categories":894},[],{"categories":896},[115],{"categories":898},[228],{"categories":900},[214],{"categories":902},[185],{"categories":904},[217],{"categories":906},[165],{"categories":908},[159],{"categories":910},[165],{"categories":912},[115],{"categories":914},[228],{"categories":916},[],{"categories":918},[],{"categories":920},[115],{"categories":922},[170],{"categories":924},[],{"categories":926},[165],{"categories":928},[],{"categories":930},[214],{"categories":932},[115],{"categories":934},[228],{"categories":936},[214],{"categories":938},[165],{"categories":940},[214],{"categories":942},[],{"categories":944},[],{"categories":946},[185],{"categories":948},[115],{"categories":950},[115],{"categories":952},[165],{"categories":954},[165],{"categories":956},[165],{"categories":958},[162],{"categories":960},[165],{"categories":962},[],{"categories":964},[228],{"categories":966},[228],{"categories":968},[162],{"categories":970},[],{"categories":972},[165],{"categories":974},[165],{"categories":976},[115],{"categories":978},[159],{"categories":980},[162],{"categories":982},[185],{"categories":984},[115],{"categories":986},[237],{"categories":988},[165],{"categories":990},[115],{"categories":992},[],{"categories":994},[214],{"categories":996},[],{"categories":998},[165],{"categories":1000},[165],{"categories":1002},[],{"categories":1004},[162],{"categories":1006},[115],{"categories":1008},[],{"categories":1010},[165],{"categories":1012},[262],{"categories":1014},[217],{"categories":1016},[228],{"categories":1018},[237],{"categories":1020},[165],{"categories":1022},[214],{"categories":1024},[165],{"categories":1026},[228],{"categories":1028},[115],{"categories":1030},[],{"categories":1032},[],{"categories":1034},[115],{"categories":1036},[159],{"categories":1038},[115],{"categories":1040},[170],{"categories":1042},[162],{"categories":1044},[],{"categories":1046},[165],{"categories":1048},[170],{"categories":1050},[165],{"categories":1052},[165],{"categories":1054},[165],{"categories":1056},[165],{"categories":1058},[237],{"categories":1060},[165],{"categories":1062},[165],{"categories":1064},[165],{"categories":1066},[214],{"categories":1068},[115],{"categories":1070},[],{"categories":1072},[],{"categories":1074},[262],{"categories":1076},[228],{"categories":1078},[],{"categories":1080},[115],{"categories":1082},[165],{"categories":1084},[214,165],{"categories":1086},[159],{"categories":1088},[],{"categories":1090},[165],{"categories":1092},[159],{"categories":1094},[214],{"categories":1096},[115],{"categories":1098},[228],{"categories":1100},[],{"categories":1102},[165],{"categories":1104},[],{"categories":1106},[],{"categories":1108},[165],{"categories":1110},[159],{"categories":1112},[165],{"categories":1114},[],{"categories":1116},[115],{"categories":1118},[170],{"categories":1120},[165],{"categories":1122},[165],{"categories":1124},[165],{"categories":1126},[214],{"categories":1128},[115],{"categories":1130},[262],{"categories":1132},[214],{"categories":1134},[162],{"categories":1136},[115],{"categories":1138},[165],{"categories":1140},[165],{"categories":1142},[165],{"categories":1144},[115],{"categories":1146},[228],{"categories":1148},[165],{"categories":1150},[170],{"categories":1152},[],{"categories":1154},[185],{"categories":1156},[],{"categories":1158},[170],{"categories":1160},[115],{"categories":1162},[214],{"categories":1164},[165],{"categories":1166},[165],{"categories":1168},[115],{"categories":1170},[228],{"categories":1172},[214],{"categories":1174},[115],{"categories":1176},[185],{"categories":1178},[],{"categories":1180},[165],{"categories":1182},[],{"categories":1184},[165],{"categories":1186},[214],{"categories":1188},[165],{"categories":1190},[159],{"categories":1192},[185],{"categories":1194},[165],{"categories":1196},[237],{"categories":1198},[165],{"categories":1200},[165],{"categories":1202},[115],{"categories":1204},[115],{"categories":1206},[165],{"categories":1208},[115],{"categories":1210},[115],{"categories":1212},[165],{"categories":1214},[165],{"categories":1216},[115],{"categories":1218},[214],{"categories":1220},[165],{"categories":1222},[165],{"categories":1224},[],{"categories":1226},[],{"categories":1228},[228],{"categories":1230},[],{"categories":1232},[159],{"categories":1234},[262],{"categories":1236},[165],{"categories":1238},[],{"categories":1240},[159],{"categories":1242},[162],{"categories":1244},[165],{"categories":1246},[237],{"categories":1248},[],{"categories":1250},[162],{"categories":1252},[],{"categories":1254},[165],{"categories":1256},[228],{"categories":1258},[],{"categories":1260},[],{"categories":1262},[],{"categories":1264},[],{"categories":1266},[165],{"categories":1268},[115],{"categories":1270},[262],{"categories":1272},[159],{"categories":1274},[228],{"categories":1276},[165],{"categories":1278},[165],{"categories":1280},[228],{"categories":1282},[170],{"categories":1284},[165],{"categories":1286},[237],{"categories":1288},[162],{"categories":1290},[165],{"categories":1292},[165],{"categories":1294},[165],{"categories":1296},[165,159],{"categories":1298},[228],{"categories":1300},[228],{"categories":1302},[214],{"categories":1304},[115],{"categories":1306},[165],{"categories":1308},[165],{"categories":1310},[],{"categories":1312},[],{"categories":1314},[165],{"categories":1316},[],{"categories":1318},[228],{"categories":1320},[217],{"categories":1322},[185],{"categories":1324},[214],{"categories":1326},[165],{"categories":1328},[228],{"categories":1330},[],{"categories":1332},[165],{"categories":1334},[165],{"categories":1336},[],{"categories":1338},[115],{"categories":1340},[165],{"categories":1342},[165],{"categories":1344},[],{"categories":1346},[115],{"categories":1348},[165],{"categories":1350},[162],{"categories":1352},[],{"categories":1354},[159],{"categories":1356},[165],{"categories":1358},[159],{"categories":1360},[165],{"categories":1362},[228],{"categories":1364},[237],{"categories":1366},[115],{"categories":1368},[115],{"categories":1370},[165,214],{"categories":1372},[185],{"categories":1374},[165],{"categories":1376},[214],{"categories":1378},[],{"categories":1380},[228],{"categories":1382},[262],{"categories":1384},[214],{"categories":1386},[228],{"categories":1388},[165],{"categories":1390},[165],{"categories":1392},[115],{"categories":1394},[],{"categories":1396},[],{"categories":1398},[],{"categories":1400},[],{"categories":1402},[228],{"categories":1404},[115],{"categories":1406},[115],{"categories":1408},[262],{"categories":1410},[165],{"categories":1412},[165],{"categories":1414},[115],{"categories":1416},[165],{"categories":1418},[165],{"categories":1420},[],{"categories":1422},[214],{"categories":1424},[228],{"categories":1426},[],{"categories":1428},[],{"categories":1430},[115],{"categories":1432},[],{"categories":1434},[],{"categories":1436},[237],{"categories":1438},[237],{"categories":1440},[115],{"categories":1442},[228],{"categories":1444},[],{"categories":1446},[165],{"categories":1448},[165],{"categories":1450},[228],{"categories":1452},[214],{"categories":1454},[214],{"categories":1456},[115],{"categories":1458},[159],{"categories":1460},[165],{"categories":1462},[165],{"categories":1464},[214],{"categories":1466},[214],{"categories":1468},[115],{"categories":1470},[115],{"categories":1472},[165],{"categories":1474},[],{"categories":1476},[165],{"categories":1478},[],{"categories":1480},[165],{"categories":1482},[115],{"categories":1484},[185],{"categories":1486},[228],{"categories":1488},[165],{"categories":1490},[159],{"categories":1492},[165],{"categories":1494},[],{"categories":1496},[115],{"categories":1498},[115],{"categories":1500},[],{"categories":1502},[165],{"categories":1504},[159],{"categories":1506},[165],{"categories":1508},[159],{"categories":1510},[159],{"categories":1512},[],{"categories":1514},[228],{"categories":1516},[],{"categories":1518},[115],{"categories":1520},[185],{"categories":1522},[165],{"categories":1524},[115],{"categories":1526},[165],{"categories":1528},[115],{"categories":1530},[165],{"categories":1532},[185],{"categories":1534},[217],{"categories":1536},[165],{"categories":1538},[170],{"categories":1540},[185],{"categories":1542},[214],{"categories":1544},[],{"categories":1546},[],{"categories":1548},[185],{"categories":1550},[],{"categories":1552},[],{"categories":1554},[],{"categories":1556},[],{"categories":1558},[228],{"categories":1560},[228],{"categories":1562},[217],{"categories":1564},[],{"categories":1566},[165],{"categories":1568},[165],{"categories":1570},[217],{"categories":1572},[228],{"categories":1574},[],{"categories":1576},[],{"categories":1578},[115],{"categories":1580},[115],{"categories":1582},[228],{"categories":1584},[115],{"categories":1586},[185],{"categories":1588},[185],{"categories":1590},[115],{"categories":1592},[115],{"categories":1594},[159],{"categories":1596},[165,262],{"categories":1598},[],{"categories":1600},[214],{"categories":1602},[228],{"categories":1604},[159],{"categories":1606},[115],{"categories":1608},[214],{"categories":1610},[],{"categories":1612},[115],{"categories":1614},[115],{"categories":1616},[165],{"categories":1618},[237],{"categories":1620},[228],{"categories":1622},[214],{"categories":1624},[165],{"categories":1626},[],{"categories":1628},[115],{"categories":1630},[214],{"categories":1632},[165],{"categories":1634},[115],{"categories":1636},[115],{"categories":1638},[115],{"categories":1640},[237],{"categories":1642},[217],{"categories":1644},[165],{"categories":1646},[115],{"categories":1648},[165],{"categories":1650},[],{"categories":1652},[237],{"categories":1654},[185],{"categories":1656},[228],{"categories":1658},[165],{"categories":1660},[115],{"categories":1662},[],{"categories":1664},[],{"categories":1666},[165],{"categories":1668},[115],{"categories":1670},[165],{"categories":1672},[185],{"categories":1674},[165],{"categories":1676},[115],{"categories":1678},[115],{"categories":1680},[],{"categories":1682},[165],{"categories":1684},[],{"categories":1686},[],{"categories":1688},[165],{"categories":1690},[115],{"categories":1692},[],{"categories":1694},[],{"categories":1696},[217],{"categories":1698},[165],{"categories":1700},[217],{"categories":1702},[185],{"categories":1704},[165],{"categories":1706},[165],{"categories":1708},[115],{"categories":1710},[165],{"categories":1712},[115],{"categories":1714},[],{"categories":1716},[],{"categories":1718},[262],{"categories":1720},[165],{"categories":1722},[],{"categories":1724},[],{"categories":1726},[159],{"categories":1728},[],{"categories":1730},[],{"categories":1732},[165],{"categories":1734},[],{"categories":1736},[],{"categories":1738},[228],{"categories":1740},[185],{"categories":1742},[237],{"categories":1744},[162],{"categories":1746},[165],{"categories":1748},[165],{"categories":1750},[162],{"categories":1752},[],{"categories":1754},[214],{"categories":1756},[115],{"categories":1758},[162],{"categories":1760},[165],{"categories":1762},[165],{"categories":1764},[159],{"categories":1766},[165],{"categories":1768},[],{"categories":1770},[159],{"categories":1772},[165],{"categories":1774},[237],{"categories":1776},[115],{"categories":1778},[185],{"categories":1780},[165],{"categories":1782},[162],{"categories":1784},[165],{"categories":1786},[165],{"categories":1788},[115],{"categories":1790},[],{"categories":1792},[165],{"categories":1794},[159],{"categories":1796},[165],{"categories":1798},[165],{"categories":1800},[],{"categories":1802},[185],{"categories":1804},[165],{"categories":1806},[165],{"categories":1808},[],{"categories":1810},[162],{"categories":1812},[162],{"categories":1814},[170],{"categories":1816},[165],{"categories":1818},[165],{"categories":1820},[],{"categories":1822},[228],{"categories":1824},[],{"categories":1826},[],{"categories":1828},[165],{"categories":1830},[185],{"categories":1832},[],{"categories":1834},[262],{"categories":1836},[165],{"categories":1838},[165],{"categories":1840},[],{"categories":1842},[165],{"categories":1844},[228],{"categories":1846},[165],{"categories":1848},[165],{"categories":1850},[165,262],{"categories":1852},[165],{"categories":1854},[165],{"categories":1856},[214],{"categories":1858},[115],{"categories":1860},[],{"categories":1862},[115],{"categories":1864},[115],{"categories":1866},[165],{"categories":1868},[165],{"categories":1870},[165],{"categories":1872},[165],{"categories":1874},[159],{"categories":1876},[217],{"categories":1878},[159],{"categories":1880},[228],{"categories":1882},[214],{"categories":1884},[115],{"categories":1886},[],{"categories":1888},[165],{"categories":1890},[185],{"categories":1892},[165],{"categories":1894},[115],{"categories":1896},[165],{"categories":1898},[165],{"categories":1900},[162],{"categories":1902},[],{"categories":1904},[262],{"categories":1906},[214],{"categories":1908},[214],{"categories":1910},[228],{"categories":1912},[115],{"categories":1914},[165],{"categories":1916},[162],{"categories":1918},[185],{"categories":1920},[214],{"categories":1922},[115],{"categories":1924},[165],{"categories":1926},[],{"categories":1928},[165],{"categories":1930},[165],{"categories":1932},[],{"categories":1934},[],{"categories":1936},[165],{"categories":1938},[165],{"categories":1940},[165],{"categories":1942},[165],{"categories":1944},[115],{"categories":1946},[165],{"categories":1948},[165],{"categories":1950},[],{"categories":1952},[217],{"categories":1954},[165],{"categories":1956},[115],{"categories":1958},[],{"categories":1960},[],{"categories":1962},[165],{"categories":1964},[165],{"categories":1966},[165],{"categories":1968},[185],{"categories":1970},[],{"categories":1972},[214],{"categories":1974},[165],{"categories":1976},[262],{"categories":1978},[185],{"categories":1980},[228],{"categories":1982},[228],{"categories":1984},[185],{"categories":1986},[185],{"categories":1988},[262],{"categories":1990},[],{"categories":1992},[185],{"categories":1994},[165],{"categories":1996},[159],{"categories":1998},[165],{"categories":2000},[185],{"categories":2002},[],{"categories":2004},[165],{"categories":2006},[228],{"categories":2008},[217],{"categories":2010},[165],{"categories":2012},[185],{"categories":2014},[228],{"categories":2016},[115],{"categories":2018},[185],{"categories":2020},[262],{"categories":2022},[115],{"categories":2024},[165],{"categories":2026},[165],{"categories":2028},[165],{"categories":2030},[],{"categories":2032},[162],{"categories":2034},[],{"categories":2036},[],{"categories":2038},[165],{"categories":2040},[165],{"categories":2042},[165],{"categories":2044},[165],{"categories":2046},[],{"categories":2048},[217],{"categories":2050},[159],{"categories":2052},[115],{"categories":2054},[214],{"categories":2056},[],{"categories":2058},[165],{"categories":2060},[228],{"categories":2062},[165],{"categories":2064},[262],{"categories":2066},[262],{"categories":2068},[],{"categories":2070},[115],{"categories":2072},[185],{"categories":2074},[185],{"categories":2076},[165],{"categories":2078},[115],{"categories":2080},[],{"categories":2082},[214],{"categories":2084},[165],{"categories":2086},[165],{"categories":2088},[],{"categories":2090},[165],{"categories":2092},[],{"categories":2094},[165],{"categories":2096},[228],{"categories":2098},[262],{"categories":2100},[165],{"categories":2102},[228],{"categories":2104},[162],{"categories":2106},[165],{"categories":2108},[],{"categories":2110},[115],{"categories":2112},[159],{"categories":2114},[159],{"categories":2116},[],{"categories":2118},[165],{"categories":2120},[165],{"categories":2122},[228],{"categories":2124},[214],{"categories":2126},[165],{"categories":2128},[115],{"categories":2130},[],{"categories":2132},[165],{"categories":2134},[165],{"categories":2136},[115],{"categories":2138},[],{"categories":2140},[115],{"categories":2142},[228],{"categories":2144},[],{"categories":2146},[165],{"categories":2148},[115],{"categories":2150},[162],{"categories":2152},[],{"categories":2154},[165],{"categories":2156},[],{"categories":2158},[165],{"categories":2160},[165],{"categories":2162},[],{"categories":2164},[165],{"categories":2166},[165],{"categories":2168},[185],{"categories":2170},[165],{"categories":2172},[165],{"categories":2174},[159],{"categories":2176},[165],{"categories":2178},[217],{"categories":2180},[185],{"categories":2182},[115],{"categories":2184},[],{"categories":2186},[165],{"categories":2188},[214],{"categories":2190},[237],{"categories":2192},[165],{"categories":2194},[115],{"categories":2196},[],{"categories":2198},[],{"categories":2200},[],{"categories":2202},[159],{"categories":2204},[185],{"categories":2206},[115],{"categories":2208},[165],{"categories":2210},[165],{"categories":2212},[214],{"categories":2214},[115],{"categories":2216},[],{"categories":2218},[115],{"categories":2220},[115],{"categories":2222},[],{"categories":2224},[165],{"categories":2226},[115],{"categories":2228},[165],{"categories":2230},[],{"categories":2232},[165],{"categories":2234},[165],{"categories":2236},[185],{"categories":2238},[214],{"categories":2240},[115],{"categories":2242},[214],{"categories":2244},[162],{"categories":2246},[],{"categories":2248},[],{"categories":2250},[165],{"categories":2252},[159],{"categories":2254},[185],{"categories":2256},[],{"categories":2258},[214],{"categories":2260},[],{"categories":2262},[228],{"categories":2264},[228],{"categories":2266},[214],{"categories":2268},[228],{"categories":2270},[],{"categories":2272},[165],{"categories":2274},[165],{"categories":2276},[],{"categories":2278},[237],{"categories":2280},[165],{"categories":2282},[262],{"categories":2284},[228],{"categories":2286},[],{"categories":2288},[115],{"categories":2290},[165],{"categories":2292},[159],{"categories":2294},[115],{"categories":2296},[115],{"categories":2298},[165],{"categories":2300},[165],{"categories":2302},[],{"categories":2304},[159],{"categories":2306},[165],{"categories":2308},[162],{"categories":2310},[228],{"categories":2312},[214],{"categories":2314},[],{"categories":2316},[],{"categories":2318},[],{"categories":2320},[115],{"categories":2322},[228],{"categories":2324},[214],{"categories":2326},[185],{"categories":2328},[165],{"categories":2330},[185],{"categories":2332},[115],{"categories":2334},[214],{"categories":2336},[165],{"categories":2338},[],{"categories":2340},[165],{"categories":2342},[214],{"categories":2344},[185],{"categories":2346},[162],{"categories":2348},[228],{"categories":2350},[165],{"categories":2352},[185],{"categories":2354},[237],{"categories":2356},[],{"categories":2358},[],{"categories":2360},[217],{"categories":2362},[165,228],{"categories":2364},[185],{"categories":2366},[165],{"categories":2368},[165],{"categories":2370},[115],{"categories":2372},[165],{"categories":2374},[115],{"categories":2376},[165],{"categories":2378},[165],{"categories":2380},[],{"categories":2382},[228],{"categories":2384},[165],{"categories":2386},[217],{"categories":2388},[115],{"categories":2390},[237],{"categories":2392},[262],{"categories":2394},[],{"categories":2396},[159],{"categories":2398},[115],{"categories":2400},[115],{"categories":2402},[170],{"categories":2404},[228],{"categories":2406},[165],{"categories":2408},[165],{"categories":2410},[],{"categories":2412},[],{"categories":2414},[],{"categories":2416},[262],{"categories":2418},[165],{"categories":2420},[185],{"categories":2422},[165],{"categories":2424},[165],{"categories":2426},[165],{"categories":2428},[],{"categories":2430},[217],{"categories":2432},[162],{"categories":2434},[115],{"categories":2436},[],{"categories":2438},[165],{"categories":2440},[115],{"categories":2442},[165],{"categories":2444},[262],{"categories":2446},[],{"categories":2448},[214],{"categories":2450},[214],{"categories":2452},[],{"categories":2454},[228],{"categories":2456},[165],{"categories":2458},[214],{"categories":2460},[165],{"categories":2462},[162],{"categories":2464},[],{"categories":2466},[185],{"categories":2468},[165],{"categories":2470},[165],{"categories":2472},[214],{"categories":2474},[115],{"categories":2476},[185],{"categories":2478},[],{"categories":2480},[115],{"categories":2482},[115],{"categories":2484},[214],{"categories":2486},[165],{"categories":2488},[],{"categories":2490},[165],{"categories":2492},[165],{"categories":2494},[262],{"categories":2496},[185],{"categories":2498},[217],{"categories":2500},[217],{"categories":2502},[],{"categories":2504},[],{"categories":2506},[],{"categories":2508},[115],{"categories":2510},[115],{"categories":2512},[228],{"categories":2514},[228],{"categories":2516},[165],{"categories":2518},[165],{"categories":2520},[],{"categories":2522},[],{"categories":2524},[165],{"categories":2526},[],{"categories":2528},[165],{"categories":2530},[115],{"categories":2532},[165],{"categories":2534},[],{"categories":2536},[170],{"categories":2538},[165],{"categories":2540},[214],{"categories":2542},[165],{"categories":2544},[162],{"categories":2546},[165],{"categories":2548},[237],{"categories":2550},[115],{"categories":2552},[165],{"categories":2554},[165],{"categories":2556},[165],{"categories":2558},[228],{"categories":2560},[],{"categories":2562},[185],{"categories":2564},[115],{"categories":2566},[],{"categories":2568},[185],{"categories":2570},[115],{"categories":2572},[115],{"categories":2574},[165],{"categories":2576},[115],{"categories":2578},[],{"categories":2580},[162],{"categories":2582},[115],{"categories":2584},[],{"categories":2586},[228],{"categories":2588},[165],{"categories":2590},[159],{"categories":2592},[185],{"categories":2594},[262],{"categories":2596},[115],{"categories":2598},[165],{"categories":2600},[115],{"categories":2602},[159],{"categories":2604},[],{"categories":2606},[165],{"categories":2608},[],{"categories":2610},[],{"categories":2612},[214],{"categories":2614},[165,162],{"categories":2616},[115],{"categories":2618},[165],{"categories":2620},[],{"categories":2622},[159],{"categories":2624},[217],{"categories":2626},[165],{"categories":2628},[228],{"categories":2630},[165],{"categories":2632},[115],{"categories":2634},[165],{"categories":2636},[165],{"categories":2638},[165],{"categories":2640},[185],{"categories":2642},[115],{"categories":2644},[165],{"categories":2646},[],{"categories":2648},[],{"categories":2650},[115],{"categories":2652},[165],{"categories":2654},[262],{"categories":2656},[],{"categories":2658},[165],{"categories":2660},[115],{"categories":2662},[115],{"categories":2664},[],{"categories":2666},[115],{"categories":2668},[165],{"categories":2670},[237],{"categories":2672},[217],{"categories":2674},[115],{"categories":2676},[165],{"categories":2678},[262],{"categories":2680},[],{"categories":2682},[165],{"categories":2684},[237],{"categories":2686},[214],{"categories":2688},[165],{"categories":2690},[165],{"categories":2692},[],{"categories":2694},[237],{"categories":2696},[185],{"categories":2698},[165],{"categories":2700},[165],{"categories":2702},[159],{"categories":2704},[165],{"categories":2706},[],{"categories":2708},[],{"categories":2710},[214],{"categories":2712},[165],{"categories":2714},[217],{"categories":2716},[237],{"categories":2718},[115],{"categories":2720},[237],{"categories":2722},[185],{"categories":2724},[],{"categories":2726},[165],{"categories":2728},[],{"categories":2730},[165],{"categories":2732},[115],{"categories":2734},[165],{"categories":2736},[165],{"categories":2738},[],{"categories":2740},[165,228],{"categories":2742},[185],{"categories":2744},[115],{"categories":2746},[228],{"categories":2748},[165],{"categories":2750},[159],{"categories":2752},[],{"categories":2754},[],{"categories":2756},[115],{"categories":2758},[228],{"categories":2760},[159],{"categories":2762},[228],{"categories":2764},[228],{"categories":2766},[165],{"categories":2768},[237],{"categories":2770},[165],{"categories":2772},[228],{"categories":2774},[],{"categories":2776},[214,165],{"categories":2778},[262],{"categories":2780},[159],{"categories":2782},[],{"categories":2784},[165],{"categories":2786},[162],{"categories":2788},[162],{"categories":2790},[165],{"categories":2792},[165],{"categories":2794},[165],{"categories":2796},[228],{"categories":2798},[115],{"categories":2800},[185],{"categories":2802},[237],{"categories":2804},[214],{"categories":2806},[165],{"categories":2808},[165],{"categories":2810},[165],{"categories":2812},[165],{"categories":2814},[159],{"categories":2816},[165],{"categories":2818},[115],{"categories":2820},[115],{"categories":2822},[185],{"categories":2824},[228],{"categories":2826},[],{"categories":2828},[],{"categories":2830},[217],{"categories":2832},[228],{"categories":2834},[165],{"categories":2836},[214],{"categories":2838},[165],{"categories":2840},[217],{"categories":2842},[165],{"categories":2844},[165],{"categories":2846},[165],{"categories":2848},[115],{"categories":2850},[115],{"categories":2852},[165,162],{"categories":2854},[],{"categories":2856},[214],{"categories":2858},[],{"categories":2860},[165],{"categories":2862},[185],{"categories":2864},[159],{"categories":2866},[159],{"categories":2868},[115],{"categories":2870},[115],{"categories":2872},[115],{"categories":2874},[165],{"categories":2876},[165],{"categories":2878},[162],{"categories":2880},[228],{"categories":2882},[237],{"categories":2884},[165],{"categories":2886},[],{"categories":2888},[185],{"categories":2890},[165],{"categories":2892},[165],{"categories":2894},[165],{"categories":2896},[165],{"categories":2898},[165],{"categories":2900},[228],{"categories":2902},[185],{"categories":2904},[228],{"categories":2906},[228],{"categories":2908},[165],{"categories":2910},[165],{"categories":2912},[165],{"categories":2914},[115],{"categories":2916},[185],{"categories":2918},[115],{"categories":2920},[165],{"categories":2922},[214],{"categories":2924},[165],{"categories":2926},[165],{"categories":2928},[262],{"categories":2930},[165],{"categories":2932},[170],{"categories":2934},[115],{"categories":2936},[165],{"categories":2938},[185],{"categories":2940},[115],{"categories":2942},[237],{"categories":2944},[165],{"categories":2946},[162],{"categories":2948},[165],{"categories":2950},[],{"categories":2952},[165],{"categories":2954},[165],{"categories":2956},[],{"categories":2958},[],{"categories":2960},[],{"categories":2962},[162],{"categories":2964},[165],{"categories":2966},[115],{"categories":2968},[185],{"categories":2970},[185],{"categories":2972},[185],{"categories":2974},[185],{"categories":2976},[],{"categories":2978},[159],{"categories":2980},[115],{"categories":2982},[185],{"categories":2984},[165],{"categories":2986},[159],{"categories":2988},[115],{"categories":2990},[165],{"categories":2992},[165,115],{"categories":2994},[115],{"categories":2996},[262],{"categories":2998},[185],{"categories":3000},[115],{"categories":3002},[185],{"categories":3004},[115],{"categories":3006},[165],{"categories":3008},[],{"categories":3010},[185],{"categories":3012},[237],{"categories":3014},[159],{"categories":3016},[165],{"categories":3018},[165],{"categories":3020},[],{"categories":3022},[228],{"categories":3024},[],{"categories":3026},[159],{"categories":3028},[115],{"categories":3030},[185],{"categories":3032},[165],{"categories":3034},[185],{"categories":3036},[159],{"categories":3038},[185],{"categories":3040},[185],{"categories":3042},[],{"categories":3044},[162],{"categories":3046},[115],{"categories":3048},[185],{"categories":3050},[185],{"categories":3052},[185],{"categories":3054},[185],{"categories":3056},[185],{"categories":3058},[185],{"categories":3060},[185],{"categories":3062},[185],{"categories":3064},[185],{"categories":3066},[185],{"categories":3068},[217],{"categories":3070},[159],{"categories":3072},[165],{"categories":3074},[165],{"categories":3076},[115],{"categories":3078},[115],{"categories":3080},[],{"categories":3082},[165,159],{"categories":3084},[],{"categories":3086},[115],{"categories":3088},[185],{"categories":3090},[115],{"categories":3092},[165],{"categories":3094},[165],{"categories":3096},[165],{"categories":3098},[165],{"categories":3100},[165],{"categories":3102},[115],{"categories":3104},[162],{"categories":3106},[115],{"categories":3108},[],{"categories":3110},[214],{"categories":3112},[185],{"categories":3114},[165],{"categories":3116},[],{"categories":3118},[],{"categories":3120},[115],{"categories":3122},[214],{"categories":3124},[165],{"categories":3126},[],{"categories":3128},[165],{"categories":3130},[],{"categories":3132},[237],{"categories":3134},[165],{"categories":3136},[],{"categories":3138},[],{"categories":3140},[185],{"categories":3142},[159],{"categories":3144},[165],{"categories":3146},[162],{"categories":3148},[165],{"categories":3150},[165],{"categories":3152},[162],{"categories":3154},[214],{"categories":3156},[],{"categories":3158},[165],{"categories":3160},[185],{"categories":3162},[],{"categories":3164},[214],{"categories":3166},[165],{"categories":3168},[237],{"categories":3170},[165],{"categories":3172},[262],{"categories":3174},[],{"categories":3176},[237],{"categories":3178},[],{"categories":3180},[165],{"categories":3182},[],{"categories":3184},[115],{"categories":3186},[228],{"categories":3188},[],{"categories":3190},[162],{"categories":3192},[159],{"categories":3194},[115],{"categories":3196},[214],{"categories":3198},[228],{"categories":3200},[],{"categories":3202},[],{"categories":3204},[165],{"categories":3206},[159],{"categories":3208},[165],{"categories":3210},[237],{"categories":3212},[],{"categories":3214},[115],{"categories":3216},[115],{"categories":3218},[185],{"categories":3220},[228],{"categories":3222},[165],{"categories":3224},[115],{"categories":3226},[165],{"categories":3228},[115],{"categories":3230},[165],{"categories":3232},[170],{"categories":3234},[237],{"categories":3236},[185],{"categories":3238},[],{"categories":3240},[237],{"categories":3242},[],{"categories":3244},[228],{"categories":3246},[115],{"categories":3248},[],{"categories":3250},[165],{"categories":3252},[165],{"categories":3254},[115],{"categories":3256},[162],{"categories":3258},[159],{"categories":3260},[165],{"categories":3262},[214],{"categories":3264},[228],{"categories":3266},[228],{"categories":3268},[165],{"categories":3270},[217],{"categories":3272},[115],{"categories":3274},[165],{"categories":3276},[115],{"categories":3278},[162],{"categories":3280},[214],{"categories":3282},[228],{"categories":3284},[115],{"categories":3286},[165],{"categories":3288},[165],{"categories":3290},[115],{"categories":3292},[165],{"categories":3294},[185],{"categories":3296},[],{"categories":3298},[159],{"categories":3300},[165],{"categories":3302},[165],{"categories":3304},[165],{"categories":3306},[115],{"categories":3308},[165],{"categories":3310},[165],{"categories":3312},[],{"categories":3314},[165],{"categories":3316},[214],{"categories":3318},[162],{"categories":3320},[185],{"categories":3322},[115],{"categories":3324},[165],{"categories":3326},[165],{"categories":3328},[214],{"categories":3330},[115],{"categories":3332},[165],{"categories":3334},[237],{"categories":3336},[217],{"categories":3338},[165],{"categories":3340},[185],{"categories":3342},[165],{"categories":3344},[115],{"categories":3346},[262],{"categories":3348},[165],{"categories":3350},[115],{"categories":3352},[217],{"categories":3354},[],{"categories":3356},[115],{"categories":3358},[228],{"categories":3360},[214],{"categories":3362},[165],{"categories":3364},[159],{"categories":3366},[228],{"categories":3368},[162],{"categories":3370},[228],{"categories":3372},[165],{"categories":3374},[],{"categories":3376},[115],{"categories":3378},[115],{"categories":3380},[165],{"categories":3382},[217],{"categories":3384},[],{"categories":3386},[185],{"categories":3388},[],{"categories":3390},[185],{"categories":3392},[165],{"categories":3394},[165],{"categories":3396},[115],{"categories":3398},[115],{"categories":3400},[115],{"categories":3402},[],{"categories":3404},[185],{"categories":3406},[],{"categories":3408},[165],{"categories":3410},[165],{"categories":3412},[],{"categories":3414},[214],{"categories":3416},[228],{"categories":3418},[115],{"categories":3420},[165],{"categories":3422},[237],{"categories":3424},[165],{"categories":3426},[165],{"categories":3428},[159],{"categories":3430},[],{"categories":3432},[165],{"categories":3434},[],{"categories":3436},[159],{"categories":3438},[185],{"categories":3440},[228],{"categories":3442},[165],{"categories":3444},[165],{"categories":3446},[165],{"categories":3448},[228],{"categories":3450},[185],{"categories":3452},[214],{"categories":3454},[165],{"categories":3456},[165],{"categories":3458},[165],{"categories":3460},[185],{"categories":3462},[214],{"categories":3464},[165],{"categories":3466},[185],{"categories":3468},[214],{"categories":3470},[185],{"categories":3472},[115],{"categories":3474},[115],{"categories":3476},[228],{"categories":3478},[185],{"categories":3480},[115],{"categories":3482},[115],{"categories":3484},[165],{"categories":3486},[228],{"categories":3488},[214],{"categories":3490},[165],{"categories":3492},[],{"categories":3494},[115],{"categories":3496},[],{"categories":3498},[],{"categories":3500},[],{"categories":3502},[162],{"categories":3504},[115],{"categories":3506},[165],{"categories":3508},[115],{"categories":3510},[159],{"categories":3512},[115],{"categories":3514},[237],{"categories":3516},[115],{"categories":3518},[],{"categories":3520},[115],{"categories":3522},[],{"categories":3524},[159],{"categories":3526},[115],{"categories":3528},[],{"categories":3530},[115],{"categories":3532},[165],{"categories":3534},[165],{"categories":3536},[185],{"categories":3538},[165],{"categories":3540},[115],{"categories":3542},[165],{"categories":3544},[165],{"categories":3546},[185],{"categories":3548},[115],{"categories":3550},[228],{"categories":3552},[214],{"categories":3554},[159],{"categories":3556},[],{"categories":3558},[115],{"categories":3560},[214],{"categories":3562},[262],{"categories":3564},[185],{"categories":3566},[165],{"categories":3568},[214],{"categories":3570},[165],{"categories":3572},[159],{"categories":3574},[],{"categories":3576},[115],{"categories":3578},[165],{"categories":3580},[165],{"categories":3582},[115],{"categories":3584},[165],{"categories":3586},[214],{"categories":3588},[],{"categories":3590},[115],{"categories":3592},[170],{"categories":3594},[185],{"categories":3596},[115],{"categories":3598},[162],{"categories":3600},[],{"categories":3602},[165],{"categories":3604},[170],{"categories":3606},[165],{"categories":3608},[115],{"categories":3610},[185],{"categories":3612},[159],{"categories":3614},[262],{"categories":3616},[165],{"categories":3618},[165],{"categories":3620},[165],{"categories":3622},[185],{"categories":3624},[162],{"categories":3626},[165],{"categories":3628},[214],{"categories":3630},[185],{"categories":3632},[262],{"categories":3634},[165],{"categories":3636},[],{"categories":3638},[],{"categories":3640},[165],{"categories":3642},[262],{"categories":3644},[217],{"categories":3646},[115],{"categories":3648},[115],{"categories":3650},[185],{"categories":3652},[165],{"categories":3654},[159],{"categories":3656},[165],{"categories":3658},[214],{"categories":3660},[115],{"categories":3662},[115],{"categories":3664},[165],{"categories":3666},[237],{"categories":3668},[165],{"categories":3670},[115],{"categories":3672},[],{"categories":3674},[165],{"categories":3676},[165],{"categories":3678},[165],{"categories":3680},[185],{"categories":3682},[159],{"categories":3684},[],{"categories":3686},[165],{"categories":3688},[165],{"categories":3690},[228],{"categories":3692},[214],{"categories":3694},[165,115],{"categories":3696},[237,162],{"categories":3698},[165],{"categories":3700},[165],{"categories":3702},[],{"categories":3704},[115],{"categories":3706},[],{"categories":3708},[228],{"categories":3710},[165],{"categories":3712},[],{"categories":3714},[165],{"categories":3716},[185],{"categories":3718},[],{"categories":3720},[115],{"categories":3722},[165],{"categories":3724},[],{"categories":3726},[214],{"categories":3728},[165],{"categories":3730},[115],{"categories":3732},[165],{"categories":3734},[159],{"categories":3736},[115],{"categories":3738},[165],{"categories":3740},[],{"categories":3742},[262],{"categories":3744},[237],{"categories":3746},[162],{"categories":3748},[162],{"categories":3750},[165],{"categories":3752},[159],{"categories":3754},[159],{"categories":3756},[165],{"categories":3758},[115],{"categories":3760},[165],{"categories":3762},[165],{"categories":3764},[228],{"categories":3766},[159],{"categories":3768},[165],{"categories":3770},[237],{"categories":3772},[185],{"categories":3774},[165],{"categories":3776},[165],{"categories":3778},[115],{"categories":3780},[165],{"categories":3782},[],{"categories":3784},[228],{"categories":3786},[],{"categories":3788},[228],{"categories":3790},[115],{"categories":3792},[159],{"categories":3794},[],{"categories":3796},[262],{"categories":3798},[165],{"categories":3800},[],{"categories":3802},[185],{"categories":3804},[115],{"categories":3806},[228],{"categories":3808},[165],{"categories":3810},[115],{"categories":3812},[228],{"categories":3814},[115],{"categories":3816},[185],{"categories":3818},[159],{"categories":3820},[185],{"categories":3822},[228],{"categories":3824},[165],{"categories":3826},[214],{"categories":3828},[165],{"categories":3830},[165],{"categories":3832},[165],{"categories":3834},[165],{"categories":3836},[165],{"categories":3838},[115],{"categories":3840},[165],{"categories":3842},[115],{"categories":3844},[165],{"categories":3846},[159],{"categories":3848},[165],{"categories":3850},[115],{"categories":3852},[214],{"categories":3854},[115],{"categories":3856},[159],{"categories":3858},[115],{"categories":3860},[214],{"categories":3862},[],{"categories":3864},[165],{"categories":3866},[217],{"categories":3868},[165],{"categories":3870},[165],{"categories":3872},[228],{"categories":3874},[],{"categories":3876},[115],{"categories":3878},[237],{"categories":3880},[165],{"categories":3882},[185],{"categories":3884},[237],{"categories":3886},[115],{"categories":3888},[162],{"categories":3890},[162],{"categories":3892},[165],{"categories":3894},[165],{"categories":3896},[159],{"categories":3898},[],{"categories":3900},[115],{"categories":3902},[165],{"categories":3904},[228],{"categories":3906},[],{"categories":3908},[159],{"categories":3910},[165],{"categories":3912},[115],{"categories":3914},[115],{"categories":3916},[],{"categories":3918},[228],{"categories":3920},[228],{"categories":3922},[237],{"categories":3924},[214],{"categories":3926},[],{"categories":3928},[165],{"categories":3930},[115],{"categories":3932},[159],{"categories":3934},[165],{"categories":3936},[228],{"categories":3938},[159],{"categories":3940},[185],{"categories":3942},[185],{"categories":3944},[],{"categories":3946},[185],{"categories":3948},[115],{"categories":3950},[214],{"categories":3952},[217],{"categories":3954},[165],{"categories":3956},[],{"categories":3958},[185],{"categories":3960},[228],{"categories":3962},[165],{"categories":3964},[162],{"categories":3966},[165],{"categories":3968},[159],{"categories":3970},[262],{"categories":3972},[159],{"categories":3974},[],{"categories":3976},[],{"categories":3978},[115],{"categories":3980},[185],{"categories":3982},[],{"categories":3984},[115],{"categories":3986},[115],{"categories":3988},[115],{"categories":3990},[],{"categories":3992},[165],{"categories":3994},[],{"categories":3996},[185],{"categories":3998},[159],{"categories":4000},[214],{"categories":4002},[165],{"categories":4004},[185],{"categories":4006},[165],{"categories":4008},[185],{"categories":4010},[],{"categories":4012},[185],{"categories":4014},[159],{"categories":4016},[115],{"categories":4018},[165],{"categories":4020},[],{"categories":4022},[228],{"categories":4024},[115],{"categories":4026},[170],{"categories":4028},[115],{"categories":4030},[159],{"categories":4032},[],{"categories":4034},[],{"categories":4036},[],{"categories":4038},[214],{"categories":4040},[115],{"categories":4042},[165],{"categories":4044},[165],{"categories":4046},[],{"categories":4048},[],{"categories":4050},[],{"categories":4052},[214],{"categories":4054},[],{"categories":4056},[115],{"categories":4058},[165],{"categories":4060},[159],{"categories":4062},[],{"categories":4064},[],{"categories":4066},[214],{"categories":4068},[165],{"categories":4070},[185],{"categories":4072},[],{"categories":4074},[237],{"categories":4076},[185],{"categories":4078},[237],{"categories":4080},[217],{"categories":4082},[165],{"categories":4084},[165],{"categories":4086},[],{"categories":4088},[],{"categories":4090},[115],{"categories":4092},[],{"categories":4094},[165],{"categories":4096},[],{"categories":4098},[115],{"categories":4100},[165],{"categories":4102},[],{"categories":4104},[115],{"categories":4106},[165],{"categories":4108},[185],{"categories":4110},[165],{"categories":4112},[237],{"categories":4114},[165],{"categories":4116},[165],{"categories":4118},[217],{"categories":4120},[115],{"categories":4122},[115],{"categories":4124},[],{"categories":4126},[],{"categories":4128},[165],{"categories":4130},[],{"categories":4132},[185],{"categories":4134},[],{"categories":4136},[],{"categories":4138},[214],{"categories":4140},[159],{"categories":4142},[],{"categories":4144},[162],{"categories":4146},[237],{"categories":4148},[165],{"categories":4150},[228],{"categories":4152},[159],{"categories":4154},[217],{"categories":4156},[162],{"categories":4158},[228],{"categories":4160},[228],{"categories":4162},[],{"categories":4164},[165],{"categories":4166},[],{"categories":4168},[115],{"categories":4170},[159],{"categories":4172},[214],{"categories":4174},[159],{"categories":4176},[115],{"categories":4178},[262],{"categories":4180},[165],{"categories":4182},[165],{"categories":4184},[159],{"categories":4186},[115],{"categories":4188},[],{"categories":4190},[165],{"categories":4192},[228],{"categories":4194},[185],{"categories":4196},[228],{"categories":4198},[165],{"categories":4200},[],{"categories":4202},[214],{"categories":4204},[185],{"categories":4206},[159],{"categories":4208},[165],{"categories":4210},[115],{"categories":4212},[165],{"categories":4214},[162],{"categories":4216},[115],{"categories":4218},[115,262],{"categories":4220},[115],{"categories":4222},[228],{"categories":4224},[165],{"categories":4226},[165],{"categories":4228},[217],{"categories":4230},[115],{"categories":4232},[237],{"categories":4234},[115],{"categories":4236},[],{"categories":4238},[115],{"categories":4240},[165],{"categories":4242},[162],{"categories":4244},[],{"categories":4246},[],{"categories":4248},[165],{"categories":4250},[217],{"categories":4252},[237],{"categories":4254},[165],{"categories":4256},[115],{"categories":4258},[],{"categories":4260},[185],{"categories":4262},[],{"categories":4264},[185],{"categories":4266},[228],{"categories":4268},[159],{"categories":4270},[228],{"categories":4272},[165],{"categories":4274},[115],{"categories":4276},[165],{"categories":4278},[165],{"categories":4280},[237],{"categories":4282},[228],{"categories":4284},[],{"categories":4286},[185],{"categories":4288},[165],{"categories":4290},[],{"categories":4292},[165],{"categories":4294},[165],{"categories":4296},[165],{"categories":4298},[115],{"categories":4300},[165],{"categories":4302},[170],{"categories":4304},[115],{"categories":4306},[165],{"categories":4308},[165],{"categories":4310},[165],{"categories":4312},[165],{"categories":4314},[162],{"categories":4316},[],{"categories":4318},[170],{"categories":4320},[185],{"categories":4322},[115],{"categories":4324},[165],{"categories":4326},[228],{"categories":4328},[],{"categories":4330},[228],{"categories":4332},[228],{"categories":4334},[228],{"categories":4336},[165],{"categories":4338},[165],{"categories":4340},[165],{"categories":4342},[115],{"categories":4344},[185],{"categories":4346},[165],{"categories":4348},[165],{"categories":4350},[165],{"categories":4352},[162],{"categories":4354},[165],{"categories":4356},[115],{"categories":4358},[214],{"categories":4360},[],{"categories":4362},[217],{"categories":4364},[115],{"categories":4366},[165],{"categories":4368},[],{"categories":4370},[165],{"categories":4372},[165],{"categories":4374},[185],{"categories":4376},[165],{"categories":4378},[115],{"categories":4380},[237],{"categories":4382},[],{"categories":4384},[],{"categories":4386},[185],{"categories":4388},[185],{"categories":4390},[165],{"categories":4392},[237],{"categories":4394},[165],{"categories":4396},[159],{"categories":4398},[115],{"categories":4400},[165],{"categories":4402},[115],{"categories":4404},[115],{"categories":4406},[165],{"categories":4408},[162],{"categories":4410},[],{"categories":4412},[217],{"categories":4414},[],{"categories":4416},[185],{"categories":4418},[165],{"categories":4420},[217],{"categories":4422},[165],{"categories":4424},[228],{"categories":4426},[228],{"categories":4428},[228],{"categories":4430},[115],{"categories":4432},[115],{"categories":4434},[214],{"categories":4436},[217],{"categories":4438},[217],{"categories":4440},[],{"categories":4442},[185],{"categories":4444},[165],{"categories":4446},[165],{"categories":4448},[228],{"categories":4450},[],{"categories":4452},[185],{"categories":4454},[185],{"categories":4456},[185],{"categories":4458},[],{"categories":4460},[115],{"categories":4462},[165],{"categories":4464},[],{"categories":4466},[159],{"categories":4468},[162],{"categories":4470},[],{"categories":4472},[165],{"categories":4474},[165],{"categories":4476},[],{"categories":4478},[228],{"categories":4480},[],{"categories":4482},[],{"categories":4484},[],{"categories":4486},[],{"categories":4488},[165],{"categories":4490},[185],{"categories":4492},[],{"categories":4494},[],{"categories":4496},[165],{"categories":4498},[165],{"categories":4500},[165],{"categories":4502},[217],{"categories":4504},[165],{"categories":4506},[217],{"categories":4508},[],{"categories":4510},[217],{"categories":4512},[217],{"categories":4514},[262],{"categories":4516},[115],{"categories":4518},[228],{"categories":4520},[],{"categories":4522},[],{"categories":4524},[217],{"categories":4526},[228],{"categories":4528},[228],{"categories":4530},[228],{"categories":4532},[],{"categories":4534},[159],{"categories":4536},[228],{"categories":4538},[228],{"categories":4540},[159],{"categories":4542},[228],{"categories":4544},[162],{"categories":4546},[228],{"categories":4548},[228],{"categories":4550},[228],{"categories":4552},[217],{"categories":4554},[185],{"categories":4556},[185],{"categories":4558},[165],{"categories":4560},[228],{"categories":4562},[217],{"categories":4564},[262],{"categories":4566},[217],{"categories":4568},[217],{"categories":4570},[217],{"categories":4572},[],{"categories":4574},[162],{"categories":4576},[],{"categories":4578},[262],{"categories":4580},[228],{"categories":4582},[228],{"categories":4584},[228],{"categories":4586},[115],{"categories":4588},[185,162],{"categories":4590},[217],{"categories":4592},[],{"categories":4594},[],{"categories":4596},[217],{"categories":4598},[],{"categories":4600},[217],{"categories":4602},[185],{"categories":4604},[115],{"categories":4606},[],{"categories":4608},[228],{"categories":4610},[165],{"categories":4612},[214],{"categories":4614},[],{"categories":4616},[165],{"categories":4618},[],{"categories":4620},[185],{"categories":4622},[159],{"categories":4624},[217],{"categories":4626},[],{"categories":4628},[228],{"categories":4630},[185],[4632,4707,4776,4842],{"id":4633,"title":4634,"ai":4635,"body":4640,"categories":4689,"created_at":116,"date_modified":116,"description":108,"extension":117,"faq":116,"featured":118,"kicker_label":116,"meta":4690,"navigation":137,"path":4694,"published_at":4695,"question":116,"scraped_at":4696,"seo":4697,"sitemap":4698,"source_id":4699,"source_name":4700,"source_type":145,"source_url":4701,"stem":4702,"tags":4703,"thumbnail_url":116,"tldr":4704,"tweet":116,"unknown_tags":4705,"__hash__":4706},"summaries\u002Fsummaries\u002F90e51923daff07b7-engineering-durability-for-long-horizon-ai-agents-summary.md","Engineering Durability for Long-Horizon AI Agents",{"provider":7,"model":8,"input_tokens":4636,"output_tokens":4637,"processing_time_ms":4638,"cost_usd":4639},4047,546,3220,0.00183075,{"type":14,"value":4641,"toc":4684},[4642,4646,4649,4653,4656,4677,4681],[17,4643,4645],{"id":4644},"durability-as-an-engineering-problem","Durability as an Engineering Problem",[22,4647,4648],{},"Most AI agents are designed as transient loops that collapse upon process restarts or API failures. To build agents capable of multi-day or multi-week tasks, you must decouple the model's reasoning from the system's state. Durability is not a model capability; it is an architectural requirement. By treating the agent as a stateless worker that operates within a durable control plane, you ensure that the system can recover from failures without losing progress.",[17,4650,4652],{"id":4651},"the-architecture-of-long-horizon-autonomy","The Architecture of Long-Horizon Autonomy",[22,4654,4655],{},"To maintain continuity over long periods, the system must rely on three core pillars:",[4657,4658,4659,4665,4671],"ol",{},[36,4660,4661,4664],{},[39,4662,4663],{},"External State Management:"," Move the agent's state out of the volatile context window and into persistent storage. Use Git as the source of truth for code and artifacts, and implement a tiered memory system to store historical context and learned patterns.",[36,4666,4667,4670],{},[39,4668,4669],{},"Deterministic Verification:"," Never rely on the LLM to validate its own success. Implement a deterministic verifier—a separate, non-AI process—that evaluates whether a task is complete based on objective criteria. This acts as the final gatekeeper before moving to the next step.",[36,4672,4673,4676],{},[39,4674,4675],{},"Durable Control Plane:"," Build a scheduler that manages the agent's lifecycle. This control plane handles task orchestration, human-in-the-loop approvals via durable signals, and error recovery. By separating the 'lead engineer' agent (the planner) from 'helper' agents (the executors), you create a modular team that can be managed and restarted independently.",[17,4678,4680],{"id":4679},"learning-from-failure","Learning from Failure",[22,4682,4683],{},"Instead of expecting the model to be 'smarter,' focus on building a feedback loop where the system learns from its own failures. When the verifier rejects a task, the system should log the failure, update the agent's memory with the specific error, and allow the agent to re-plan based on that data. This approach shifts the burden of reliability from the model's inference capabilities to the system's ability to store, retrieve, and act upon past mistakes.",{"title":108,"searchDepth":109,"depth":109,"links":4685},[4686,4687,4688],{"id":4644,"depth":109,"text":4645},{"id":4651,"depth":109,"text":4652},{"id":4679,"depth":109,"text":4680},[115],{"content_references":4691,"triage":4692},[],{"relevance":133,"novelty":134,"quality":134,"actionability":134,"composite":135,"reasoning":4693},"Category: AI Automation. The article provides a deep dive into the architectural requirements for building durable AI agents, addressing a specific pain point for developers looking to implement long-running AI systems. It offers actionable insights on external state management and error recovery, which are crucial for practical implementation.","\u002Fsummaries\u002F90e51923daff07b7-engineering-durability-for-long-horizon-ai-agents-summary","2026-06-05 15:58:13","2026-06-06 16:11:29",{"title":4634,"description":108},{"loc":4694},"90e51923daff07b7","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fbuilding-a-week-long-running-agentic-system-2ad79f8190bb?source=rss----5517fd7b58a6---4","summaries\u002F90e51923daff07b7-engineering-durability-for-long-horizon-ai-agents-summary",[150,149,151,152],"Long-running AI agents fail because they rely on volatile memory and single-process loops. To achieve week-long autonomy, you must move state into external, durable systems like Git and tiered databases, treating the agent as a stateless worker in a robust control plane.",[152],"R2nsg8QpSVasYQBcQHs_UcpQyOlBlzykxaq0S54lT0s",{"id":4708,"title":4709,"ai":4710,"body":4716,"categories":4752,"created_at":116,"date_modified":116,"description":108,"extension":117,"faq":116,"featured":118,"kicker_label":116,"meta":4753,"navigation":137,"path":4763,"published_at":4764,"question":116,"scraped_at":4765,"seo":4766,"sitemap":4767,"source_id":4768,"source_name":4769,"source_type":145,"source_url":4770,"stem":4771,"tags":4772,"thumbnail_url":116,"tldr":4773,"tweet":116,"unknown_tags":4774,"__hash__":4775},"summaries\u002Fsummaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary.md","Codex Chrome Extension Gives AI Agents Signed-In Browser Access",{"provider":7,"model":4711,"input_tokens":4712,"output_tokens":4713,"processing_time_ms":4714,"cost_usd":4715},"x-ai\u002Fgrok-4.1-fast",7445,1582,27656,0.0022575,{"type":14,"value":4717,"toc":4747},[4718,4722,4725,4729,4740,4744],[17,4719,4721],{"id":4720},"multi-tier-browser-strategy-for-agent-tasks","Multi-Tier Browser Strategy for Agent Tasks",[22,4723,4724],{},"Codex handles browser tasks across three tiers based on needs: dedicated plugins for services like GitHub, Slack, Figma, and Notion; the new Chrome extension for signed-in sites requiring real browser state (e.g., LinkedIn, Salesforce, Gmail, internal tools); and the in-app sandboxed browser for localhost, local dev servers, file previews, or public pages. The agent automatically picks the right tier, preventing interference with your main browsing—Chrome actions occur in isolated tab groups, allowing parallel use of DevTools or tab context collection. This setup streamlines workflows previously blocked by API gaps, enabling web app testing and context gathering from open tabs without disrupting your session.",[17,4726,4728],{"id":4727},"prompt-driven-chrome-invocation","Prompt-Driven Chrome Invocation",[22,4730,4731,4732,4735,4736,4739],{},"Invoke the Chrome extension directly in prompts with ",[44,4733,4734],{},"@Chrome",", such as ",[44,4737,4738],{},"@Chrome open Salesforce and update the account from these call notes",". If Chrome is closed, Codex opens it. Combine with existing tools for hybrid tasks, like pulling data from signed-in CRM then processing locally. Available on macOS and Windows (not EU\u002FUK), installation involves five steps to link Codex to your browser profile, detailed in docs.",[17,4741,4743],{"id":4742},"permissions-and-security-trade-offs","Permissions and Security Trade-offs",[22,4745,4746],{},"The extension demands broad permissions (history, bookmarks, page data) for agent control, balanced by per-site confirmations, allow\u002Fblock lists, and manual session approvals for sensitive features. Risks include prompt injection from malicious sites; mitigate by disabling Memories to isolate sessions and prevent cross-contamination. OpenAI stores browser data only when explicitly added to chat context via screenshots or summaries, prioritizing privacy. Developers gain production-ready access to authenticated web flows but must weigh isolation needs against convenience.",{"title":108,"searchDepth":109,"depth":109,"links":4748},[4749,4750,4751],{"id":4720,"depth":109,"text":4721},{"id":4727,"depth":109,"text":4728},{"id":4742,"depth":109,"text":4743},[115],{"content_references":4754,"triage":4761},[4755,4758],{"type":123,"title":4756,"url":4757,"context":125},"Codex Chrome Extension","https:\u002F\u002Fchromewebstore.google.com\u002Fdetail\u002Fcodex\u002Fhehggadaopoacecdllhhajmbjkdcmajg",{"type":129,"title":4759,"url":4760,"context":125},"Full Docs","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fapp\u002Fchrome-extension",{"relevance":133,"novelty":134,"quality":134,"actionability":134,"composite":135,"reasoning":4762},"Category: AI Automation. The article discusses a practical application of AI agents using a Chrome extension to enhance productivity by automating tasks across various platforms, addressing the audience's need for actionable AI tools. It provides specific details on how to invoke the extension and its implications for workflow optimization, making it relevant and actionable.","\u002Fsummaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary","2026-05-08 22:22:41","2026-05-09 15:37:21",{"title":4709,"description":108},{"loc":4763},"cfba085e5ebce4be","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F08\u002Fopenai-adds-chrome-extension-to-codex-letting-its-ai-agent-access-linkedin-salesforce-gmail-and-internal-tools-via-signed-in-sessions\u002F","summaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary",[150,149,151],"OpenAI's Codex Chrome extension lets its AI agent use your signed-in Chrome sessions for tasks on LinkedIn, Salesforce, Gmail, and internal tools, auto-selecting from plugins, Chrome, or in-app browser tiers.",[],"b7vWCFyxTpPqPIKmgqGrusNZz3iLtfcELDKk-vQ1qUY",{"id":4777,"title":4778,"ai":4779,"body":4784,"categories":4819,"created_at":116,"date_modified":116,"description":108,"extension":117,"faq":116,"featured":118,"kicker_label":116,"meta":4820,"navigation":137,"path":4828,"published_at":4829,"question":116,"scraped_at":4830,"seo":4831,"sitemap":4832,"source_id":4833,"source_name":4834,"source_type":145,"source_url":4835,"stem":4836,"tags":4837,"thumbnail_url":116,"tldr":4838,"tweet":4839,"unknown_tags":4840,"__hash__":4841},"summaries\u002Fsummaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary.md","Codex Chrome Extension Automates Browsers via Natural Language",{"provider":7,"model":4711,"input_tokens":4780,"output_tokens":4781,"processing_time_ms":4782,"cost_usd":4783},4605,1353,17124,0.00157485,{"type":14,"value":4785,"toc":4814},[4786,4790,4793,4797,4800,4804],[17,4787,4789],{"id":4788},"setup-connect-extension-directly-in-codex","Setup: Connect Extension Directly in Codex",[22,4791,4792],{},"Install the Codex Chrome extension on any Chromium-based browser (Chrome, Brave, Edge) without manual Chrome Web Store steps. In the Codex app, navigate to favorite apps, select the Chrome extension option—which links to OpenAI's setup page—and add it. This grants Codex browser control permissions. A dedicated browser skill enhances efficiency for tasks like navigation and interaction. Once connected, Codex handles automation hands-free, clicking elements and filling forms based on natural language prompts.",[17,4794,4796],{"id":4795},"capabilities-automate-web-workflows-and-ui-testing","Capabilities: Automate Web Workflows and UI Testing",[22,4798,4799],{},"Codex turns browsers into agent-controlled environments for complex tasks. Use prompts like \"use your Chrome extension, go to this website, and post a question to the council: is a hot dog a sandwich?\" to trigger actions: open tabs, click buttons (e.g., start new discussion), type queries, and submit. It operates independently—user hands-off—while providing status updates for confirmation (e.g., \"yes\" to proceed). This excels for UI testing, debugging live apps, or repetitive web ops, outperforming manual scripting by handling dynamic sites via vision and reasoning.",[17,4801,4803],{"id":4802},"real-world-test-interacting-with-llm-council-plus","Real-World Test: Interacting with LLM Council Plus",[22,4805,4806,4807,4813],{},"In a demo, Codex queried a custom LLM Council Plus deployment—a fork of Andrej Karpathy's project supporting up to 8 models. The council featured DeepSeek V4 Flash, Granite 4.1 on Llama, and Gemini 3.1 as chairman. Codex navigated the site, initiated a debate on \"hot dog as sandwich,\" routed the query, awaited peer-ranked responses (models anonymously score each other to reduce bias), and retrieved the verdict: \"technically and legally no, though culinarily debated.\" This validates Codex for end-to-end agent-browser loops, settling AI debates autonomously. Repo: ",[4808,4809,4810],"a",{"href":4810,"rel":4811},"https:\u002F\u002Fgithub.com\u002Fjacob-bd\u002Fllm-council-plus",[4812],"nofollow",".",{"title":108,"searchDepth":109,"depth":109,"links":4815},[4816,4817,4818],{"id":4788,"depth":109,"text":4789},{"id":4795,"depth":109,"text":4796},{"id":4802,"depth":109,"text":4803},[115],{"content_references":4821,"triage":4826},[4822,4823],{"type":123,"title":4756,"url":4760,"context":131},{"type":129,"title":4824,"author":4825,"url":4810,"context":131},"LLM Council Plus GitHub Repo","jacob-bd",{"relevance":133,"novelty":134,"quality":134,"actionability":134,"composite":135,"reasoning":4827},"Category: AI Automation. The article provides a detailed overview of how to use OpenAI's Codex extension for automating browser tasks, which directly addresses the audience's need for practical applications of AI tools. It includes specific examples of commands and workflows that users can implement, enhancing its actionability.","\u002Fsummaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary","2026-05-07 22:26:16","2026-05-08 11:19:36",{"title":4778,"description":108},{"loc":4828},"afd53b896c7cfd18","Gen AI Spotlight","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=xTIrCNO7RkY","summaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary",[149,150,151],"Install OpenAI's Codex extension on Chromium browsers like Brave to control web tasks—navigate sites, post queries—with plain English commands, as demoed debugging an LLM Council app.","Quick demo of installing OpenAI's Codex Chrome extension on Brave, then using it to navigate the creator's LLM Council site (a Karpathy fork) and post the \"hot dog sandwich\" question for a model debate.",[],"28TAyJ5i_QgUnOk6HRI8LF3iZeKp4R_FWJXWsvehYII",{"id":4843,"title":4844,"ai":4845,"body":4850,"categories":4878,"created_at":116,"date_modified":116,"description":108,"extension":117,"faq":116,"featured":118,"kicker_label":116,"meta":4879,"navigation":137,"path":4916,"published_at":4917,"question":116,"scraped_at":4917,"seo":4918,"sitemap":4919,"source_id":4920,"source_name":4921,"source_type":145,"source_url":4922,"stem":4923,"tags":4924,"thumbnail_url":116,"tldr":4925,"tweet":116,"unknown_tags":4926,"__hash__":4927},"summaries\u002Fsummaries\u002Fbba5272df348d3bf-genspark-s-agent-orchestration-vision-strong-execu-summary.md","Genspark's Agent Orchestration: Vision Strong, Execution Lags",{"provider":7,"model":4711,"input_tokens":4846,"output_tokens":4847,"processing_time_ms":4848,"cost_usd":4849},8515,1637,25191,0.002499,{"type":14,"value":4851,"toc":4873},[4852,4856,4859,4863,4866,4870],[17,4853,4855],{"id":4854},"super-agent-orchestration-turns-tools-into-end-to-end-systems","Super Agent Orchestration Turns Tools into End-to-End Systems",[22,4857,4858],{},"Genspark's core strength lies in its Super Agent, which interprets user intent, plans tasks, selects from 70+ models (OpenAI, Anthropic, Google, etc.), and coordinates sub-agents in parallel without user intervention. This multi-agent layer enables shared memory, assets, and context, where outputs like presentations or emails become inputs for subsequent agents—replacing disconnected tools with continuous flows. COO Wen Sang emphasizes this as the 'secret sauce': agents hand off work automatically, reducing 'in-between' manual steps. For pricing, Genspark matches competitors ($20 mid-tier, $200 pro) but auto-routes to optimal models, simplifying daily reliance. Moat: scalable orchestration for production, as models commoditize. Vision: $1B ARR by 2026 as 'operating system of intent-driven work,' shifting AI to proactive execution that amplifies human judgment and creativity.",[17,4860,4862],{"id":4861},"voice-and-media-agents-enable-hands-free-creation","Voice and Media Agents Enable Hands-Free Creation",[22,4864,4865],{},"Speakly dictation integrates deeply with Genspark, triggering agents and workflows directly from voice—3-4x faster than typing by moving from intent to action. Features auto-correct fillers\u002Fbacktracking, agent mode for Super Agent tasks from any screen, translation across languages, and custom styles (e.g., 'Buzzwords' or 'Twitter' modes). AI Music Agent generates tracks via third-party models, coordinating pre-analysis (e.g., YouTube video review yields second-by-second soundtrack plans before generation). AI Audio Agent produces voiceovers\u002Fpodcasts similarly, scripting debates from video analysis with distinct voices\u002Fpersonalities. Upgrades like AI Inbox automate digests, Slack integration, social analysis (30-50% manual email reduction); enhanced Slides\u002FImages\u002FVideo leverage better models. Tests show reliable simple outputs, like custom soundtracks or podcasts from launch videos.",[17,4867,4869],{"id":4868},"complex-tasks-expose-execution-limits","Complex Tasks Expose Execution Limits",[22,4871,4872],{},"Pushing orchestration with an 8-minute animated interview from Q&A transcript (needing music, voiceovers, images, video clips, assembly) reveals gaps: solid planning but Veo 3 mismatches (generates own audio, 8-second clips unsuitable for stitching), looping backtracks, and 10K-credit exhaustion on one project. Retry produced clips but no auto-assembly, requiring user guidance; final video had static characters, broken layouts, off-screen text. Simpler text\u002Flow-cost tasks succeed consistently; rich media remains friction-heavy and costly, hindering 'minimal oversight' promise despite $300M+ funding and $155M ARR traction.",{"title":108,"searchDepth":109,"depth":109,"links":4874},[4875,4876,4877],{"id":4854,"depth":109,"text":4855},{"id":4861,"depth":109,"text":4862},{"id":4868,"depth":109,"text":4869},[115],{"content_references":4880,"triage":4912},[4881,4884,4887,4890,4893,4896,4900,4903,4906,4909],{"type":123,"title":4882,"url":4883,"context":125},"Speakly","https:\u002F\u002Fwww.speakly.ai\u002Fen",{"type":123,"title":4885,"url":4886,"context":131},"Wispr Flow","https:\u002F\u002Fwisprflow.ai\u002F",{"type":123,"title":4888,"url":4889,"context":131},"Superwhisper","https:\u002F\u002Fsuperwhisper.com\u002F",{"type":123,"title":4891,"url":4892,"context":131},"Suno","https:\u002F\u002Fsuno.com\u002Fhome",{"type":123,"title":4894,"url":4895,"context":131},"ElevenLabs","https:\u002F\u002Felevenlabs.io\u002F",{"type":4897,"title":4898,"url":4899,"context":131},"report","Genspark AI Workspace 3","https:\u002F\u002Fwww.genspark.ai\u002Fblog\u002Fgenspark-ai-workspace-3",{"type":4897,"title":4901,"url":4902,"context":131},"Genspark AI Workspace 4","https:\u002F\u002Fwww.genspark.ai\u002Fblog\u002Fgenspark-ai-workspace-4",{"type":4897,"title":4904,"url":4905,"context":131},"Genspark AI Workspace 2.0","https:\u002F\u002Fmainfunc.ai\u002Fblog\u002Fgenspark_ai_workspace_2",{"type":129,"title":4907,"url":4908,"context":131},"Genspark Series B Funding","https:\u002F\u002Fwww.ai-supremacy.com\u002Fp\u002Fgenspark-ai-tool-unicorn-superagent-ai-workspace",{"type":129,"title":4910,"url":4911,"context":131},"Genspark's Stunning AI Pivot to Super Agent","https:\u002F\u002Fwww.ai-supremacy.com\u002Fp\u002Fgensparks-stunning-ai-pivot-to-super-agent",{"relevance":134,"novelty":4913,"quality":134,"actionability":4913,"composite":4914,"reasoning":4915},3,3.6,"Category: AI Automation. The article discusses Genspark's Super Agent and its orchestration of multiple AI models, addressing the audience's interest in practical AI tools for automation. It highlights specific features and capabilities, but the execution challenges mentioned may limit immediate applicability.","\u002Fsummaries\u002Fbba5272df348d3bf-genspark-s-agent-orchestration-vision-strong-execu-summary","2026-05-07 11:23:59",{"title":4844,"description":108},{"loc":4916},"bba5272df348d3bf","Why Try AI","https:\u002F\u002Fwww.whytryai.com\u002Fp\u002Fgensparks-workspace","summaries\u002Fbba5272df348d3bf-genspark-s-agent-orchestration-vision-strong-execu-summary",[150,149,151],"Genspark's Super Agent coordinates 70+ AI models for hands-free workflows 3-4x faster than typing, cutting email tasks by 30-50%, but complex video projects fail due to model mismatches, short clips, and high credit costs.",[],"zxuhhHuE6DODcesUH7OvJeEXOM476YIdS0BG-NACCek"]