[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-58b581b20ce32e7b-scaling-engineering-through-ai-driven-autonomy-at-summary":3,"summaries-facets-categories":100,"summary-related-58b581b20ce32e7b-scaling-engineering-through-ai-driven-autonomy-at-summary":4631},{"id":4,"title":5,"ai":6,"body":13,"categories":64,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":69,"navigation":82,"path":83,"published_at":84,"question":66,"scraped_at":84,"seo":85,"sitemap":86,"source_id":87,"source_name":88,"source_type":89,"source_url":90,"stem":91,"tags":92,"thumbnail_url":66,"tldr":97,"tweet":66,"unknown_tags":98,"__hash__":99},"summaries\u002Fsummaries\u002F58b581b20ce32e7b-scaling-engineering-through-ai-driven-autonomy-at-summary.md","Scaling Engineering Through AI-Driven Autonomy at Notion",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6749,457,3303,0.00237275,{"type":14,"value":15,"toc":58},"minimark",[16,21,25,29,32,35],[17,18,20],"h2",{"id":19},"from-manual-coding-to-spec-driven-execution","From Manual Coding to Spec-Driven Execution",[22,23,24],"p",{},"Notion has fundamentally shifted its engineering workflow by treating Codex as an autonomous agent rather than a simple autocomplete tool. Instead of writing code manually, engineers now focus on drafting detailed specifications and providing context. This approach allows the AI to explore existing codebases, understand internal conventions, and generate production-ready implementations in one shot. By offloading the implementation phase, engineers can parallelize multiple tasks, effectively acting as force multipliers for their own output.",[17,26,28],{"id":27},"operational-impact-and-team-dynamics","Operational Impact and Team Dynamics",[22,30,31],{},"This shift has redefined the role of engineering management at Notion. Managers, who traditionally step away from production code, are now able to ship features alongside their teams. The ability to queue tasks—such as research queries or bug fixes—and have them processed asynchronously (even overnight) has removed the bottleneck of individual bandwidth.",[22,33,34],{},"Key outcomes include:",[36,37,38,46,52],"ul",{},[39,40,41,45],"li",{},[42,43,44],"strong",{},"Efficiency Gains:"," A voice input feature that previously would have required two weeks of work was completed by a single engineer in 3-4 hours using Codex.",[39,47,48,51],{},[42,49,50],{},"Continuous Productivity:"," The team treats the AI as a 24\u002F7 intern, allowing for research and development to occur outside of standard working hours.",[39,53,54,57],{},[42,55,56],{},"Architectural Shifts:"," Notion is actively rethinking its software primitives and abstractions to better accommodate agentic workflows, ensuring the codebase remains accessible and navigable for AI models.",{"title":59,"searchDepth":60,"depth":60,"links":61},"",2,[62,63],{"id":19,"depth":60,"text":20},{"id":27,"depth":60,"text":28},[65],"AI Automation",null,"md",false,{"content_references":70,"triage":77},[71],{"type":72,"title":73,"publisher":74,"url":75,"context":76},"tool","Codex","OpenAI","https:\u002F\u002Fopenai.com\u002Fcodex\u002F","recommended",{"relevance":78,"novelty":79,"quality":79,"actionability":79,"composite":80,"reasoning":81},5,4,4.35,"Category: AI Automation. The article provides a detailed account of how Notion leverages AI-driven autonomy to enhance engineering productivity, addressing a core pain point of the target audience regarding efficiency in feature delivery. It offers actionable insights into using AI as a tool for parallelizing tasks and improving team dynamics, making it highly relevant for product builders.",true,"\u002Fsummaries\u002F58b581b20ce32e7b-scaling-engineering-through-ai-driven-autonomy-at-summary","2026-06-10 12:57:11",{"title":5,"description":59},{"loc":83},"58b581b20ce32e7b","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fnotion","summaries\u002F58b581b20ce32e7b-scaling-engineering-through-ai-driven-autonomy-at-summary",[93,94,95,96],"ai-tools","agents","coding","dev-productivity","Notion uses Codex to accelerate development by shifting from manual coding to spec-driven agent execution, reducing feature delivery times from weeks to hours.",[96],"lWL71vizXuWqsDr-jEULzWLLvm_8Kds7eVgad5P92O8",[101,104,107,110,112,115,117,119,121,123,125,127,130,132,134,136,138,140,142,144,146,148,150,152,154,156,159,162,164,166,168,170,173,175,177,179,182,184,186,188,190,192,194,196,198,200,202,204,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629],{"categories":102},[103],"Developer Productivity",{"categories":105},[106],"Business & SaaS",{"categories":108},[109],"AI & LLMs",{"categories":111},[65],{"categories":113},[114],"Product Strategy",{"categories":116},[109],{"categories":118},[103],{"categories":120},[106],{"categories":122},[],{"categories":124},[109],{"categories":126},[],{"categories":128},[129],"AI News & Trends",{"categories":131},[65],{"categories":133},[65],{"categories":135},[129],{"categories":137},[65],{"categories":139},[65],{"categories":141},[65],{"categories":143},[109],{"categories":145},[109],{"categories":147},[109],{"categories":149},[129],{"categories":151},[109],{"categories":153},[109],{"categories":155},[],{"categories":157},[158],"Design & Frontend",{"categories":160},[161],"Data Science & Visualization",{"categories":163},[129],{"categories":165},[109],{"categories":167},[],{"categories":169},[109],{"categories":171},[172],"Software Engineering",{"categories":174},[109],{"categories":176},[65],{"categories":178},[109],{"categories":180},[181],"Marketing & Growth",{"categories":183},[158],{"categories":185},[109],{"categories":187},[65],{"categories":189},[],{"categories":191},[],{"categories":193},[158],{"categories":195},[65],{"categories":197},[103],{"categories":199},[172],{"categories":201},[158],{"categories":203},[109],{"categories":205},[206],"DevOps & Cloud",{"categories":208},[65],{"categories":210},[129],{"categories":212},[109],{"categories":214},[],{"categories":216},[],{"categories":218},[65],{"categories":220},[172],{"categories":222},[],{"categories":224},[106],{"categories":226},[],{"categories":228},[],{"categories":230},[109],{"categories":232},[65],{"categories":234},[109],{"categories":236},[109],{"categories":238},[65],{"categories":240},[109],{"categories":242},[109],{"categories":244},[109],{"categories":246},[],{"categories":248},[172],{"categories":250},[],{"categories":252},[],{"categories":254},[172],{"categories":256},[],{"categories":258},[172],{"categories":260},[109],{"categories":262},[109],{"categories":264},[181],{"categories":266},[158],{"categories":268},[158],{"categories":270},[109],{"categories":272},[172],{"categories":274},[65],{"categories":276},[172],{"categories":278},[109],{"categories":280},[109],{"categories":282},[65],{"categories":284},[65],{"categories":286},[161],{"categories":288},[129],{"categories":290},[65],{"categories":292},[65],{"categories":294},[181],{"categories":296},[65],{"categories":298},[114],{"categories":300},[172],{"categories":302},[],{"categories":304},[65],{"categories":306},[],{"categories":308},[65],{"categories":310},[172],{"categories":312},[206],{"categories":314},[158],{"categories":316},[109],{"categories":318},[],{"categories":320},[172],{"categories":322},[109],{"categories":324},[],{"categories":326},[65],{"categories":328},[],{"categories":330},[109],{"categories":332},[],{"categories":334},[103],{"categories":336},[172],{"categories":338},[106],{"categories":340},[109],{"categories":342},[109],{"categories":344},[129],{"categories":346},[109],{"categories":348},[],{"categories":350},[109],{"categories":352},[],{"categories":354},[172],{"categories":356},[161],{"categories":358},[],{"categories":360},[109],{"categories":362},[158],{"categories":364},[],{"categories":366},[158],{"categories":368},[65],{"categories":370},[],{"categories":372},[109],{"categories":374},[109],{"categories":376},[65],{"categories":378},[129],{"categories":380},[106],{"categories":382},[109],{"categories":384},[],{"categories":386},[172],{"categories":388},[65],{"categories":390},[109],{"categories":392},[114],{"categories":394},[],{"categories":396},[109],{"categories":398},[114],{"categories":400},[65],{"categories":402},[109],{"categories":404},[65],{"categories":406},[],{"categories":408},[161],{"categories":410},[109],{"categories":412},[],{"categories":414},[103],{"categories":416},[109],{"categories":418},[106],{"categories":420},[109],{"categories":422},[65],{"categories":424},[109],{"categories":426},[109],{"categories":428},[172],{"categories":430},[109],{"categories":432},[],{"categories":434},[],{"categories":436},[109],{"categories":438},[109],{"categories":440},[],{"categories":442},[158],{"categories":444},[],{"categories":446},[109],{"categories":448},[],{"categories":450},[65],{"categories":452},[109],{"categories":454},[158],{"categories":456},[],{"categories":458},[109],{"categories":460},[109],{"categories":462},[106],{"categories":464},[65],{"categories":466},[109],{"categories":468},[109],{"categories":470},[158],{"categories":472},[65],{"categories":474},[],{"categories":476},[65],{"categories":478},[],{"categories":480},[129],{"categories":482},[],{"categories":484},[109],{"categories":486},[106,181],{"categories":488},[],{"categories":490},[109],{"categories":492},[65],{"categories":494},[],{"categories":496},[],{"categories":498},[158],{"categories":500},[109],{"categories":502},[],{"categories":504},[109],{"categories":506},[206],{"categories":508},[],{"categories":510},[129],{"categories":512},[158],{"categories":514},[],{"categories":516},[129],{"categories":518},[109],{"categories":520},[65],{"categories":522},[129],{"categories":524},[109],{"categories":526},[181],{"categories":528},[],{"categories":530},[106],{"categories":532},[172],{"categories":534},[109],{"categories":536},[65],{"categories":538},[],{"categories":540},[109,206],{"categories":542},[109],{"categories":544},[109],{"categories":546},[109],{"categories":548},[65],{"categories":550},[109,172],{"categories":552},[161],{"categories":554},[109],{"categories":556},[172],{"categories":558},[181],{"categories":560},[65],{"categories":562},[109],{"categories":564},[65],{"categories":566},[],{"categories":568},[65],{"categories":570},[109],{"categories":572},[109,106],{"categories":574},[106],{"categories":576},[],{"categories":578},[158],{"categories":580},[158],{"categories":582},[],{"categories":584},[],{"categories":586},[129],{"categories":588},[],{"categories":590},[103],{"categories":592},[109],{"categories":594},[172],{"categories":596},[109],{"categories":598},[158],{"categories":600},[65],{"categories":602},[172],{"categories":604},[129],{"categories":606},[158],{"categories":608},[],{"categories":610},[109],{"categories":612},[109],{"categories":614},[109],{"categories":616},[109],{"categories":618},[109],{"categories":620},[109],{"categories":622},[129],{"categories":624},[103],{"categories":626},[109],{"categories":628},[65],{"categories":630},[206],{"categories":632},[158],{"categories":634},[109],{"categories":636},[65],{"categories":638},[],{"categories":640},[],{"categories":642},[158],{"categories":644},[129],{"categories":646},[161],{"categories":648},[],{"categories":650},[109],{"categories":652},[109],{"categories":654},[106],{"categories":656},[109],{"categories":658},[109],{"categories":660},[109],{"categories":662},[129],{"categories":664},[158],{"categories":666},[],{"categories":668},[65],{"categories":670},[172],{"categories":672},[],{"categories":674},[109],{"categories":676},[109],{"categories":678},[65],{"categories":680},[172],{"categories":682},[109],{"categories":684},[],{"categories":686},[],{"categories":688},[109],{"categories":690},[],{"categories":692},[114],{"categories":694},[106],{"categories":696},[65],{"categories":698},[65],{"categories":700},[],{"categories":702},[103],{"categories":704},[109],{"categories":706},[106],{"categories":708},[129],{"categories":710},[103],{"categories":712},[],{"categories":714},[109],{"categories":716},[],{"categories":718},[],{"categories":720},[129],{"categories":722},[129],{"categories":724},[],{"categories":726},[158],{"categories":728},[172],{"categories":730},[],{"categories":732},[106],{"categories":734},[],{"categories":736},[],{"categories":738},[103],{"categories":740},[],{"categories":742},[181],{"categories":744},[65],{"categories":746},[106],{"categories":748},[65],{"categories":750},[172],{"categories":752},[],{"categories":754},[114],{"categories":756},[158],{"categories":758},[172],{"categories":760},[109],{"categories":762},[65],{"categories":764},[106],{"categories":766},[109],{"categories":768},[],{"categories":770},[],{"categories":772},[172],{"categories":774},[161],{"categories":776},[114],{"categories":778},[65],{"categories":780},[109],{"categories":782},[],{"categories":784},[129],{"categories":786},[206],{"categories":788},[],{"categories":790},[65],{"categories":792},[],{"categories":794},[103],{"categories":796},[],{"categories":798},[109],{"categories":800},[109],{"categories":802},[158],{"categories":804},[181],{"categories":806},[172],{"categories":808},[65],{"categories":810},[],{"categories":812},[172],{"categories":814},[103],{"categories":816},[],{"categories":818},[129],{"categories":820},[109,206],{"categories":822},[109],{"categories":824},[129],{"categories":826},[109],{"categories":828},[109],{"categories":830},[106],{"categories":832},[109],{"categories":834},[],{"categories":836},[109],{"categories":838},[106],{"categories":840},[109],{"categories":842},[],{"categories":844},[65],{"categories":846},[172],{"categories":848},[158],{"categories":850},[129],{"categories":852},[161],{"categories":854},[109],{"categories":856},[103],{"categories":858},[109],{"categories":860},[65],{"categories":862},[172],{"categories":864},[],{"categories":866},[],{"categories":868},[65],{"categories":870},[114],{"categories":872},[],{"categories":874},[109],{"categories":876},[],{"categories":878},[158],{"categories":880},[65],{"categories":882},[172],{"categories":884},[158],{"categories":886},[109],{"categories":888},[158],{"categories":890},[],{"categories":892},[],{"categories":894},[129],{"categories":896},[65],{"categories":898},[65],{"categories":900},[109],{"categories":902},[109],{"categories":904},[109],{"categories":906},[106],{"categories":908},[109],{"categories":910},[],{"categories":912},[172],{"categories":914},[172],{"categories":916},[106],{"categories":918},[],{"categories":920},[109],{"categories":922},[109],{"categories":924},[65],{"categories":926},[103],{"categories":928},[106],{"categories":930},[129],{"categories":932},[65],{"categories":934},[181],{"categories":936},[109],{"categories":938},[65],{"categories":940},[],{"categories":942},[158],{"categories":944},[],{"categories":946},[109],{"categories":948},[109],{"categories":950},[],{"categories":952},[106],{"categories":954},[65],{"categories":956},[],{"categories":958},[109],{"categories":960},[206],{"categories":962},[161],{"categories":964},[172],{"categories":966},[181],{"categories":968},[109],{"categories":970},[158],{"categories":972},[109],{"categories":974},[172],{"categories":976},[65],{"categories":978},[],{"categories":980},[],{"categories":982},[65],{"categories":984},[103],{"categories":986},[65],{"categories":988},[114],{"categories":990},[106],{"categories":992},[],{"categories":994},[109],{"categories":996},[114],{"categories":998},[109],{"categories":1000},[109],{"categories":1002},[109],{"categories":1004},[109],{"categories":1006},[181],{"categories":1008},[109],{"categories":1010},[109],{"categories":1012},[109],{"categories":1014},[158],{"categories":1016},[65],{"categories":1018},[],{"categories":1020},[],{"categories":1022},[206],{"categories":1024},[172],{"categories":1026},[],{"categories":1028},[65],{"categories":1030},[109],{"categories":1032},[158,109],{"categories":1034},[103],{"categories":1036},[],{"categories":1038},[109],{"categories":1040},[103],{"categories":1042},[158],{"categories":1044},[65],{"categories":1046},[172],{"categories":1048},[],{"categories":1050},[109],{"categories":1052},[],{"categories":1054},[],{"categories":1056},[109],{"categories":1058},[103],{"categories":1060},[109],{"categories":1062},[],{"categories":1064},[65],{"categories":1066},[114],{"categories":1068},[109],{"categories":1070},[109],{"categories":1072},[109],{"categories":1074},[158],{"categories":1076},[65],{"categories":1078},[206],{"categories":1080},[158],{"categories":1082},[106],{"categories":1084},[65],{"categories":1086},[109],{"categories":1088},[109],{"categories":1090},[109],{"categories":1092},[65],{"categories":1094},[172],{"categories":1096},[109],{"categories":1098},[114],{"categories":1100},[],{"categories":1102},[129],{"categories":1104},[],{"categories":1106},[114],{"categories":1108},[65],{"categories":1110},[158],{"categories":1112},[109],{"categories":1114},[109],{"categories":1116},[65],{"categories":1118},[172],{"categories":1120},[158],{"categories":1122},[65],{"categories":1124},[129],{"categories":1126},[],{"categories":1128},[109],{"categories":1130},[],{"categories":1132},[109],{"categories":1134},[109],{"categories":1136},[158],{"categories":1138},[109],{"categories":1140},[103],{"categories":1142},[129],{"categories":1144},[109],{"categories":1146},[109],{"categories":1148},[181],{"categories":1150},[109],{"categories":1152},[109],{"categories":1154},[65],{"categories":1156},[65],{"categories":1158},[109],{"categories":1160},[65],{"categories":1162},[65],{"categories":1164},[109],{"categories":1166},[109],{"categories":1168},[65],{"categories":1170},[158],{"categories":1172},[109],{"categories":1174},[109],{"categories":1176},[],{"categories":1178},[],{"categories":1180},[172],{"categories":1182},[],{"categories":1184},[103],{"categories":1186},[206],{"categories":1188},[109],{"categories":1190},[],{"categories":1192},[103],{"categories":1194},[106],{"categories":1196},[109],{"categories":1198},[181],{"categories":1200},[],{"categories":1202},[106],{"categories":1204},[],{"categories":1206},[109],{"categories":1208},[172],{"categories":1210},[],{"categories":1212},[],{"categories":1214},[],{"categories":1216},[],{"categories":1218},[109],{"categories":1220},[65],{"categories":1222},[206],{"categories":1224},[109],{"categories":1226},[103],{"categories":1228},[172],{"categories":1230},[109],{"categories":1232},[109],{"categories":1234},[172],{"categories":1236},[114],{"categories":1238},[109],{"categories":1240},[181],{"categories":1242},[106],{"categories":1244},[109],{"categories":1246},[109],{"categories":1248},[109],{"categories":1250},[109,103],{"categories":1252},[172],{"categories":1254},[172],{"categories":1256},[158],{"categories":1258},[65],{"categories":1260},[109],{"categories":1262},[109],{"categories":1264},[],{"categories":1266},[],{"categories":1268},[109],{"categories":1270},[],{"categories":1272},[172],{"categories":1274},[161],{"categories":1276},[129],{"categories":1278},[158],{"categories":1280},[109],{"categories":1282},[172],{"categories":1284},[],{"categories":1286},[109],{"categories":1288},[109],{"categories":1290},[],{"categories":1292},[65],{"categories":1294},[109],{"categories":1296},[109],{"categories":1298},[],{"categories":1300},[65],{"categories":1302},[109],{"categories":1304},[106],{"categories":1306},[],{"categories":1308},[103],{"categories":1310},[109],{"categories":1312},[103],{"categories":1314},[109],{"categories":1316},[172],{"categories":1318},[181],{"categories":1320},[65],{"categories":1322},[65],{"categories":1324},[109,158],{"categories":1326},[129],{"categories":1328},[109],{"categories":1330},[158],{"categories":1332},[],{"categories":1334},[172],{"categories":1336},[206],{"categories":1338},[158],{"categories":1340},[172],{"categories":1342},[109],{"categories":1344},[109],{"categories":1346},[65],{"categories":1348},[],{"categories":1350},[],{"categories":1352},[],{"categories":1354},[],{"categories":1356},[172],{"categories":1358},[65],{"categories":1360},[65],{"categories":1362},[206],{"categories":1364},[109],{"categories":1366},[109],{"categories":1368},[65],{"categories":1370},[109],{"categories":1372},[109],{"categories":1374},[],{"categories":1376},[158],{"categories":1378},[172],{"categories":1380},[],{"categories":1382},[],{"categories":1384},[65],{"categories":1386},[],{"categories":1388},[],{"categories":1390},[181],{"categories":1392},[181],{"categories":1394},[65],{"categories":1396},[172],{"categories":1398},[],{"categories":1400},[109],{"categories":1402},[109],{"categories":1404},[172],{"categories":1406},[158],{"categories":1408},[158],{"categories":1410},[109],{"categories":1412},[65],{"categories":1414},[103],{"categories":1416},[109],{"categories":1418},[109],{"categories":1420},[158],{"categories":1422},[158],{"categories":1424},[65],{"categories":1426},[65],{"categories":1428},[109],{"categories":1430},[],{"categories":1432},[109],{"categories":1434},[],{"categories":1436},[109],{"categories":1438},[65],{"categories":1440},[129],{"categories":1442},[172],{"categories":1444},[109],{"categories":1446},[103],{"categories":1448},[109],{"categories":1450},[],{"categories":1452},[65],{"categories":1454},[65],{"categories":1456},[],{"categories":1458},[109],{"categories":1460},[103],{"categories":1462},[109],{"categories":1464},[103],{"categories":1466},[103],{"categories":1468},[],{"categories":1470},[172],{"categories":1472},[],{"categories":1474},[65],{"categories":1476},[129],{"categories":1478},[109],{"categories":1480},[65],{"categories":1482},[109],{"categories":1484},[65],{"categories":1486},[109],{"categories":1488},[129],{"categories":1490},[161],{"categories":1492},[109],{"categories":1494},[114],{"categories":1496},[129],{"categories":1498},[158],{"categories":1500},[],{"categories":1502},[],{"categories":1504},[129],{"categories":1506},[],{"categories":1508},[],{"categories":1510},[],{"categories":1512},[],{"categories":1514},[172],{"categories":1516},[172],{"categories":1518},[161],{"categories":1520},[],{"categories":1522},[109],{"categories":1524},[109],{"categories":1526},[161],{"categories":1528},[172],{"categories":1530},[],{"categories":1532},[],{"categories":1534},[65],{"categories":1536},[65],{"categories":1538},[172],{"categories":1540},[65],{"categories":1542},[129],{"categories":1544},[129],{"categories":1546},[65],{"categories":1548},[65],{"categories":1550},[103],{"categories":1552},[109,206],{"categories":1554},[],{"categories":1556},[158],{"categories":1558},[172],{"categories":1560},[103],{"categories":1562},[65],{"categories":1564},[158],{"categories":1566},[],{"categories":1568},[65],{"categories":1570},[65],{"categories":1572},[65],{"categories":1574},[109],{"categories":1576},[181],{"categories":1578},[109],{"categories":1580},[172],{"categories":1582},[158],{"categories":1584},[109],{"categories":1586},[],{"categories":1588},[65],{"categories":1590},[158],{"categories":1592},[109],{"categories":1594},[65],{"categories":1596},[65],{"categories":1598},[65],{"categories":1600},[181],{"categories":1602},[161],{"categories":1604},[109],{"categories":1606},[65],{"categories":1608},[109],{"categories":1610},[],{"categories":1612},[181],{"categories":1614},[129],{"categories":1616},[172],{"categories":1618},[109],{"categories":1620},[65],{"categories":1622},[],{"categories":1624},[],{"categories":1626},[109],{"categories":1628},[65],{"categories":1630},[109],{"categories":1632},[129],{"categories":1634},[109],{"categories":1636},[65],{"categories":1638},[65],{"categories":1640},[],{"categories":1642},[109],{"categories":1644},[],{"categories":1646},[],{"categories":1648},[109],{"categories":1650},[65],{"categories":1652},[],{"categories":1654},[],{"categories":1656},[161],{"categories":1658},[109],{"categories":1660},[161],{"categories":1662},[129],{"categories":1664},[109],{"categories":1666},[109],{"categories":1668},[65],{"categories":1670},[109],{"categories":1672},[65],{"categories":1674},[],{"categories":1676},[],{"categories":1678},[206],{"categories":1680},[109],{"categories":1682},[],{"categories":1684},[],{"categories":1686},[103],{"categories":1688},[],{"categories":1690},[],{"categories":1692},[109],{"categories":1694},[],{"categories":1696},[],{"categories":1698},[172],{"categories":1700},[129],{"categories":1702},[181],{"categories":1704},[106],{"categories":1706},[109],{"categories":1708},[109],{"categories":1710},[106],{"categories":1712},[],{"categories":1714},[158],{"categories":1716},[65],{"categories":1718},[106],{"categories":1720},[109],{"categories":1722},[109],{"categories":1724},[103],{"categories":1726},[109],{"categories":1728},[],{"categories":1730},[103],{"categories":1732},[109],{"categories":1734},[181],{"categories":1736},[65],{"categories":1738},[129],{"categories":1740},[109],{"categories":1742},[106],{"categories":1744},[109],{"categories":1746},[109],{"categories":1748},[65],{"categories":1750},[],{"categories":1752},[109],{"categories":1754},[172],{"categories":1756},[103],{"categories":1758},[109],{"categories":1760},[109],{"categories":1762},[],{"categories":1764},[129],{"categories":1766},[109],{"categories":1768},[109],{"categories":1770},[],{"categories":1772},[106],{"categories":1774},[106],{"categories":1776},[114],{"categories":1778},[109],{"categories":1780},[109],{"categories":1782},[],{"categories":1784},[172],{"categories":1786},[109],{"categories":1788},[],{"categories":1790},[],{"categories":1792},[109],{"categories":1794},[129],{"categories":1796},[],{"categories":1798},[206],{"categories":1800},[109],{"categories":1802},[109],{"categories":1804},[],{"categories":1806},[109],{"categories":1808},[172],{"categories":1810},[109],{"categories":1812},[109],{"categories":1814},[109,206],{"categories":1816},[109],{"categories":1818},[109],{"categories":1820},[158],{"categories":1822},[65],{"categories":1824},[],{"categories":1826},[65],{"categories":1828},[65],{"categories":1830},[109],{"categories":1832},[109],{"categories":1834},[109],{"categories":1836},[109],{"categories":1838},[103],{"categories":1840},[161],{"categories":1842},[103],{"categories":1844},[172],{"categories":1846},[158],{"categories":1848},[65],{"categories":1850},[],{"categories":1852},[109],{"categories":1854},[129],{"categories":1856},[109],{"categories":1858},[65],{"categories":1860},[109],{"categories":1862},[109],{"categories":1864},[106],{"categories":1866},[],{"categories":1868},[206],{"categories":1870},[158],{"categories":1872},[158],{"categories":1874},[172],{"categories":1876},[65],{"categories":1878},[109],{"categories":1880},[106],{"categories":1882},[129],{"categories":1884},[158],{"categories":1886},[65],{"categories":1888},[109],{"categories":1890},[],{"categories":1892},[109],{"categories":1894},[109],{"categories":1896},[],{"categories":1898},[],{"categories":1900},[109],{"categories":1902},[109],{"categories":1904},[109],{"categories":1906},[109],{"categories":1908},[65],{"categories":1910},[109],{"categories":1912},[109],{"categories":1914},[],{"categories":1916},[161],{"categories":1918},[109],{"categories":1920},[65],{"categories":1922},[],{"categories":1924},[],{"categories":1926},[109],{"categories":1928},[109],{"categories":1930},[109],{"categories":1932},[129],{"categories":1934},[],{"categories":1936},[158],{"categories":1938},[109],{"categories":1940},[206],{"categories":1942},[129],{"categories":1944},[172],{"categories":1946},[172],{"categories":1948},[129],{"categories":1950},[129],{"categories":1952},[206],{"categories":1954},[],{"categories":1956},[129],{"categories":1958},[109],{"categories":1960},[103],{"categories":1962},[109],{"categories":1964},[129],{"categories":1966},[],{"categories":1968},[109],{"categories":1970},[172],{"categories":1972},[161],{"categories":1974},[109],{"categories":1976},[129],{"categories":1978},[109],{"categories":1980},[172],{"categories":1982},[65],{"categories":1984},[129],{"categories":1986},[206],{"categories":1988},[65],{"categories":1990},[109],{"categories":1992},[109],{"categories":1994},[109],{"categories":1996},[],{"categories":1998},[106],{"categories":2000},[],{"categories":2002},[],{"categories":2004},[109],{"categories":2006},[65],{"categories":2008},[109],{"categories":2010},[109],{"categories":2012},[109],{"categories":2014},[],{"categories":2016},[161],{"categories":2018},[103],{"categories":2020},[65],{"categories":2022},[158],{"categories":2024},[],{"categories":2026},[109],{"categories":2028},[172],{"categories":2030},[109],{"categories":2032},[206],{"categories":2034},[206],{"categories":2036},[],{"categories":2038},[65],{"categories":2040},[129],{"categories":2042},[129],{"categories":2044},[109],{"categories":2046},[65],{"categories":2048},[],{"categories":2050},[158],{"categories":2052},[109],{"categories":2054},[109],{"categories":2056},[],{"categories":2058},[109],{"categories":2060},[],{"categories":2062},[109],{"categories":2064},[172],{"categories":2066},[206],{"categories":2068},[109],{"categories":2070},[172],{"categories":2072},[106],{"categories":2074},[109],{"categories":2076},[],{"categories":2078},[65],{"categories":2080},[103],{"categories":2082},[103],{"categories":2084},[],{"categories":2086},[109],{"categories":2088},[109],{"categories":2090},[172],{"categories":2092},[158],{"categories":2094},[109],{"categories":2096},[65],{"categories":2098},[],{"categories":2100},[109],{"categories":2102},[109],{"categories":2104},[65],{"categories":2106},[],{"categories":2108},[65],{"categories":2110},[172],{"categories":2112},[],{"categories":2114},[109],{"categories":2116},[65],{"categories":2118},[106],{"categories":2120},[],{"categories":2122},[109],{"categories":2124},[],{"categories":2126},[109],{"categories":2128},[109],{"categories":2130},[],{"categories":2132},[109],{"categories":2134},[109],{"categories":2136},[129],{"categories":2138},[109],{"categories":2140},[109],{"categories":2142},[103],{"categories":2144},[109],{"categories":2146},[161],{"categories":2148},[129],{"categories":2150},[65],{"categories":2152},[],{"categories":2154},[109],{"categories":2156},[158],{"categories":2158},[181],{"categories":2160},[109],{"categories":2162},[65],{"categories":2164},[],{"categories":2166},[],{"categories":2168},[],{"categories":2170},[103],{"categories":2172},[129],{"categories":2174},[65],{"categories":2176},[109],{"categories":2178},[109],{"categories":2180},[158],{"categories":2182},[65],{"categories":2184},[],{"categories":2186},[65],{"categories":2188},[65],{"categories":2190},[],{"categories":2192},[109],{"categories":2194},[65],{"categories":2196},[109],{"categories":2198},[],{"categories":2200},[109],{"categories":2202},[109],{"categories":2204},[129],{"categories":2206},[158],{"categories":2208},[65],{"categories":2210},[158],{"categories":2212},[106],{"categories":2214},[],{"categories":2216},[],{"categories":2218},[109],{"categories":2220},[103],{"categories":2222},[129],{"categories":2224},[],{"categories":2226},[158],{"categories":2228},[],{"categories":2230},[172],{"categories":2232},[172],{"categories":2234},[158],{"categories":2236},[172],{"categories":2238},[109],{"categories":2240},[],{"categories":2242},[109],{"categories":2244},[109],{"categories":2246},[],{"categories":2248},[181],{"categories":2250},[109],{"categories":2252},[206],{"categories":2254},[172],{"categories":2256},[],{"categories":2258},[65],{"categories":2260},[109],{"categories":2262},[103],{"categories":2264},[65],{"categories":2266},[65],{"categories":2268},[109],{"categories":2270},[109],{"categories":2272},[],{"categories":2274},[103],{"categories":2276},[109],{"categories":2278},[106],{"categories":2280},[172],{"categories":2282},[158],{"categories":2284},[],{"categories":2286},[],{"categories":2288},[],{"categories":2290},[65],{"categories":2292},[172],{"categories":2294},[158],{"categories":2296},[129],{"categories":2298},[109],{"categories":2300},[129],{"categories":2302},[65],{"categories":2304},[158],{"categories":2306},[109],{"categories":2308},[],{"categories":2310},[109],{"categories":2312},[158],{"categories":2314},[129],{"categories":2316},[106],{"categories":2318},[172],{"categories":2320},[109],{"categories":2322},[129],{"categories":2324},[181],{"categories":2326},[],{"categories":2328},[],{"categories":2330},[161],{"categories":2332},[109,172],{"categories":2334},[129],{"categories":2336},[109],{"categories":2338},[109],{"categories":2340},[65],{"categories":2342},[109],{"categories":2344},[65],{"categories":2346},[109],{"categories":2348},[109],{"categories":2350},[],{"categories":2352},[172],{"categories":2354},[109],{"categories":2356},[161],{"categories":2358},[65],{"categories":2360},[181],{"categories":2362},[206],{"categories":2364},[],{"categories":2366},[65],{"categories":2368},[103],{"categories":2370},[65],{"categories":2372},[65],{"categories":2374},[114],{"categories":2376},[172],{"categories":2378},[109],{"categories":2380},[109],{"categories":2382},[],{"categories":2384},[],{"categories":2386},[],{"categories":2388},[206],{"categories":2390},[109],{"categories":2392},[129],{"categories":2394},[109],{"categories":2396},[109],{"categories":2398},[109],{"categories":2400},[],{"categories":2402},[161],{"categories":2404},[106],{"categories":2406},[65],{"categories":2408},[],{"categories":2410},[109],{"categories":2412},[65],{"categories":2414},[109],{"categories":2416},[206],{"categories":2418},[],{"categories":2420},[158],{"categories":2422},[158],{"categories":2424},[],{"categories":2426},[172],{"categories":2428},[109],{"categories":2430},[158],{"categories":2432},[109],{"categories":2434},[106],{"categories":2436},[],{"categories":2438},[129],{"categories":2440},[109],{"categories":2442},[109],{"categories":2444},[158],{"categories":2446},[65],{"categories":2448},[129],{"categories":2450},[],{"categories":2452},[65],{"categories":2454},[65],{"categories":2456},[158],{"categories":2458},[109],{"categories":2460},[],{"categories":2462},[109],{"categories":2464},[109],{"categories":2466},[206],{"categories":2468},[129],{"categories":2470},[161],{"categories":2472},[161],{"categories":2474},[],{"categories":2476},[],{"categories":2478},[],{"categories":2480},[65],{"categories":2482},[65],{"categories":2484},[172],{"categories":2486},[172],{"categories":2488},[109],{"categories":2490},[109],{"categories":2492},[109],{"categories":2494},[65],{"categories":2496},[],{"categories":2498},[],{"categories":2500},[109],{"categories":2502},[],{"categories":2504},[109],{"categories":2506},[65],{"categories":2508},[109],{"categories":2510},[109],{"categories":2512},[],{"categories":2514},[114],{"categories":2516},[109],{"categories":2518},[158],{"categories":2520},[109],{"categories":2522},[106],{"categories":2524},[109],{"categories":2526},[181],{"categories":2528},[65],{"categories":2530},[109],{"categories":2532},[109],{"categories":2534},[109],{"categories":2536},[172],{"categories":2538},[],{"categories":2540},[129],{"categories":2542},[65],{"categories":2544},[],{"categories":2546},[129],{"categories":2548},[65],{"categories":2550},[65],{"categories":2552},[109],{"categories":2554},[65],{"categories":2556},[],{"categories":2558},[106],{"categories":2560},[65],{"categories":2562},[],{"categories":2564},[172],{"categories":2566},[109],{"categories":2568},[103],{"categories":2570},[129],{"categories":2572},[206],{"categories":2574},[65],{"categories":2576},[109],{"categories":2578},[65],{"categories":2580},[103],{"categories":2582},[],{"categories":2584},[109],{"categories":2586},[],{"categories":2588},[],{"categories":2590},[158],{"categories":2592},[109,106],{"categories":2594},[65],{"categories":2596},[109],{"categories":2598},[],{"categories":2600},[103],{"categories":2602},[161],{"categories":2604},[109],{"categories":2606},[172],{"categories":2608},[109],{"categories":2610},[65],{"categories":2612},[109],{"categories":2614},[109],{"categories":2616},[109],{"categories":2618},[129],{"categories":2620},[65],{"categories":2622},[109],{"categories":2624},[],{"categories":2626},[],{"categories":2628},[65],{"categories":2630},[109],{"categories":2632},[206],{"categories":2634},[],{"categories":2636},[109],{"categories":2638},[65],{"categories":2640},[65],{"categories":2642},[],{"categories":2644},[65],{"categories":2646},[109],{"categories":2648},[181],{"categories":2650},[161],{"categories":2652},[65],{"categories":2654},[109],{"categories":2656},[206],{"categories":2658},[],{"categories":2660},[109],{"categories":2662},[181],{"categories":2664},[158],{"categories":2666},[109],{"categories":2668},[109],{"categories":2670},[],{"categories":2672},[181],{"categories":2674},[129],{"categories":2676},[109],{"categories":2678},[109],{"categories":2680},[103],{"categories":2682},[109],{"categories":2684},[],{"categories":2686},[],{"categories":2688},[158],{"categories":2690},[109],{"categories":2692},[161],{"categories":2694},[181],{"categories":2696},[65],{"categories":2698},[181],{"categories":2700},[129],{"categories":2702},[],{"categories":2704},[109],{"categories":2706},[],{"categories":2708},[109],{"categories":2710},[65],{"categories":2712},[109],{"categories":2714},[109],{"categories":2716},[],{"categories":2718},[109,172],{"categories":2720},[129],{"categories":2722},[65],{"categories":2724},[172],{"categories":2726},[109],{"categories":2728},[103],{"categories":2730},[],{"categories":2732},[],{"categories":2734},[65],{"categories":2736},[109],{"categories":2738},[172],{"categories":2740},[103],{"categories":2742},[172],{"categories":2744},[172],{"categories":2746},[109],{"categories":2748},[181],{"categories":2750},[109],{"categories":2752},[172],{"categories":2754},[],{"categories":2756},[158,109],{"categories":2758},[206],{"categories":2760},[103],{"categories":2762},[],{"categories":2764},[109],{"categories":2766},[106],{"categories":2768},[106],{"categories":2770},[109],{"categories":2772},[109],{"categories":2774},[109],{"categories":2776},[172],{"categories":2778},[65],{"categories":2780},[129],{"categories":2782},[181],{"categories":2784},[158],{"categories":2786},[109],{"categories":2788},[109],{"categories":2790},[109],{"categories":2792},[109],{"categories":2794},[103],{"categories":2796},[109],{"categories":2798},[65],{"categories":2800},[65],{"categories":2802},[129],{"categories":2804},[172],{"categories":2806},[],{"categories":2808},[],{"categories":2810},[161],{"categories":2812},[172],{"categories":2814},[109],{"categories":2816},[158],{"categories":2818},[109],{"categories":2820},[109],{"categories":2822},[109],{"categories":2824},[161],{"categories":2826},[109],{"categories":2828},[109],{"categories":2830},[109],{"categories":2832},[65],{"categories":2834},[65],{"categories":2836},[109,106],{"categories":2838},[],{"categories":2840},[158],{"categories":2842},[],{"categories":2844},[109],{"categories":2846},[129],{"categories":2848},[103],{"categories":2850},[103],{"categories":2852},[65],{"categories":2854},[65],{"categories":2856},[65],{"categories":2858},[109],{"categories":2860},[109],{"categories":2862},[106],{"categories":2864},[172],{"categories":2866},[181],{"categories":2868},[109],{"categories":2870},[],{"categories":2872},[129],{"categories":2874},[109],{"categories":2876},[109],{"categories":2878},[109],{"categories":2880},[109],{"categories":2882},[109],{"categories":2884},[172],{"categories":2886},[129],{"categories":2888},[172],{"categories":2890},[172],{"categories":2892},[109],{"categories":2894},[109],{"categories":2896},[109],{"categories":2898},[65],{"categories":2900},[129],{"categories":2902},[109],{"categories":2904},[65],{"categories":2906},[109],{"categories":2908},[158],{"categories":2910},[109],{"categories":2912},[109],{"categories":2914},[206],{"categories":2916},[109],{"categories":2918},[114],{"categories":2920},[65],{"categories":2922},[109],{"categories":2924},[129],{"categories":2926},[65],{"categories":2928},[181],{"categories":2930},[109],{"categories":2932},[106],{"categories":2934},[109],{"categories":2936},[],{"categories":2938},[109],{"categories":2940},[109],{"categories":2942},[],{"categories":2944},[],{"categories":2946},[],{"categories":2948},[106],{"categories":2950},[109],{"categories":2952},[65],{"categories":2954},[129],{"categories":2956},[129],{"categories":2958},[129],{"categories":2960},[129],{"categories":2962},[],{"categories":2964},[103],{"categories":2966},[65],{"categories":2968},[129],{"categories":2970},[109],{"categories":2972},[103],{"categories":2974},[65],{"categories":2976},[109],{"categories":2978},[109,65],{"categories":2980},[65],{"categories":2982},[206],{"categories":2984},[129],{"categories":2986},[65],{"categories":2988},[129],{"categories":2990},[65],{"categories":2992},[109],{"categories":2994},[],{"categories":2996},[129],{"categories":2998},[181],{"categories":3000},[103],{"categories":3002},[109],{"categories":3004},[109],{"categories":3006},[],{"categories":3008},[172],{"categories":3010},[],{"categories":3012},[103],{"categories":3014},[65],{"categories":3016},[129],{"categories":3018},[109],{"categories":3020},[129],{"categories":3022},[103],{"categories":3024},[129],{"categories":3026},[129],{"categories":3028},[],{"categories":3030},[106],{"categories":3032},[65],{"categories":3034},[129],{"categories":3036},[129],{"categories":3038},[129],{"categories":3040},[129],{"categories":3042},[129],{"categories":3044},[129],{"categories":3046},[129],{"categories":3048},[129],{"categories":3050},[129],{"categories":3052},[129],{"categories":3054},[161],{"categories":3056},[103],{"categories":3058},[109],{"categories":3060},[109],{"categories":3062},[65],{"categories":3064},[65],{"categories":3066},[],{"categories":3068},[109,103],{"categories":3070},[],{"categories":3072},[65],{"categories":3074},[129],{"categories":3076},[65],{"categories":3078},[109],{"categories":3080},[109],{"categories":3082},[109],{"categories":3084},[109],{"categories":3086},[109],{"categories":3088},[65],{"categories":3090},[106],{"categories":3092},[65],{"categories":3094},[],{"categories":3096},[158],{"categories":3098},[129],{"categories":3100},[109],{"categories":3102},[],{"categories":3104},[],{"categories":3106},[65],{"categories":3108},[158],{"categories":3110},[109],{"categories":3112},[],{"categories":3114},[109],{"categories":3116},[],{"categories":3118},[181],{"categories":3120},[109],{"categories":3122},[],{"categories":3124},[],{"categories":3126},[129],{"categories":3128},[103],{"categories":3130},[109],{"categories":3132},[106],{"categories":3134},[109],{"categories":3136},[109],{"categories":3138},[109],{"categories":3140},[106],{"categories":3142},[158],{"categories":3144},[],{"categories":3146},[109],{"categories":3148},[129],{"categories":3150},[],{"categories":3152},[158],{"categories":3154},[109],{"categories":3156},[181],{"categories":3158},[109],{"categories":3160},[206],{"categories":3162},[],{"categories":3164},[181],{"categories":3166},[],{"categories":3168},[109],{"categories":3170},[],{"categories":3172},[65],{"categories":3174},[172],{"categories":3176},[],{"categories":3178},[106],{"categories":3180},[103],{"categories":3182},[65],{"categories":3184},[158],{"categories":3186},[172],{"categories":3188},[],{"categories":3190},[],{"categories":3192},[109],{"categories":3194},[103],{"categories":3196},[109],{"categories":3198},[181],{"categories":3200},[],{"categories":3202},[65],{"categories":3204},[65],{"categories":3206},[65],{"categories":3208},[129],{"categories":3210},[172],{"categories":3212},[109],{"categories":3214},[65],{"categories":3216},[109],{"categories":3218},[65],{"categories":3220},[109],{"categories":3222},[114],{"categories":3224},[181],{"categories":3226},[129],{"categories":3228},[],{"categories":3230},[181],{"categories":3232},[],{"categories":3234},[172],{"categories":3236},[65],{"categories":3238},[],{"categories":3240},[109],{"categories":3242},[109],{"categories":3244},[65],{"categories":3246},[106],{"categories":3248},[103],{"categories":3250},[109],{"categories":3252},[158],{"categories":3254},[172],{"categories":3256},[172],{"categories":3258},[109],{"categories":3260},[161],{"categories":3262},[65],{"categories":3264},[109],{"categories":3266},[65],{"categories":3268},[106],{"categories":3270},[158],{"categories":3272},[172],{"categories":3274},[65],{"categories":3276},[109],{"categories":3278},[109],{"categories":3280},[65],{"categories":3282},[109],{"categories":3284},[129],{"categories":3286},[],{"categories":3288},[103],{"categories":3290},[109],{"categories":3292},[109],{"categories":3294},[109],{"categories":3296},[65],{"categories":3298},[109],{"categories":3300},[109],{"categories":3302},[],{"categories":3304},[109],{"categories":3306},[158],{"categories":3308},[106],{"categories":3310},[129],{"categories":3312},[65],{"categories":3314},[109],{"categories":3316},[109],{"categories":3318},[158],{"categories":3320},[65],{"categories":3322},[109],{"categories":3324},[181],{"categories":3326},[161],{"categories":3328},[109],{"categories":3330},[129],{"categories":3332},[109],{"categories":3334},[65],{"categories":3336},[206],{"categories":3338},[109],{"categories":3340},[65],{"categories":3342},[161],{"categories":3344},[],{"categories":3346},[65],{"categories":3348},[172],{"categories":3350},[158],{"categories":3352},[109],{"categories":3354},[103],{"categories":3356},[172],{"categories":3358},[106],{"categories":3360},[172],{"categories":3362},[109],{"categories":3364},[],{"categories":3366},[65],{"categories":3368},[65],{"categories":3370},[109],{"categories":3372},[161],{"categories":3374},[],{"categories":3376},[129],{"categories":3378},[],{"categories":3380},[129],{"categories":3382},[109],{"categories":3384},[109],{"categories":3386},[65],{"categories":3388},[65],{"categories":3390},[65],{"categories":3392},[],{"categories":3394},[129],{"categories":3396},[109],{"categories":3398},[],{"categories":3400},[109],{"categories":3402},[109],{"categories":3404},[],{"categories":3406},[158],{"categories":3408},[172],{"categories":3410},[65],{"categories":3412},[109],{"categories":3414},[109],{"categories":3416},[181],{"categories":3418},[109],{"categories":3420},[109],{"categories":3422},[103],{"categories":3424},[],{"categories":3426},[109],{"categories":3428},[],{"categories":3430},[103],{"categories":3432},[129],{"categories":3434},[172],{"categories":3436},[109],{"categories":3438},[109],{"categories":3440},[109],{"categories":3442},[172],{"categories":3444},[129],{"categories":3446},[158],{"categories":3448},[109],{"categories":3450},[109],{"categories":3452},[109],{"categories":3454},[129],{"categories":3456},[158],{"categories":3458},[109],{"categories":3460},[129],{"categories":3462},[158],{"categories":3464},[129],{"categories":3466},[65],{"categories":3468},[65],{"categories":3470},[65],{"categories":3472},[172],{"categories":3474},[129],{"categories":3476},[65],{"categories":3478},[65],{"categories":3480},[109],{"categories":3482},[172],{"categories":3484},[158],{"categories":3486},[109],{"categories":3488},[],{"categories":3490},[65],{"categories":3492},[],{"categories":3494},[],{"categories":3496},[],{"categories":3498},[106],{"categories":3500},[65],{"categories":3502},[109],{"categories":3504},[65],{"categories":3506},[103],{"categories":3508},[65],{"categories":3510},[181],{"categories":3512},[65],{"categories":3514},[],{"categories":3516},[65],{"categories":3518},[],{"categories":3520},[103],{"categories":3522},[65],{"categories":3524},[],{"categories":3526},[65],{"categories":3528},[109],{"categories":3530},[109],{"categories":3532},[129],{"categories":3534},[109],{"categories":3536},[65],{"categories":3538},[109],{"categories":3540},[109],{"categories":3542},[129],{"categories":3544},[65],{"categories":3546},[172],{"categories":3548},[158],{"categories":3550},[103],{"categories":3552},[],{"categories":3554},[65],{"categories":3556},[158],{"categories":3558},[206],{"categories":3560},[129],{"categories":3562},[109],{"categories":3564},[158],{"categories":3566},[109],{"categories":3568},[103],{"categories":3570},[],{"categories":3572},[65],{"categories":3574},[109],{"categories":3576},[109],{"categories":3578},[65],{"categories":3580},[109],{"categories":3582},[158],{"categories":3584},[],{"categories":3586},[65],{"categories":3588},[114],{"categories":3590},[129],{"categories":3592},[65],{"categories":3594},[106],{"categories":3596},[],{"categories":3598},[109],{"categories":3600},[114],{"categories":3602},[109],{"categories":3604},[65],{"categories":3606},[129],{"categories":3608},[103],{"categories":3610},[206],{"categories":3612},[109],{"categories":3614},[109],{"categories":3616},[109],{"categories":3618},[129],{"categories":3620},[106],{"categories":3622},[109],{"categories":3624},[158],{"categories":3626},[129],{"categories":3628},[206],{"categories":3630},[109],{"categories":3632},[],{"categories":3634},[],{"categories":3636},[109],{"categories":3638},[206],{"categories":3640},[161],{"categories":3642},[65],{"categories":3644},[65],{"categories":3646},[129],{"categories":3648},[109],{"categories":3650},[103],{"categories":3652},[109],{"categories":3654},[158],{"categories":3656},[65],{"categories":3658},[65],{"categories":3660},[109],{"categories":3662},[181],{"categories":3664},[109],{"categories":3666},[65],{"categories":3668},[],{"categories":3670},[109],{"categories":3672},[109],{"categories":3674},[109],{"categories":3676},[129],{"categories":3678},[103],{"categories":3680},[],{"categories":3682},[109],{"categories":3684},[109],{"categories":3686},[172],{"categories":3688},[158],{"categories":3690},[109,65],{"categories":3692},[181,106],{"categories":3694},[109],{"categories":3696},[109],{"categories":3698},[],{"categories":3700},[65],{"categories":3702},[],{"categories":3704},[172],{"categories":3706},[109],{"categories":3708},[],{"categories":3710},[109],{"categories":3712},[129],{"categories":3714},[109],{"categories":3716},[],{"categories":3718},[65],{"categories":3720},[109],{"categories":3722},[],{"categories":3724},[158],{"categories":3726},[109],{"categories":3728},[65],{"categories":3730},[109],{"categories":3732},[103],{"categories":3734},[65],{"categories":3736},[109],{"categories":3738},[],{"categories":3740},[206],{"categories":3742},[181],{"categories":3744},[106],{"categories":3746},[106],{"categories":3748},[109],{"categories":3750},[103],{"categories":3752},[103],{"categories":3754},[109],{"categories":3756},[65],{"categories":3758},[109],{"categories":3760},[109],{"categories":3762},[172],{"categories":3764},[103],{"categories":3766},[109],{"categories":3768},[181],{"categories":3770},[129],{"categories":3772},[109],{"categories":3774},[109],{"categories":3776},[65],{"categories":3778},[109],{"categories":3780},[],{"categories":3782},[172],{"categories":3784},[],{"categories":3786},[172],{"categories":3788},[65],{"categories":3790},[103],{"categories":3792},[],{"categories":3794},[206],{"categories":3796},[109],{"categories":3798},[172],{"categories":3800},[],{"categories":3802},[129],{"categories":3804},[65],{"categories":3806},[172],{"categories":3808},[109],{"categories":3810},[65],{"categories":3812},[172],{"categories":3814},[65],{"categories":3816},[129],{"categories":3818},[103],{"categories":3820},[129],{"categories":3822},[172],{"categories":3824},[109],{"categories":3826},[158],{"categories":3828},[109],{"categories":3830},[109],{"categories":3832},[109],{"categories":3834},[109],{"categories":3836},[109],{"categories":3838},[65],{"categories":3840},[109],{"categories":3842},[65],{"categories":3844},[109],{"categories":3846},[103],{"categories":3848},[109],{"categories":3850},[65],{"categories":3852},[158],{"categories":3854},[65],{"categories":3856},[103],{"categories":3858},[65],{"categories":3860},[158],{"categories":3862},[],{"categories":3864},[109],{"categories":3866},[161],{"categories":3868},[109],{"categories":3870},[109],{"categories":3872},[172],{"categories":3874},[],{"categories":3876},[65],{"categories":3878},[181],{"categories":3880},[109],{"categories":3882},[129],{"categories":3884},[181],{"categories":3886},[65],{"categories":3888},[106],{"categories":3890},[106],{"categories":3892},[109],{"categories":3894},[109],{"categories":3896},[103],{"categories":3898},[],{"categories":3900},[65],{"categories":3902},[109],{"categories":3904},[172],{"categories":3906},[],{"categories":3908},[103],{"categories":3910},[109],{"categories":3912},[65],{"categories":3914},[65],{"categories":3916},[],{"categories":3918},[172],{"categories":3920},[172],{"categories":3922},[181],{"categories":3924},[158],{"categories":3926},[],{"categories":3928},[109],{"categories":3930},[65],{"categories":3932},[103],{"categories":3934},[109],{"categories":3936},[172],{"categories":3938},[103],{"categories":3940},[129],{"categories":3942},[129],{"categories":3944},[],{"categories":3946},[129],{"categories":3948},[65],{"categories":3950},[158],{"categories":3952},[161],{"categories":3954},[109],{"categories":3956},[],{"categories":3958},[129],{"categories":3960},[172],{"categories":3962},[109],{"categories":3964},[106],{"categories":3966},[109],{"categories":3968},[103],{"categories":3970},[206],{"categories":3972},[103],{"categories":3974},[],{"categories":3976},[],{"categories":3978},[65],{"categories":3980},[129],{"categories":3982},[],{"categories":3984},[65],{"categories":3986},[65],{"categories":3988},[65],{"categories":3990},[],{"categories":3992},[109],{"categories":3994},[],{"categories":3996},[129],{"categories":3998},[103],{"categories":4000},[158],{"categories":4002},[109],{"categories":4004},[129],{"categories":4006},[109],{"categories":4008},[129],{"categories":4010},[],{"categories":4012},[129],{"categories":4014},[103],{"categories":4016},[65],{"categories":4018},[109],{"categories":4020},[],{"categories":4022},[172],{"categories":4024},[65],{"categories":4026},[114],{"categories":4028},[65],{"categories":4030},[103],{"categories":4032},[],{"categories":4034},[],{"categories":4036},[],{"categories":4038},[158],{"categories":4040},[65],{"categories":4042},[109],{"categories":4044},[109],{"categories":4046},[],{"categories":4048},[],{"categories":4050},[],{"categories":4052},[158],{"categories":4054},[],{"categories":4056},[65],{"categories":4058},[109],{"categories":4060},[103],{"categories":4062},[],{"categories":4064},[],{"categories":4066},[158],{"categories":4068},[109],{"categories":4070},[129],{"categories":4072},[],{"categories":4074},[181],{"categories":4076},[129],{"categories":4078},[181],{"categories":4080},[161],{"categories":4082},[109],{"categories":4084},[109],{"categories":4086},[],{"categories":4088},[],{"categories":4090},[65],{"categories":4092},[],{"categories":4094},[109],{"categories":4096},[],{"categories":4098},[65],{"categories":4100},[109],{"categories":4102},[],{"categories":4104},[65],{"categories":4106},[109],{"categories":4108},[129],{"categories":4110},[109],{"categories":4112},[181],{"categories":4114},[109],{"categories":4116},[109],{"categories":4118},[161],{"categories":4120},[65],{"categories":4122},[65],{"categories":4124},[],{"categories":4126},[],{"categories":4128},[109],{"categories":4130},[],{"categories":4132},[129],{"categories":4134},[],{"categories":4136},[],{"categories":4138},[158],{"categories":4140},[103],{"categories":4142},[],{"categories":4144},[106],{"categories":4146},[181],{"categories":4148},[109],{"categories":4150},[172],{"categories":4152},[103],{"categories":4154},[161],{"categories":4156},[106],{"categories":4158},[172],{"categories":4160},[172],{"categories":4162},[],{"categories":4164},[109],{"categories":4166},[],{"categories":4168},[65],{"categories":4170},[103],{"categories":4172},[158],{"categories":4174},[103],{"categories":4176},[65],{"categories":4178},[206],{"categories":4180},[109],{"categories":4182},[109],{"categories":4184},[103],{"categories":4186},[65],{"categories":4188},[],{"categories":4190},[109],{"categories":4192},[172],{"categories":4194},[129],{"categories":4196},[172],{"categories":4198},[109],{"categories":4200},[],{"categories":4202},[158],{"categories":4204},[129],{"categories":4206},[103],{"categories":4208},[109],{"categories":4210},[65],{"categories":4212},[109],{"categories":4214},[106],{"categories":4216},[65],{"categories":4218},[65,206],{"categories":4220},[65],{"categories":4222},[172],{"categories":4224},[109],{"categories":4226},[109],{"categories":4228},[161],{"categories":4230},[65],{"categories":4232},[181],{"categories":4234},[65],{"categories":4236},[],{"categories":4238},[65],{"categories":4240},[109],{"categories":4242},[106],{"categories":4244},[],{"categories":4246},[],{"categories":4248},[109],{"categories":4250},[161],{"categories":4252},[181],{"categories":4254},[109],{"categories":4256},[65],{"categories":4258},[],{"categories":4260},[129],{"categories":4262},[],{"categories":4264},[129],{"categories":4266},[172],{"categories":4268},[103],{"categories":4270},[172],{"categories":4272},[109],{"categories":4274},[65],{"categories":4276},[109],{"categories":4278},[109],{"categories":4280},[181],{"categories":4282},[172],{"categories":4284},[],{"categories":4286},[129],{"categories":4288},[109],{"categories":4290},[],{"categories":4292},[109],{"categories":4294},[109],{"categories":4296},[109],{"categories":4298},[65],{"categories":4300},[109],{"categories":4302},[114],{"categories":4304},[65],{"categories":4306},[109],{"categories":4308},[109],{"categories":4310},[109],{"categories":4312},[109],{"categories":4314},[106],{"categories":4316},[],{"categories":4318},[114],{"categories":4320},[129],{"categories":4322},[65],{"categories":4324},[109],{"categories":4326},[172],{"categories":4328},[],{"categories":4330},[172],{"categories":4332},[172],{"categories":4334},[172],{"categories":4336},[109],{"categories":4338},[109],{"categories":4340},[109],{"categories":4342},[65],{"categories":4344},[129],{"categories":4346},[109],{"categories":4348},[109],{"categories":4350},[109],{"categories":4352},[106],{"categories":4354},[109],{"categories":4356},[65],{"categories":4358},[158],{"categories":4360},[],{"categories":4362},[161],{"categories":4364},[65],{"categories":4366},[109],{"categories":4368},[],{"categories":4370},[109],{"categories":4372},[109],{"categories":4374},[129],{"categories":4376},[109],{"categories":4378},[65],{"categories":4380},[181],{"categories":4382},[],{"categories":4384},[],{"categories":4386},[129],{"categories":4388},[129],{"categories":4390},[109],{"categories":4392},[181],{"categories":4394},[109],{"categories":4396},[103],{"categories":4398},[65],{"categories":4400},[109],{"categories":4402},[65],{"categories":4404},[65],{"categories":4406},[109],{"categories":4408},[106],{"categories":4410},[],{"categories":4412},[161],{"categories":4414},[],{"categories":4416},[129],{"categories":4418},[109],{"categories":4420},[161],{"categories":4422},[109],{"categories":4424},[172],{"categories":4426},[172],{"categories":4428},[172],{"categories":4430},[65],{"categories":4432},[65],{"categories":4434},[158],{"categories":4436},[161],{"categories":4438},[161],{"categories":4440},[],{"categories":4442},[129],{"categories":4444},[109],{"categories":4446},[109],{"categories":4448},[172],{"categories":4450},[],{"categories":4452},[129],{"categories":4454},[129],{"categories":4456},[129],{"categories":4458},[],{"categories":4460},[65],{"categories":4462},[109],{"categories":4464},[],{"categories":4466},[103],{"categories":4468},[106],{"categories":4470},[],{"categories":4472},[109],{"categories":4474},[109],{"categories":4476},[],{"categories":4478},[172],{"categories":4480},[],{"categories":4482},[],{"categories":4484},[],{"categories":4486},[],{"categories":4488},[109],{"categories":4490},[129],{"categories":4492},[],{"categories":4494},[],{"categories":4496},[109],{"categories":4498},[109],{"categories":4500},[109],{"categories":4502},[161],{"categories":4504},[109],{"categories":4506},[161],{"categories":4508},[],{"categories":4510},[161],{"categories":4512},[161],{"categories":4514},[206],{"categories":4516},[65],{"categories":4518},[172],{"categories":4520},[],{"categories":4522},[],{"categories":4524},[161],{"categories":4526},[172],{"categories":4528},[172],{"categories":4530},[172],{"categories":4532},[],{"categories":4534},[103],{"categories":4536},[172],{"categories":4538},[172],{"categories":4540},[103],{"categories":4542},[172],{"categories":4544},[106],{"categories":4546},[172],{"categories":4548},[172],{"categories":4550},[172],{"categories":4552},[161],{"categories":4554},[129],{"categories":4556},[129],{"categories":4558},[109],{"categories":4560},[172],{"categories":4562},[161],{"categories":4564},[206],{"categories":4566},[161],{"categories":4568},[161],{"categories":4570},[161],{"categories":4572},[],{"categories":4574},[106],{"categories":4576},[],{"categories":4578},[206],{"categories":4580},[172],{"categories":4582},[172],{"categories":4584},[172],{"categories":4586},[65],{"categories":4588},[129,106],{"categories":4590},[161],{"categories":4592},[],{"categories":4594},[],{"categories":4596},[161],{"categories":4598},[],{"categories":4600},[161],{"categories":4602},[129],{"categories":4604},[65],{"categories":4606},[],{"categories":4608},[172],{"categories":4610},[109],{"categories":4612},[158],{"categories":4614},[],{"categories":4616},[109],{"categories":4618},[],{"categories":4620},[129],{"categories":4622},[103],{"categories":4624},[161],{"categories":4626},[],{"categories":4628},[172],{"categories":4630},[129],[4632,4754,4829,4948],{"id":4633,"title":4634,"ai":4635,"body":4640,"categories":4724,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":4725,"navigation":82,"path":4738,"published_at":4739,"question":66,"scraped_at":4740,"seo":4741,"sitemap":4742,"source_id":4743,"source_name":4744,"source_type":4745,"source_url":4746,"stem":4747,"tags":4748,"thumbnail_url":4749,"tldr":4750,"tweet":4751,"unknown_tags":4752,"__hash__":4753},"summaries\u002Fsummaries\u002Fe1c6685afd30618e-scaling-ai-development-the-dark-factory-approach-t-summary.md","Scaling AI Development: The 'Dark Factory' Approach to Coding",{"provider":7,"model":8,"input_tokens":4636,"output_tokens":4637,"processing_time_ms":4638,"cost_usd":4639},7415,751,4276,0.00298025,{"type":14,"value":4641,"toc":4718},[4642,4646,4649,4653,4656,4676,4680,4683,4697,4701,4704],[17,4643,4645],{"id":4644},"the-shift-to-dark-factory-engineering","The Shift to 'Dark Factory' Engineering",[22,4647,4648],{},"Modern AI-assisted development has moved beyond simple prompting into a model of 'Dark Factory' engineering—a high-velocity production environment where engineers act as factory managers rather than manual coders. At OpenClaw, this approach enabled a massive refactor involving 2,700 commits and 82% of the codebase in a single night. The core philosophy is that while tokens are cheap, the bottleneck is now the engineer's 'taste' and their ability to manage parallel agent sessions.",[17,4650,4652],{"id":4651},"managing-parallel-agent-workflows","Managing Parallel Agent Workflows",[22,4654,4655],{},"To scale development, engineers must adopt a 'swim lane' architecture. Instead of one monolithic agent, the work is divided into specialized parallel sessions:",[36,4657,4658,4664,4670],{},[39,4659,4660,4663],{},[42,4661,4662],{},"Categorization:"," Sessions are split by function (e.g., CI\u002FCD, feature development, bug fixes, or P0\u002FP1 issue resolution).",[39,4665,4666,4669],{},[42,4667,4668],{},"Delegation:"," Low-risk tasks (like test refactoring) run with minimal supervision, while high-stakes features require active conversation and monitoring.",[39,4671,4672,4675],{},[42,4673,4674],{},"Infrastructure:"," Avoid overly complex setups like excessive Git worktrees, which can crash local environments. A more stable approach is cloning the repository multiple times and pointing individual editor sessions to separate instances.",[17,4677,4679],{"id":4678},"developing-agent-intuition","Developing 'Agent Intuition'",[22,4681,4682],{},"As the volume of AI-generated code increases, the primary skill shifts from writing prompts to detecting 'bullshit.' Experienced builders develop an intuitive sense for when an agent is hallucinating or waffling by reading its reasoning tokens.",[36,4684,4685,4691],{},[39,4686,4687,4690],{},[42,4688,4689],{},"The Managerial Mindset:"," Treat agents like staff members. If an agent's explanation doesn't make sense or lacks logical depth, nuke the session immediately rather than trying to fix it.",[39,4692,4693,4696],{},[42,4694,4695],{},"Evals as Guardrails:"," Even in chaotic refactors, maintain a suite of unit tests. These tests act as a 'North Star'—if the code passes the tests, the agent is likely on the right track, regardless of the underlying code changes.",[17,4698,4700],{"id":4699},"from-token-maxing-to-token-efficiency","From Token Maxing to Token Efficiency",[22,4702,4703],{},"While 2025 was defined by 'token maxing' (throwing compute at problems to see what sticks), 2026 is shifting toward token efficiency. This involves:",[36,4705,4706,4712],{},[39,4707,4708,4711],{},[42,4709,4710],{},"Skill Management:"," Curating a library of reusable 'skills' (e.g., technical documentation generation) that can be deployed across different agent environments.",[39,4713,4714,4717],{},[42,4715,4716],{},"Process over Model:"," The competitive advantage no longer lies in the model itself, but in the engineering process—how you deduplicate issues, manage PR noise, and build synthetic evaluation loops to ensure reliability.",{"title":59,"searchDepth":60,"depth":60,"links":4719},[4720,4721,4722,4723],{"id":4644,"depth":60,"text":4645},{"id":4651,"depth":60,"text":4652},{"id":4678,"depth":60,"text":4679},{"id":4699,"depth":60,"text":4700},[172],{"content_references":4726,"triage":4736},[4727,4731,4733],{"type":72,"title":4728,"url":4729,"context":4730},"OpenClaw","https:\u002F\u002Fgithub.com\u002Fopenclaw\u002Fopenclaw","mentioned",{"type":72,"title":4732,"context":4730},"Nemo Claw",{"type":72,"title":4734,"url":4735,"context":76},"Vercel skills.sh","https:\u002F\u002Fskills.sh\u002F",{"relevance":78,"novelty":79,"quality":79,"actionability":79,"composite":80,"reasoning":4737},"Category: AI & LLMs. The article provides a detailed approach to scaling AI development through the 'Dark Factory' model, addressing the audience's pain point of managing AI agents effectively. It offers actionable insights on structuring workflows and developing intuition for agent reasoning, which are crucial for product builders.","\u002Fsummaries\u002Fe1c6685afd30618e-scaling-ai-development-the-dark-factory-approach-t-summary","2026-06-05 16:00:06","2026-06-06 16:08:43",{"title":4634,"description":59},{"loc":4738},"e1c6685afd30618e","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=pmoDeA3RBZY","summaries\u002Fe1c6685afd30618e-scaling-ai-development-the-dark-factory-approach-t-summary",[94,93,95,96],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FpmoDeA3RBZY\u002Fhqdefault.jpg","Shipping at extreme velocity requires treating AI agents like a managed workforce. Success depends on 'swim lane' organization, developing an intuition for agent reasoning, and shifting from token-maxing to token efficiency.","This talk describes a high-volume development workflow where the speaker manages 15–20 parallel AI coding sessions as a \"factory manager\" rather than a traditional programmer. The core takeaway is that scaling AI-driven development isn't about prompt engineering, but about organizing parallel \"swim lanes\" of tasks and developing the intuition to identify when an agent is hallucinating or over-fitting tests.",[96],"jf2R6ixH7GIB7CZaHqxM3eXFvbWyGIqsj8HptMfh45s",{"id":4755,"title":4756,"ai":4757,"body":4762,"categories":4810,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":4811,"navigation":82,"path":4818,"published_at":4819,"question":66,"scraped_at":4819,"seo":4820,"sitemap":4821,"source_id":4822,"source_name":88,"source_type":89,"source_url":4823,"stem":4824,"tags":4825,"thumbnail_url":66,"tldr":4826,"tweet":66,"unknown_tags":4827,"__hash__":4828},"summaries\u002Fsummaries\u002F25e141fd02c9e561-scaling-engineering-velocity-with-ai-driven-code-r-summary.md","Scaling Engineering Velocity with AI-Driven Code Review",{"provider":7,"model":8,"input_tokens":4758,"output_tokens":4759,"processing_time_ms":4760,"cost_usd":4761},7110,605,3106,0.002685,{"type":14,"value":4763,"toc":4805},[4764,4768,4771,4775,4778,4782,4785],[17,4765,4767],{"id":4766},"automating-code-review-and-reducing-latency","Automating Code Review and Reducing Latency",[22,4769,4770],{},"Ramp’s AI Developer Experience (DevEx) team has integrated Codex with GPT-5.5 into their standard pull request (PR) workflows. By moving from manual reviews to AI-assisted feedback, the team has reduced the wait time for initial PR feedback from hours to minutes. The tool is noted for its ability to reason deeply against the codebase, catching complex issues that human reviewers often miss due to time constraints or oversight. The integration supports both CLI-based workflows for power users and a dedicated app interface that provides visual utilities, ensuring the tool fits into diverse developer preferences.",[17,4772,4774],{"id":4773},"building-agentic-internal-tools","Building Agentic Internal Tools",[22,4776,4777],{},"Beyond code review, Ramp is leveraging Codex to build an \"On-Call Assistant,\" an agentic tool designed to manage the high-complexity, high-context demands of on-call rotations. Managing incidents at Ramp involves navigating intricate business logic, concurrency challenges, and evolving incident details. Codex acts as a reasoning engine that helps engineers manage this cognitive load, allowing them to build and iterate on these internal tools faster and with higher confidence.",[17,4779,4781],{"id":4780},"the-shift-to-ai-orchestration","The Shift to AI Orchestration",[22,4783,4784],{},"Leadership at Ramp views the adoption of AI not as a replacement for human engineering, but as a fundamental shift in the developer role. Engineers are transitioning into \"orchestrators\" whose primary skill is directing AI tools, knowing when to trust model outputs, and when to intervene. To successfully implement these tools, the team emphasizes three leadership strategies:",[36,4786,4787,4793,4799],{},[39,4788,4789,4792],{},[42,4790,4791],{},"Hands-on Demonstration:"," Leaders should guide engineers through their first sessions to visualize the potential of the tool.",[39,4794,4795,4798],{},[42,4796,4797],{},"Building Trust through Iteration:"," Treat AI integration as a learning process rather than an experimental toy to overcome initial skepticism.",[39,4800,4801,4804],{},[42,4802,4803],{},"Direct Feedback Loops:"," Maintaining a direct line of communication with the vendor (OpenAI) is critical for resolving issues and ensuring the tool evolves to meet specific enterprise needs.",{"title":59,"searchDepth":60,"depth":60,"links":4806},[4807,4808,4809],{"id":4766,"depth":60,"text":4767},{"id":4773,"depth":60,"text":4774},{"id":4780,"depth":60,"text":4781},[172],{"content_references":4812,"triage":4816},[4813,4814],{"type":72,"title":73,"publisher":74,"context":76},{"type":72,"title":4815,"publisher":74,"context":76},"GPT-5.5",{"relevance":78,"novelty":79,"quality":79,"actionability":79,"composite":80,"reasoning":4817},"Category: AI & LLMs. The article provides a detailed account of how Ramp integrates AI tools into their engineering workflows, addressing the audience's pain points around developer productivity and AI orchestration. It offers actionable insights on implementing AI-driven code reviews and internal tools, which are directly applicable to product builders.","\u002Fsummaries\u002F25e141fd02c9e561-scaling-engineering-velocity-with-ai-driven-code-r-summary","2026-05-20 23:00:30",{"title":4756,"description":59},{"loc":4818},"25e141fd02c9e561","https:\u002F\u002Fopenai.com\u002Findex\u002Framp","summaries\u002F25e141fd02c9e561-scaling-engineering-velocity-with-ai-driven-code-r-summary",[93,95,94,96],"Ramp engineers use Codex with GPT-5.5 to automate code reviews and develop agentic on-call tools, shifting the developer role from code-writer to AI-orchestrator.",[96],"DAUrzhNTJREoDA7S4O7PdqIHZIBsp4mhhXpV8vJSbZI",{"id":4830,"title":4831,"ai":4832,"body":4838,"categories":4909,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":4910,"navigation":82,"path":4933,"published_at":4934,"question":66,"scraped_at":4935,"seo":4936,"sitemap":4937,"source_id":4938,"source_name":4939,"source_type":4745,"source_url":4940,"stem":4941,"tags":4942,"thumbnail_url":4943,"tldr":4944,"tweet":4945,"unknown_tags":4946,"__hash__":4947},"summaries\u002Fsummaries\u002F7a06f51200c1cf46-codex-goal-beats-claude-code-for-autonomous-coding-summary.md","Codex \u002Fgoal Beats Claude Code for Autonomous Coding",{"provider":7,"model":4833,"input_tokens":4834,"output_tokens":4835,"processing_time_ms":4836,"cost_usd":4837},"x-ai\u002Fgrok-4.1-fast",7335,1896,19857,0.00239235,{"type":14,"value":4839,"toc":4904},[4840,4844,4868,4872,4883,4887,4898],[17,4841,4843],{"id":4842},"enable-goal-for-simple-hands-off-autonomy","Enable \u002Fgoal for Simple, Hands-Off Autonomy",[22,4845,4846,4847,4851,4852,4855,4856,4859,4860,4863,4864,4867],{},"Activate Codex's experimental \u002Fgoal feature by editing config.toml to add ",[4848,4849,4850],"code",{},"features.goals = true"," or prompting Codex directly—restart the app after. Trigger with ",[4848,4853,4854],{},"\u002Fgoal"," followed by your objective; a subtle goal badge confirms it's active despite no initial UI feedback. This launches an integrated ReAct loop that autonomously iterates: reads the goal, updates internal ",[4848,4857,4858],{},"continuation.md"," (progress tracking) and ",[4848,4861,4862],{},"budget-limit.md"," (usage caps), executes turns, and self-verifies completion. At turn end, it follows one of four paths: continue if budget allows; gracefully wrap up near token limits with a final report; audit deliverables and mark complete if done; or pause\u002Fedit on crashes. No manual scaffolding needed—unlike bash ReAct loops (",[4848,4865,4866],{},"while true; do ...","), which lack built-in budget handling, crash recovery, or verification.",[17,4869,4871],{"id":4870},"outperforms-react-loops-and-orchestration-layers","Outperforms ReAct Loops and Orchestration Layers",[22,4873,4874,4875,4878,4879,4882],{},"ReAct loops in Claude Code require a ",[4848,4876,4877],{},"prompt.md"," (objective + criteria) and ",[4848,4880,4881],{},"state.md"," (task progress), looping via bash to inject prompts and check completion (e.g., 75% test coverage). They crash on budget hits or Ctrl+C without graceful saves. \u002Fgoal embeds this sophistication natively: self-manages state invisibly, injects budget files for safe pauses, and audits via tool calls. Skip external layers like GSD, superpowers, or Higsfield CLI\u002FMCP (needed for Claude Code image gen)—Codex integrates OpenAI's Image Gen 2 (DALL-E) for assets. Result: execute complex tasks in one command vs. 40-minute GSD setups. Trade-off: tied to session\u002Fthread; new goals need new chats. Pairs well with Claude Code—plan in one, execute in Codex.",[17,4884,4886],{"id":4885},"demo-rift-salvage-game-in-45-minutes","Demo: Rift Salvage Game in 45 Minutes",[22,4888,4889,4890,4893,4894,4897],{},"Prompt Codex in plan mode for a top-down arcade survival game with original assets (player drone, 3 enemies, boss, energy core, mine, rift background, badges, 2 UI flavors). Define precise verification: ",[4848,4891,4892],{},"npm run build"," (zero errors), dev server URL, Playwright script checking canvas load, keyboard sim, collectibles, damage\u002Fhealth, boss win, UIs. Switch to ",[4848,4895,4896],{},"\u002Fgoal implement this plan","—runs 30 minutes, delivers playable canvas game with controls, spawning enemies\u002Fmines, scoring\u002Fshields, power-ups, boss phase, win\u002Flose\u002Fpause\u002Frestart, 11 alpha-cutout assets, Playwright verifier.",[22,4899,4900,4901,4903],{},"Second ",[4848,4902,4854],{}," in new thread (15 minutes): add combat (player\u002Fenemy lasers, hit points), quicker boss button, contrast boost. Outcomes: widgets for targets\u002Fcombo\u002Fboss signal; enemies shoot back; unique Image Gen 2 assets. Total: fully functional game from fuzzy idea, no intervention. Best practices: flesh plans tightly (quantifiable deliverables); verify criteria first—if met, you're satisfied. Avoid vague goals like \"SaaS unicorn\"; excels on 50-hour runs with clear north stars, beating Claude Code's terminal-only limits.",{"title":59,"searchDepth":60,"depth":60,"links":4905},[4906,4907,4908],{"id":4842,"depth":60,"text":4843},{"id":4870,"depth":60,"text":4871},{"id":4885,"depth":60,"text":4886},[109],{"content_references":4911,"triage":4930},[4912,4914,4916,4918,4920,4922,4924,4928],{"type":72,"title":73,"url":4913,"context":4730},"https:\u002F\u002Fwww.chaseai.io",{"type":72,"title":4915,"context":4730},"Claude Code",{"type":72,"title":4917,"context":4730},"GSD",{"type":72,"title":4919,"context":4730},"superpowers",{"type":72,"title":4921,"context":4730},"Higsfield CLI",{"type":72,"title":4923,"context":4730},"Higsfield MCP",{"type":4925,"title":4926,"url":4927,"context":76},"other","Master Claude Code & Codex","https:\u002F\u002Fwww.skool.com\u002Fchase-ai",{"type":4925,"title":4929,"url":4927,"context":76},"Chase AI Plus",{"relevance":78,"novelty":79,"quality":79,"actionability":78,"composite":4931,"reasoning":4932},4.55,"Category: AI & LLMs. The article provides a detailed overview of Codex's \u002Fgoal feature, which directly addresses the audience's need for practical AI tools in coding. It includes specific instructions for activation and usage, making it immediately actionable for developers looking to enhance their productivity with AI.","\u002Fsummaries\u002F7a06f51200c1cf46-codex-goal-beats-claude-code-for-autonomous-coding-summary","2026-05-10 03:06:59","2026-05-10 15:23:10",{"title":4831,"description":59},{"loc":4933},"9c1ccc4fd0815597","Chase AI","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=nOFordZCyzs","summaries\u002F7a06f51200c1cf46-codex-goal-beats-claude-code-for-autonomous-coding-summary",[94,93,95,96],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FnOFordZCyzs\u002Fhqdefault.jpg","Codex's \u002Fgoal turns long-running agentic tasks into a one-command ReAct loop that runs for hours autonomously, handling budgets, crashes, and verification without extra orchestration—ideal over Claude Code for complex projects.","Tutorial on enabling Codex's experimental `\u002Fgoal` slash command (via config tweak) for long-running autonomous coding, contrasting it with ReAct loops, followed by a hands-off demo building a 2D arcade game \"Rift Salvage\" from a detailed plan—includes plugs for the creator's [Claude Code & Codex course](https:\u002F\u002Fwww.skool.com\u002Fchase-ai), [free community](https:\u002F\u002Fwww.skool.com\u002Fchase-ai-community), and [consults](https:\u002F\u002Fchaseai.io).",[96],"0KUSRpEJQd1_2l1v3BYVvyLOmsVzhiVu4Q0xCN9y8ak",{"id":4949,"title":4950,"ai":4951,"body":4956,"categories":4993,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":4994,"navigation":82,"path":5024,"published_at":5025,"question":66,"scraped_at":5026,"seo":5027,"sitemap":5028,"source_id":5029,"source_name":5030,"source_type":89,"source_url":5031,"stem":5032,"tags":5033,"thumbnail_url":66,"tldr":5034,"tweet":66,"unknown_tags":5035,"__hash__":5036},"summaries\u002Fsummaries\u002F67c404b9ead89e52-9-ai-tools-to-fix-ai-coding-s-spec-mismatch-proble-summary.md","9 AI Tools to Fix AI Coding's Spec Mismatch Problem",{"provider":7,"model":4833,"input_tokens":4952,"output_tokens":4953,"processing_time_ms":4954,"cost_usd":4955},8671,1911,22727,0.0026672,{"type":14,"value":4957,"toc":4988},[4958,4962,4965,4968,4972,4975,4978,4982,4985],[17,4959,4961],{"id":4960},"sdd-core-workflow-specs-as-source-of-truth-prevents-rework","SDD Core Workflow: Specs as Source of Truth Prevents Rework",[22,4963,4964],{},"Spec-driven development flips traditional coding by formalizing intent first—via phases like Requirements (business context, EARS notation for edge-case user stories), Design (architecture), Tasks (decomposable units), and Implement (constrained agent execution)—yielding artifacts like requirements.md, design.md, tasks.md. This ensures AI agents produce code matching system needs, avoiding days of fixes after minutes of generation. Constitutions (immutable markdown rules) persist standards across sessions; agent hooks auto-trigger tests, READMEs, scans on file changes. Multi-model routers (Claude Sonnet + Qwen, DeepSeek) optimize cost\u002Fquality per task.",[22,4966,4967],{},"Trade-off: Adds upfront rigor but cuts iteration debt in teams >5 devs or brownfields.",[17,4969,4971],{"id":4970},"open-source-frameworks-for-portable-multi-agent-sdd","Open-Source Frameworks for Portable, Multi-Agent SDD",[22,4973,4974],{},"GitHub Spec Kit (93k stars, v0.8.7) runs 30+ agents (Claude Code, Copilot) through Specify-Plan-Tasks-Implement with constitution contracts; portable CLI for any IDE. BMAD-METHOD (46.7k stars, v6.6.0, MIT) orchestrates 12+ role agents (PM, UX, QA, Scrum) via file handoffs across Claude\u002FCursor\u002FCodex; V6 Cross Platform Team avoids reconfiguration. GSD (61k stars, npx install) meta-prompts parallel researchers\u002Fplanners\u002Fexecutors\u002Fverifiers (200k tokens impl) model-agnostically (OpenRouter\u002Flocal); low-ceremony vs. BMAD's sprints. OpenSpec excels brownfield deltas (ADDED\u002FMODIFIED\u002FREMOVED markers), scoring top in 13-category eval for auditable proposals without rigid gates.",[22,4976,4977],{},"Start with Spec Kit for new teams; BMAD\u002FGSD for SDLC coverage.",[17,4979,4981],{"id":4980},"ide-native-and-context-tools-for-familiar-scale","IDE-Native and Context Tools for Familiar Scale",[22,4983,4984],{},"Kiro (agentic VS Code-like IDE, CLI\u002Fweb) mandates 3-phase rigor + hooks; no AWS needed. Cursor Plan Mode + .cursor\u002Frules\u002F (legacy .cursorrules) plans multi-file changes pre-code, clarifying questions first. Claude Code (CLI) ingests full specs via CLAUDE.md for autonomous passes, agent in BMAD\u002FGSD\u002FSpec Kit. Augment Code's Context Engine spans 400k+ files (70.6% SWE-bench vs. 54% avg, 59% review F-score); BYOA plugs agents but pairs with spec tools. Tessl Framework (.tessl\u002F tiles) teaches MCP agents spec approval loops; Spec Registry (10k+ OSS lib specs) kills API hallucinations.",[22,4986,4987],{},"Cursor\u002FKiro for editor loyalty; Augment\u002FTessl for enterprise context drift.",{"title":59,"searchDepth":60,"depth":60,"links":4989},[4990,4991,4992],{"id":4960,"depth":60,"text":4961},{"id":4970,"depth":60,"text":4971},{"id":4980,"depth":60,"text":4981},[103],{"content_references":4995,"triage":5022},[4996,4999,5002,5005,5008,5010,5013,5016,5019],{"type":72,"title":4997,"url":4998,"context":76},"AWS Kiro","https:\u002F\u002Fkiro.dev\u002F",{"type":72,"title":5000,"url":5001,"context":76},"GitHub Spec Kit","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fspec-kit",{"type":72,"title":5003,"url":5004,"context":76},"BMAD-METHOD","https:\u002F\u002Fgithub.com\u002Fbmad-code-org\u002FBMAD-METHOD",{"type":72,"title":5006,"url":5007,"context":76},"Augment Code","https:\u002F\u002Fwww.augmentcode.com\u002F",{"type":72,"title":4915,"url":5009,"context":76},"https:\u002F\u002Fclaude.ai\u002Fcode",{"type":72,"title":5011,"url":5012,"context":76},"GSD (Get Shit Done)","https:\u002F\u002Fgithub.com\u002Fgsd-build\u002Fget-shit-done",{"type":72,"title":5014,"url":5015,"context":76},"Cursor","https:\u002F\u002Fcursor.com\u002F",{"type":72,"title":5017,"url":5018,"context":76},"OpenSpec","https:\u002F\u002Fgithub.com\u002FFission-AI\u002FOpenSpec",{"type":72,"title":5020,"url":5021,"context":76},"Tessl","https:\u002F\u002Ftessl.io\u002F",{"relevance":78,"novelty":79,"quality":79,"actionability":79,"composite":80,"reasoning":5023},"Category: AI Automation. The article provides a detailed overview of spec-driven development (SDD) and its associated tools, addressing the pain point of ensuring AI-generated code aligns with specifications. It offers actionable insights on specific tools like GitHub Spec Kit and BMAD, which can be directly applied by developers looking to improve their coding practices.","\u002Fsummaries\u002F67c404b9ead89e52-9-ai-tools-to-fix-ai-coding-s-spec-mismatch-proble-summary","2026-05-09 06:01:32","2026-05-09 15:37:21",{"title":4950,"description":59},{"loc":5024},"67c404b9ead89e52","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F08\u002F9-best-ai-tools-for-spec-driven-development-in-2026-kiro-bmad-gsd-and-more-compare\u002F","summaries\u002F67c404b9ead89e52-9-ai-tools-to-fix-ai-coding-s-spec-mismatch-proble-summary",[93,94,95,96],"Spec-driven development (SDD) treats structured specs as truth and generates code from them, preventing AI agents from producing fast but wrong code. Top tools like Kiro (agentic IDE), GitHub Spec Kit (93k stars CLI), and BMAD (12+ agents) enforce phases like requirements, design, tasks for traceable outputs.",[96],"0-PJwqfXmE9Ivt0CULVCXH46qmD4qILsvhLipVswxys"]