[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-536f218f54c30cc3-managing-intent-debt-in-the-age-of-ai-engineering-summary":3,"summaries-facets-categories":143,"summary-related-536f218f54c30cc3-managing-intent-debt-in-the-age-of-ai-engineering-summary":4674},{"id":4,"title":5,"ai":6,"body":13,"categories":82,"created_at":84,"date_modified":84,"description":76,"extension":85,"faq":84,"featured":86,"kicker_label":84,"meta":87,"navigation":125,"path":126,"published_at":127,"question":84,"scraped_at":127,"seo":128,"sitemap":129,"source_id":130,"source_name":131,"source_type":132,"source_url":133,"stem":134,"tags":135,"thumbnail_url":84,"tldr":140,"tweet":84,"unknown_tags":141,"__hash__":142},"summaries\u002Fsummaries\u002F536f218f54c30cc3-managing-intent-debt-in-the-age-of-ai-engineering-summary.md","Managing Intent Debt in the Age of AI Engineering",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5870,1131,4818,0.003164,{"type":14,"value":15,"toc":75},"minimark",[16,21,30,34,37,41,44,72],[17,18,20],"h2",{"id":19},"the-three-dimensions-of-software-debt","The Three Dimensions of Software Debt",[22,23,24,25,29],"p",{},"Software health is defined by three distinct, independent types of debt. While technical debt (implementation shortcuts) and cognitive debt (lack of human understanding) are well-understood, ",[26,27,28],"strong",{},"intent debt"," is the most dangerous in an AI-driven era. Intent debt is the absence of externalized rationale, goals, and constraints. It occurs when the 'why' behind a system exists only in the minds of the team, leaving the codebase without a record of its purpose or the boundaries of its design.",[17,31,33],{"id":32},"why-ai-cannot-pay-down-intent-debt","Why AI Cannot Pay Down Intent Debt",[22,35,36],{},"AI excels at refactoring code (technical debt) and explaining complex logic (cognitive debt). However, AI is structurally incapable of generating intent. When asked to explain a design choice, an AI will often fabricate a plausible-sounding reason rather than admitting it lacks the context. Because agents start every session 'cold'—lacking the tacit knowledge humans acquire through years of shared experience—they will confidently fill gaps in intent with guesses. This turns unwritten intent into a compounding tax, as every agentic interaction risks diverging from the original product goals.",[17,38,40],{"id":39},"strategies-for-externalizing-intent","Strategies for Externalizing Intent",[22,42,43],{},"To mitigate intent debt, teams must shift from documenting implementation to documenting the 'why.' This requires treating intent as a first-class artifact:",[45,46,47,54,60,66],"ul",{},[48,49,50,53],"li",{},[26,51,52],{},"Intent-Focused Specs:"," Write specifications that define goals, constraints, and non-negotiables (e.g., performance, accessibility) rather than just functional requirements.",[48,55,56,59],{},[26,57,58],{},"The AGENTS.md Ledger:"," Use an intent file to document team conventions, historical 'lessons learned,' and design constraints that are not visible in the code itself.",[48,61,62,65],{},[26,63,64],{},"Lightweight Decision Logs:"," Implement ADRs (Architecture Decision Records) at the moment of decision. The cost of recording the rationale is trivial compared to the cost of reconstructing it months later.",[48,67,68,71],{},[26,69,70],{},"Self-Improving Loops:"," Configure agents to write their learnings back into a persistent file. Recording why a specific approach failed or succeeded prevents the loss of institutional knowledge.",[22,73,74],{},"Ultimately, as code becomes cheaper to produce via AI, the human-originated 'why' becomes the most valuable asset in a repository. If the intent is not written down, the system may continue to function while losing its original purpose.",{"title":76,"searchDepth":77,"depth":77,"links":78},"",2,[79,80,81],{"id":19,"depth":77,"text":20},{"id":32,"depth":77,"text":33},{"id":39,"depth":77,"text":40},[83],"Software Engineering",null,"md",false,{"group":88,"content_references":89,"triage":120},"addy-osmani",[90,96,102,105,108,111,114,117],{"type":91,"title":92,"author":93,"url":94,"context":95},"paper","Triple Debt Model","Margaret-Anne Storey","https:\u002F\u002Farxiv.org\u002Fabs\u002F2603.22106","cited",{"type":97,"title":98,"author":99,"url":100,"context":101},"other","Orchestration Tax","Addy Osmani","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Forchestration-tax\u002F","mentioned",{"type":97,"title":103,"author":99,"url":104,"context":101},"Comprehension Debt","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fcomprehension-debt\u002F",{"type":97,"title":106,"author":99,"url":107,"context":101},"Cognitive Surrender","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fcognitive-surrender\u002F",{"type":97,"title":109,"author":99,"url":110,"context":101},"Good Spec","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fgood-spec\u002F",{"type":97,"title":112,"author":99,"url":113,"context":101},"Stop using \u002Finit","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fagents-md\u002F",{"type":97,"title":115,"author":99,"url":116,"context":101},"Automated Decision Logs","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fautomated-decision-logs\u002F",{"type":97,"title":118,"author":99,"url":119,"context":101},"Self-improving agents","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fself-improving-agents\u002F",{"relevance":121,"novelty":122,"quality":122,"actionability":122,"composite":123,"reasoning":124},5,4,4.35,"Category: Product Strategy. The article addresses the critical concept of intent debt in AI engineering, which is highly relevant for product builders who need to document rationale and goals effectively. It provides actionable strategies for externalizing intent, such as writing intent-focused specifications and implementing decision logs, which can directly improve product development processes.",true,"\u002Fsummaries\u002F536f218f54c30cc3-managing-intent-debt-in-the-age-of-ai-engineering-summary","2026-06-06 16:12:15",{"title":5,"description":76},{"loc":126},"536f218f54c30cc3","Addy Osmani Blog","article","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fintent-debt\u002F","summaries\u002F536f218f54c30cc3-managing-intent-debt-in-the-age-of-ai-engineering-summary",[136,137,138,139],"ai-tools","agents","product-strategy","software-engineering","Intent debt is the absence of documented rationale, goals, and constraints. Unlike technical or cognitive debt, AI cannot generate intent, making it the most critical and expensive debt to manage as agentic workflows scale.",[139],"LgJX9qdlnEKru782l2Cm9emZsURkkiI2fihRGW8cnj4",[144,147,150,153,156,159,161,163,165,167,169,171,174,176,178,180,182,184,186,188,190,192,194,196,198,200,203,206,208,210,212,214,216,218,220,222,225,227,229,231,233,235,237,239,241,243,245,247,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672],{"categories":145},[146],"Developer Productivity",{"categories":148},[149],"Business & SaaS",{"categories":151},[152],"AI & LLMs",{"categories":154},[155],"AI Automation",{"categories":157},[158],"Product Strategy",{"categories":160},[152],{"categories":162},[146],{"categories":164},[149],{"categories":166},[],{"categories":168},[152],{"categories":170},[],{"categories":172},[173],"AI News & Trends",{"categories":175},[155],{"categories":177},[155],{"categories":179},[173],{"categories":181},[155],{"categories":183},[155],{"categories":185},[155],{"categories":187},[152],{"categories":189},[152],{"categories":191},[152],{"categories":193},[173],{"categories":195},[152],{"categories":197},[152],{"categories":199},[],{"categories":201},[202],"Design & Frontend",{"categories":204},[205],"Data Science & Visualization",{"categories":207},[173],{"categories":209},[152],{"categories":211},[],{"categories":213},[152],{"categories":215},[83],{"categories":217},[152],{"categories":219},[155],{"categories":221},[152],{"categories":223},[224],"Marketing & Growth",{"categories":226},[202],{"categories":228},[152],{"categories":230},[155],{"categories":232},[],{"categories":234},[],{"categories":236},[202],{"categories":238},[155],{"categories":240},[146],{"categories":242},[83],{"categories":244},[202],{"categories":246},[152],{"categories":248},[249],"DevOps & Cloud",{"categories":251},[155],{"categories":253},[173],{"categories":255},[152],{"categories":257},[],{"categories":259},[],{"categories":261},[155],{"categories":263},[83],{"categories":265},[],{"categories":267},[149],{"categories":269},[],{"categories":271},[],{"categories":273},[152],{"categories":275},[155],{"categories":277},[152],{"categories":279},[152],{"categories":281},[155],{"categories":283},[152],{"categories":285},[152],{"categories":287},[152],{"categories":289},[],{"categories":291},[83],{"categories":293},[],{"categories":295},[],{"categories":297},[83],{"categories":299},[],{"categories":301},[83],{"categories":303},[152],{"categories":305},[152],{"categories":307},[224],{"categories":309},[202],{"categories":311},[202],{"categories":313},[152],{"categories":315},[83],{"categories":317},[155],{"categories":319},[83],{"categories":321},[152],{"categories":323},[152],{"categories":325},[155],{"categories":327},[155],{"categories":329},[205],{"categories":331},[173],{"categories":333},[155],{"categories":335},[155],{"categories":337},[224],{"categories":339},[155],{"categories":341},[158],{"categories":343},[83],{"categories":345},[],{"categories":347},[155],{"categories":349},[],{"categories":351},[155],{"categories":353},[83],{"categories":355},[249],{"categories":357},[202],{"categories":359},[152],{"categories":361},[],{"categories":363},[83],{"categories":365},[152],{"categories":367},[],{"categories":369},[155],{"categories":371},[],{"categories":373},[152],{"categories":375},[],{"categories":377},[146],{"categories":379},[83],{"categories":381},[149],{"categories":383},[152],{"categories":385},[152],{"categories":387},[173],{"categories":389},[152],{"categories":391},[],{"categories":393},[152],{"categories":395},[],{"categories":397},[83],{"categories":399},[205],{"categories":401},[],{"categories":403},[152],{"categories":405},[202],{"categories":407},[],{"categories":409},[202],{"categories":411},[155],{"categories":413},[],{"categories":415},[152],{"categories":417},[152],{"categories":419},[155],{"categories":421},[173],{"categories":423},[149],{"categories":425},[152],{"categories":427},[],{"categories":429},[83],{"categories":431},[155],{"categories":433},[152],{"categories":435},[158],{"categories":437},[],{"categories":439},[152],{"categories":441},[158],{"categories":443},[155],{"categories":445},[152],{"categories":447},[155],{"categories":449},[],{"categories":451},[205],{"categories":453},[152],{"categories":455},[],{"categories":457},[146],{"categories":459},[152],{"categories":461},[149],{"categories":463},[152],{"categories":465},[155],{"categories":467},[152],{"categories":469},[152],{"categories":471},[83],{"categories":473},[152],{"categories":475},[],{"categories":477},[],{"categories":479},[152],{"categories":481},[152],{"categories":483},[],{"categories":485},[202],{"categories":487},[],{"categories":489},[152],{"categories":491},[],{"categories":493},[155],{"categories":495},[152],{"categories":497},[202],{"categories":499},[],{"categories":501},[152],{"categories":503},[152],{"categories":505},[149],{"categories":507},[155],{"categories":509},[152],{"categories":511},[152],{"categories":513},[202],{"categories":515},[155],{"categories":517},[],{"categories":519},[155],{"categories":521},[],{"categories":523},[173],{"categories":525},[],{"categories":527},[152],{"categories":529},[149,224],{"categories":531},[],{"categories":533},[152],{"categories":535},[155],{"categories":537},[],{"categories":539},[],{"categories":541},[202],{"categories":543},[152],{"categories":545},[],{"categories":547},[152],{"categories":549},[249],{"categories":551},[],{"categories":553},[173],{"categories":555},[202],{"categories":557},[],{"categories":559},[173],{"categories":561},[152],{"categories":563},[155],{"categories":565},[173],{"categories":567},[152],{"categories":569},[224],{"categories":571},[],{"categories":573},[149],{"categories":575},[83],{"categories":577},[152],{"categories":579},[155],{"categories":581},[],{"categories":583},[152,249],{"categories":585},[152],{"categories":587},[152],{"categories":589},[152],{"categories":591},[155],{"categories":593},[152,83],{"categories":595},[205],{"categories":597},[152],{"categories":599},[83],{"categories":601},[224],{"categories":603},[155],{"categories":605},[152],{"categories":607},[155],{"categories":609},[],{"categories":611},[155],{"categories":613},[152],{"categories":615},[152,149],{"categories":617},[149],{"categories":619},[],{"categories":621},[202],{"categories":623},[202],{"categories":625},[],{"categories":627},[],{"categories":629},[173],{"categories":631},[],{"categories":633},[146],{"categories":635},[152],{"categories":637},[83],{"categories":639},[152],{"categories":641},[202],{"categories":643},[155],{"categories":645},[83],{"categories":647},[173],{"categories":649},[202],{"categories":651},[],{"categories":653},[152],{"categories":655},[152],{"categories":657},[152],{"categories":659},[152],{"categories":661},[152],{"categories":663},[152],{"categories":665},[173],{"categories":667},[146],{"categories":669},[152],{"categories":671},[155],{"categories":673},[249],{"categories":675},[202],{"categories":677},[152],{"categories":679},[155],{"categories":681},[],{"categories":683},[],{"categories":685},[202],{"categories":687},[173],{"categories":689},[205],{"categories":691},[],{"categories":693},[152],{"categories":695},[152],{"categories":697},[149],{"categories":699},[152],{"categories":701},[152],{"categories":703},[152],{"categories":705},[173],{"categories":707},[202],{"categories":709},[],{"categories":711},[155],{"categories":713},[83],{"categories":715},[],{"categories":717},[152],{"categories":719},[152],{"categories":721},[155],{"categories":723},[83],{"categories":725},[152],{"categories":727},[],{"categories":729},[],{"categories":731},[152],{"categories":733},[],{"categories":735},[158],{"categories":737},[149],{"categories":739},[155],{"categories":741},[155],{"categories":743},[],{"categories":745},[146],{"categories":747},[152],{"categories":749},[149],{"categories":751},[173],{"categories":753},[146],{"categories":755},[],{"categories":757},[152],{"categories":759},[],{"categories":761},[],{"categories":763},[173],{"categories":765},[173],{"categories":767},[],{"categories":769},[202],{"categories":771},[83],{"categories":773},[],{"categories":775},[149],{"categories":777},[],{"categories":779},[],{"categories":781},[146],{"categories":783},[],{"categories":785},[224],{"categories":787},[155],{"categories":789},[149],{"categories":791},[155],{"categories":793},[83],{"categories":795},[],{"categories":797},[158],{"categories":799},[202],{"categories":801},[83],{"categories":803},[152],{"categories":805},[155],{"categories":807},[149],{"categories":809},[152],{"categories":811},[],{"categories":813},[],{"categories":815},[83],{"categories":817},[205],{"categories":819},[158],{"categories":821},[155],{"categories":823},[152],{"categories":825},[],{"categories":827},[173],{"categories":829},[249],{"categories":831},[],{"categories":833},[155],{"categories":835},[],{"categories":837},[146],{"categories":839},[],{"categories":841},[152],{"categories":843},[152],{"categories":845},[202],{"categories":847},[224],{"categories":849},[83],{"categories":851},[155],{"categories":853},[],{"categories":855},[83],{"categories":857},[146],{"categories":859},[],{"categories":861},[173],{"categories":863},[152,249],{"categories":865},[152],{"categories":867},[173],{"categories":869},[152],{"categories":871},[152],{"categories":873},[149],{"categories":875},[152],{"categories":877},[],{"categories":879},[152],{"categories":881},[149],{"categories":883},[152],{"categories":885},[],{"categories":887},[155],{"categories":889},[83],{"categories":891},[202],{"categories":893},[173],{"categories":895},[205],{"categories":897},[152],{"categories":899},[146],{"categories":901},[152],{"categories":903},[155],{"categories":905},[83],{"categories":907},[],{"categories":909},[],{"categories":911},[155],{"categories":913},[158],{"categories":915},[],{"categories":917},[152],{"categories":919},[],{"categories":921},[202],{"categories":923},[155],{"categories":925},[83],{"categories":927},[202],{"categories":929},[152],{"categories":931},[202],{"categories":933},[],{"categories":935},[],{"categories":937},[173],{"categories":939},[155],{"categories":941},[155],{"categories":943},[152],{"categories":945},[152],{"categories":947},[152],{"categories":949},[149],{"categories":951},[152],{"categories":953},[],{"categories":955},[83],{"categories":957},[83],{"categories":959},[149],{"categories":961},[],{"categories":963},[152],{"categories":965},[152],{"categories":967},[155],{"categories":969},[146],{"categories":971},[149],{"categories":973},[173],{"categories":975},[155],{"categories":977},[224],{"categories":979},[152],{"categories":981},[155],{"categories":983},[],{"categories":985},[202],{"categories":987},[],{"categories":989},[152],{"categories":991},[152],{"categories":993},[],{"categories":995},[149],{"categories":997},[155],{"categories":999},[],{"categories":1001},[152],{"categories":1003},[249],{"categories":1005},[205],{"categories":1007},[83],{"categories":1009},[224],{"categories":1011},[152],{"categories":1013},[202],{"categories":1015},[152],{"categories":1017},[83],{"categories":1019},[155],{"categories":1021},[],{"categories":1023},[],{"categories":1025},[155],{"categories":1027},[146],{"categories":1029},[155],{"categories":1031},[158],{"categories":1033},[149],{"categories":1035},[],{"categories":1037},[152],{"categories":1039},[158],{"categories":1041},[152],{"categories":1043},[152],{"categories":1045},[152],{"categories":1047},[152],{"categories":1049},[224],{"categories":1051},[152],{"categories":1053},[152],{"categories":1055},[152],{"categories":1057},[202],{"categories":1059},[155],{"categories":1061},[],{"categories":1063},[],{"categories":1065},[249],{"categories":1067},[83],{"categories":1069},[],{"categories":1071},[155],{"categories":1073},[152],{"categories":1075},[202,152],{"categories":1077},[146],{"categories":1079},[],{"categories":1081},[152],{"categories":1083},[146],{"categories":1085},[202],{"categories":1087},[155],{"categories":1089},[83],{"categories":1091},[],{"categories":1093},[152],{"categories":1095},[],{"categories":1097},[],{"categories":1099},[152],{"categories":1101},[146],{"categories":1103},[152],{"categories":1105},[],{"categories":1107},[155],{"categories":1109},[158],{"categories":1111},[152],{"categories":1113},[152],{"categories":1115},[152],{"categories":1117},[202],{"categories":1119},[155],{"categories":1121},[249],{"categories":1123},[202],{"categories":1125},[149],{"categories":1127},[155],{"categories":1129},[152],{"categories":1131},[152],{"categories":1133},[152],{"categories":1135},[155],{"categories":1137},[83],{"categories":1139},[152],{"categories":1141},[158],{"categories":1143},[],{"categories":1145},[173],{"categories":1147},[],{"categories":1149},[158],{"categories":1151},[155],{"categories":1153},[202],{"categories":1155},[152],{"categories":1157},[152],{"categories":1159},[155],{"categories":1161},[83],{"categories":1163},[202],{"categories":1165},[155],{"categories":1167},[173],{"categories":1169},[],{"categories":1171},[152],{"categories":1173},[],{"categories":1175},[152],{"categories":1177},[152],{"categories":1179},[202],{"categories":1181},[152],{"categories":1183},[146],{"categories":1185},[173],{"categories":1187},[152],{"categories":1189},[152],{"categories":1191},[224],{"categories":1193},[152],{"categories":1195},[152],{"categories":1197},[155],{"categories":1199},[155],{"categories":1201},[152],{"categories":1203},[155],{"categories":1205},[155],{"categories":1207},[152],{"categories":1209},[152],{"categories":1211},[155],{"categories":1213},[202],{"categories":1215},[152],{"categories":1217},[152],{"categories":1219},[],{"categories":1221},[],{"categories":1223},[83],{"categories":1225},[],{"categories":1227},[146],{"categories":1229},[249],{"categories":1231},[152],{"categories":1233},[],{"categories":1235},[146],{"categories":1237},[149],{"categories":1239},[152],{"categories":1241},[224],{"categories":1243},[],{"categories":1245},[149],{"categories":1247},[],{"categories":1249},[152],{"categories":1251},[83],{"categories":1253},[],{"categories":1255},[],{"categories":1257},[],{"categories":1259},[],{"categories":1261},[152],{"categories":1263},[155],{"categories":1265},[249],{"categories":1267},[152],{"categories":1269},[146],{"categories":1271},[83],{"categories":1273},[152],{"categories":1275},[152],{"categories":1277},[83],{"categories":1279},[158],{"categories":1281},[152],{"categories":1283},[224],{"categories":1285},[149],{"categories":1287},[152],{"categories":1289},[152],{"categories":1291},[152],{"categories":1293},[152,146],{"categories":1295},[83],{"categories":1297},[83],{"categories":1299},[202],{"categories":1301},[155],{"categories":1303},[152],{"categories":1305},[152],{"categories":1307},[],{"categories":1309},[],{"categories":1311},[152],{"categories":1313},[],{"categories":1315},[83],{"categories":1317},[205],{"categories":1319},[173],{"categories":1321},[202],{"categories":1323},[152],{"categories":1325},[83],{"categories":1327},[],{"categories":1329},[152],{"categories":1331},[152],{"categories":1333},[],{"categories":1335},[155],{"categories":1337},[152],{"categories":1339},[152],{"categories":1341},[],{"categories":1343},[155],{"categories":1345},[152],{"categories":1347},[149],{"categories":1349},[],{"categories":1351},[146],{"categories":1353},[152],{"categories":1355},[146],{"categories":1357},[152],{"categories":1359},[83],{"categories":1361},[224],{"categories":1363},[155],{"categories":1365},[155],{"categories":1367},[152,202],{"categories":1369},[173],{"categories":1371},[152],{"categories":1373},[202],{"categories":1375},[],{"categories":1377},[83],{"categories":1379},[249],{"categories":1381},[202],{"categories":1383},[83],{"categories":1385},[152],{"categories":1387},[152],{"categories":1389},[155],{"categories":1391},[],{"categories":1393},[],{"categories":1395},[],{"categories":1397},[],{"categories":1399},[83],{"categories":1401},[155],{"categories":1403},[155],{"categories":1405},[249],{"categories":1407},[152],{"categories":1409},[152],{"categories":1411},[155],{"categories":1413},[152],{"categories":1415},[152],{"categories":1417},[],{"categories":1419},[202],{"categories":1421},[83],{"categories":1423},[],{"categories":1425},[],{"categories":1427},[155],{"categories":1429},[],{"categories":1431},[],{"categories":1433},[224],{"categories":1435},[224],{"categories":1437},[155],{"categories":1439},[83],{"categories":1441},[],{"categories":1443},[152],{"categories":1445},[152],{"categories":1447},[83],{"categories":1449},[202],{"categories":1451},[202],{"categories":1453},[152],{"categories":1455},[155],{"categories":1457},[146],{"categories":1459},[152],{"categories":1461},[152],{"categories":1463},[202],{"categories":1465},[202],{"categories":1467},[155],{"categories":1469},[155],{"categories":1471},[152],{"categories":1473},[],{"categories":1475},[152],{"categories":1477},[],{"categories":1479},[152],{"categories":1481},[155],{"categories":1483},[173],{"categories":1485},[83],{"categories":1487},[152],{"categories":1489},[146],{"categories":1491},[152],{"categories":1493},[],{"categories":1495},[155],{"categories":1497},[155],{"categories":1499},[],{"categories":1501},[152],{"categories":1503},[146],{"categories":1505},[152],{"categories":1507},[146],{"categories":1509},[146],{"categories":1511},[],{"categories":1513},[83],{"categories":1515},[],{"categories":1517},[155],{"categories":1519},[173],{"categories":1521},[152],{"categories":1523},[155],{"categories":1525},[152],{"categories":1527},[155],{"categories":1529},[152],{"categories":1531},[173],{"categories":1533},[205],{"categories":1535},[152],{"categories":1537},[158],{"categories":1539},[173],{"categories":1541},[202],{"categories":1543},[],{"categories":1545},[],{"categories":1547},[173],{"categories":1549},[],{"categories":1551},[],{"categories":1553},[],{"categories":1555},[],{"categories":1557},[83],{"categories":1559},[83],{"categories":1561},[205],{"categories":1563},[],{"categories":1565},[152],{"categories":1567},[152],{"categories":1569},[205],{"categories":1571},[83],{"categories":1573},[],{"categories":1575},[],{"categories":1577},[155],{"categories":1579},[155],{"categories":1581},[83],{"categories":1583},[155],{"categories":1585},[173],{"categories":1587},[173],{"categories":1589},[155],{"categories":1591},[155],{"categories":1593},[146],{"categories":1595},[152,249],{"categories":1597},[],{"categories":1599},[202],{"categories":1601},[83],{"categories":1603},[146],{"categories":1605},[155],{"categories":1607},[202],{"categories":1609},[],{"categories":1611},[155],{"categories":1613},[155],{"categories":1615},[155],{"categories":1617},[152],{"categories":1619},[224],{"categories":1621},[152],{"categories":1623},[83],{"categories":1625},[202],{"categories":1627},[152],{"categories":1629},[],{"categories":1631},[155],{"categories":1633},[202],{"categories":1635},[152],{"categories":1637},[155],{"categories":1639},[155],{"categories":1641},[155],{"categories":1643},[224],{"categories":1645},[205],{"categories":1647},[152],{"categories":1649},[155],{"categories":1651},[152],{"categories":1653},[],{"categories":1655},[224],{"categories":1657},[173],{"categories":1659},[83],{"categories":1661},[152],{"categories":1663},[155],{"categories":1665},[],{"categories":1667},[],{"categories":1669},[152],{"categories":1671},[155],{"categories":1673},[152],{"categories":1675},[173],{"categories":1677},[152],{"categories":1679},[155],{"categories":1681},[155],{"categories":1683},[],{"categories":1685},[152],{"categories":1687},[],{"categories":1689},[],{"categories":1691},[152],{"categories":1693},[155],{"categories":1695},[],{"categories":1697},[],{"categories":1699},[205],{"categories":1701},[152],{"categories":1703},[205],{"categories":1705},[173],{"categories":1707},[152],{"categories":1709},[152],{"categories":1711},[155],{"categories":1713},[152],{"categories":1715},[155],{"categories":1717},[],{"categories":1719},[],{"categories":1721},[249],{"categories":1723},[152],{"categories":1725},[],{"categories":1727},[],{"categories":1729},[146],{"categories":1731},[],{"categories":1733},[],{"categories":1735},[152],{"categories":1737},[],{"categories":1739},[],{"categories":1741},[83],{"categories":1743},[173],{"categories":1745},[224],{"categories":1747},[149],{"categories":1749},[152],{"categories":1751},[152],{"categories":1753},[149],{"categories":1755},[],{"categories":1757},[202],{"categories":1759},[155],{"categories":1761},[149],{"categories":1763},[152],{"categories":1765},[152],{"categories":1767},[146],{"categories":1769},[152],{"categories":1771},[],{"categories":1773},[146],{"categories":1775},[152],{"categories":1777},[224],{"categories":1779},[155],{"categories":1781},[173],{"categories":1783},[152],{"categories":1785},[149],{"categories":1787},[152],{"categories":1789},[152],{"categories":1791},[155],{"categories":1793},[],{"categories":1795},[152],{"categories":1797},[83],{"categories":1799},[146],{"categories":1801},[152],{"categories":1803},[152],{"categories":1805},[],{"categories":1807},[173],{"categories":1809},[152],{"categories":1811},[152],{"categories":1813},[],{"categories":1815},[149],{"categories":1817},[149],{"categories":1819},[158],{"categories":1821},[152],{"categories":1823},[152],{"categories":1825},[],{"categories":1827},[83],{"categories":1829},[152],{"categories":1831},[],{"categories":1833},[],{"categories":1835},[152],{"categories":1837},[173],{"categories":1839},[],{"categories":1841},[249],{"categories":1843},[152],{"categories":1845},[152],{"categories":1847},[],{"categories":1849},[152],{"categories":1851},[83],{"categories":1853},[152],{"categories":1855},[152],{"categories":1857},[152,249],{"categories":1859},[152],{"categories":1861},[152],{"categories":1863},[202],{"categories":1865},[155],{"categories":1867},[],{"categories":1869},[155],{"categories":1871},[155],{"categories":1873},[152],{"categories":1875},[152],{"categories":1877},[152],{"categories":1879},[152],{"categories":1881},[146],{"categories":1883},[205],{"categories":1885},[146],{"categories":1887},[83],{"categories":1889},[202],{"categories":1891},[155],{"categories":1893},[],{"categories":1895},[152],{"categories":1897},[173],{"categories":1899},[152],{"categories":1901},[155],{"categories":1903},[152],{"categories":1905},[152],{"categories":1907},[149],{"categories":1909},[],{"categories":1911},[249],{"categories":1913},[202],{"categories":1915},[202],{"categories":1917},[83],{"categories":1919},[155],{"categories":1921},[152],{"categories":1923},[149],{"categories":1925},[173],{"categories":1927},[202],{"categories":1929},[155],{"categories":1931},[152],{"categories":1933},[],{"categories":1935},[152],{"categories":1937},[152],{"categories":1939},[],{"categories":1941},[],{"categories":1943},[152],{"categories":1945},[152],{"categories":1947},[152],{"categories":1949},[152],{"categories":1951},[155],{"categories":1953},[152],{"categories":1955},[152],{"categories":1957},[],{"categories":1959},[205],{"categories":1961},[152],{"categories":1963},[155],{"categories":1965},[],{"categories":1967},[],{"categories":1969},[152],{"categories":1971},[152],{"categories":1973},[152],{"categories":1975},[173],{"categories":1977},[],{"categories":1979},[202],{"categories":1981},[152],{"categories":1983},[249],{"categories":1985},[173],{"categories":1987},[83],{"categories":1989},[83],{"categories":1991},[173],{"categories":1993},[173],{"categories":1995},[249],{"categories":1997},[],{"categories":1999},[173],{"categories":2001},[152],{"categories":2003},[146],{"categories":2005},[152],{"categories":2007},[173],{"categories":2009},[],{"categories":2011},[152],{"categories":2013},[83],{"categories":2015},[205],{"categories":2017},[152],{"categories":2019},[173],{"categories":2021},[152],{"categories":2023},[83],{"categories":2025},[155],{"categories":2027},[173],{"categories":2029},[249],{"categories":2031},[155],{"categories":2033},[152],{"categories":2035},[152],{"categories":2037},[152],{"categories":2039},[],{"categories":2041},[149],{"categories":2043},[],{"categories":2045},[],{"categories":2047},[152],{"categories":2049},[155],{"categories":2051},[152],{"categories":2053},[152],{"categories":2055},[152],{"categories":2057},[],{"categories":2059},[205],{"categories":2061},[146],{"categories":2063},[155],{"categories":2065},[202],{"categories":2067},[],{"categories":2069},[152],{"categories":2071},[83],{"categories":2073},[152],{"categories":2075},[249],{"categories":2077},[249],{"categories":2079},[],{"categories":2081},[155],{"categories":2083},[173],{"categories":2085},[173],{"categories":2087},[152],{"categories":2089},[155],{"categories":2091},[],{"categories":2093},[202],{"categories":2095},[152],{"categories":2097},[152],{"categories":2099},[],{"categories":2101},[152],{"categories":2103},[],{"categories":2105},[152],{"categories":2107},[83],{"categories":2109},[249],{"categories":2111},[152],{"categories":2113},[83],{"categories":2115},[149],{"categories":2117},[152],{"categories":2119},[],{"categories":2121},[155],{"categories":2123},[146],{"categories":2125},[146],{"categories":2127},[],{"categories":2129},[152],{"categories":2131},[152],{"categories":2133},[83],{"categories":2135},[202],{"categories":2137},[152],{"categories":2139},[155],{"categories":2141},[],{"categories":2143},[152],{"categories":2145},[152],{"categories":2147},[155],{"categories":2149},[],{"categories":2151},[155],{"categories":2153},[83],{"categories":2155},[],{"categories":2157},[152],{"categories":2159},[155],{"categories":2161},[149],{"categories":2163},[],{"categories":2165},[152],{"categories":2167},[],{"categories":2169},[152],{"categories":2171},[152],{"categories":2173},[],{"categories":2175},[152],{"categories":2177},[152],{"categories":2179},[173],{"categories":2181},[152],{"categories":2183},[152],{"categories":2185},[146],{"categories":2187},[152],{"categories":2189},[205],{"categories":2191},[173],{"categories":2193},[155],{"categories":2195},[],{"categories":2197},[152],{"categories":2199},[202],{"categories":2201},[224],{"categories":2203},[152],{"categories":2205},[155],{"categories":2207},[],{"categories":2209},[],{"categories":2211},[],{"categories":2213},[146],{"categories":2215},[173],{"categories":2217},[155],{"categories":2219},[152],{"categories":2221},[152],{"categories":2223},[202],{"categories":2225},[155],{"categories":2227},[],{"categories":2229},[155],{"categories":2231},[155],{"categories":2233},[],{"categories":2235},[152],{"categories":2237},[155],{"categories":2239},[152],{"categories":2241},[],{"categories":2243},[152],{"categories":2245},[152],{"categories":2247},[173],{"categories":2249},[202],{"categories":2251},[155],{"categories":2253},[202],{"categories":2255},[149],{"categories":2257},[],{"categories":2259},[],{"categories":2261},[152],{"categories":2263},[146],{"categories":2265},[173],{"categories":2267},[],{"categories":2269},[202],{"categories":2271},[],{"categories":2273},[83],{"categories":2275},[83],{"categories":2277},[202],{"categories":2279},[83],{"categories":2281},[152],{"categories":2283},[],{"categories":2285},[152],{"categories":2287},[152],{"categories":2289},[],{"categories":2291},[224],{"categories":2293},[152],{"categories":2295},[249],{"categories":2297},[83],{"categories":2299},[],{"categories":2301},[155],{"categories":2303},[152],{"categories":2305},[146],{"categories":2307},[155],{"categories":2309},[155],{"categories":2311},[152],{"categories":2313},[152],{"categories":2315},[],{"categories":2317},[146],{"categories":2319},[152],{"categories":2321},[149],{"categories":2323},[83],{"categories":2325},[202],{"categories":2327},[],{"categories":2329},[],{"categories":2331},[],{"categories":2333},[155],{"categories":2335},[83],{"categories":2337},[202],{"categories":2339},[173],{"categories":2341},[152],{"categories":2343},[173],{"categories":2345},[155],{"categories":2347},[202],{"categories":2349},[152],{"categories":2351},[],{"categories":2353},[152],{"categories":2355},[202],{"categories":2357},[173],{"categories":2359},[149],{"categories":2361},[83],{"categories":2363},[152],{"categories":2365},[173],{"categories":2367},[224],{"categories":2369},[],{"categories":2371},[],{"categories":2373},[205],{"categories":2375},[152,83],{"categories":2377},[173],{"categories":2379},[152],{"categories":2381},[152],{"categories":2383},[155],{"categories":2385},[152],{"categories":2387},[155],{"categories":2389},[152],{"categories":2391},[152],{"categories":2393},[],{"categories":2395},[83],{"categories":2397},[152],{"categories":2399},[205],{"categories":2401},[155],{"categories":2403},[224],{"categories":2405},[249],{"categories":2407},[],{"categories":2409},[155],{"categories":2411},[146],{"categories":2413},[155],{"categories":2415},[155],{"categories":2417},[158],{"categories":2419},[83],{"categories":2421},[152],{"categories":2423},[152],{"categories":2425},[],{"categories":2427},[],{"categories":2429},[],{"categories":2431},[249],{"categories":2433},[152],{"categories":2435},[173],{"categories":2437},[152],{"categories":2439},[152],{"categories":2441},[152],{"categories":2443},[],{"categories":2445},[205],{"categories":2447},[149],{"categories":2449},[155],{"categories":2451},[],{"categories":2453},[152],{"categories":2455},[155],{"categories":2457},[152],{"categories":2459},[249],{"categories":2461},[],{"categories":2463},[202],{"categories":2465},[202],{"categories":2467},[],{"categories":2469},[83],{"categories":2471},[152],{"categories":2473},[202],{"categories":2475},[152],{"categories":2477},[149],{"categories":2479},[],{"categories":2481},[173],{"categories":2483},[152],{"categories":2485},[152],{"categories":2487},[202],{"categories":2489},[155],{"categories":2491},[173],{"categories":2493},[],{"categories":2495},[155],{"categories":2497},[155],{"categories":2499},[202],{"categories":2501},[152],{"categories":2503},[],{"categories":2505},[152],{"categories":2507},[152],{"categories":2509},[249],{"categories":2511},[173],{"categories":2513},[205],{"categories":2515},[205],{"categories":2517},[],{"categories":2519},[],{"categories":2521},[],{"categories":2523},[155],{"categories":2525},[155],{"categories":2527},[83],{"categories":2529},[83],{"categories":2531},[152],{"categories":2533},[152],{"categories":2535},[152],{"categories":2537},[155],{"categories":2539},[],{"categories":2541},[],{"categories":2543},[152],{"categories":2545},[],{"categories":2547},[152],{"categories":2549},[155],{"categories":2551},[152],{"categories":2553},[152],{"categories":2555},[],{"categories":2557},[158],{"categories":2559},[152],{"categories":2561},[202],{"categories":2563},[152],{"categories":2565},[149],{"categories":2567},[152],{"categories":2569},[224],{"categories":2571},[155],{"categories":2573},[152],{"categories":2575},[152],{"categories":2577},[152],{"categories":2579},[83],{"categories":2581},[],{"categories":2583},[173],{"categories":2585},[155],{"categories":2587},[],{"categories":2589},[173],{"categories":2591},[155],{"categories":2593},[155],{"categories":2595},[152],{"categories":2597},[155],{"categories":2599},[],{"categories":2601},[149],{"categories":2603},[155],{"categories":2605},[],{"categories":2607},[83],{"categories":2609},[152],{"categories":2611},[146],{"categories":2613},[173],{"categories":2615},[249],{"categories":2617},[155],{"categories":2619},[152],{"categories":2621},[155],{"categories":2623},[146],{"categories":2625},[],{"categories":2627},[152],{"categories":2629},[],{"categories":2631},[],{"categories":2633},[202],{"categories":2635},[152,149],{"categories":2637},[155],{"categories":2639},[152],{"categories":2641},[],{"categories":2643},[146],{"categories":2645},[205],{"categories":2647},[152],{"categories":2649},[83],{"categories":2651},[152],{"categories":2653},[155],{"categories":2655},[152],{"categories":2657},[152],{"categories":2659},[152],{"categories":2661},[173],{"categories":2663},[155],{"categories":2665},[152],{"categories":2667},[],{"categories":2669},[],{"categories":2671},[155],{"categories":2673},[152],{"categories":2675},[249],{"categories":2677},[],{"categories":2679},[152],{"categories":2681},[155],{"categories":2683},[155],{"categories":2685},[],{"categories":2687},[155],{"categories":2689},[152],{"categories":2691},[224],{"categories":2693},[205],{"categories":2695},[155],{"categories":2697},[152],{"categories":2699},[249],{"categories":2701},[],{"categories":2703},[152],{"categories":2705},[224],{"categories":2707},[202],{"categories":2709},[152],{"categories":2711},[152],{"categories":2713},[],{"categories":2715},[224],{"categories":2717},[173],{"categories":2719},[152],{"categories":2721},[152],{"categories":2723},[146],{"categories":2725},[152],{"categories":2727},[],{"categories":2729},[],{"categories":2731},[202],{"categories":2733},[152],{"categories":2735},[205],{"categories":2737},[224],{"categories":2739},[155],{"categories":2741},[224],{"categories":2743},[173],{"categories":2745},[],{"categories":2747},[152],{"categories":2749},[],{"categories":2751},[152],{"categories":2753},[155],{"categories":2755},[152],{"categories":2757},[152],{"categories":2759},[],{"categories":2761},[152,83],{"categories":2763},[173],{"categories":2765},[155],{"categories":2767},[83],{"categories":2769},[152],{"categories":2771},[146],{"categories":2773},[],{"categories":2775},[],{"categories":2777},[155],{"categories":2779},[152],{"categories":2781},[83],{"categories":2783},[146],{"categories":2785},[83],{"categories":2787},[83],{"categories":2789},[152],{"categories":2791},[224],{"categories":2793},[152],{"categories":2795},[83],{"categories":2797},[],{"categories":2799},[202,152],{"categories":2801},[249],{"categories":2803},[146],{"categories":2805},[],{"categories":2807},[152],{"categories":2809},[149],{"categories":2811},[149],{"categories":2813},[152],{"categories":2815},[152],{"categories":2817},[152],{"categories":2819},[83],{"categories":2821},[155],{"categories":2823},[173],{"categories":2825},[224],{"categories":2827},[202],{"categories":2829},[152],{"categories":2831},[152],{"categories":2833},[152],{"categories":2835},[152],{"categories":2837},[146],{"categories":2839},[152],{"categories":2841},[155],{"categories":2843},[155],{"categories":2845},[173],{"categories":2847},[83],{"categories":2849},[],{"categories":2851},[],{"categories":2853},[205],{"categories":2855},[83],{"categories":2857},[152],{"categories":2859},[202],{"categories":2861},[152],{"categories":2863},[152],{"categories":2865},[152],{"categories":2867},[205],{"categories":2869},[152],{"categories":2871},[152],{"categories":2873},[152],{"categories":2875},[155],{"categories":2877},[155],{"categories":2879},[152,149],{"categories":2881},[],{"categories":2883},[202],{"categories":2885},[],{"categories":2887},[152],{"categories":2889},[173],{"categories":2891},[146],{"categories":2893},[146],{"categories":2895},[155],{"categories":2897},[155],{"categories":2899},[155],{"categories":2901},[152],{"categories":2903},[152],{"categories":2905},[149],{"categories":2907},[83],{"categories":2909},[224],{"categories":2911},[152],{"categories":2913},[],{"categories":2915},[173],{"categories":2917},[152],{"categories":2919},[152],{"categories":2921},[152],{"categories":2923},[152],{"categories":2925},[152],{"categories":2927},[83],{"categories":2929},[173],{"categories":2931},[83],{"categories":2933},[83],{"categories":2935},[152],{"categories":2937},[152],{"categories":2939},[152],{"categories":2941},[155],{"categories":2943},[173],{"categories":2945},[152],{"categories":2947},[155],{"categories":2949},[152],{"categories":2951},[202],{"categories":2953},[152],{"categories":2955},[152],{"categories":2957},[249],{"categories":2959},[152],{"categories":2961},[158],{"categories":2963},[155],{"categories":2965},[152],{"categories":2967},[173],{"categories":2969},[155],{"categories":2971},[224],{"categories":2973},[152],{"categories":2975},[149],{"categories":2977},[152],{"categories":2979},[],{"categories":2981},[152],{"categories":2983},[152],{"categories":2985},[],{"categories":2987},[],{"categories":2989},[],{"categories":2991},[149],{"categories":2993},[152],{"categories":2995},[155],{"categories":2997},[173],{"categories":2999},[173],{"categories":3001},[173],{"categories":3003},[173],{"categories":3005},[],{"categories":3007},[146],{"categories":3009},[155],{"categories":3011},[173],{"categories":3013},[152],{"categories":3015},[146],{"categories":3017},[155],{"categories":3019},[152],{"categories":3021},[152,155],{"categories":3023},[155],{"categories":3025},[249],{"categories":3027},[173],{"categories":3029},[155],{"categories":3031},[173],{"categories":3033},[155],{"categories":3035},[152],{"categories":3037},[],{"categories":3039},[173],{"categories":3041},[224],{"categories":3043},[146],{"categories":3045},[152],{"categories":3047},[152],{"categories":3049},[],{"categories":3051},[83],{"categories":3053},[],{"categories":3055},[146],{"categories":3057},[155],{"categories":3059},[173],{"categories":3061},[152],{"categories":3063},[173],{"categories":3065},[146],{"categories":3067},[173],{"categories":3069},[173],{"categories":3071},[],{"categories":3073},[149],{"categories":3075},[155],{"categories":3077},[173],{"categories":3079},[173],{"categories":3081},[173],{"categories":3083},[173],{"categories":3085},[173],{"categories":3087},[173],{"categories":3089},[173],{"categories":3091},[173],{"categories":3093},[173],{"categories":3095},[173],{"categories":3097},[205],{"categories":3099},[146],{"categories":3101},[152],{"categories":3103},[152],{"categories":3105},[155],{"categories":3107},[155],{"categories":3109},[],{"categories":3111},[152,146],{"categories":3113},[],{"categories":3115},[155],{"categories":3117},[173],{"categories":3119},[155],{"categories":3121},[152],{"categories":3123},[152],{"categories":3125},[152],{"categories":3127},[152],{"categories":3129},[152],{"categories":3131},[155],{"categories":3133},[149],{"categories":3135},[155],{"categories":3137},[],{"categories":3139},[202],{"categories":3141},[173],{"categories":3143},[152],{"categories":3145},[],{"categories":3147},[],{"categories":3149},[155],{"categories":3151},[202],{"categories":3153},[152],{"categories":3155},[],{"categories":3157},[152],{"categories":3159},[],{"categories":3161},[224],{"categories":3163},[152],{"categories":3165},[],{"categories":3167},[],{"categories":3169},[173],{"categories":3171},[146],{"categories":3173},[152],{"categories":3175},[149],{"categories":3177},[152],{"categories":3179},[152],{"categories":3181},[152],{"categories":3183},[149],{"categories":3185},[202],{"categories":3187},[],{"categories":3189},[152],{"categories":3191},[173],{"categories":3193},[],{"categories":3195},[202],{"categories":3197},[152],{"categories":3199},[224],{"categories":3201},[152],{"categories":3203},[249],{"categories":3205},[],{"categories":3207},[224],{"categories":3209},[],{"categories":3211},[152],{"categories":3213},[],{"categories":3215},[155],{"categories":3217},[83],{"categories":3219},[],{"categories":3221},[149],{"categories":3223},[146],{"categories":3225},[155],{"categories":3227},[202],{"categories":3229},[83],{"categories":3231},[],{"categories":3233},[],{"categories":3235},[152],{"categories":3237},[146],{"categories":3239},[152],{"categories":3241},[224],{"categories":3243},[],{"categories":3245},[155],{"categories":3247},[155],{"categories":3249},[155],{"categories":3251},[173],{"categories":3253},[83],{"categories":3255},[152],{"categories":3257},[155],{"categories":3259},[152],{"categories":3261},[155],{"categories":3263},[152],{"categories":3265},[158],{"categories":3267},[224],{"categories":3269},[173],{"categories":3271},[],{"categories":3273},[224],{"categories":3275},[],{"categories":3277},[83],{"categories":3279},[155],{"categories":3281},[],{"categories":3283},[152],{"categories":3285},[152],{"categories":3287},[155],{"categories":3289},[149],{"categories":3291},[146],{"categories":3293},[152],{"categories":3295},[202],{"categories":3297},[83],{"categories":3299},[83],{"categories":3301},[152],{"categories":3303},[205],{"categories":3305},[155],{"categories":3307},[152],{"categories":3309},[155],{"categories":3311},[149],{"categories":3313},[202],{"categories":3315},[83],{"categories":3317},[155],{"categories":3319},[152],{"categories":3321},[152],{"categories":3323},[155],{"categories":3325},[152],{"categories":3327},[173],{"categories":3329},[],{"categories":3331},[146],{"categories":3333},[152],{"categories":3335},[152],{"categories":3337},[152],{"categories":3339},[155],{"categories":3341},[152],{"categories":3343},[152],{"categories":3345},[],{"categories":3347},[152],{"categories":3349},[202],{"categories":3351},[149],{"categories":3353},[173],{"categories":3355},[155],{"categories":3357},[152],{"categories":3359},[152],{"categories":3361},[202],{"categories":3363},[155],{"categories":3365},[152],{"categories":3367},[224],{"categories":3369},[205],{"categories":3371},[152],{"categories":3373},[173],{"categories":3375},[152],{"categories":3377},[155],{"categories":3379},[249],{"categories":3381},[152],{"categories":3383},[155],{"categories":3385},[205],{"categories":3387},[],{"categories":3389},[155],{"categories":3391},[83],{"categories":3393},[202],{"categories":3395},[152],{"categories":3397},[146],{"categories":3399},[83],{"categories":3401},[149],{"categories":3403},[83],{"categories":3405},[152],{"categories":3407},[],{"categories":3409},[155],{"categories":3411},[155],{"categories":3413},[152],{"categories":3415},[205],{"categories":3417},[],{"categories":3419},[173],{"categories":3421},[],{"categories":3423},[173],{"categories":3425},[152],{"categories":3427},[152],{"categories":3429},[155],{"categories":3431},[155],{"categories":3433},[155],{"categories":3435},[],{"categories":3437},[173],{"categories":3439},[152],{"categories":3441},[],{"categories":3443},[152],{"categories":3445},[152],{"categories":3447},[],{"categories":3449},[202],{"categories":3451},[83],{"categories":3453},[155],{"categories":3455},[152],{"categories":3457},[152],{"categories":3459},[224],{"categories":3461},[152],{"categories":3463},[152],{"categories":3465},[146],{"categories":3467},[],{"categories":3469},[152],{"categories":3471},[],{"categories":3473},[146],{"categories":3475},[173],{"categories":3477},[83],{"categories":3479},[152],{"categories":3481},[152],{"categories":3483},[152],{"categories":3485},[83],{"categories":3487},[173],{"categories":3489},[202],{"categories":3491},[152],{"categories":3493},[152],{"categories":3495},[152],{"categories":3497},[173],{"categories":3499},[202],{"categories":3501},[152],{"categories":3503},[173],{"categories":3505},[202],{"categories":3507},[173],{"categories":3509},[155],{"categories":3511},[155],{"categories":3513},[155],{"categories":3515},[83],{"categories":3517},[173],{"categories":3519},[155],{"categories":3521},[155],{"categories":3523},[152],{"categories":3525},[83],{"categories":3527},[202],{"categories":3529},[152],{"categories":3531},[],{"categories":3533},[155],{"categories":3535},[],{"categories":3537},[],{"categories":3539},[],{"categories":3541},[149],{"categories":3543},[155],{"categories":3545},[152],{"categories":3547},[155],{"categories":3549},[146],{"categories":3551},[155],{"categories":3553},[224],{"categories":3555},[155],{"categories":3557},[],{"categories":3559},[155],{"categories":3561},[],{"categories":3563},[146],{"categories":3565},[155],{"categories":3567},[],{"categories":3569},[155],{"categories":3571},[152],{"categories":3573},[152],{"categories":3575},[173],{"categories":3577},[152],{"categories":3579},[155],{"categories":3581},[152],{"categories":3583},[152],{"categories":3585},[173],{"categories":3587},[155],{"categories":3589},[83],{"categories":3591},[202],{"categories":3593},[146],{"categories":3595},[],{"categories":3597},[155],{"categories":3599},[202],{"categories":3601},[249],{"categories":3603},[173],{"categories":3605},[152],{"categories":3607},[202],{"categories":3609},[152],{"categories":3611},[146],{"categories":3613},[],{"categories":3615},[155],{"categories":3617},[152],{"categories":3619},[152],{"categories":3621},[155],{"categories":3623},[152],{"categories":3625},[202],{"categories":3627},[],{"categories":3629},[155],{"categories":3631},[158],{"categories":3633},[173],{"categories":3635},[155],{"categories":3637},[149],{"categories":3639},[],{"categories":3641},[152],{"categories":3643},[158],{"categories":3645},[152],{"categories":3647},[155],{"categories":3649},[173],{"categories":3651},[146],{"categories":3653},[249],{"categories":3655},[152],{"categories":3657},[152],{"categories":3659},[152],{"categories":3661},[173],{"categories":3663},[149],{"categories":3665},[152],{"categories":3667},[202],{"categories":3669},[173],{"categories":3671},[249],{"categories":3673},[152],{"categories":3675},[],{"categories":3677},[],{"categories":3679},[152],{"categories":3681},[249],{"categories":3683},[205],{"categories":3685},[155],{"categories":3687},[155],{"categories":3689},[173],{"categories":3691},[152],{"categories":3693},[146],{"categories":3695},[152],{"categories":3697},[202],{"categories":3699},[155],{"categories":3701},[155],{"categories":3703},[152],{"categories":3705},[224],{"categories":3707},[152],{"categories":3709},[155],{"categories":3711},[],{"categories":3713},[152],{"categories":3715},[152],{"categories":3717},[152],{"categories":3719},[173],{"categories":3721},[146],{"categories":3723},[],{"categories":3725},[152],{"categories":3727},[152],{"categories":3729},[83],{"categories":3731},[202],{"categories":3733},[152,155],{"categories":3735},[224,149],{"categories":3737},[152],{"categories":3739},[152],{"categories":3741},[],{"categories":3743},[155],{"categories":3745},[],{"categories":3747},[83],{"categories":3749},[152],{"categories":3751},[],{"categories":3753},[152],{"categories":3755},[173],{"categories":3757},[152],{"categories":3759},[],{"categories":3761},[155],{"categories":3763},[152],{"categories":3765},[],{"categories":3767},[202],{"categories":3769},[152],{"categories":3771},[155],{"categories":3773},[152],{"categories":3775},[146],{"categories":3777},[155],{"categories":3779},[152],{"categories":3781},[],{"categories":3783},[249],{"categories":3785},[224],{"categories":3787},[149],{"categories":3789},[149],{"categories":3791},[152],{"categories":3793},[146],{"categories":3795},[146],{"categories":3797},[152],{"categories":3799},[155],{"categories":3801},[152],{"categories":3803},[152],{"categories":3805},[83],{"categories":3807},[146],{"categories":3809},[152],{"categories":3811},[224],{"categories":3813},[173],{"categories":3815},[152],{"categories":3817},[152],{"categories":3819},[155],{"categories":3821},[152],{"categories":3823},[],{"categories":3825},[83],{"categories":3827},[],{"categories":3829},[83],{"categories":3831},[155],{"categories":3833},[146],{"categories":3835},[],{"categories":3837},[249],{"categories":3839},[152],{"categories":3841},[83],{"categories":3843},[],{"categories":3845},[173],{"categories":3847},[155],{"categories":3849},[83],{"categories":3851},[152],{"categories":3853},[155],{"categories":3855},[83],{"categories":3857},[155],{"categories":3859},[173],{"categories":3861},[146],{"categories":3863},[173],{"categories":3865},[83],{"categories":3867},[152],{"categories":3869},[202],{"categories":3871},[152],{"categories":3873},[152],{"categories":3875},[152],{"categories":3877},[152],{"categories":3879},[152],{"categories":3881},[155],{"categories":3883},[152],{"categories":3885},[155],{"categories":3887},[152],{"categories":3889},[146],{"categories":3891},[152],{"categories":3893},[155],{"categories":3895},[202],{"categories":3897},[155],{"categories":3899},[146],{"categories":3901},[155],{"categories":3903},[202],{"categories":3905},[],{"categories":3907},[152],{"categories":3909},[205],{"categories":3911},[152],{"categories":3913},[152],{"categories":3915},[83],{"categories":3917},[],{"categories":3919},[155],{"categories":3921},[224],{"categories":3923},[152],{"categories":3925},[173],{"categories":3927},[224],{"categories":3929},[155],{"categories":3931},[149],{"categories":3933},[149],{"categories":3935},[152],{"categories":3937},[152],{"categories":3939},[146],{"categories":3941},[],{"categories":3943},[155],{"categories":3945},[152],{"categories":3947},[83],{"categories":3949},[],{"categories":3951},[146],{"categories":3953},[152],{"categories":3955},[155],{"categories":3957},[155],{"categories":3959},[],{"categories":3961},[83],{"categories":3963},[83],{"categories":3965},[224],{"categories":3967},[202],{"categories":3969},[],{"categories":3971},[152],{"categories":3973},[155],{"categories":3975},[146],{"categories":3977},[152],{"categories":3979},[83],{"categories":3981},[146],{"categories":3983},[173],{"categories":3985},[173],{"categories":3987},[],{"categories":3989},[173],{"categories":3991},[155],{"categories":3993},[202],{"categories":3995},[205],{"categories":3997},[152],{"categories":3999},[],{"categories":4001},[173],{"categories":4003},[83],{"categories":4005},[152],{"categories":4007},[149],{"categories":4009},[152],{"categories":4011},[146],{"categories":4013},[249],{"categories":4015},[146],{"categories":4017},[],{"categories":4019},[],{"categories":4021},[155],{"categories":4023},[173],{"categories":4025},[],{"categories":4027},[155],{"categories":4029},[155],{"categories":4031},[155],{"categories":4033},[],{"categories":4035},[152],{"categories":4037},[],{"categories":4039},[173],{"categories":4041},[146],{"categories":4043},[202],{"categories":4045},[152],{"categories":4047},[173],{"categories":4049},[152],{"categories":4051},[173],{"categories":4053},[],{"categories":4055},[173],{"categories":4057},[146],{"categories":4059},[155],{"categories":4061},[152],{"categories":4063},[],{"categories":4065},[83],{"categories":4067},[155],{"categories":4069},[158],{"categories":4071},[155],{"categories":4073},[146],{"categories":4075},[],{"categories":4077},[],{"categories":4079},[],{"categories":4081},[202],{"categories":4083},[155],{"categories":4085},[152],{"categories":4087},[152],{"categories":4089},[],{"categories":4091},[],{"categories":4093},[],{"categories":4095},[202],{"categories":4097},[],{"categories":4099},[155],{"categories":4101},[152],{"categories":4103},[146],{"categories":4105},[],{"categories":4107},[],{"categories":4109},[202],{"categories":4111},[152],{"categories":4113},[173],{"categories":4115},[],{"categories":4117},[224],{"categories":4119},[173],{"categories":4121},[224],{"categories":4123},[205],{"categories":4125},[152],{"categories":4127},[152],{"categories":4129},[],{"categories":4131},[],{"categories":4133},[155],{"categories":4135},[],{"categories":4137},[152],{"categories":4139},[],{"categories":4141},[155],{"categories":4143},[152],{"categories":4145},[],{"categories":4147},[155],{"categories":4149},[152],{"categories":4151},[173],{"categories":4153},[152],{"categories":4155},[224],{"categories":4157},[152],{"categories":4159},[152],{"categories":4161},[205],{"categories":4163},[155],{"categories":4165},[155],{"categories":4167},[],{"categories":4169},[],{"categories":4171},[152],{"categories":4173},[],{"categories":4175},[173],{"categories":4177},[],{"categories":4179},[],{"categories":4181},[202],{"categories":4183},[146],{"categories":4185},[],{"categories":4187},[149],{"categories":4189},[224],{"categories":4191},[152],{"categories":4193},[83],{"categories":4195},[146],{"categories":4197},[205],{"categories":4199},[149],{"categories":4201},[83],{"categories":4203},[83],{"categories":4205},[],{"categories":4207},[152],{"categories":4209},[],{"categories":4211},[155],{"categories":4213},[146],{"categories":4215},[202],{"categories":4217},[146],{"categories":4219},[155],{"categories":4221},[249],{"categories":4223},[152],{"categories":4225},[152],{"categories":4227},[146],{"categories":4229},[155],{"categories":4231},[],{"categories":4233},[152],{"categories":4235},[83],{"categories":4237},[173],{"categories":4239},[83],{"categories":4241},[152],{"categories":4243},[],{"categories":4245},[202],{"categories":4247},[173],{"categories":4249},[146],{"categories":4251},[152],{"categories":4253},[155],{"categories":4255},[152],{"categories":4257},[149],{"categories":4259},[155],{"categories":4261},[155,249],{"categories":4263},[155],{"categories":4265},[83],{"categories":4267},[152],{"categories":4269},[152],{"categories":4271},[205],{"categories":4273},[155],{"categories":4275},[224],{"categories":4277},[155],{"categories":4279},[],{"categories":4281},[155],{"categories":4283},[152],{"categories":4285},[149],{"categories":4287},[],{"categories":4289},[],{"categories":4291},[152],{"categories":4293},[205],{"categories":4295},[224],{"categories":4297},[152],{"categories":4299},[155],{"categories":4301},[],{"categories":4303},[173],{"categories":4305},[],{"categories":4307},[173],{"categories":4309},[83],{"categories":4311},[146],{"categories":4313},[83],{"categories":4315},[152],{"categories":4317},[155],{"categories":4319},[152],{"categories":4321},[152],{"categories":4323},[224],{"categories":4325},[83],{"categories":4327},[],{"categories":4329},[173],{"categories":4331},[152],{"categories":4333},[],{"categories":4335},[152],{"categories":4337},[152],{"categories":4339},[152],{"categories":4341},[155],{"categories":4343},[152],{"categories":4345},[158],{"categories":4347},[155],{"categories":4349},[152],{"categories":4351},[152],{"categories":4353},[152],{"categories":4355},[152],{"categories":4357},[149],{"categories":4359},[],{"categories":4361},[158],{"categories":4363},[173],{"categories":4365},[155],{"categories":4367},[152],{"categories":4369},[83],{"categories":4371},[],{"categories":4373},[83],{"categories":4375},[83],{"categories":4377},[83],{"categories":4379},[152],{"categories":4381},[152],{"categories":4383},[152],{"categories":4385},[155],{"categories":4387},[173],{"categories":4389},[152],{"categories":4391},[152],{"categories":4393},[152],{"categories":4395},[149],{"categories":4397},[152],{"categories":4399},[155],{"categories":4401},[202],{"categories":4403},[],{"categories":4405},[205],{"categories":4407},[155],{"categories":4409},[152],{"categories":4411},[],{"categories":4413},[152],{"categories":4415},[152],{"categories":4417},[173],{"categories":4419},[152],{"categories":4421},[155],{"categories":4423},[224],{"categories":4425},[],{"categories":4427},[],{"categories":4429},[173],{"categories":4431},[173],{"categories":4433},[152],{"categories":4435},[224],{"categories":4437},[152],{"categories":4439},[146],{"categories":4441},[155],{"categories":4443},[152],{"categories":4445},[155],{"categories":4447},[155],{"categories":4449},[152],{"categories":4451},[149],{"categories":4453},[],{"categories":4455},[205],{"categories":4457},[],{"categories":4459},[173],{"categories":4461},[152],{"categories":4463},[205],{"categories":4465},[152],{"categories":4467},[83],{"categories":4469},[83],{"categories":4471},[83],{"categories":4473},[155],{"categories":4475},[155],{"categories":4477},[202],{"categories":4479},[205],{"categories":4481},[205],{"categories":4483},[],{"categories":4485},[173],{"categories":4487},[152],{"categories":4489},[152],{"categories":4491},[83],{"categories":4493},[],{"categories":4495},[173],{"categories":4497},[173],{"categories":4499},[173],{"categories":4501},[],{"categories":4503},[155],{"categories":4505},[152],{"categories":4507},[],{"categories":4509},[146],{"categories":4511},[149],{"categories":4513},[],{"categories":4515},[152],{"categories":4517},[152],{"categories":4519},[],{"categories":4521},[83],{"categories":4523},[],{"categories":4525},[],{"categories":4527},[],{"categories":4529},[],{"categories":4531},[152],{"categories":4533},[173],{"categories":4535},[],{"categories":4537},[],{"categories":4539},[152],{"categories":4541},[152],{"categories":4543},[152],{"categories":4545},[205],{"categories":4547},[152],{"categories":4549},[205],{"categories":4551},[],{"categories":4553},[205],{"categories":4555},[205],{"categories":4557},[249],{"categories":4559},[155],{"categories":4561},[83],{"categories":4563},[],{"categories":4565},[],{"categories":4567},[205],{"categories":4569},[83],{"categories":4571},[83],{"categories":4573},[83],{"categories":4575},[],{"categories":4577},[146],{"categories":4579},[83],{"categories":4581},[83],{"categories":4583},[146],{"categories":4585},[83],{"categories":4587},[149],{"categories":4589},[83],{"categories":4591},[83],{"categories":4593},[83],{"categories":4595},[205],{"categories":4597},[173],{"categories":4599},[173],{"categories":4601},[152],{"categories":4603},[83],{"categories":4605},[205],{"categories":4607},[249],{"categories":4609},[205],{"categories":4611},[205],{"categories":4613},[205],{"categories":4615},[],{"categories":4617},[149],{"categories":4619},[],{"categories":4621},[249],{"categories":4623},[83],{"categories":4625},[83],{"categories":4627},[83],{"categories":4629},[155],{"categories":4631},[173,149],{"categories":4633},[205],{"categories":4635},[],{"categories":4637},[],{"categories":4639},[205],{"categories":4641},[],{"categories":4643},[205],{"categories":4645},[173],{"categories":4647},[155],{"categories":4649},[],{"categories":4651},[83],{"categories":4653},[152],{"categories":4655},[202],{"categories":4657},[],{"categories":4659},[152],{"categories":4661},[],{"categories":4663},[173],{"categories":4665},[146],{"categories":4667},[205],{"categories":4669},[],{"categories":4671},[83],{"categories":4673},[173],[4675,4813,4956,5022],{"id":4676,"title":4677,"ai":4678,"body":4683,"categories":4777,"created_at":84,"date_modified":84,"description":76,"extension":85,"faq":84,"featured":86,"kicker_label":84,"meta":4778,"navigation":125,"path":4796,"published_at":4797,"question":84,"scraped_at":4798,"seo":4799,"sitemap":4800,"source_id":4801,"source_name":4802,"source_type":4803,"source_url":4804,"stem":4805,"tags":4806,"thumbnail_url":4808,"tldr":4809,"tweet":4810,"unknown_tags":4811,"__hash__":4812},"summaries\u002Fsummaries\u002F583633df83fbe1fc-the-evolution-of-software-engineering-in-the-age-o-summary.md","The Evolution of Software Engineering in the Age of AI",{"provider":7,"model":8,"input_tokens":4679,"output_tokens":4680,"processing_time_ms":4681,"cost_usd":4682},9694,928,5123,0.0038155,{"type":14,"value":4684,"toc":4771},[4685,4689,4692,4695,4715,4719,4722,4725,4729,4732,4735,4739],[17,4686,4688],{"id":4687},"the-shift-to-agentic-software-engineering","The Shift to Agentic Software Engineering",[22,4690,4691],{},"Software engineering is undergoing a fundamental transition from deterministic, rule-based systems to probabilistic, agent-driven architectures. As AI models become integral to the development lifecycle, the role of the software engineer is evolving from a \"coder\" to an \"agent orchestrator.\"",[22,4693,4694],{},"Panelists emphasized that while entry-level coding tasks are increasingly automated, the need for human oversight has never been higher. Engineers are now tasked with:",[45,4696,4697,4703,4709],{},[48,4698,4699,4702],{},[26,4700,4701],{},"System Architecture:"," Designing how various AI agents interact and communicate.",[48,4704,4705,4708],{},[26,4706,4707],{},"Verification and Auditing:"," Validating the outputs and logic flows generated by AI, rather than manually editing syntax.",[48,4710,4711,4714],{},[26,4712,4713],{},"Holistic Integration:"," Managing performance, security, energy efficiency, and technical debt across complex, automated pipelines.",[17,4716,4718],{"id":4717},"moving-beyond-vanity-metrics-the-tokenmaxxing-problem","Moving Beyond Vanity Metrics: The \"Tokenmaxxing\" Problem",[22,4720,4721],{},"\"Tokenmaxxing\"—the practice of maximizing token consumption as a proxy for productivity—is identified as a modern iteration of \"lines of code\" metrics. Just as developers once gamed productivity metrics by adding unnecessary braces or lines, teams are now gaming AI budgets by generating verbose prompts and outputs.",[22,4723,4724],{},"Panelists argue that token usage is a vanity metric that ignores the true goal: business outcomes. The consensus is that organizations must shift toward \"valuemaxxing,\" focusing on ROI, solution quality, and the ability to ship products that solve real-world problems. As token costs continue to drop, the focus should move from minimizing consumption to optimizing for utility and system performance.",[17,4726,4728],{"id":4727},"rethinking-developer-onboarding-and-education","Rethinking Developer Onboarding and Education",[22,4730,4731],{},"With the traditional \"sandbox\" for junior developers—often consisting of low-level, repetitive tasks—disappearing due to automation, the industry faces a challenge in onboarding new talent.",[22,4733,4734],{},"IBM’s approach involves using AI tools like \"Bob\" to empower junior engineers to perform complex tasks (such as achieving FedRAMP compliance) that were previously reserved for senior staff. By treating AI as a \"distinguished engineer\" assistant, junior developers can bypass the \"ping-pong\" phase of early employment and contribute to production-level work much sooner. This necessitates a change in university curricula to emphasize system thinking, AI literacy, and the ability to manage AI-augmented workflows over rote syntax memorization.",[17,4736,4738],{"id":4737},"key-takeaways","Key Takeaways",[45,4740,4741,4747,4753,4759,4765],{},[48,4742,4743,4746],{},[26,4744,4745],{},"Orchestration over Coding:"," The future of engineering lies in defining agent behaviors and orchestrating system-to-system interactions.",[48,4748,4749,4752],{},[26,4750,4751],{},"Verification is the New Coding:"," Since AI generates the bulk of syntax, the engineer's primary value shifts to auditing, testing, and validating AI-generated outputs.",[48,4754,4755,4758],{},[26,4756,4757],{},"Avoid Goodhart’s Law:"," Do not incentivize token usage. Measure productivity by business outcomes, efficiency, and the successful deployment of solutions.",[48,4760,4761,4764],{},[26,4762,4763],{},"AI as a Force Multiplier:"," Use AI to bridge the gap for junior developers, allowing them to tackle high-level architectural tasks earlier in their careers.",[48,4766,4767,4770],{},[26,4768,4769],{},"System Thinking is Critical:"," As codebases grow through automation, deep system knowledge is required to manage technical debt and ensure long-term maintainability.",{"title":76,"searchDepth":77,"depth":77,"links":4772},[4773,4774,4775,4776],{"id":4687,"depth":77,"text":4688},{"id":4717,"depth":77,"text":4718},{"id":4727,"depth":77,"text":4728},{"id":4737,"depth":77,"text":4738},[83],{"content_references":4779,"triage":4792},[4780,4783,4787,4789],{"type":97,"title":4781,"author":4782,"context":95},"Software 2.0","Andrej Karpathy",{"type":4784,"title":4785,"publisher":4786,"context":101},"tool","Bob","IBM",{"type":4784,"title":4788,"context":101},"Claude Code",{"type":4784,"title":4790,"publisher":4791,"context":101},"RTX Spark","NVIDIA",{"relevance":121,"novelty":122,"quality":122,"actionability":4793,"composite":4794,"reasoning":4795},3,4.15,"Category: Software Engineering. The article discusses the evolution of software engineering in the context of AI, addressing the shift to agent-driven architectures and the need for new metrics, which directly relates to the audience's interest in practical applications of AI in product development. It provides insights into the changing role of engineers and emphasizes the importance of focusing on business outcomes over vanity metrics, making it relevant and actionable.","\u002Fsummaries\u002F583633df83fbe1fc-the-evolution-of-software-engineering-in-the-age-o-summary","2026-06-05 10:00:02","2026-06-06 16:09:09",{"title":4677,"description":76},{"loc":4796},"583633df83fbe1fc","IBM Technology","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=EKULOf_Cy0w","summaries\u002F583633df83fbe1fc-the-evolution-of-software-engineering-in-the-age-o-summary",[137,138,4807,139],"ai-llms","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FEKULOf_Cy0w\u002Fhqdefault.jpg","Software engineering is shifting from manual coding to orchestrating AI agents, requiring a new focus on system architecture, verification, and outcome-based productivity metrics over vanity metrics like token usage.","This is a panel discussion from IBM’s New York Tech Week featuring three IBM leaders discussing the shift from deterministic coding to agentic, AI-orchestrated software development. The conversation covers the automation of the full SDLC, the risks of \"tokenmaxxing\" (excessive AI spend), and the growing challenge of onboarding junior engineers when entry-level tasks are increasingly handled by LLMs.",[4807,139],"l_EBYdmKpdpRVnGmuaUVNv_fCZPsRHodE3_i79-Wetw",{"id":4814,"title":4815,"ai":4816,"body":4822,"categories":4925,"created_at":84,"date_modified":84,"description":76,"extension":85,"faq":84,"featured":86,"kicker_label":84,"meta":4926,"navigation":125,"path":4941,"published_at":4942,"question":84,"scraped_at":4943,"seo":4944,"sitemap":4945,"source_id":4946,"source_name":4947,"source_type":132,"source_url":4948,"stem":4949,"tags":4950,"thumbnail_url":84,"tldr":4952,"tweet":4953,"unknown_tags":4954,"__hash__":4955},"summaries\u002Fsummaries\u002F0feb6a5be5c7f4a1-bun-s-fast-runtime-risks-ai-agent-pivot-summary.md","Bun's Fast Runtime Risks AI Agent Pivot",{"provider":7,"model":4817,"input_tokens":4818,"output_tokens":4819,"processing_time_ms":4820,"cost_usd":4821},"x-ai\u002Fgrok-4.1-fast",8196,2120,57195,0.00267655,{"type":14,"value":4823,"toc":4919},[4824,4828,4840,4847,4850,4853,4857,4860,4863,4866,4870,4873,4876,4879,4881],[17,4825,4827],{"id":4826},"bun-delivers-speed-across-js-tooling","Bun Delivers Speed Across JS Tooling",[22,4829,4830,4831,4835,4836,4839],{},"Bun combines runtime, package manager, bundler, and test runner into one fast package, outperforming npm in installs and offering built-in safeguards. Use ",[4832,4833,4834],"code",{},"bunfig.toml"," to set ",[4832,4837,4838],{},"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.",[22,4841,4842,4843,4846],{},"For servers, spin up with native routing: ",[4832,4844,4845],{},"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.",[22,4848,4849],{},"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.\"",[22,4851,4852],{},"Trade-offs: Bun prioritizes runtime performance (X posts highlight server updates), but lacks Hono's middleware—build your own.",[17,4854,4856],{"id":4855},"anthropic-push-reshapes-bun-and-frameworks-for-agents","Anthropic Push Reshapes Bun and Frameworks for Agents",[22,4858,4859],{},"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.\"",[22,4861,4862],{},"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.\"",[22,4864,4865],{},"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.",[17,4867,4869],{"id":4868},"ai-development-trends-favor-agents-over-vectors","AI Development Trends Favor Agents Over Vectors",[22,4871,4872],{},"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.\"",[22,4874,4875],{},"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.",[22,4877,4878],{},"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.\"",[17,4880,4738],{"id":4737},[45,4882,4883,4897,4904,4907,4910,4913,4916],{},[48,4884,4885,4886,4889,4890,4892,4893,4896],{},"Install Bun for package management: ",[4832,4887,4888],{},"bun install"," with ",[4832,4891,4834],{}," ",[4832,4894,4895],{},"minimum_release_age"," to mitigate supply chain risks.",[48,4898,4899,4900,4903],{},"Build REST APIs: Bun runtime + Hono for middleware\u002Frouting; use native ",[4832,4901,4902],{},"Bun.serve()"," for quick servers.",[48,4905,4906],{},"Monitor Bun's evolution: Great now for web\u002Fperformance, but watch Anthropic agent features like sandboxing.",[48,4908,4909],{},"Prefer agentic search for small doc sets: Filesystem access over vector DBs like Qdrant for efficiency.",[48,4911,4912],{},"Upskill as generalist: Master Docker basics; defer Kubernetes; explicitly prompt AIs for non-React frameworks like Remix 3.",[48,4914,4915],{},"Test Bun's bundler\u002Ftest runner, but stick to Vite\u002FJest if needing advanced features.",[48,4917,4918],{},"Explore Remix 3 beta post-stability for agent-optimized web apps.",{"title":76,"searchDepth":77,"depth":77,"links":4920},[4921,4922,4923,4924],{"id":4826,"depth":77,"text":4827},{"id":4855,"depth":77,"text":4856},{"id":4868,"depth":77,"text":4869},{"id":4737,"depth":77,"text":4738},[83],{"content_references":4927,"triage":4938},[4928,4931,4934,4936],{"type":4784,"title":4929,"url":4930,"context":101},"Restream","https:\u002F\u002Frestream.io",{"type":4784,"title":4932,"context":4933},"Hono","recommended",{"type":4784,"title":4935,"context":101},"Qdrant",{"type":4784,"title":4937,"context":95},"Bun",{"relevance":122,"novelty":4793,"quality":122,"actionability":4793,"composite":4939,"reasoning":4940},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":4815,"description":76},{"loc":4941},"1fe9cef7f9c97c94","Maximilian Schwarzmuller","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=onbqdR_qp_0","summaries\u002F0feb6a5be5c7f4a1-bun-s-fast-runtime-risks-ai-agent-pivot-summary",[137,136,139,4951],"dev-productivity","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.",[139,4951],"18pb3yFdBMrJcjGQhxfWF6aY6C1qBTeIGDzSkJ_EZWw",{"id":4957,"title":4958,"ai":4959,"body":4964,"categories":5001,"created_at":84,"date_modified":84,"description":76,"extension":85,"faq":84,"featured":86,"kicker_label":84,"meta":5002,"navigation":125,"path":5010,"published_at":5011,"question":84,"scraped_at":5011,"seo":5012,"sitemap":5013,"source_id":5014,"source_name":5015,"source_type":132,"source_url":5007,"stem":5016,"tags":5017,"thumbnail_url":84,"tldr":5019,"tweet":84,"unknown_tags":5020,"__hash__":5021},"summaries\u002Fsummaries\u002Ffc8e9df3a4af179f-contract2tool-improving-llm-agent-reliability-via-summary.md","Contract2Tool: Improving LLM Agent Reliability via Formal Contracts",{"provider":7,"model":8,"input_tokens":4960,"output_tokens":4961,"processing_time_ms":4962,"cost_usd":4963},4064,510,3408,0.001781,{"type":14,"value":4965,"toc":4997},[4966,4970,4973,4977,4980,4994],[17,4967,4969],{"id":4968},"the-reliability-gap-in-tool-augmented-agents","The Reliability Gap in Tool-Augmented Agents",[22,4971,4972],{},"Modern LLM agents often struggle with tool selection and execution because they lack a formal understanding of the operational requirements for the tools they use. When an agent treats a tool as a black box, it frequently fails to satisfy necessary preconditions (e.g., required input formats, state dependencies) or misinterprets the side effects of an action. Contract2Tool addresses this by introducing a framework that learns and enforces formal 'contracts'—preconditions and effects—for each tool, ensuring that the agent only invokes functions when it is safe and logical to do so.",[17,4974,4976],{"id":4975},"learning-and-enforcing-operational-contracts","Learning and Enforcing Operational Contracts",[22,4978,4979],{},"The core of the Contract2Tool approach is the transition from implicit prompt-based tool descriptions to explicit, learned constraints. By analyzing historical execution data and tool documentation, the system derives a structured contract for each tool.",[45,4981,4982,4988],{},[48,4983,4984,4987],{},[26,4985,4986],{},"Preconditions:"," These define the state or input requirements that must be met before a tool is triggered. By explicitly checking these, the agent avoids runtime errors and invalid API calls.",[48,4989,4990,4993],{},[26,4991,4992],{},"Effects:"," These define the expected state changes following a successful execution. This allows the agent to verify whether an action achieved the desired outcome, enabling better planning and error recovery.",[22,4995,4996],{},"By integrating these contracts into the agent's reasoning loop, the system significantly reduces 'hallucinated' tool usage and improves the robustness of multi-step task completion. This shift moves agent architecture toward a more deterministic, software-engineering-focused paradigm where tool interaction is treated as a contract-based interface rather than a probabilistic guess.",{"title":76,"searchDepth":77,"depth":77,"links":4998},[4999,5000],{"id":4968,"depth":77,"text":4969},{"id":4975,"depth":77,"text":4976},[152],{"content_references":5003,"triage":5008},[5004],{"type":91,"title":5005,"author":5006,"url":5007,"context":95},"Contract2Tool: Learning Preconditions and Effects for Reliable Tool-Augmented LLM Agents","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.07904",{"relevance":121,"novelty":122,"quality":122,"actionability":122,"composite":123,"reasoning":5009},"Category: AI & LLMs. The article directly addresses the reliability of LLM agents in tool usage, a core concern for developers integrating AI into products. It presents a novel framework for improving agent performance through formal contracts, which is actionable for those looking to enhance AI tool interactions.","\u002Fsummaries\u002Ffc8e9df3a4af179f-contract2tool-improving-llm-agent-reliability-via-summary","2026-06-09 12:58:19",{"title":4958,"description":76},{"loc":5010},"fc8e9df3a4af179f","arXiv cs.AI","summaries\u002Ffc8e9df3a4af179f-contract2tool-improving-llm-agent-reliability-via-summary",[5018,137,136,139],"llm","Contract2Tool enhances LLM agent reliability by learning explicit preconditions and effects for tools, reducing execution errors and improving task success rates.",[139],"iN4xYIMCp3jfZdBtfdDVcr_1nXbJbmSAGExyNrzdnH0",{"id":5023,"title":5024,"ai":5025,"body":5030,"categories":5140,"created_at":84,"date_modified":84,"description":76,"extension":85,"faq":84,"featured":86,"kicker_label":84,"meta":5141,"navigation":125,"path":5151,"published_at":5152,"question":84,"scraped_at":5153,"seo":5154,"sitemap":5155,"source_id":5156,"source_name":5157,"source_type":4803,"source_url":5158,"stem":5159,"tags":5160,"thumbnail_url":5161,"tldr":5162,"tweet":5163,"unknown_tags":5164,"__hash__":5165},"summaries\u002Fsummaries\u002Fd2c1202ababa372c-optimizing-ai-agents-solving-the-u-curve-and-orche-summary.md","Optimizing AI Agents: Solving the U-Curve and Orchestration Paradox",{"provider":7,"model":8,"input_tokens":5026,"output_tokens":5027,"processing_time_ms":5028,"cost_usd":5029},8203,733,4145,0.00315025,{"type":14,"value":5031,"toc":5135},[5032,5036,5039,5046,5072,5076,5079,5086,5100,5104,5111,5118,5121],[17,5033,5035],{"id":5034},"the-u-curve-problem-in-context-processing","The U-Curve Problem in Context Processing",[22,5037,5038],{},"Large context windows do not guarantee better performance. LLMs frequently exhibit a \"U-curve\" behavior where they attend to the beginning and end of a prompt but ignore the middle. Simply dumping an entire codebase into an agent's context window leads to information loss and degraded reasoning.",[22,5040,5041,5042,5045],{},"Instead of relying on massive context, developers should implement ",[26,5043,5044],{},"context optimization"," strategies:",[45,5047,5048,5054,5060,5066],{},[48,5049,5050,5053],{},[26,5051,5052],{},"Context Engines:"," Use search and ranking logic to act as a \"bouncer,\" feeding only the most relevant data to the model.",[48,5055,5056,5059],{},[26,5057,5058],{},"Hierarchical Summarization:"," Generate summaries for files and folders. While this requires high upfront LLM processing, it allows agents to navigate large repositories efficiently.",[48,5061,5062,5065],{},[26,5063,5064],{},"Knowledge Graphs:"," Ideal for complex projects with deep logical dependencies between files, though they require significant initial setup.",[48,5067,5068,5071],{},[26,5069,5070],{},"Iterative Retrieval:"," Use a \"library card\" approach to index topics, allowing agents to perform deep dives into specific code sections only when necessary.",[17,5073,5075],{"id":5074},"solving-the-orchestration-paradox","Solving the Orchestration Paradox",[22,5077,5078],{},"Highly capable models often fall into an \"orchestration paradox,\" where they spend the majority of their token budget planning or researching how to solve a problem rather than actually solving it. This results in infinite loops of self-doubt and wasted compute.",[22,5080,5081,5082,5085],{},"To mitigate this, adopt an ",[26,5083,5084],{},"80\u002F20 hybrid approach",":",[45,5087,5088,5094],{},[48,5089,5090,5093],{},[26,5091,5092],{},"80% Discovery\u002FResearch:"," Use high-reasoning models for open-ended tasks, planning, and tool selection. Implement hard constraints like timeout counters or iteration limits (e.g., 4-5 attempts) to prevent infinite loops.",[48,5095,5096,5099],{},[26,5097,5098],{},"20% Validation\u002FExecution:"," Use lighter, deterministic models for final validation, summarization, and task execution. These models do not need to \"think\" or research; they simply follow rigid, goal-oriented instructions.",[17,5101,5103],{"id":5102},"multi-agent-architecture-and-calibration","Multi-Agent Architecture and Calibration",[22,5105,5106,5107,5110],{},"Rather than building one \"god-agent\" that attempts to handle testing, security, and reviews simultaneously, use a ",[26,5108,5109],{},"Mixture of Agents (MoA)"," architecture. By breaking tasks into specialized expert agents, you avoid the cognitive load that causes agents to lose focus on specific tasks.",[22,5112,5113,5114,5117],{},"To ensure these specialized agents work in harmony, implement a ",[26,5115,5116],{},"Judge Agent",". This node collects outputs from various experts, filters them for relevance, and reconciles conflicting suggestions.",[22,5119,5120],{},"Calibration is critical for production-grade results:",[45,5122,5123,5129],{},[48,5124,5125,5128],{},[26,5126,5127],{},"PR History:"," Index past pull requests to understand team-specific coding patterns and preferences.",[48,5130,5131,5134],{},[26,5132,5133],{},"Feedback Loops:"," Track whether developers accept or reject agent suggestions. Accepted suggestions increase the weight of that specific rule or pattern for future runs, while rejections decrease it, allowing the system to learn organizational standards over time.",{"title":76,"searchDepth":77,"depth":77,"links":5136},[5137,5138,5139],{"id":5034,"depth":77,"text":5035},{"id":5074,"depth":77,"text":5075},{"id":5102,"depth":77,"text":5103},[152],{"content_references":5142,"triage":5149},[5143,5146],{"type":4784,"title":5144,"url":5145,"context":4933},"Qodo","https:\u002F\u002Fwww.qodo.ai\u002F",{"type":4784,"title":5147,"url":5148,"context":101},"LangChain","https:\u002F\u002Fwww.langchain.com\u002F",{"relevance":121,"novelty":122,"quality":122,"actionability":122,"composite":123,"reasoning":5150},"Category: AI & LLMs. The article provides in-depth strategies for optimizing AI agents, addressing specific pain points like the U-curve problem and orchestration paradox, which are relevant to developers building AI-powered products. It offers actionable techniques such as context engines and an 80\u002F20 hybrid approach that can be directly applied in real-world scenarios.","\u002Fsummaries\u002Fd2c1202ababa372c-optimizing-ai-agents-solving-the-u-curve-and-orche-summary","2026-06-08 15:00:17","2026-06-09 12:56:17",{"title":5024,"description":76},{"loc":5151},"d2c1202ababa372c","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=EcqMYoIV57A","summaries\u002Fd2c1202ababa372c-optimizing-ai-agents-solving-the-u-curve-and-orche-summary",[5018,137,136,139],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FEcqMYoIV57A\u002Fhqdefault.jpg","LLMs often ignore middle-context data and waste tokens on excessive planning. To fix this, use targeted context retrieval, specialized multi-agent architectures, and a hybrid 80\u002F20 model approach.","This talk explains the \"U-curve\" phenomenon where LLMs ignore the middle of large context windows and details how to mitigate it using retrieval strategies like hierarchical summarization and iterative indexing. It also addresses the \"orchestration paradox,\" proposing an 80\u002F20 hybrid architecture that uses high-reasoning models for open-ended discovery and deterministic models for validation.",[139],"CUuBcpM0U4weyi_mLHoxxqVCdys6POWL0--eEKe-WU8"]