[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-2dec1907d8be7454-the-orchestration-tax-architecting-your-attention-summary":3,"summaries-facets-categories":131,"summary-related-2dec1907d8be7454-the-orchestration-tax-architecting-your-attention-summary":4182},{"id":4,"title":5,"ai":6,"body":13,"categories":81,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":86,"navigation":113,"path":114,"published_at":115,"question":83,"scraped_at":115,"seo":116,"sitemap":117,"source_id":118,"source_name":119,"source_type":120,"source_url":121,"stem":122,"tags":123,"thumbnail_url":83,"tldr":128,"tweet":83,"unknown_tags":129,"__hash__":130},"summaries\u002Fsummaries\u002F2dec1907d8be7454-the-orchestration-tax-architecting-your-attention-summary.md","The Orchestration Tax: Architecting Your Attention",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5440,995,4741,0.0028525,{"type":14,"value":15,"toc":74},"minimark",[16,21,25,29,32,36,39],[17,18,20],"h2",{"id":19},"the-human-bottleneck-in-concurrent-systems","The Human Bottleneck in Concurrent Systems",[22,23,24],"p",{},"Modern AI tooling makes it trivial to spawn dozens of agents, creating the illusion of massive productivity. However, this creates a structural mismatch: while agents operate in parallel, human judgment is a strictly serial process. You are the 'Global Interpreter Lock' (GIL) of your AI-powered workflow. Just as Amdahl’s Law dictates that system speedup is limited by the serial portion of the work, your output is capped by your capacity to review, reconcile, and understand the code your agents produce.",[17,26,28],{"id":27},"the-cost-of-cognitive-context-switching","The Cost of Cognitive Context Switching",[22,30,31],{},"Attempting to manage too many agents leads to 'orchestration tax'—a state where you are perpetually busy but unproductive. Every time you switch between agent outputs, you pay a heavy context-switching cost. Because human brains cannot reload context as efficiently as CPUs, this leads to 'cognitive surrender,' where you stop critically evaluating agent code to save mental energy. This results in the accumulation of both technical and cognitive debt, where you eventually lose your mental model of the codebase, leading to production failures that are difficult to debug.",[17,33,35],{"id":34},"architecting-your-attention","Architecting Your Attention",[22,37,38],{},"To maximize throughput, you must treat your attention as a scarce resource and design your workflow like a distributed system:",[40,41,42,50,56,62,68],"ul",{},[43,44,45,49],"li",{},[46,47,48],"strong",{},"Implement Backpressure:"," Scale your fleet of agents to match your actual review rate, not your UI's capacity. If you can only review three agents properly, do not run twenty.",[43,51,52,55],{},[46,53,54],{},"Categorize Work:"," Separate tasks into 'isolated' (suitable for background agents) and 'complex' (requiring your full, serial attention). Do not attempt to parallelize complex architectural tasks; they require the 'lock' to be held exclusively.",[43,57,58,61],{},[46,59,60],{},"Batch Your Reviews:"," Avoid checking agents sporadically. Let work accumulate and process it in batches to minimize the frequency of expensive context switches.",[43,63,64,67],{},[46,65,66],{},"Automate Verification:"," Shift the burden of proof to the agents. Require them to generate passing tests or visual proof for the 'boring 80%' of work, so you only spend your limited attention on the 20% that requires human judgment.",[43,69,70,73],{},[46,71,72],{},"Protect Serial Time:"," Recognize that orchestrating agents is overhead, not the work itself. Occasionally, the highest-leverage action is to stop orchestrating entirely and focus on a single problem with your full, undivided attention.",{"title":75,"searchDepth":76,"depth":76,"links":77},"",2,[78,79,80],{"id":19,"depth":76,"text":20},{"id":27,"depth":76,"text":28},{"id":34,"depth":76,"text":35},[82],"Developer Productivity",null,"md",false,{"group":87,"content_references":88,"triage":110},"addy-osmani",[89,95,99,103,106],{"type":90,"title":91,"author":92,"url":93,"context":94},"other","Google I\u002FO Panel","Addy Osmani, Richard Seroter, Aja Hammerly, Ciera Jaspan","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=VTYx7Ex-0bA","mentioned",{"type":90,"title":96,"author":97,"url":98,"context":94},"Your parallel Agent limit","Addy Osmani","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fcognitive-parallel-agents\u002F",{"type":90,"title":100,"url":101,"context":102},"Amdahl’s Law","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FAmdahl%27s_law","cited",{"type":90,"title":104,"author":97,"url":105,"context":94},"Cognitive surrender","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fcognitive-surrender\u002F",{"type":90,"title":107,"author":108,"url":109,"context":102},"Cognitive debt","Margaret-Anne Storey","https:\u002F\u002Fmargaretstorey.com\u002Fblog\u002F2026\u002F02\u002F09\u002Fcognitive-debt\u002F",{"relevance":111,"novelty":111,"quality":111,"actionability":111,"composite":111,"reasoning":112},4,"Category: Software Engineering. The article addresses the challenge of managing AI agents and the cognitive load on developers, which is a relevant pain point for the target audience. It provides actionable strategies like implementing backpressure and batching reviews, which can help improve productivity in AI-powered workflows.",true,"\u002Fsummaries\u002F2dec1907d8be7454-the-orchestration-tax-architecting-your-attention-summary","2026-05-25 03:00:24",{"title":5,"description":75},{"loc":114},"2dec1907d8be7454","Addy Osmani Blog","article","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Forchestration-tax\u002F","summaries\u002F2dec1907d8be7454-the-orchestration-tax-architecting-your-attention-summary",[124,125,126,127],"ai-tools","agents","dev-productivity","software-engineering","Spawning AI agents is cheap, but human judgment is a scarce, serial resource. To avoid 'orchestration tax'—the hidden cost of managing too many concurrent threads—you must treat your attention as a system bottleneck, applying backpressure and batching to maintain code quality.",[126,127],"QAXBcJ5Qkl5wSUEWaHZaRZh3D9n1SjQ1l-gxhYS7OQ0",[132,134,137,140,143,146,148,150,152,154,156,158,161,163,165,167,169,171,173,175,177,179,181,183,185,187,190,193,195,197,200,202,204,207,209,211,213,215,217,219,221,223,225,227,229,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180],{"categories":133},[82],{"categories":135},[136],"Business & SaaS",{"categories":138},[139],"AI & LLMs",{"categories":141},[142],"AI Automation",{"categories":144},[145],"Product Strategy",{"categories":147},[139],{"categories":149},[82],{"categories":151},[136],{"categories":153},[],{"categories":155},[139],{"categories":157},[],{"categories":159},[160],"AI News & Trends",{"categories":162},[142],{"categories":164},[142],{"categories":166},[160],{"categories":168},[142],{"categories":170},[142],{"categories":172},[142],{"categories":174},[139],{"categories":176},[139],{"categories":178},[139],{"categories":180},[160],{"categories":182},[139],{"categories":184},[139],{"categories":186},[],{"categories":188},[189],"Design & Frontend",{"categories":191},[192],"Data Science & Visualization",{"categories":194},[160],{"categories":196},[],{"categories":198},[199],"Software Engineering",{"categories":201},[139],{"categories":203},[142],{"categories":205},[206],"Marketing & Growth",{"categories":208},[189],{"categories":210},[139],{"categories":212},[142],{"categories":214},[],{"categories":216},[],{"categories":218},[189],{"categories":220},[142],{"categories":222},[82],{"categories":224},[199],{"categories":226},[189],{"categories":228},[139],{"categories":230},[231],"DevOps & Cloud",{"categories":233},[142],{"categories":235},[160],{"categories":237},[],{"categories":239},[],{"categories":241},[142],{"categories":243},[199],{"categories":245},[],{"categories":247},[136],{"categories":249},[],{"categories":251},[],{"categories":253},[142],{"categories":255},[139],{"categories":257},[139],{"categories":259},[142],{"categories":261},[139],{"categories":263},[139],{"categories":265},[139],{"categories":267},[],{"categories":269},[199],{"categories":271},[],{"categories":273},[],{"categories":275},[199],{"categories":277},[],{"categories":279},[199],{"categories":281},[139],{"categories":283},[139],{"categories":285},[206],{"categories":287},[189],{"categories":289},[189],{"categories":291},[139],{"categories":293},[142],{"categories":295},[199],{"categories":297},[139],{"categories":299},[139],{"categories":301},[142],{"categories":303},[142],{"categories":305},[192],{"categories":307},[160],{"categories":309},[142],{"categories":311},[142],{"categories":313},[206],{"categories":315},[142],{"categories":317},[145],{"categories":319},[199],{"categories":321},[],{"categories":323},[142],{"categories":325},[],{"categories":327},[142],{"categories":329},[199],{"categories":331},[231],{"categories":333},[189],{"categories":335},[139],{"categories":337},[],{"categories":339},[139],{"categories":341},[],{"categories":343},[142],{"categories":345},[],{"categories":347},[139],{"categories":349},[],{"categories":351},[82],{"categories":353},[199],{"categories":355},[136],{"categories":357},[139],{"categories":359},[139],{"categories":361},[160],{"categories":363},[139],{"categories":365},[],{"categories":367},[139],{"categories":369},[],{"categories":371},[199],{"categories":373},[192],{"categories":375},[],{"categories":377},[139],{"categories":379},[189],{"categories":381},[],{"categories":383},[189],{"categories":385},[142],{"categories":387},[],{"categories":389},[139],{"categories":391},[142],{"categories":393},[160],{"categories":395},[136],{"categories":397},[139],{"categories":399},[],{"categories":401},[142],{"categories":403},[139],{"categories":405},[145],{"categories":407},[],{"categories":409},[139],{"categories":411},[145],{"categories":413},[142],{"categories":415},[142],{"categories":417},[],{"categories":419},[192],{"categories":421},[139],{"categories":423},[],{"categories":425},[82],{"categories":427},[136],{"categories":429},[139],{"categories":431},[142],{"categories":433},[199],{"categories":435},[139],{"categories":437},[],{"categories":439},[],{"categories":441},[139],{"categories":443},[139],{"categories":445},[],{"categories":447},[189],{"categories":449},[],{"categories":451},[139],{"categories":453},[],{"categories":455},[142],{"categories":457},[139],{"categories":459},[189],{"categories":461},[],{"categories":463},[139],{"categories":465},[139],{"categories":467},[136],{"categories":469},[142],{"categories":471},[139],{"categories":473},[139],{"categories":475},[189],{"categories":477},[142],{"categories":479},[],{"categories":481},[],{"categories":483},[160],{"categories":485},[],{"categories":487},[139],{"categories":489},[136,206],{"categories":491},[],{"categories":493},[139],{"categories":495},[142],{"categories":497},[],{"categories":499},[],{"categories":501},[139],{"categories":503},[],{"categories":505},[139],{"categories":507},[231],{"categories":509},[],{"categories":511},[160],{"categories":513},[189],{"categories":515},[],{"categories":517},[160],{"categories":519},[142],{"categories":521},[160],{"categories":523},[139],{"categories":525},[206],{"categories":527},[],{"categories":529},[136],{"categories":531},[139],{"categories":533},[142],{"categories":535},[],{"categories":537},[139,231],{"categories":539},[139],{"categories":541},[139],{"categories":543},[139],{"categories":545},[142],{"categories":547},[139,199],{"categories":549},[192],{"categories":551},[139],{"categories":553},[206],{"categories":555},[142],{"categories":557},[139],{"categories":559},[142],{"categories":561},[],{"categories":563},[142],{"categories":565},[139],{"categories":567},[139,136],{"categories":569},[],{"categories":571},[189],{"categories":573},[189],{"categories":575},[],{"categories":577},[],{"categories":579},[160],{"categories":581},[],{"categories":583},[82],{"categories":585},[199],{"categories":587},[139],{"categories":589},[189],{"categories":591},[142],{"categories":593},[199],{"categories":595},[160],{"categories":597},[189],{"categories":599},[],{"categories":601},[139],{"categories":603},[139],{"categories":605},[139],{"categories":607},[139],{"categories":609},[160],{"categories":611},[82],{"categories":613},[139],{"categories":615},[142],{"categories":617},[231],{"categories":619},[189],{"categories":621},[142],{"categories":623},[],{"categories":625},[],{"categories":627},[189],{"categories":629},[160],{"categories":631},[192],{"categories":633},[],{"categories":635},[139],{"categories":637},[139],{"categories":639},[136],{"categories":641},[139],{"categories":643},[139],{"categories":645},[139],{"categories":647},[160],{"categories":649},[],{"categories":651},[142],{"categories":653},[199],{"categories":655},[],{"categories":657},[139],{"categories":659},[139],{"categories":661},[142],{"categories":663},[],{"categories":665},[],{"categories":667},[139],{"categories":669},[],{"categories":671},[136],{"categories":673},[142],{"categories":675},[142],{"categories":677},[],{"categories":679},[82],{"categories":681},[139],{"categories":683},[136],{"categories":685},[160],{"categories":687},[82],{"categories":689},[],{"categories":691},[],{"categories":693},[],{"categories":695},[160],{"categories":697},[160],{"categories":699},[],{"categories":701},[199],{"categories":703},[],{"categories":705},[136],{"categories":707},[],{"categories":709},[],{"categories":711},[82],{"categories":713},[],{"categories":715},[206],{"categories":717},[142],{"categories":719},[136],{"categories":721},[142],{"categories":723},[199],{"categories":725},[],{"categories":727},[145],{"categories":729},[189],{"categories":731},[199],{"categories":733},[139],{"categories":735},[142],{"categories":737},[136],{"categories":739},[139],{"categories":741},[],{"categories":743},[],{"categories":745},[199],{"categories":747},[192],{"categories":749},[145],{"categories":751},[142],{"categories":753},[139],{"categories":755},[],{"categories":757},[231],{"categories":759},[],{"categories":761},[142],{"categories":763},[],{"categories":765},[82],{"categories":767},[],{"categories":769},[139],{"categories":771},[139],{"categories":773},[189],{"categories":775},[206],{"categories":777},[142],{"categories":779},[],{"categories":781},[199],{"categories":783},[82],{"categories":785},[],{"categories":787},[160],{"categories":789},[139,231],{"categories":791},[139],{"categories":793},[160],{"categories":795},[139],{"categories":797},[139],{"categories":799},[136],{"categories":801},[139],{"categories":803},[],{"categories":805},[139],{"categories":807},[136],{"categories":809},[],{"categories":811},[142],{"categories":813},[199],{"categories":815},[189],{"categories":817},[160],{"categories":819},[192],{"categories":821},[82],{"categories":823},[139],{"categories":825},[142],{"categories":827},[199],{"categories":829},[],{"categories":831},[],{"categories":833},[145],{"categories":835},[],{"categories":837},[139],{"categories":839},[],{"categories":841},[189],{"categories":843},[199],{"categories":845},[189],{"categories":847},[139],{"categories":849},[189],{"categories":851},[],{"categories":853},[],{"categories":855},[160],{"categories":857},[142],{"categories":859},[142],{"categories":861},[139],{"categories":863},[139],{"categories":865},[139],{"categories":867},[136],{"categories":869},[139],{"categories":871},[],{"categories":873},[199],{"categories":875},[199],{"categories":877},[136],{"categories":879},[],{"categories":881},[139],{"categories":883},[139],{"categories":885},[82],{"categories":887},[136],{"categories":889},[160],{"categories":891},[206],{"categories":893},[139],{"categories":895},[142],{"categories":897},[],{"categories":899},[189],{"categories":901},[],{"categories":903},[139],{"categories":905},[139],{"categories":907},[],{"categories":909},[136],{"categories":911},[142],{"categories":913},[],{"categories":915},[231],{"categories":917},[192],{"categories":919},[199],{"categories":921},[206],{"categories":923},[189],{"categories":925},[139],{"categories":927},[199],{"categories":929},[142],{"categories":931},[],{"categories":933},[],{"categories":935},[142],{"categories":937},[82],{"categories":939},[142],{"categories":941},[145],{"categories":943},[136],{"categories":945},[],{"categories":947},[139],{"categories":949},[145],{"categories":951},[139],{"categories":953},[139],{"categories":955},[139],{"categories":957},[206],{"categories":959},[139],{"categories":961},[189],{"categories":963},[142],{"categories":965},[],{"categories":967},[],{"categories":969},[231],{"categories":971},[199],{"categories":973},[],{"categories":975},[142],{"categories":977},[139],{"categories":979},[189,139],{"categories":981},[82],{"categories":983},[],{"categories":985},[139],{"categories":987},[82],{"categories":989},[189],{"categories":991},[142],{"categories":993},[199],{"categories":995},[],{"categories":997},[139],{"categories":999},[],{"categories":1001},[],{"categories":1003},[139],{"categories":1005},[82],{"categories":1007},[139],{"categories":1009},[],{"categories":1011},[142],{"categories":1013},[145],{"categories":1015},[139],{"categories":1017},[139],{"categories":1019},[139],{"categories":1021},[189],{"categories":1023},[142],{"categories":1025},[231],{"categories":1027},[189],{"categories":1029},[142],{"categories":1031},[139],{"categories":1033},[139],{"categories":1035},[139],{"categories":1037},[199],{"categories":1039},[],{"categories":1041},[160],{"categories":1043},[],{"categories":1045},[145],{"categories":1047},[142],{"categories":1049},[189],{"categories":1051},[139],{"categories":1053},[142],{"categories":1055},[199],{"categories":1057},[189],{"categories":1059},[142],{"categories":1061},[160],{"categories":1063},[],{"categories":1065},[139],{"categories":1067},[189],{"categories":1069},[139],{"categories":1071},[82],{"categories":1073},[160],{"categories":1075},[139],{"categories":1077},[206],{"categories":1079},[139],{"categories":1081},[142],{"categories":1083},[142],{"categories":1085},[139],{"categories":1087},[142],{"categories":1089},[142],{"categories":1091},[139],{"categories":1093},[142],{"categories":1095},[189],{"categories":1097},[139],{"categories":1099},[],{"categories":1101},[],{"categories":1103},[199],{"categories":1105},[],{"categories":1107},[82],{"categories":1109},[231],{"categories":1111},[139],{"categories":1113},[],{"categories":1115},[82],{"categories":1117},[136],{"categories":1119},[139],{"categories":1121},[206],{"categories":1123},[],{"categories":1125},[136],{"categories":1127},[],{"categories":1129},[139],{"categories":1131},[199],{"categories":1133},[],{"categories":1135},[],{"categories":1137},[],{"categories":1139},[],{"categories":1141},[139],{"categories":1143},[142],{"categories":1145},[231],{"categories":1147},[82],{"categories":1149},[199],{"categories":1151},[139],{"categories":1153},[199],{"categories":1155},[145],{"categories":1157},[139],{"categories":1159},[206],{"categories":1161},[136],{"categories":1163},[139],{"categories":1165},[139],{"categories":1167},[139],{"categories":1169},[139,82],{"categories":1171},[199],{"categories":1173},[199],{"categories":1175},[189],{"categories":1177},[142],{"categories":1179},[139],{"categories":1181},[],{"categories":1183},[],{"categories":1185},[],{"categories":1187},[199],{"categories":1189},[192],{"categories":1191},[160],{"categories":1193},[189],{"categories":1195},[199],{"categories":1197},[],{"categories":1199},[139],{"categories":1201},[139],{"categories":1203},[],{"categories":1205},[142],{"categories":1207},[139],{"categories":1209},[139],{"categories":1211},[],{"categories":1213},[142],{"categories":1215},[139],{"categories":1217},[136],{"categories":1219},[],{"categories":1221},[82],{"categories":1223},[139],{"categories":1225},[82],{"categories":1227},[139],{"categories":1229},[199],{"categories":1231},[206],{"categories":1233},[142],{"categories":1235},[139,189],{"categories":1237},[160],{"categories":1239},[139],{"categories":1241},[189],{"categories":1243},[],{"categories":1245},[199],{"categories":1247},[231],{"categories":1249},[189],{"categories":1251},[139],{"categories":1253},[142],{"categories":1255},[],{"categories":1257},[],{"categories":1259},[],{"categories":1261},[],{"categories":1263},[199],{"categories":1265},[142],{"categories":1267},[142],{"categories":1269},[231],{"categories":1271},[139],{"categories":1273},[139],{"categories":1275},[142],{"categories":1277},[139],{"categories":1279},[139],{"categories":1281},[],{"categories":1283},[189],{"categories":1285},[],{"categories":1287},[],{"categories":1289},[142],{"categories":1291},[],{"categories":1293},[],{"categories":1295},[206],{"categories":1297},[206],{"categories":1299},[142],{"categories":1301},[199],{"categories":1303},[],{"categories":1305},[139],{"categories":1307},[139],{"categories":1309},[199],{"categories":1311},[189],{"categories":1313},[189],{"categories":1315},[142],{"categories":1317},[82],{"categories":1319},[139],{"categories":1321},[189],{"categories":1323},[189],{"categories":1325},[142],{"categories":1327},[142],{"categories":1329},[139],{"categories":1331},[],{"categories":1333},[139],{"categories":1335},[],{"categories":1337},[139],{"categories":1339},[142],{"categories":1341},[160],{"categories":1343},[199],{"categories":1345},[139],{"categories":1347},[82],{"categories":1349},[139],{"categories":1351},[],{"categories":1353},[142],{"categories":1355},[142],{"categories":1357},[],{"categories":1359},[139],{"categories":1361},[82],{"categories":1363},[139],{"categories":1365},[82],{"categories":1367},[82],{"categories":1369},[],{"categories":1371},[],{"categories":1373},[142],{"categories":1375},[160],{"categories":1377},[142],{"categories":1379},[139],{"categories":1381},[139],{"categories":1383},[160],{"categories":1385},[192],{"categories":1387},[145],{"categories":1389},[160],{"categories":1391},[189],{"categories":1393},[],{"categories":1395},[],{"categories":1397},[160],{"categories":1399},[],{"categories":1401},[],{"categories":1403},[],{"categories":1405},[],{"categories":1407},[199],{"categories":1409},[199],{"categories":1411},[192],{"categories":1413},[],{"categories":1415},[139],{"categories":1417},[139],{"categories":1419},[192],{"categories":1421},[199],{"categories":1423},[],{"categories":1425},[],{"categories":1427},[142],{"categories":1429},[142],{"categories":1431},[160],{"categories":1433},[160],{"categories":1435},[142],{"categories":1437},[142],{"categories":1439},[82],{"categories":1441},[139,231],{"categories":1443},[],{"categories":1445},[189],{"categories":1447},[82],{"categories":1449},[142],{"categories":1451},[189],{"categories":1453},[],{"categories":1455},[142],{"categories":1457},[142],{"categories":1459},[139],{"categories":1461},[206],{"categories":1463},[199],{"categories":1465},[189],{"categories":1467},[],{"categories":1469},[142],{"categories":1471},[139],{"categories":1473},[142],{"categories":1475},[142],{"categories":1477},[142],{"categories":1479},[206],{"categories":1481},[139],{"categories":1483},[142],{"categories":1485},[139],{"categories":1487},[],{"categories":1489},[206],{"categories":1491},[160],{"categories":1493},[199],{"categories":1495},[139],{"categories":1497},[142],{"categories":1499},[],{"categories":1501},[],{"categories":1503},[139],{"categories":1505},[142],{"categories":1507},[160],{"categories":1509},[142],{"categories":1511},[142],{"categories":1513},[],{"categories":1515},[139],{"categories":1517},[],{"categories":1519},[],{"categories":1521},[142],{"categories":1523},[],{"categories":1525},[],{"categories":1527},[192],{"categories":1529},[139],{"categories":1531},[192],{"categories":1533},[160],{"categories":1535},[139],{"categories":1537},[139],{"categories":1539},[142],{"categories":1541},[139],{"categories":1543},[],{"categories":1545},[],{"categories":1547},[231],{"categories":1549},[139],{"categories":1551},[],{"categories":1553},[],{"categories":1555},[82],{"categories":1557},[],{"categories":1559},[],{"categories":1561},[139],{"categories":1563},[],{"categories":1565},[],{"categories":1567},[199],{"categories":1569},[160],{"categories":1571},[206],{"categories":1573},[136],{"categories":1575},[139],{"categories":1577},[139],{"categories":1579},[136],{"categories":1581},[],{"categories":1583},[189],{"categories":1585},[142],{"categories":1587},[136],{"categories":1589},[139],{"categories":1591},[139],{"categories":1593},[82],{"categories":1595},[139],{"categories":1597},[],{"categories":1599},[82],{"categories":1601},[139],{"categories":1603},[206],{"categories":1605},[142],{"categories":1607},[160],{"categories":1609},[136],{"categories":1611},[139],{"categories":1613},[139],{"categories":1615},[142],{"categories":1617},[],{"categories":1619},[139],{"categories":1621},[82],{"categories":1623},[139],{"categories":1625},[139],{"categories":1627},[],{"categories":1629},[160],{"categories":1631},[139],{"categories":1633},[139],{"categories":1635},[],{"categories":1637},[136],{"categories":1639},[136],{"categories":1641},[139],{"categories":1643},[139],{"categories":1645},[],{"categories":1647},[],{"categories":1649},[],{"categories":1651},[139],{"categories":1653},[160],{"categories":1655},[],{"categories":1657},[231],{"categories":1659},[139],{"categories":1661},[139],{"categories":1663},[],{"categories":1665},[139],{"categories":1667},[139],{"categories":1669},[139],{"categories":1671},[139,231],{"categories":1673},[139],{"categories":1675},[139],{"categories":1677},[189],{"categories":1679},[142],{"categories":1681},[],{"categories":1683},[142],{"categories":1685},[142],{"categories":1687},[139],{"categories":1689},[139],{"categories":1691},[139],{"categories":1693},[82],{"categories":1695},[82],{"categories":1697},[199],{"categories":1699},[189],{"categories":1701},[142],{"categories":1703},[],{"categories":1705},[139],{"categories":1707},[160],{"categories":1709},[139],{"categories":1711},[139],{"categories":1713},[136],{"categories":1715},[],{"categories":1717},[231],{"categories":1719},[189],{"categories":1721},[189],{"categories":1723},[142],{"categories":1725},[160],{"categories":1727},[142],{"categories":1729},[139],{"categories":1731},[],{"categories":1733},[139],{"categories":1735},[],{"categories":1737},[],{"categories":1739},[139],{"categories":1741},[139],{"categories":1743},[139],{"categories":1745},[142],{"categories":1747},[139],{"categories":1749},[139],{"categories":1751},[],{"categories":1753},[192],{"categories":1755},[142],{"categories":1757},[],{"categories":1759},[],{"categories":1761},[139],{"categories":1763},[139],{"categories":1765},[139],{"categories":1767},[160],{"categories":1769},[],{"categories":1771},[189],{"categories":1773},[231],{"categories":1775},[160],{"categories":1777},[199],{"categories":1779},[199],{"categories":1781},[160],{"categories":1783},[160],{"categories":1785},[231],{"categories":1787},[],{"categories":1789},[160],{"categories":1791},[139],{"categories":1793},[82],{"categories":1795},[139],{"categories":1797},[160],{"categories":1799},[],{"categories":1801},[199],{"categories":1803},[192],{"categories":1805},[139],{"categories":1807},[160],{"categories":1809},[199],{"categories":1811},[142],{"categories":1813},[160],{"categories":1815},[231],{"categories":1817},[142],{"categories":1819},[139],{"categories":1821},[139],{"categories":1823},[139],{"categories":1825},[],{"categories":1827},[136],{"categories":1829},[],{"categories":1831},[],{"categories":1833},[139],{"categories":1835},[139],{"categories":1837},[139],{"categories":1839},[139],{"categories":1841},[],{"categories":1843},[192],{"categories":1845},[82],{"categories":1847},[],{"categories":1849},[139],{"categories":1851},[139],{"categories":1853},[231],{"categories":1855},[231],{"categories":1857},[],{"categories":1859},[142],{"categories":1861},[160],{"categories":1863},[160],{"categories":1865},[139],{"categories":1867},[142],{"categories":1869},[],{"categories":1871},[189],{"categories":1873},[139],{"categories":1875},[139],{"categories":1877},[],{"categories":1879},[139],{"categories":1881},[],{"categories":1883},[199],{"categories":1885},[231],{"categories":1887},[139],{"categories":1889},[199],{"categories":1891},[136],{"categories":1893},[139],{"categories":1895},[],{"categories":1897},[142],{"categories":1899},[82],{"categories":1901},[82],{"categories":1903},[],{"categories":1905},[139],{"categories":1907},[189],{"categories":1909},[142],{"categories":1911},[],{"categories":1913},[139],{"categories":1915},[139],{"categories":1917},[142],{"categories":1919},[],{"categories":1921},[142],{"categories":1923},[199],{"categories":1925},[],{"categories":1927},[139],{"categories":1929},[142],{"categories":1931},[136],{"categories":1933},[],{"categories":1935},[139],{"categories":1937},[],{"categories":1939},[139],{"categories":1941},[139],{"categories":1943},[],{"categories":1945},[139],{"categories":1947},[160],{"categories":1949},[139],{"categories":1951},[139],{"categories":1953},[82],{"categories":1955},[139],{"categories":1957},[160],{"categories":1959},[142],{"categories":1961},[],{"categories":1963},[139],{"categories":1965},[189],{"categories":1967},[206],{"categories":1969},[139],{"categories":1971},[],{"categories":1973},[],{"categories":1975},[],{"categories":1977},[82],{"categories":1979},[160],{"categories":1981},[142],{"categories":1983},[139],{"categories":1985},[189],{"categories":1987},[142],{"categories":1989},[],{"categories":1991},[142],{"categories":1993},[],{"categories":1995},[139],{"categories":1997},[142],{"categories":1999},[139],{"categories":2001},[],{"categories":2003},[139],{"categories":2005},[139],{"categories":2007},[160],{"categories":2009},[189],{"categories":2011},[142],{"categories":2013},[189],{"categories":2015},[136],{"categories":2017},[],{"categories":2019},[],{"categories":2021},[139],{"categories":2023},[82],{"categories":2025},[160],{"categories":2027},[],{"categories":2029},[189],{"categories":2031},[],{"categories":2033},[199],{"categories":2035},[199],{"categories":2037},[189],{"categories":2039},[],{"categories":2041},[139],{"categories":2043},[],{"categories":2045},[206],{"categories":2047},[139],{"categories":2049},[231],{"categories":2051},[199],{"categories":2053},[],{"categories":2055},[142],{"categories":2057},[139],{"categories":2059},[82],{"categories":2061},[142],{"categories":2063},[142],{"categories":2065},[139],{"categories":2067},[],{"categories":2069},[82],{"categories":2071},[139],{"categories":2073},[136],{"categories":2075},[199],{"categories":2077},[189],{"categories":2079},[],{"categories":2081},[],{"categories":2083},[],{"categories":2085},[142],{"categories":2087},[199],{"categories":2089},[189],{"categories":2091},[160],{"categories":2093},[139],{"categories":2095},[160],{"categories":2097},[189],{"categories":2099},[],{"categories":2101},[189],{"categories":2103},[160],{"categories":2105},[136],{"categories":2107},[199],{"categories":2109},[139],{"categories":2111},[160],{"categories":2113},[206],{"categories":2115},[],{"categories":2117},[],{"categories":2119},[192],{"categories":2121},[139,199],{"categories":2123},[160],{"categories":2125},[139],{"categories":2127},[142],{"categories":2129},[139],{"categories":2131},[142],{"categories":2133},[139],{"categories":2135},[139],{"categories":2137},[],{"categories":2139},[199],{"categories":2141},[139],{"categories":2143},[192],{"categories":2145},[142],{"categories":2147},[206],{"categories":2149},[231],{"categories":2151},[],{"categories":2153},[82],{"categories":2155},[142],{"categories":2157},[142],{"categories":2159},[199],{"categories":2161},[139],{"categories":2163},[139],{"categories":2165},[],{"categories":2167},[],{"categories":2169},[],{"categories":2171},[231],{"categories":2173},[160],{"categories":2175},[139],{"categories":2177},[139],{"categories":2179},[139],{"categories":2181},[],{"categories":2183},[192],{"categories":2185},[136],{"categories":2187},[],{"categories":2189},[139],{"categories":2191},[142],{"categories":2193},[231],{"categories":2195},[],{"categories":2197},[189],{"categories":2199},[189],{"categories":2201},[],{"categories":2203},[199],{"categories":2205},[139],{"categories":2207},[189],{"categories":2209},[139],{"categories":2211},[],{"categories":2213},[160],{"categories":2215},[139],{"categories":2217},[139],{"categories":2219},[189],{"categories":2221},[142],{"categories":2223},[160],{"categories":2225},[],{"categories":2227},[142],{"categories":2229},[189],{"categories":2231},[139],{"categories":2233},[],{"categories":2235},[139],{"categories":2237},[139],{"categories":2239},[231],{"categories":2241},[160],{"categories":2243},[192],{"categories":2245},[192],{"categories":2247},[],{"categories":2249},[],{"categories":2251},[],{"categories":2253},[142],{"categories":2255},[199],{"categories":2257},[199],{"categories":2259},[139],{"categories":2261},[139],{"categories":2263},[],{"categories":2265},[],{"categories":2267},[139],{"categories":2269},[],{"categories":2271},[142],{"categories":2273},[139],{"categories":2275},[],{"categories":2277},[145],{"categories":2279},[139],{"categories":2281},[136],{"categories":2283},[139],{"categories":2285},[206],{"categories":2287},[142],{"categories":2289},[139],{"categories":2291},[139],{"categories":2293},[139],{"categories":2295},[199],{"categories":2297},[],{"categories":2299},[160],{"categories":2301},[142],{"categories":2303},[],{"categories":2305},[160],{"categories":2307},[142],{"categories":2309},[139],{"categories":2311},[142],{"categories":2313},[],{"categories":2315},[136],{"categories":2317},[142],{"categories":2319},[],{"categories":2321},[199],{"categories":2323},[139],{"categories":2325},[82],{"categories":2327},[160],{"categories":2329},[231],{"categories":2331},[142],{"categories":2333},[142],{"categories":2335},[82],{"categories":2337},[],{"categories":2339},[139],{"categories":2341},[],{"categories":2343},[],{"categories":2345},[189],{"categories":2347},[139,136],{"categories":2349},[139],{"categories":2351},[],{"categories":2353},[82],{"categories":2355},[192],{"categories":2357},[139],{"categories":2359},[199],{"categories":2361},[139],{"categories":2363},[142],{"categories":2365},[139],{"categories":2367},[139],{"categories":2369},[139],{"categories":2371},[160],{"categories":2373},[142],{"categories":2375},[139],{"categories":2377},[],{"categories":2379},[],{"categories":2381},[142],{"categories":2383},[139],{"categories":2385},[231],{"categories":2387},[],{"categories":2389},[139],{"categories":2391},[142],{"categories":2393},[],{"categories":2395},[142],{"categories":2397},[139],{"categories":2399},[206],{"categories":2401},[192],{"categories":2403},[142],{"categories":2405},[139],{"categories":2407},[231],{"categories":2409},[],{"categories":2411},[139],{"categories":2413},[206],{"categories":2415},[189],{"categories":2417},[139],{"categories":2419},[139],{"categories":2421},[],{"categories":2423},[206],{"categories":2425},[160],{"categories":2427},[139],{"categories":2429},[139],{"categories":2431},[82],{"categories":2433},[139],{"categories":2435},[],{"categories":2437},[],{"categories":2439},[189],{"categories":2441},[139],{"categories":2443},[192],{"categories":2445},[206],{"categories":2447},[142],{"categories":2449},[206],{"categories":2451},[160],{"categories":2453},[],{"categories":2455},[],{"categories":2457},[139],{"categories":2459},[142],{"categories":2461},[139],{"categories":2463},[139],{"categories":2465},[],{"categories":2467},[139,199],{"categories":2469},[160],{"categories":2471},[142],{"categories":2473},[199],{"categories":2475},[139],{"categories":2477},[82],{"categories":2479},[],{"categories":2481},[],{"categories":2483},[82],{"categories":2485},[199],{"categories":2487},[206],{"categories":2489},[139],{"categories":2491},[199],{"categories":2493},[],{"categories":2495},[189,139],{"categories":2497},[231],{"categories":2499},[82],{"categories":2501},[],{"categories":2503},[136],{"categories":2505},[136],{"categories":2507},[139],{"categories":2509},[139],{"categories":2511},[199],{"categories":2513},[142],{"categories":2515},[160],{"categories":2517},[206],{"categories":2519},[189],{"categories":2521},[139],{"categories":2523},[139],{"categories":2525},[139],{"categories":2527},[82],{"categories":2529},[139],{"categories":2531},[142],{"categories":2533},[160],{"categories":2535},[],{"categories":2537},[],{"categories":2539},[192],{"categories":2541},[199],{"categories":2543},[139],{"categories":2545},[189],{"categories":2547},[139],{"categories":2549},[192],{"categories":2551},[139],{"categories":2553},[139],{"categories":2555},[139],{"categories":2557},[142],{"categories":2559},[142],{"categories":2561},[139,136],{"categories":2563},[],{"categories":2565},[189],{"categories":2567},[],{"categories":2569},[139],{"categories":2571},[160],{"categories":2573},[82],{"categories":2575},[82],{"categories":2577},[142],{"categories":2579},[142],{"categories":2581},[139],{"categories":2583},[139],{"categories":2585},[136],{"categories":2587},[199],{"categories":2589},[206],{"categories":2591},[139],{"categories":2593},[],{"categories":2595},[160],{"categories":2597},[139],{"categories":2599},[139],{"categories":2601},[139],{"categories":2603},[139],{"categories":2605},[139],{"categories":2607},[199],{"categories":2609},[160],{"categories":2611},[199],{"categories":2613},[199],{"categories":2615},[139],{"categories":2617},[139],{"categories":2619},[142],{"categories":2621},[160],{"categories":2623},[139],{"categories":2625},[189],{"categories":2627},[139],{"categories":2629},[139],{"categories":2631},[231],{"categories":2633},[139],{"categories":2635},[145],{"categories":2637},[142],{"categories":2639},[139],{"categories":2641},[160],{"categories":2643},[142],{"categories":2645},[206],{"categories":2647},[139],{"categories":2649},[],{"categories":2651},[139],{"categories":2653},[139],{"categories":2655},[],{"categories":2657},[],{"categories":2659},[],{"categories":2661},[136],{"categories":2663},[139],{"categories":2665},[142],{"categories":2667},[160],{"categories":2669},[160],{"categories":2671},[160],{"categories":2673},[160],{"categories":2675},[],{"categories":2677},[82],{"categories":2679},[142],{"categories":2681},[160],{"categories":2683},[139],{"categories":2685},[82],{"categories":2687},[142],{"categories":2689},[139],{"categories":2691},[139,142],{"categories":2693},[142],{"categories":2695},[231],{"categories":2697},[160],{"categories":2699},[160],{"categories":2701},[142],{"categories":2703},[139],{"categories":2705},[],{"categories":2707},[160],{"categories":2709},[206],{"categories":2711},[82],{"categories":2713},[139],{"categories":2715},[139],{"categories":2717},[],{"categories":2719},[199],{"categories":2721},[],{"categories":2723},[82],{"categories":2725},[142],{"categories":2727},[160],{"categories":2729},[139],{"categories":2731},[160],{"categories":2733},[82],{"categories":2735},[160],{"categories":2737},[160],{"categories":2739},[],{"categories":2741},[136],{"categories":2743},[142],{"categories":2745},[160],{"categories":2747},[160],{"categories":2749},[160],{"categories":2751},[160],{"categories":2753},[160],{"categories":2755},[160],{"categories":2757},[160],{"categories":2759},[160],{"categories":2761},[160],{"categories":2763},[160],{"categories":2765},[192],{"categories":2767},[82],{"categories":2769},[139],{"categories":2771},[139],{"categories":2773},[142],{"categories":2775},[],{"categories":2777},[139,82],{"categories":2779},[],{"categories":2781},[142],{"categories":2783},[160],{"categories":2785},[142],{"categories":2787},[139],{"categories":2789},[139],{"categories":2791},[139],{"categories":2793},[139],{"categories":2795},[139],{"categories":2797},[142],{"categories":2799},[136],{"categories":2801},[],{"categories":2803},[189],{"categories":2805},[160],{"categories":2807},[139],{"categories":2809},[],{"categories":2811},[],{"categories":2813},[142],{"categories":2815},[189],{"categories":2817},[139],{"categories":2819},[],{"categories":2821},[139],{"categories":2823},[],{"categories":2825},[206],{"categories":2827},[139],{"categories":2829},[],{"categories":2831},[],{"categories":2833},[160],{"categories":2835},[82],{"categories":2837},[139],{"categories":2839},[136],{"categories":2841},[139],{"categories":2843},[136],{"categories":2845},[189],{"categories":2847},[],{"categories":2849},[160],{"categories":2851},[],{"categories":2853},[189],{"categories":2855},[139],{"categories":2857},[206],{"categories":2859},[],{"categories":2861},[206],{"categories":2863},[],{"categories":2865},[],{"categories":2867},[142],{"categories":2869},[],{"categories":2871},[136],{"categories":2873},[82],{"categories":2875},[189],{"categories":2877},[199],{"categories":2879},[],{"categories":2881},[],{"categories":2883},[139],{"categories":2885},[82],{"categories":2887},[206],{"categories":2889},[],{"categories":2891},[142],{"categories":2893},[142],{"categories":2895},[160],{"categories":2897},[199],{"categories":2899},[139],{"categories":2901},[142],{"categories":2903},[139],{"categories":2905},[142],{"categories":2907},[139],{"categories":2909},[145],{"categories":2911},[206],{"categories":2913},[160],{"categories":2915},[],{"categories":2917},[206],{"categories":2919},[],{"categories":2921},[199],{"categories":2923},[142],{"categories":2925},[],{"categories":2927},[139],{"categories":2929},[142],{"categories":2931},[136],{"categories":2933},[82],{"categories":2935},[139],{"categories":2937},[189],{"categories":2939},[199],{"categories":2941},[199],{"categories":2943},[139],{"categories":2945},[192],{"categories":2947},[139],{"categories":2949},[142],{"categories":2951},[136],{"categories":2953},[189],{"categories":2955},[142],{"categories":2957},[139],{"categories":2959},[139],{"categories":2961},[142],{"categories":2963},[160],{"categories":2965},[],{"categories":2967},[82],{"categories":2969},[139],{"categories":2971},[139],{"categories":2973},[142],{"categories":2975},[139],{"categories":2977},[139],{"categories":2979},[],{"categories":2981},[139],{"categories":2983},[189],{"categories":2985},[136],{"categories":2987},[160],{"categories":2989},[139],{"categories":2991},[139],{"categories":2993},[189],{"categories":2995},[139],{"categories":2997},[206],{"categories":2999},[192],{"categories":3001},[139],{"categories":3003},[160],{"categories":3005},[139],{"categories":3007},[142],{"categories":3009},[231],{"categories":3011},[139],{"categories":3013},[142],{"categories":3015},[192],{"categories":3017},[],{"categories":3019},[142],{"categories":3021},[199],{"categories":3023},[189],{"categories":3025},[139],{"categories":3027},[82],{"categories":3029},[199],{"categories":3031},[136],{"categories":3033},[199],{"categories":3035},[139],{"categories":3037},[],{"categories":3039},[142],{"categories":3041},[142],{"categories":3043},[139],{"categories":3045},[192],{"categories":3047},[],{"categories":3049},[160],{"categories":3051},[],{"categories":3053},[160],{"categories":3055},[139],{"categories":3057},[139],{"categories":3059},[142],{"categories":3061},[142],{"categories":3063},[142],{"categories":3065},[],{"categories":3067},[160],{"categories":3069},[],{"categories":3071},[139],{"categories":3073},[139],{"categories":3075},[],{"categories":3077},[189],{"categories":3079},[142],{"categories":3081},[206],{"categories":3083},[82],{"categories":3085},[],{"categories":3087},[139],{"categories":3089},[],{"categories":3091},[82],{"categories":3093},[160],{"categories":3095},[199],{"categories":3097},[139],{"categories":3099},[139],{"categories":3101},[139],{"categories":3103},[199],{"categories":3105},[160],{"categories":3107},[189],{"categories":3109},[139],{"categories":3111},[139],{"categories":3113},[139],{"categories":3115},[160],{"categories":3117},[139],{"categories":3119},[160],{"categories":3121},[160],{"categories":3123},[142],{"categories":3125},[142],{"categories":3127},[199],{"categories":3129},[160],{"categories":3131},[142],{"categories":3133},[139],{"categories":3135},[199],{"categories":3137},[189],{"categories":3139},[],{"categories":3141},[142],{"categories":3143},[],{"categories":3145},[],{"categories":3147},[],{"categories":3149},[136],{"categories":3151},[142],{"categories":3153},[139],{"categories":3155},[142],{"categories":3157},[82],{"categories":3159},[142],{"categories":3161},[206],{"categories":3163},[],{"categories":3165},[142],{"categories":3167},[],{"categories":3169},[82],{"categories":3171},[142],{"categories":3173},[],{"categories":3175},[142],{"categories":3177},[139],{"categories":3179},[160],{"categories":3181},[139],{"categories":3183},[142],{"categories":3185},[160],{"categories":3187},[142],{"categories":3189},[199],{"categories":3191},[189],{"categories":3193},[82],{"categories":3195},[],{"categories":3197},[142],{"categories":3199},[189],{"categories":3201},[231],{"categories":3203},[160],{"categories":3205},[139],{"categories":3207},[189],{"categories":3209},[82],{"categories":3211},[],{"categories":3213},[142],{"categories":3215},[139],{"categories":3217},[142],{"categories":3219},[139],{"categories":3221},[189],{"categories":3223},[],{"categories":3225},[142],{"categories":3227},[145],{"categories":3229},[160],{"categories":3231},[142],{"categories":3233},[136],{"categories":3235},[],{"categories":3237},[139],{"categories":3239},[145],{"categories":3241},[139],{"categories":3243},[142],{"categories":3245},[160],{"categories":3247},[82],{"categories":3249},[231],{"categories":3251},[139],{"categories":3253},[139],{"categories":3255},[139],{"categories":3257},[160],{"categories":3259},[136],{"categories":3261},[139],{"categories":3263},[189],{"categories":3265},[160],{"categories":3267},[231],{"categories":3269},[139],{"categories":3271},[],{"categories":3273},[],{"categories":3275},[139],{"categories":3277},[231],{"categories":3279},[192],{"categories":3281},[142],{"categories":3283},[142],{"categories":3285},[160],{"categories":3287},[139],{"categories":3289},[82],{"categories":3291},[189],{"categories":3293},[142],{"categories":3295},[142],{"categories":3297},[139],{"categories":3299},[206],{"categories":3301},[139],{"categories":3303},[142],{"categories":3305},[],{"categories":3307},[139],{"categories":3309},[139],{"categories":3311},[160],{"categories":3313},[82],{"categories":3315},[],{"categories":3317},[139],{"categories":3319},[139],{"categories":3321},[199],{"categories":3323},[189],{"categories":3325},[139,142],{"categories":3327},[206,136],{"categories":3329},[139],{"categories":3331},[],{"categories":3333},[142],{"categories":3335},[],{"categories":3337},[199],{"categories":3339},[139],{"categories":3341},[],{"categories":3343},[139],{"categories":3345},[160],{"categories":3347},[],{"categories":3349},[142],{"categories":3351},[139],{"categories":3353},[],{"categories":3355},[189],{"categories":3357},[142],{"categories":3359},[139],{"categories":3361},[82],{"categories":3363},[142],{"categories":3365},[139],{"categories":3367},[],{"categories":3369},[231],{"categories":3371},[206],{"categories":3373},[136],{"categories":3375},[136],{"categories":3377},[82],{"categories":3379},[82],{"categories":3381},[139],{"categories":3383},[142],{"categories":3385},[139],{"categories":3387},[139],{"categories":3389},[82],{"categories":3391},[139],{"categories":3393},[206],{"categories":3395},[160],{"categories":3397},[139],{"categories":3399},[139],{"categories":3401},[142],{"categories":3403},[139],{"categories":3405},[],{"categories":3407},[199],{"categories":3409},[],{"categories":3411},[199],{"categories":3413},[142],{"categories":3415},[82],{"categories":3417},[],{"categories":3419},[231],{"categories":3421},[139],{"categories":3423},[],{"categories":3425},[160],{"categories":3427},[142],{"categories":3429},[199],{"categories":3431},[139],{"categories":3433},[142],{"categories":3435},[199],{"categories":3437},[142],{"categories":3439},[160],{"categories":3441},[82],{"categories":3443},[160],{"categories":3445},[199],{"categories":3447},[139],{"categories":3449},[189],{"categories":3451},[139],{"categories":3453},[139],{"categories":3455},[139],{"categories":3457},[139],{"categories":3459},[139],{"categories":3461},[142],{"categories":3463},[139],{"categories":3465},[142],{"categories":3467},[139],{"categories":3469},[82],{"categories":3471},[139],{"categories":3473},[142],{"categories":3475},[189],{"categories":3477},[82],{"categories":3479},[142],{"categories":3481},[189],{"categories":3483},[],{"categories":3485},[139],{"categories":3487},[139],{"categories":3489},[139],{"categories":3491},[199],{"categories":3493},[],{"categories":3495},[142],{"categories":3497},[206],{"categories":3499},[139],{"categories":3501},[160],{"categories":3503},[206],{"categories":3505},[142],{"categories":3507},[136],{"categories":3509},[136],{"categories":3511},[139],{"categories":3513},[139],{"categories":3515},[82],{"categories":3517},[],{"categories":3519},[142],{"categories":3521},[139],{"categories":3523},[],{"categories":3525},[82],{"categories":3527},[139],{"categories":3529},[142],{"categories":3531},[142],{"categories":3533},[],{"categories":3535},[199],{"categories":3537},[199],{"categories":3539},[206],{"categories":3541},[189],{"categories":3543},[],{"categories":3545},[139],{"categories":3547},[142],{"categories":3549},[82],{"categories":3551},[139],{"categories":3553},[199],{"categories":3555},[82],{"categories":3557},[160],{"categories":3559},[160],{"categories":3561},[],{"categories":3563},[160],{"categories":3565},[142],{"categories":3567},[189],{"categories":3569},[192],{"categories":3571},[139],{"categories":3573},[],{"categories":3575},[160],{"categories":3577},[199],{"categories":3579},[136],{"categories":3581},[139],{"categories":3583},[82],{"categories":3585},[231],{"categories":3587},[82],{"categories":3589},[],{"categories":3591},[],{"categories":3593},[160],{"categories":3595},[],{"categories":3597},[142],{"categories":3599},[142],{"categories":3601},[142],{"categories":3603},[],{"categories":3605},[139],{"categories":3607},[],{"categories":3609},[160],{"categories":3611},[82],{"categories":3613},[189],{"categories":3615},[139],{"categories":3617},[160],{"categories":3619},[160],{"categories":3621},[],{"categories":3623},[160],{"categories":3625},[82],{"categories":3627},[142],{"categories":3629},[139],{"categories":3631},[],{"categories":3633},[142],{"categories":3635},[142],{"categories":3637},[82],{"categories":3639},[],{"categories":3641},[],{"categories":3643},[],{"categories":3645},[189],{"categories":3647},[142],{"categories":3649},[139],{"categories":3651},[],{"categories":3653},[],{"categories":3655},[],{"categories":3657},[189],{"categories":3659},[],{"categories":3661},[139],{"categories":3663},[82],{"categories":3665},[],{"categories":3667},[],{"categories":3669},[189],{"categories":3671},[139],{"categories":3673},[160],{"categories":3675},[],{"categories":3677},[206],{"categories":3679},[160],{"categories":3681},[206],{"categories":3683},[192],{"categories":3685},[139],{"categories":3687},[139],{"categories":3689},[],{"categories":3691},[],{"categories":3693},[142],{"categories":3695},[],{"categories":3697},[],{"categories":3699},[142],{"categories":3701},[139],{"categories":3703},[],{"categories":3705},[142],{"categories":3707},[160],{"categories":3709},[139],{"categories":3711},[206],{"categories":3713},[139],{"categories":3715},[192],{"categories":3717},[142],{"categories":3719},[142],{"categories":3721},[],{"categories":3723},[],{"categories":3725},[],{"categories":3727},[160],{"categories":3729},[],{"categories":3731},[],{"categories":3733},[189],{"categories":3735},[82],{"categories":3737},[],{"categories":3739},[136],{"categories":3741},[206],{"categories":3743},[139],{"categories":3745},[199],{"categories":3747},[82],{"categories":3749},[192],{"categories":3751},[136],{"categories":3753},[199],{"categories":3755},[199],{"categories":3757},[],{"categories":3759},[139],{"categories":3761},[],{"categories":3763},[142],{"categories":3765},[82],{"categories":3767},[189],{"categories":3769},[82],{"categories":3771},[142],{"categories":3773},[231],{"categories":3775},[139],{"categories":3777},[82],{"categories":3779},[142],{"categories":3781},[],{"categories":3783},[139],{"categories":3785},[160],{"categories":3787},[199],{"categories":3789},[],{"categories":3791},[189],{"categories":3793},[160],{"categories":3795},[82],{"categories":3797},[142],{"categories":3799},[139],{"categories":3801},[136],{"categories":3803},[142,231],{"categories":3805},[142],{"categories":3807},[199],{"categories":3809},[139],{"categories":3811},[139],{"categories":3813},[192],{"categories":3815},[206],{"categories":3817},[142],{"categories":3819},[],{"categories":3821},[142],{"categories":3823},[139],{"categories":3825},[136],{"categories":3827},[],{"categories":3829},[],{"categories":3831},[139],{"categories":3833},[192],{"categories":3835},[139],{"categories":3837},[],{"categories":3839},[160],{"categories":3841},[],{"categories":3843},[160],{"categories":3845},[199],{"categories":3847},[82],{"categories":3849},[199],{"categories":3851},[139],{"categories":3853},[142],{"categories":3855},[139],{"categories":3857},[139],{"categories":3859},[206],{"categories":3861},[199],{"categories":3863},[],{"categories":3865},[160],{"categories":3867},[139],{"categories":3869},[],{"categories":3871},[139],{"categories":3873},[139],{"categories":3875},[142],{"categories":3877},[139],{"categories":3879},[142],{"categories":3881},[139],{"categories":3883},[139],{"categories":3885},[139],{"categories":3887},[139],{"categories":3889},[136],{"categories":3891},[],{"categories":3893},[145],{"categories":3895},[160],{"categories":3897},[142],{"categories":3899},[139],{"categories":3901},[199],{"categories":3903},[],{"categories":3905},[199],{"categories":3907},[199],{"categories":3909},[139],{"categories":3911},[139],{"categories":3913},[139],{"categories":3915},[142],{"categories":3917},[160],{"categories":3919},[139],{"categories":3921},[139],{"categories":3923},[139],{"categories":3925},[136],{"categories":3927},[139],{"categories":3929},[142],{"categories":3931},[189],{"categories":3933},[],{"categories":3935},[192],{"categories":3937},[139],{"categories":3939},[],{"categories":3941},[160],{"categories":3943},[206],{"categories":3945},[],{"categories":3947},[],{"categories":3949},[160],{"categories":3951},[160],{"categories":3953},[139],{"categories":3955},[206],{"categories":3957},[82],{"categories":3959},[142],{"categories":3961},[139],{"categories":3963},[142],{"categories":3965},[139],{"categories":3967},[136],{"categories":3969},[],{"categories":3971},[192],{"categories":3973},[],{"categories":3975},[160],{"categories":3977},[139],{"categories":3979},[192],{"categories":3981},[199],{"categories":3983},[142],{"categories":3985},[189],{"categories":3987},[192],{"categories":3989},[192],{"categories":3991},[],{"categories":3993},[160],{"categories":3995},[139],{"categories":3997},[139],{"categories":3999},[199],{"categories":4001},[],{"categories":4003},[160],{"categories":4005},[160],{"categories":4007},[160],{"categories":4009},[],{"categories":4011},[142],{"categories":4013},[139],{"categories":4015},[],{"categories":4017},[82],{"categories":4019},[136],{"categories":4021},[],{"categories":4023},[139],{"categories":4025},[139],{"categories":4027},[],{"categories":4029},[199],{"categories":4031},[],{"categories":4033},[],{"categories":4035},[],{"categories":4037},[],{"categories":4039},[139],{"categories":4041},[160],{"categories":4043},[],{"categories":4045},[],{"categories":4047},[139],{"categories":4049},[139],{"categories":4051},[139],{"categories":4053},[192],{"categories":4055},[139],{"categories":4057},[192],{"categories":4059},[],{"categories":4061},[192],{"categories":4063},[192],{"categories":4065},[231],{"categories":4067},[142],{"categories":4069},[199],{"categories":4071},[],{"categories":4073},[],{"categories":4075},[192],{"categories":4077},[199],{"categories":4079},[199],{"categories":4081},[199],{"categories":4083},[],{"categories":4085},[82],{"categories":4087},[199],{"categories":4089},[199],{"categories":4091},[82],{"categories":4093},[199],{"categories":4095},[136],{"categories":4097},[199],{"categories":4099},[199],{"categories":4101},[199],{"categories":4103},[192],{"categories":4105},[160],{"categories":4107},[160],{"categories":4109},[139],{"categories":4111},[199],{"categories":4113},[192],{"categories":4115},[231],{"categories":4117},[192],{"categories":4119},[192],{"categories":4121},[192],{"categories":4123},[],{"categories":4125},[136],{"categories":4127},[],{"categories":4129},[231],{"categories":4131},[199],{"categories":4133},[199],{"categories":4135},[199],{"categories":4137},[142],{"categories":4139},[160,136],{"categories":4141},[192],{"categories":4143},[],{"categories":4145},[],{"categories":4147},[192],{"categories":4149},[],{"categories":4151},[192],{"categories":4153},[160],{"categories":4155},[142],{"categories":4157},[],{"categories":4159},[199],{"categories":4161},[139],{"categories":4163},[189],{"categories":4165},[],{"categories":4167},[139],{"categories":4169},[],{"categories":4171},[160],{"categories":4173},[82],{"categories":4175},[192],{"categories":4177},[],{"categories":4179},[199],{"categories":4181},[160],[4183,4346,4487,4598],{"id":4184,"title":4185,"ai":4186,"body":4192,"categories":4289,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":4290,"navigation":113,"path":4333,"published_at":4334,"question":83,"scraped_at":4335,"seo":4336,"sitemap":4337,"source_id":4338,"source_name":4339,"source_type":120,"source_url":4340,"stem":4341,"tags":4342,"thumbnail_url":83,"tldr":4343,"tweet":83,"unknown_tags":4344,"__hash__":4345},"summaries\u002Fsummaries\u002F3fb40c95df5de396-2026-ai-coding-agents-ranked-by-key-benchmarks-summary.md","2026 AI Coding Agents Ranked by Key Benchmarks",{"provider":7,"model":4187,"input_tokens":4188,"output_tokens":4189,"processing_time_ms":4190,"cost_usd":4191},"x-ai\u002Fgrok-4.1-fast",9217,2890,55307,0.0032659,{"type":14,"value":4193,"toc":4282},[4194,4198,4201,4204,4208,4211,4214,4217,4221,4224,4227,4230,4233,4236,4239,4243,4246,4249,4253],[17,4195,4197],{"id":4196},"benchmark-reliability-has-fracturedprioritize-pro-over-verified","Benchmark Reliability Has Fractured—Prioritize Pro Over Verified",[22,4199,4200],{},"SWE-bench Verified, once the gold standard for end-to-end GitHub issue resolution, is now disputed due to 59.4% flawed test cases and training data contamination across top models like GPT-5.2, Claude Opus 4.5, and Gemini 3 Flash. OpenAI stopped reporting it in February 2026, shifting to SWE-bench Pro (1,865 tasks from public, held-out, and proprietary sets), where scores vary wildly by scaffold: original Scale AI tests hit sub-25%, but optimized runs now exceed 60% (Claude Opus 4.7 at 64.3%, GPT-5.5 at 58.6%). Terminal-Bench 2.0 better captures terminal\u002FDevOps workflows, with GPT-5.5 at 82.7% vs Claude's 69.4%, but harness differences create 7-point gaps for the same model. Agent scaffolds amplify model gaps by up to 17 points on 731 tasks, so scores reflect full stack, not model alone.",[22,4202,4203],{},"\"Improvements on SWE-bench Verified no longer reflect meaningful improvements in models’ real-world software development abilities.\" — OpenAI Frontier Evals team, explaining their benchmark abandonment; this forces reliance on Pro and Terminal-Bench for production signals.",[17,4205,4207],{"id":4206},"claude-code-and-codex-dominate-quality-vs-execution","Claude Code and Codex Dominate Quality vs Execution",[22,4209,4210],{},"Anthropic's Claude Code (#1) leverages Opus 4.7 (April 2026 release) for 87.6% SWE-bench Verified (up 7 points from 80.8% on 4.6), 64.3% Pro (11-point gain), and self-verification (auto-writes\u002Fruns tests) plus multi-agent coordination for parallel review\u002Fdocumentation. 1M token context handles large repos, but needs indexing for monorepos. Pricing splits CLI\u002FIDE subs ($20–$200\u002Fmo) from API ($5\u002F$25M tokens). Rakuten saw 3x task resolution; CodeRabbit 10%+ PR recall. Tradeoff: Trails GPT-5.5 on terminal tasks.",[22,4212,4213],{},"OpenAI Codex (#2, GPT-5.5 April 2026) flips to 82.7% Terminal-Bench leadership for shell\u002FDevOps, 58.6% Pro Public, ~88.7% Verified (third-party). CLI runs locally (GitHub: openai\u002Fcodex), web\u002FIDE cloud-sandboxed. 85% OpenAI staff use weekly. API $5\u002F$30M tokens (2x prior). Best for fire-and-forget automation, but lags Claude on multi-file quality.",[22,4215,4216],{},"\"Complex command-line workflows requiring planning, iteration, and tool coordination.\" — OpenAI on why Terminal-Bench fits Codex; highlights execution over pure coding.",[17,4218,4220],{"id":4219},"ide-native-and-free-options-scale-adoption","IDE-Native and Free Options Scale Adoption",[22,4222,4223],{},"Cursor (#3, $2B ARR Feb 2026) hits ~51.7% Verified default but scales with backends (Opus 4.7 boosts CursorBench to 70%). VS Code fork with Plan\u002FAct mode, per-task models, Pro+ background agents ($60\u002Fmo). 30% faster than Copilot, but editor lock-in limits JetBrains\u002FNeovim users.",[22,4225,4226],{},"Google's Gemini CLI (#4, open-source npm) delivers 80.6% Verified \u002F 68.5% Terminal-Bench via Gemini 3.1 Pro (Feb 2026, free tier\u002FGoogle One Premium). Strong reasoning (94.3% GPQA), GCP integration. Removes paywall for solos\u002Fopen-source.",[22,4228,4229],{},"GitHub Copilot (#5, 4.7M subs) at ~56% Verified Agent Mode, multi-model (Claude\u002FGPT backends Feb 2026), shifting to AI Credits billing June 2026 ($10–$39\u002Fmo + credits). Enterprise king for compliance\u002FIDE breadth (VS Code to Xcode).",[22,4231,4232],{},"Devin 2.0 (#6) excels scoped tasks (upgrades\u002Fmigrations) in sandboxed cloud IDE with planning\u002FWiki, but falters on ambiguity (community tests: more failures than successes on varied tasks). Free–$200\u002Fmo tiers.",[22,4234,4235],{},"Claude Mythos Preview (93.9% Verified) leads but restricted to partners via Project Glasswing—no broad access due to cyber concerns.",[22,4237,4238],{},"\"The model writes tests, runs them, and fixes failures before surfacing results.\" — Anthropic on Opus 4.7 self-verification; core to its quality edge on complex tasks.",[17,4240,4242],{"id":4241},"tradeoffs-dictate-choice-workflow-cost-access","Tradeoffs Dictate Choice: Workflow, Cost, Access",[22,4244,4245],{},"No universal winner—Claude for engineering depth (large repos, refactoring), Codex for terminal speed, Cursor for IDE flow, Gemini for free frontier access, Copilot for enterprise scale. Costs range free (Gemini) to $200\u002Fmo (high tiers); adoption signals (Copilot 4.7M subs, Cursor $2B ARR) beat pure benchmarks. Scaffolds\u002Fmodels interplay means test in your repo. 85% developers use AI coding by 2026, but production hinges on matching agent to task archetype.",[22,4247,4248],{},"\"Agent scaffolding matters as much as the underlying model.\" — Article insight from 17-point gaps on same model; why vendor scores aren't apples-to-apples.",[17,4250,4252],{"id":4251},"key-takeaways","Key Takeaways",[40,4254,4255,4258,4261,4264,4267,4270,4273,4276,4279],{},[43,4256,4257],{},"Ditch SWE-bench Verified rankings without Pro\u002FTerminal-Bench context—contamination kills reliability.",[43,4259,4260],{},"Test Claude Code (Opus 4.7) first for multi-file fixes; expect 64.3% Pro, self-fixing tests.",[43,4262,4263],{},"Use Codex CLI (GPT-5.5) for DevOps\u002Fterminal: 82.7% Terminal-Bench, local run saves security headaches.",[43,4265,4266],{},"Cursor shines in VS Code ($20–60\u002Fmo) with 30% speed edge, model choice; switch editors if committed.",[43,4268,4269],{},"Free Gemini CLI (80.6% Verified) for solos; Copilot ($10\u002Fmo entry) for enterprise compliance.",[43,4271,4272],{},"Devin 2.0 for scoped chores only—ambiguity tanks it; always review plans.",[43,4274,4275],{},"Factor scaffolds: 2–17 point swings mean your mileage varies by harness\u002Frepo.",[43,4277,4278],{},"Pricing shift: Copilot credits June 2026; API cheaper for custom agents (Claude $5\u002F$25M).",[43,4280,4281],{},"Internal wins: 3x Rakuten tasks (Claude), 85% OpenAI staff (Codex), $2B Cursor ARR.",{"title":75,"searchDepth":76,"depth":76,"links":4283},[4284,4285,4286,4287,4288],{"id":4196,"depth":76,"text":4197},{"id":4206,"depth":76,"text":4207},{"id":4219,"depth":76,"text":4220},{"id":4241,"depth":76,"text":4242},{"id":4251,"depth":76,"text":4252},[139],{"content_references":4291,"triage":4328},[4292,4296,4301,4304,4308,4312,4315,4318,4321,4324],{"type":90,"title":4293,"author":4294,"url":4295,"context":102},"Why We No Longer Evaluate SWE-bench Verified","OpenAI Frontier Evals","https:\u002F\u002Fopenai.com\u002Findex\u002Fwhy-we-no-longer-evaluate-swe-bench-verified\u002F",{"type":4297,"title":4298,"author":4299,"url":4300,"context":102},"paper","SWE-bench Pro","Scale AI","https:\u002F\u002Farxiv.org\u002Fhtml\u002F2509.16941v1",{"type":90,"title":4302,"url":4303,"context":94},"SWE-bench Pro Public Leaderboard","https:\u002F\u002Flabs.scale.com\u002Fleaderboard\u002Fswe_bench_pro_public",{"type":90,"title":4305,"author":4306,"url":4307,"context":102},"Introducing GPT-5.5","OpenAI","https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-gpt-5-5\u002F",{"type":4309,"title":4310,"url":4311,"context":94},"tool","Claude Code","https:\u002F\u002Fwww.anthropic.com\u002Fproduct\u002Fclaude-code",{"type":4309,"title":4313,"url":4314,"context":94},"Codex CLI","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex",{"type":4309,"title":4316,"url":4317,"context":94},"Cursor","https:\u002F\u002Fcursor.com\u002F",{"type":4309,"title":4319,"url":4320,"context":94},"Gemini CLI","https:\u002F\u002Fgeminicli.com\u002F",{"type":4309,"title":4322,"url":4323,"context":94},"GitHub Copilot","https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot",{"type":90,"title":4325,"author":4326,"url":4327,"context":94},"Devin 2.0 Blog","Cognition AI","https:\u002F\u002Fcognition.ai\u002Fblog\u002Fdevin-2",{"relevance":4329,"novelty":111,"quality":111,"actionability":4330,"composite":4331,"reasoning":4332},5,3,4.15,"Category: AI & LLMs. The article provides a detailed ranking of AI coding agents based on key benchmarks, addressing the practical needs of developers looking to integrate AI tools into their workflows. It highlights specific performance metrics and trade-offs, which can help product builders make informed decisions about which AI agents to adopt.","\u002Fsummaries\u002F3fb40c95df5de396-2026-ai-coding-agents-ranked-by-key-benchmarks-summary","2026-05-15 08:23:01","2026-05-15 11:00:28",{"title":4185,"description":75},{"loc":4333},"3fb40c95df5de396","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F15\u002Fbest-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field\u002F","summaries\u002F3fb40c95df5de396-2026-ai-coding-agents-ranked-by-key-benchmarks-summary",[125,124,127,126],"Claude Code tops code quality at 87.6% SWE-bench Verified and 64.3% Pro, but GPT-5.5 leads Terminal-Bench at 82.7%; pick by workflow—terminal DevOps vs multi-file engineering—with caveats on benchmark contamination.",[127,126],"58zz4JlKgE8uYY5g9KjoswWsvbzsUt4SnnBOdejo51w",{"id":4347,"title":4348,"ai":4349,"body":4354,"categories":4457,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":4458,"navigation":113,"path":4473,"published_at":4474,"question":83,"scraped_at":4475,"seo":4476,"sitemap":4477,"source_id":4478,"source_name":4479,"source_type":120,"source_url":4480,"stem":4481,"tags":4482,"thumbnail_url":83,"tldr":4483,"tweet":4484,"unknown_tags":4485,"__hash__":4486},"summaries\u002Fsummaries\u002F0feb6a5be5c7f4a1-bun-s-fast-runtime-risks-ai-agent-pivot-summary.md","Bun's Fast Runtime Risks AI Agent Pivot",{"provider":7,"model":4187,"input_tokens":4350,"output_tokens":4351,"processing_time_ms":4352,"cost_usd":4353},8196,2120,57195,0.00267655,{"type":14,"value":4355,"toc":4451},[4356,4360,4372,4379,4382,4385,4389,4392,4395,4398,4402,4405,4408,4411,4413],[17,4357,4359],{"id":4358},"bun-delivers-speed-across-js-tooling","Bun Delivers Speed Across JS Tooling",[22,4361,4362,4363,4367,4368,4371],{},"Bun combines runtime, package manager, bundler, and test runner into one fast package, outperforming npm in installs and offering built-in safeguards. Use ",[4364,4365,4366],"code",{},"bunfig.toml"," to set ",[4364,4369,4370],{},"installer = { minimum_release_age = \"72h\" }"," (3 days in seconds), blocking fresh package versions to dodge supply chain attacks—most exploits get patched within hours. Bun's package manager installs dependencies blazingly fast, even without using its runtime.",[22,4373,4374,4375,4378],{},"For servers, spin up with native routing: ",[4364,4376,4377],{},"Bun.serve({ fetch(req) { ... }, })"," supports methods like GET\u002FPOST per path or file-system routing without extras. Pair with Hono for middleware: \"my default stack is typically Bun and Hono... elegant lean framework.\" Deploy on VPS or any host. Bun's bundler replaces Vite for dev servers\u002Fwatching\u002Fbuilds; test runner swaps Jest\u002FVitest, though dedicated tools have more features.",[22,4380,4381],{},"Documentation excels for humans and agents: \"copy the page content... view it as markdown,\" making it parseable. > \"Bun actually is a combination of things: runtime... package manager... bundling... test runner.\"",[22,4383,4384],{},"Trade-offs: Bun prioritizes runtime performance (X posts highlight server updates), but lacks Hono's middleware—build your own.",[17,4386,4388],{"id":4387},"anthropic-push-reshapes-bun-and-frameworks-for-agents","Anthropic Push Reshapes Bun and Frameworks for Agents",[22,4390,4391],{},"Anthropic's acquisition hints Bun becomes an \"AI agent runtime\": add sandboxing, proxying, tool\u002Fpermission management. > \"I could definitely see a future where Bun is getting more and more features that make it a great agent runtime... I'm a bit surprised that we don't have more of that stuff already.\"",[22,4393,4394],{},"Remix 3 beta (not production-ready) ditches React for agent-friendly design—simple syntax agents grasp despite absent training data. Released Nov 2021 originally, Remix pivoted post-React dissatisfaction. Challenge: AIs default to React\u002FNext.js; non-React frameworks like Angular\u002FSvelte\u002FRemix need explicit prompts, muting DX\u002Fsyntax advantages. > \"Releasing a new framework like Remix 3 right now feels very anachronistic... it'll require a developer to explicitly tell the AI to use Remix 3.\"",[22,4396,4397],{},"Web dev calms (fewer framework wars), but AI agents dominate: devs architect, agents code. Bun stays web-server viable, but agent focus might sideline it for generalists.",[17,4399,4401],{"id":4400},"ai-development-trends-favor-agents-over-vectors","AI Development Trends Favor Agents Over Vectors",[22,4403,4404],{},"Vector DBs like Qdrant (self-hostable) shine for semantic search\u002FRAG, but agentic search disrupts: grant agents filesystem access for 100s of docs—no embeddings needed. Scales poorly for millions; hybrid wins. > \"Nowadays it looks more like the future is agentic search... more efficient to just give the agent the file system and let it do its thing.\"",[22,4406,4407],{},"Coding agents abound (wild west phase): context management key; big-company tools stable. Wait 1 year for dust to settle. Vector DB\u002FRAG\u002Fagent courses viable; his Generative AI course updated with RAG section.",[22,4409,4410],{},"Be generalist: frontend devs learn Docker basics (Compose\u002FDockerfiles\u002Fcommands)—AI aids configs. Skip Kubernetes upfront. > \"With AI the requirement... will be to have generalist developers... knowing the basics about Docker is definitely something that's useful for most developers.\"",[17,4412,4252],{"id":4251},[40,4414,4415,4429,4436,4439,4442,4445,4448],{},[43,4416,4417,4418,4421,4422,4424,4425,4428],{},"Install Bun for package management: ",[4364,4419,4420],{},"bun install"," with ",[4364,4423,4366],{}," ",[4364,4426,4427],{},"minimum_release_age"," to mitigate supply chain risks.",[43,4430,4431,4432,4435],{},"Build REST APIs: Bun runtime + Hono for middleware\u002Frouting; use native ",[4364,4433,4434],{},"Bun.serve()"," for quick servers.",[43,4437,4438],{},"Monitor Bun's evolution: Great now for web\u002Fperformance, but watch Anthropic agent features like sandboxing.",[43,4440,4441],{},"Prefer agentic search for small doc sets: Filesystem access over vector DBs like Qdrant for efficiency.",[43,4443,4444],{},"Upskill as generalist: Master Docker basics; defer Kubernetes; explicitly prompt AIs for non-React frameworks like Remix 3.",[43,4446,4447],{},"Test Bun's bundler\u002Ftest runner, but stick to Vite\u002FJest if needing advanced features.",[43,4449,4450],{},"Explore Remix 3 beta post-stability for agent-optimized web apps.",{"title":75,"searchDepth":76,"depth":76,"links":4452},[4453,4454,4455,4456],{"id":4358,"depth":76,"text":4359},{"id":4387,"depth":76,"text":4388},{"id":4400,"depth":76,"text":4401},{"id":4251,"depth":76,"text":4252},[199],{"content_references":4459,"triage":4470},[4460,4463,4466,4468],{"type":4309,"title":4461,"url":4462,"context":94},"Restream","https:\u002F\u002Frestream.io",{"type":4309,"title":4464,"context":4465},"Hono","recommended",{"type":4309,"title":4467,"context":94},"Qdrant",{"type":4309,"title":4469,"context":102},"Bun",{"relevance":111,"novelty":4330,"quality":111,"actionability":4330,"composite":4471,"reasoning":4472},3.6,"Category: Software Engineering. The article discusses Bun's capabilities as a JavaScript runtime and its potential evolution towards AI agent features, addressing the audience's interest in practical tools for building AI-powered products. It provides specific examples of Bun's functionality, such as its fast installation and server setup, which are actionable for developers.","\u002Fsummaries\u002F0feb6a5be5c7f4a1-bun-s-fast-runtime-risks-ai-agent-pivot-summary","2026-05-08 06:22:42","2026-05-08 11:13:12",{"title":4348,"description":75},{"loc":4473},"1fe9cef7f9c97c94","Maximilian Schwarzmuller","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=onbqdR_qp_0","summaries\u002F0feb6a5be5c7f4a1-bun-s-fast-runtime-risks-ai-agent-pivot-summary",[125,124,127,126],"Bun shines as a speedy JS runtime, package manager, and server tool, but Anthropic's ownership signals evolution toward AI agent features like sandboxing, potentially alienating web devs.","Glitchy livestream where the host troubleshoots OBS encoding lag while casually discussing Bun's runtime strengths, Hono integration, package manager security (like bunfig.toml for supply chain attacks), and its potential AI agent focus.",[127,126],"18pb3yFdBMrJcjGQhxfWF6aY6C1qBTeIGDzSkJ_EZWw",{"id":4488,"title":4489,"ai":4490,"body":4495,"categories":4576,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":4577,"navigation":113,"path":4585,"published_at":4586,"question":83,"scraped_at":4587,"seo":4588,"sitemap":4589,"source_id":4590,"source_name":4591,"source_type":120,"source_url":4592,"stem":4593,"tags":4594,"thumbnail_url":83,"tldr":4595,"tweet":83,"unknown_tags":4596,"__hash__":4597},"summaries\u002Fsummaries\u002Fbadd9f9248ba42db-codex-cli-goal-auto-compacts-context-continues-pas-summary.md","Codex CLI \u002Fgoal Auto-Compacts Context, Continues Past Usage Limits",{"provider":7,"model":4187,"input_tokens":4491,"output_tokens":4492,"processing_time_ms":4493,"cost_usd":4494},6996,1834,20657,0.00229355,{"type":14,"value":4496,"toc":4571},[4497,4501,4508,4523,4530,4534,4541,4544,4555,4558,4562,4565],[17,4498,4500],{"id":4499},"enabling-goal-and-key-behaviors","Enabling \u002Fgoal and Key Behaviors",[22,4502,4503,4504,4507],{},"Set ",[4364,4505,4506],{},"features.goals = true"," in your project config.toml to access the experimental \u002Fgoal command. Define clear success criteria upfront—like automated tests verifying specific UI elements (e.g., \"dashboard on top-left sidebar\")—so the agent knows the finish line for autonomous runs lasting minutes to hours.",[22,4509,4510,4511,4514,4515,4518,4519,4522],{},"Visually, \u002Fgoal shows \"pursuing goal\" with a dedicated timer in the bottom-right UI. Run ",[4364,4512,4513],{},"\u002Fgoal"," mid-execution for instant status: objective, time\u002Ftokens used. Use ",[4364,4516,4517],{},"\u002Fgoal pause"," or ",[4364,4520,4521],{},"\u002Fgoal clear"," to intervene. On completion, it audits against criteria, reports final time (e.g., 5 min short task, 37 min long task), and marks \"goal achieved.\"",[22,4524,4525,4526,4529],{},"For a short task (Filament design integration in chat app), \u002Fgoal used 11% of 5-hour limit (GPT-5.5 high) vs. 9% without—statistically insignificant. But \u002Fgoal generated more precise tests: asserting \"dashboard inside #fi-sidebar\" vs. generic location, plus ",[4364,4527,4528],{},"npm run build"," verification. End code identical, but both left frontend Tailwind skew (lesson: specify recompilation\u002FCSS in criteria beyond backend tests).",[17,4531,4533],{"id":4532},"long-run-autonomy-context-and-usage-limit-handling","Long-Run Autonomy: Context and Usage Limit Handling",[22,4535,4536,4537,4540],{},"For ambitious tasks (8-phase Laravel project from detailed Markdown phases), instruct phase-by-phase work: implement, test pass, git commit per phase. Monitor status line (enable ",[4364,4538,4539],{},"context",", weekly\u002F5-hour % via config)—context % updates live, usage % accurate only at start.",[22,4542,4543],{},"Context hits 100% (258k tokens default, no 1M enabled) mid-phase 6 (after 23.5 min, phase 5 done): auto-compacts to 0% without warning, losing history but restarting smartly (re-lists files, git status). Phases doc as external Markdown preserved quality. Multiple compactions possible for longer runs.",[22,4545,4546,4547,4550,4551,4554],{},"5-hour limit ($20 plan) drops to 0% at 37 min (8 phases complete, all tests pass). No terminal error; prompt finishes with audit. Post-limit \u002Fgoal (e.g., seed DB for homepage books, test verify >0 books) continues but blocks LLM-dependent auto-approvals: denies ",[4364,4548,4549],{},"search docs",", ",[4364,4552,4553],{},"db:seed"," (usage limit error). Goal marks \"not complete yet,\" suggests manual run. Unlike Claude Code (stops hard), Codex allows partial continuation.",[22,4556,4557],{},"Usage: phase 1 (5 min): 29% context; phase 5 (23.5 min): 78% context\u002F39% usage; phase 6 compact (94%→0%); end: 6% usage pre-final, 0% post.",[17,4559,4561],{"id":4560},"trade-offs-and-when-to-use","Trade-offs and When to Use",[22,4563,4564],{},"\u002Fgoal suits predictable tasks within limits—avoid overages, as auto-review fails but manual intervention needed. More thorough than plain prompts (precise tests, builds), enables hands-off Ralph-loop autonomy (hours\u002Fdays?). Test longer runs yourself; upgrade to $100-200\u002Fmo for safety.",[22,4566,4567,4568,4570],{},"Predict time: ~7 min\u002Fphase scales poorly with context compaction. Status ",[4364,4569,4513],{}," tokens (e.g., 128k at 8 min) less useful than usage %. For production, combine with browser tests (Playwright) over backend-only.",{"title":75,"searchDepth":76,"depth":76,"links":4572},[4573,4574,4575],{"id":4499,"depth":76,"text":4500},{"id":4532,"depth":76,"text":4533},{"id":4560,"depth":76,"text":4561},[82],{"content_references":4578,"triage":4582},[4579],{"type":90,"title":4580,"url":4581,"context":4465},"Codex CLI: My Favorite 10 Tips and Tricks","https:\u002F\u002Faicodingdaily.com\u002Farticle\u002Fcodex-cli-10-tips-and-tricks?mtm_campaign=youtube-260502-codex-10-tips",{"relevance":111,"novelty":4330,"quality":111,"actionability":111,"composite":4583,"reasoning":4584},3.8,"Category: AI & LLMs. The article discusses the practical use of the \u002Fgoal command in autonomous coding agents, addressing a specific pain point for developers looking to integrate AI tools into their workflows. It provides actionable steps for enabling features and monitoring tasks, making it relevant and useful for the target audience.","\u002Fsummaries\u002Fbadd9f9248ba42db-codex-cli-goal-auto-compacts-context-continues-pas-summary","2026-05-02 08:54:15","2026-05-03 16:52:14",{"title":4489,"description":75},{"loc":4585},"fda4b50218540640","AI Coding Daily","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=dDKRRs5ov9g","summaries\u002Fbadd9f9248ba42db-codex-cli-goal-auto-compacts-context-continues-pas-summary",[124,125,126],"\u002Fgoal runs autonomous coding agents like Ralph loops; auto-compacts at 100% context (default 258k tokens), blocks auto-approvals at 0% 5-hour usage ($20\u002Fmo plan) but finishes prompts.",[126],"ilyXc-FtKuJ4G0MJiZYqmP9K9JA6pIIVjjamSDVZDAw",{"id":4599,"title":4600,"ai":4601,"body":4606,"categories":4649,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":4650,"navigation":113,"path":4664,"published_at":4665,"question":83,"scraped_at":4666,"seo":4667,"sitemap":4668,"source_id":4669,"source_name":4479,"source_type":120,"source_url":4670,"stem":4671,"tags":4672,"thumbnail_url":83,"tldr":4673,"tweet":83,"unknown_tags":4674,"__hash__":4675},"summaries\u002Fsummaries\u002F9d656bd43ab25fa6-ai-agent-apps-converge-on-ide-killing-ui-summary.md","AI Agent Apps Converge on IDE-Killing UI",{"provider":7,"model":4187,"input_tokens":4602,"output_tokens":4603,"processing_time_ms":4604,"cost_usd":4605},5976,1607,15837,0.00197605,{"type":14,"value":4607,"toc":4644},[4608,4612,4615,4618,4622,4625,4628,4631,4635,4638,4641],[17,4609,4611],{"id":4610},"unified-ui-for-multi-project-agent-orchestration","Unified UI for Multi-Project Agent Orchestration",[22,4613,4614],{},"AI coding tools like the new Claude desktop app (released hours ago), Codex, Cursor, and VS Code's upcoming agents mode adopt a near-identical layout: projects listed on the left, agent sessions grouped below each, and a shared chat interface. This design supports working across four or more projects simultaneously with multiple agents per project—impossible in traditional IDEs where you'd juggle separate windows. Use this to run agents on distinct tasks without context-switching friction; for example, one agent refactors a React app while another debugs a Node backend in the same window. VS Code retains its classic view but adds this mode via Insiders channel, launchable from the existing editor, ensuring backward compatibility while enabling the new paradigm.",[22,4616,4617],{},"The shift reflects reduced manual coding: developers now orchestrate agents, writing less code themselves. Avoid opening one IDE window per project; consolidate into one app to monitor agent outputs across repos, analyzing changes without manual navigation.",[17,4619,4621],{"id":4620},"feedback-loops-via-integrated-previews-and-tools","Feedback Loops via Integrated Previews and Tools",[22,4623,4624],{},"These apps tighten agent iteration cycles with embedded tools. Claude and Codex offer code diff previews of uncommitted changes (often agent-applied), where you add inline comments that feed directly into the chat as context—no copy-pasting needed. Claude includes a built-in browser preview: launch your app, select DOM elements, and inject them as conversation context for targeted fixes. Cursor and VS Code plan similar browser enhancements.",[22,4626,4627],{},"Terminals vary—Codex at bottom, Claude on right—for running commands without leaving the app. Codex adds automations: schedule prompts (e.g., daily repo analysis or commit reviews) to run automatically, extending agents beyond editing to routine maintenance.",[22,4629,4630],{},"Apply this by prioritizing apps with these features for web dev: select elements in preview to debug CSS issues instantly, or comment on diffs to refine agent outputs, cutting feedback time from minutes to seconds.",[17,4632,4634],{"id":4633},"fading-ide-features-and-workflow-trade-offs","Fading IDE Features and Workflow Trade-offs",[22,4636,4637],{},"Traditional elements like full file trees and debuggers vanish because agents handle file ops—view only changed files unless needed. Gain efficiency for agent-driven work but lose quick navigation to untouched files; counter this by pairing with VS Code open alongside (author's approach: VS Code for tree\u002Fexploration + terminal CLI for Claude\u002FCodex).",[22,4639,4640],{},"CLIs (Claude, Codex) offer terminal-only access but suit power users; desktop apps win for visuals and beginners. Expect both to coexist: desktops for multi-agent oversight, CLIs\u002FIDEs for fine control. Outside tech bubbles, full IDEs persist in normal companies—adoption lags despite rapid AI evolution.",[22,4642,4643],{},"Test workflows yourself: if managing 1-2 agents, stick to CLI in IDE; scale to multi-project chaos? Switch to desktop apps. Evolution continues—expect UI tweaks as agent interaction matures over the next year.",{"title":75,"searchDepth":76,"depth":76,"links":4645},[4646,4647,4648],{"id":4610,"depth":76,"text":4611},{"id":4620,"depth":76,"text":4621},{"id":4633,"depth":76,"text":4634},[82],{"content_references":4651,"triage":4661},[4652,4655,4658],{"type":90,"title":4653,"url":4654,"context":4465},"Claude Code course","https:\u002F\u002Facad.link\u002Fclaude-code",{"type":90,"title":4656,"url":4657,"context":4465},"Codex course","https:\u002F\u002Facad.link\u002Fcodex",{"type":90,"title":4659,"url":4660,"context":4465},"VS Code (GH Copilot) & Cursor course","https:\u002F\u002Facad.link\u002Fai-for-devs",{"relevance":4329,"novelty":111,"quality":111,"actionability":111,"composite":4662,"reasoning":4663},4.35,"Category: AI & LLMs. The article discusses the convergence of AI agent applications in development environments, addressing the audience's need for practical tools that enhance productivity. It provides specific examples of how these tools can streamline workflows, such as using integrated previews and automations, making it actionable for developers looking to adopt these technologies.","\u002Fsummaries\u002F9d656bd43ab25fa6-ai-agent-apps-converge-on-ide-killing-ui-summary","2026-04-15 15:00:00","2026-04-19 03:33:23",{"title":4600,"description":75},{"loc":4664},"9d656bd43ab25fa6","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=xOTfPKQ-54Y","summaries\u002F9d656bd43ab25fa6-ai-agent-apps-converge-on-ide-killing-ui-summary",[124,125,126],"Claude desktop, Codex, Cursor, and upcoming VS Code agents mode share a unified interface for managing multiple agents across projects, de-emphasizing traditional IDE features like full file trees and debuggers as developers shift to orchestration.",[126],"nlSLt-gsLd5jEp-hU18SpAbEbgQ7xa22zh9iNCTq0-c"]