[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-ddd2460e2a3b9981-scaling-agentic-development-with-warp-and-oz-summary":3,"summaries-facets-categories":113,"summary-related-ddd2460e2a3b9981-scaling-agentic-development-with-warp-and-oz-summary":4296},{"id":4,"title":5,"ai":6,"body":13,"categories":75,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":80,"navigation":95,"path":96,"published_at":97,"question":77,"scraped_at":97,"seo":98,"sitemap":99,"source_id":100,"source_name":101,"source_type":102,"source_url":103,"stem":104,"tags":105,"thumbnail_url":77,"tldr":110,"tweet":77,"unknown_tags":111,"__hash__":112},"summaries\u002Fsummaries\u002Fddd2460e2a3b9981-scaling-agentic-development-with-warp-and-oz-summary.md","Scaling Agentic Development with Warp and Oz",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6942,566,3486,0.0025845,{"type":14,"value":15,"toc":68},"minimark",[16,21,25,29,32,61,65],[17,18,20],"h2",{"id":19},"the-shift-to-open-agentic-development","The Shift to Open Agentic Development",[22,23,24],"p",{},"Warp is transitioning from a terminal-based coding assistant to a platform for \"Open Agentic Development.\" In this model, agents handle the implementation work—planning, coding, testing, and opening pull requests—while humans focus on defining objectives, verifying outputs, and providing the product judgment that guides the system. Warp reports that 90% of its internal pull requests are now co-created by agents, demonstrating the viability of this approach for scaling engineering teams.",[17,26,28],{"id":27},"orchestration-via-oz","Orchestration via Oz",[22,30,31],{},"To manage these persistent, parallelized agents, Warp built Oz, a cloud-based control plane. Oz allows developers to deploy agents across local and cloud environments, monitor long-running workflows, and maintain context through:",[33,34,35,43,49,55],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Context Compaction & Memory:"," Techniques to help agents stay focused during extended, complex tasks.",[36,44,45,48],{},[39,46,47],{},"Subagent Specialization:"," Using dedicated agents for specific tasks like code search and file analysis.",[36,50,51,54],{},[39,52,53],{},"Hybrid Execution:"," The ability to hand off workflows between cloud and local environments without losing state.",[36,56,57,60],{},[39,58,59],{},"Evaluation Pipelines:"," Using LLM-as-a-judge systems to verify agent outputs.",[17,62,64],{"id":63},"efficiency-gains-with-gpt-55","Efficiency Gains with GPT-5.5",[22,66,67],{},"Warp utilizes GPT-5.5 to handle demanding reasoning and coding tasks. The model has proven particularly effective for long-horizon engineering, where it can reason across large problem spaces. Compared to GPT-5.4, Warp observed a 30% reduction in tokens per task, which is critical for the sustainability of long-running, autonomous agent workflows. The company routes tasks to different model configurations based on difficulty, ensuring that complex reasoning receives the necessary frontier-level intelligence while optimizing for cost and efficiency.",{"title":69,"searchDepth":70,"depth":70,"links":71},"",2,[72,73,74],{"id":19,"depth":70,"text":20},{"id":27,"depth":70,"text":28},{"id":63,"depth":70,"text":64},[76],"AI Automation",null,"md",false,{"content_references":81,"triage":90},[82,87],{"type":83,"title":84,"url":85,"context":86},"tool","Warp","https:\u002F\u002Fwww.warp.dev\u002F","mentioned",{"type":83,"title":88,"url":89,"context":86},"Oz","https:\u002F\u002Fwww.warp.dev\u002Foz",{"relevance":91,"novelty":92,"quality":92,"actionability":92,"composite":93,"reasoning":94},5,4,4.35,"Category: AI Automation. The article discusses the innovative use of Warp and Oz for orchestrating agent workflows in software engineering, addressing the audience's need for practical applications of AI in product development. It provides specific details about how agents can manage complex tasks, which is actionable for developers looking to implement similar systems.",true,"\u002Fsummaries\u002Fddd2460e2a3b9981-scaling-agentic-development-with-warp-and-oz-summary","2026-05-30 14:03:23",{"title":5,"description":69},{"loc":96},"ddd2460e2a3b9981","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fwarp","summaries\u002Fddd2460e2a3b9981-scaling-agentic-development-with-warp-and-oz-summary",[106,107,108,109],"agents","llm","automation","software-engineering","Warp is shifting software engineering from individual coding assistance to persistent, orchestrated agent workflows using GPT-5.5 to manage complex, long-horizon tasks.",[109],"jhJTPmiUVAv8dnTyvwi5Awzd0kzRrbPqOIU-jibWs2k",[114,117,120,123,125,128,130,132,134,136,138,140,143,145,147,149,151,153,155,157,159,161,163,165,167,169,172,175,177,179,181,184,186,188,190,193,195,197,199,201,203,205,207,209,211,213,215,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294],{"categories":115},[116],"Developer Productivity",{"categories":118},[119],"Business & SaaS",{"categories":121},[122],"AI & LLMs",{"categories":124},[76],{"categories":126},[127],"Product Strategy",{"categories":129},[122],{"categories":131},[116],{"categories":133},[119],{"categories":135},[],{"categories":137},[122],{"categories":139},[],{"categories":141},[142],"AI News & Trends",{"categories":144},[76],{"categories":146},[76],{"categories":148},[142],{"categories":150},[76],{"categories":152},[76],{"categories":154},[76],{"categories":156},[122],{"categories":158},[122],{"categories":160},[122],{"categories":162},[142],{"categories":164},[122],{"categories":166},[122],{"categories":168},[],{"categories":170},[171],"Design & Frontend",{"categories":173},[174],"Data Science & Visualization",{"categories":176},[142],{"categories":178},[],{"categories":180},[122],{"categories":182},[183],"Software Engineering",{"categories":185},[122],{"categories":187},[76],{"categories":189},[122],{"categories":191},[192],"Marketing & Growth",{"categories":194},[171],{"categories":196},[122],{"categories":198},[76],{"categories":200},[],{"categories":202},[],{"categories":204},[171],{"categories":206},[76],{"categories":208},[116],{"categories":210},[183],{"categories":212},[171],{"categories":214},[122],{"categories":216},[217],"DevOps & Cloud",{"categories":219},[76],{"categories":221},[142],{"categories":223},[122],{"categories":225},[],{"categories":227},[],{"categories":229},[76],{"categories":231},[183],{"categories":233},[],{"categories":235},[119],{"categories":237},[],{"categories":239},[],{"categories":241},[76],{"categories":243},[122],{"categories":245},[122],{"categories":247},[76],{"categories":249},[122],{"categories":251},[122],{"categories":253},[122],{"categories":255},[],{"categories":257},[183],{"categories":259},[],{"categories":261},[],{"categories":263},[183],{"categories":265},[],{"categories":267},[183],{"categories":269},[122],{"categories":271},[122],{"categories":273},[192],{"categories":275},[171],{"categories":277},[171],{"categories":279},[122],{"categories":281},[183],{"categories":283},[76],{"categories":285},[183],{"categories":287},[122],{"categories":289},[122],{"categories":291},[76],{"categories":293},[76],{"categories":295},[174],{"categories":297},[142],{"categories":299},[76],{"categories":301},[76],{"categories":303},[192],{"categories":305},[76],{"categories":307},[127],{"categories":309},[183],{"categories":311},[],{"categories":313},[76],{"categories":315},[],{"categories":317},[76],{"categories":319},[183],{"categories":321},[217],{"categories":323},[171],{"categories":325},[122],{"categories":327},[],{"categories":329},[122],{"categories":331},[],{"categories":333},[76],{"categories":335},[],{"categories":337},[122],{"categories":339},[],{"categories":341},[116],{"categories":343},[183],{"categories":345},[119],{"categories":347},[122],{"categories":349},[122],{"categories":351},[142],{"categories":353},[122],{"categories":355},[],{"categories":357},[122],{"categories":359},[],{"categories":361},[183],{"categories":363},[174],{"categories":365},[],{"categories":367},[122],{"categories":369},[171],{"categories":371},[],{"categories":373},[171],{"categories":375},[76],{"categories":377},[],{"categories":379},[122],{"categories":381},[76],{"categories":383},[142],{"categories":385},[119],{"categories":387},[122],{"categories":389},[],{"categories":391},[76],{"categories":393},[122],{"categories":395},[127],{"categories":397},[],{"categories":399},[122],{"categories":401},[127],{"categories":403},[76],{"categories":405},[76],{"categories":407},[],{"categories":409},[174],{"categories":411},[122],{"categories":413},[],{"categories":415},[116],{"categories":417},[119],{"categories":419},[122],{"categories":421},[76],{"categories":423},[183],{"categories":425},[122],{"categories":427},[],{"categories":429},[],{"categories":431},[122],{"categories":433},[122],{"categories":435},[],{"categories":437},[171],{"categories":439},[],{"categories":441},[122],{"categories":443},[],{"categories":445},[76],{"categories":447},[122],{"categories":449},[171],{"categories":451},[],{"categories":453},[122],{"categories":455},[122],{"categories":457},[119],{"categories":459},[76],{"categories":461},[122],{"categories":463},[122],{"categories":465},[171],{"categories":467},[76],{"categories":469},[],{"categories":471},[],{"categories":473},[142],{"categories":475},[],{"categories":477},[122],{"categories":479},[119,192],{"categories":481},[],{"categories":483},[122],{"categories":485},[76],{"categories":487},[],{"categories":489},[],{"categories":491},[122],{"categories":493},[],{"categories":495},[122],{"categories":497},[217],{"categories":499},[],{"categories":501},[142],{"categories":503},[171],{"categories":505},[],{"categories":507},[142],{"categories":509},[122],{"categories":511},[76],{"categories":513},[142],{"categories":515},[122],{"categories":517},[192],{"categories":519},[],{"categories":521},[119],{"categories":523},[122],{"categories":525},[76],{"categories":527},[],{"categories":529},[122,217],{"categories":531},[122],{"categories":533},[122],{"categories":535},[122],{"categories":537},[76],{"categories":539},[122,183],{"categories":541},[174],{"categories":543},[122],{"categories":545},[192],{"categories":547},[76],{"categories":549},[122],{"categories":551},[76],{"categories":553},[],{"categories":555},[76],{"categories":557},[122],{"categories":559},[122,119],{"categories":561},[119],{"categories":563},[],{"categories":565},[171],{"categories":567},[171],{"categories":569},[],{"categories":571},[],{"categories":573},[142],{"categories":575},[],{"categories":577},[116],{"categories":579},[122],{"categories":581},[183],{"categories":583},[122],{"categories":585},[171],{"categories":587},[76],{"categories":589},[183],{"categories":591},[142],{"categories":593},[171],{"categories":595},[],{"categories":597},[122],{"categories":599},[122],{"categories":601},[122],{"categories":603},[122],{"categories":605},[142],{"categories":607},[116],{"categories":609},[122],{"categories":611},[76],{"categories":613},[217],{"categories":615},[171],{"categories":617},[76],{"categories":619},[],{"categories":621},[],{"categories":623},[171],{"categories":625},[142],{"categories":627},[174],{"categories":629},[],{"categories":631},[122],{"categories":633},[122],{"categories":635},[119],{"categories":637},[122],{"categories":639},[122],{"categories":641},[122],{"categories":643},[142],{"categories":645},[],{"categories":647},[76],{"categories":649},[183],{"categories":651},[],{"categories":653},[122],{"categories":655},[122],{"categories":657},[76],{"categories":659},[122],{"categories":661},[],{"categories":663},[],{"categories":665},[122],{"categories":667},[],{"categories":669},[127],{"categories":671},[119],{"categories":673},[76],{"categories":675},[76],{"categories":677},[],{"categories":679},[116],{"categories":681},[122],{"categories":683},[119],{"categories":685},[142],{"categories":687},[116],{"categories":689},[],{"categories":691},[],{"categories":693},[],{"categories":695},[142],{"categories":697},[142],{"categories":699},[],{"categories":701},[183],{"categories":703},[],{"categories":705},[119],{"categories":707},[],{"categories":709},[],{"categories":711},[116],{"categories":713},[],{"categories":715},[192],{"categories":717},[76],{"categories":719},[119],{"categories":721},[76],{"categories":723},[183],{"categories":725},[],{"categories":727},[127],{"categories":729},[171],{"categories":731},[183],{"categories":733},[122],{"categories":735},[76],{"categories":737},[119],{"categories":739},[122],{"categories":741},[],{"categories":743},[],{"categories":745},[183],{"categories":747},[174],{"categories":749},[127],{"categories":751},[76],{"categories":753},[122],{"categories":755},[],{"categories":757},[217],{"categories":759},[],{"categories":761},[76],{"categories":763},[],{"categories":765},[116],{"categories":767},[],{"categories":769},[122],{"categories":771},[122],{"categories":773},[171],{"categories":775},[192],{"categories":777},[76],{"categories":779},[],{"categories":781},[183],{"categories":783},[116],{"categories":785},[],{"categories":787},[142],{"categories":789},[122,217],{"categories":791},[122],{"categories":793},[142],{"categories":795},[122],{"categories":797},[122],{"categories":799},[119],{"categories":801},[122],{"categories":803},[],{"categories":805},[122],{"categories":807},[119],{"categories":809},[],{"categories":811},[76],{"categories":813},[183],{"categories":815},[171],{"categories":817},[142],{"categories":819},[174],{"categories":821},[122],{"categories":823},[116],{"categories":825},[122],{"categories":827},[76],{"categories":829},[183],{"categories":831},[],{"categories":833},[],{"categories":835},[76],{"categories":837},[127],{"categories":839},[],{"categories":841},[122],{"categories":843},[],{"categories":845},[171],{"categories":847},[76],{"categories":849},[183],{"categories":851},[171],{"categories":853},[122],{"categories":855},[171],{"categories":857},[],{"categories":859},[],{"categories":861},[142],{"categories":863},[76],{"categories":865},[76],{"categories":867},[122],{"categories":869},[122],{"categories":871},[122],{"categories":873},[119],{"categories":875},[122],{"categories":877},[],{"categories":879},[183],{"categories":881},[183],{"categories":883},[119],{"categories":885},[],{"categories":887},[122],{"categories":889},[122],{"categories":891},[116],{"categories":893},[119],{"categories":895},[142],{"categories":897},[192],{"categories":899},[122],{"categories":901},[76],{"categories":903},[],{"categories":905},[171],{"categories":907},[],{"categories":909},[122],{"categories":911},[122],{"categories":913},[],{"categories":915},[119],{"categories":917},[76],{"categories":919},[],{"categories":921},[217],{"categories":923},[174],{"categories":925},[183],{"categories":927},[192],{"categories":929},[171],{"categories":931},[122],{"categories":933},[183],{"categories":935},[76],{"categories":937},[],{"categories":939},[],{"categories":941},[76],{"categories":943},[116],{"categories":945},[76],{"categories":947},[127],{"categories":949},[119],{"categories":951},[],{"categories":953},[122],{"categories":955},[127],{"categories":957},[122],{"categories":959},[122],{"categories":961},[122],{"categories":963},[192],{"categories":965},[122],{"categories":967},[122],{"categories":969},[171],{"categories":971},[76],{"categories":973},[],{"categories":975},[],{"categories":977},[217],{"categories":979},[183],{"categories":981},[],{"categories":983},[76],{"categories":985},[122],{"categories":987},[171,122],{"categories":989},[116],{"categories":991},[],{"categories":993},[122],{"categories":995},[116],{"categories":997},[171],{"categories":999},[76],{"categories":1001},[183],{"categories":1003},[],{"categories":1005},[122],{"categories":1007},[],{"categories":1009},[],{"categories":1011},[122],{"categories":1013},[116],{"categories":1015},[122],{"categories":1017},[],{"categories":1019},[76],{"categories":1021},[127],{"categories":1023},[122],{"categories":1025},[122],{"categories":1027},[122],{"categories":1029},[171],{"categories":1031},[76],{"categories":1033},[217],{"categories":1035},[171],{"categories":1037},[76],{"categories":1039},[122],{"categories":1041},[122],{"categories":1043},[122],{"categories":1045},[183],{"categories":1047},[122],{"categories":1049},[],{"categories":1051},[142],{"categories":1053},[],{"categories":1055},[127],{"categories":1057},[76],{"categories":1059},[171],{"categories":1061},[122],{"categories":1063},[76],{"categories":1065},[183],{"categories":1067},[171],{"categories":1069},[76],{"categories":1071},[142],{"categories":1073},[],{"categories":1075},[],{"categories":1077},[122],{"categories":1079},[171],{"categories":1081},[122],{"categories":1083},[116],{"categories":1085},[142],{"categories":1087},[122],{"categories":1089},[192],{"categories":1091},[122],{"categories":1093},[122],{"categories":1095},[76],{"categories":1097},[76],{"categories":1099},[122],{"categories":1101},[76],{"categories":1103},[76],{"categories":1105},[122],{"categories":1107},[76],{"categories":1109},[171],{"categories":1111},[122],{"categories":1113},[122],{"categories":1115},[],{"categories":1117},[],{"categories":1119},[183],{"categories":1121},[],{"categories":1123},[116],{"categories":1125},[217],{"categories":1127},[122],{"categories":1129},[],{"categories":1131},[116],{"categories":1133},[119],{"categories":1135},[122],{"categories":1137},[192],{"categories":1139},[],{"categories":1141},[119],{"categories":1143},[],{"categories":1145},[122],{"categories":1147},[183],{"categories":1149},[],{"categories":1151},[],{"categories":1153},[],{"categories":1155},[],{"categories":1157},[122],{"categories":1159},[76],{"categories":1161},[217],{"categories":1163},[116],{"categories":1165},[183],{"categories":1167},[122],{"categories":1169},[183],{"categories":1171},[127],{"categories":1173},[122],{"categories":1175},[192],{"categories":1177},[119],{"categories":1179},[122],{"categories":1181},[122],{"categories":1183},[122],{"categories":1185},[122,116],{"categories":1187},[183],{"categories":1189},[183],{"categories":1191},[171],{"categories":1193},[76],{"categories":1195},[122],{"categories":1197},[122],{"categories":1199},[],{"categories":1201},[],{"categories":1203},[122],{"categories":1205},[],{"categories":1207},[183],{"categories":1209},[174],{"categories":1211},[142],{"categories":1213},[171],{"categories":1215},[183],{"categories":1217},[],{"categories":1219},[122],{"categories":1221},[122],{"categories":1223},[],{"categories":1225},[76],{"categories":1227},[122],{"categories":1229},[122],{"categories":1231},[],{"categories":1233},[76],{"categories":1235},[122],{"categories":1237},[119],{"categories":1239},[],{"categories":1241},[116],{"categories":1243},[122],{"categories":1245},[116],{"categories":1247},[122],{"categories":1249},[183],{"categories":1251},[192],{"categories":1253},[76],{"categories":1255},[122,171],{"categories":1257},[142],{"categories":1259},[122],{"categories":1261},[171],{"categories":1263},[],{"categories":1265},[183],{"categories":1267},[217],{"categories":1269},[171],{"categories":1271},[122],{"categories":1273},[76],{"categories":1275},[],{"categories":1277},[],{"categories":1279},[],{"categories":1281},[],{"categories":1283},[183],{"categories":1285},[76],{"categories":1287},[76],{"categories":1289},[217],{"categories":1291},[122],{"categories":1293},[122],{"categories":1295},[76],{"categories":1297},[122],{"categories":1299},[122],{"categories":1301},[],{"categories":1303},[171],{"categories":1305},[],{"categories":1307},[],{"categories":1309},[76],{"categories":1311},[],{"categories":1313},[],{"categories":1315},[192],{"categories":1317},[192],{"categories":1319},[76],{"categories":1321},[183],{"categories":1323},[],{"categories":1325},[122],{"categories":1327},[122],{"categories":1329},[183],{"categories":1331},[171],{"categories":1333},[171],{"categories":1335},[76],{"categories":1337},[116],{"categories":1339},[122],{"categories":1341},[171],{"categories":1343},[171],{"categories":1345},[76],{"categories":1347},[76],{"categories":1349},[122],{"categories":1351},[],{"categories":1353},[122],{"categories":1355},[],{"categories":1357},[122],{"categories":1359},[76],{"categories":1361},[142],{"categories":1363},[183],{"categories":1365},[122],{"categories":1367},[116],{"categories":1369},[122],{"categories":1371},[],{"categories":1373},[76],{"categories":1375},[76],{"categories":1377},[],{"categories":1379},[122],{"categories":1381},[116],{"categories":1383},[122],{"categories":1385},[116],{"categories":1387},[116],{"categories":1389},[],{"categories":1391},[],{"categories":1393},[76],{"categories":1395},[142],{"categories":1397},[76],{"categories":1399},[122],{"categories":1401},[76],{"categories":1403},[122],{"categories":1405},[142],{"categories":1407},[174],{"categories":1409},[127],{"categories":1411},[142],{"categories":1413},[171],{"categories":1415},[],{"categories":1417},[],{"categories":1419},[142],{"categories":1421},[],{"categories":1423},[],{"categories":1425},[],{"categories":1427},[],{"categories":1429},[183],{"categories":1431},[183],{"categories":1433},[174],{"categories":1435},[],{"categories":1437},[122],{"categories":1439},[122],{"categories":1441},[174],{"categories":1443},[183],{"categories":1445},[],{"categories":1447},[],{"categories":1449},[76],{"categories":1451},[183],{"categories":1453},[76],{"categories":1455},[142],{"categories":1457},[142],{"categories":1459},[76],{"categories":1461},[76],{"categories":1463},[116],{"categories":1465},[122,217],{"categories":1467},[],{"categories":1469},[171],{"categories":1471},[116],{"categories":1473},[76],{"categories":1475},[171],{"categories":1477},[],{"categories":1479},[76],{"categories":1481},[76],{"categories":1483},[122],{"categories":1485},[192],{"categories":1487},[183],{"categories":1489},[171],{"categories":1491},[122],{"categories":1493},[],{"categories":1495},[76],{"categories":1497},[122],{"categories":1499},[76],{"categories":1501},[76],{"categories":1503},[76],{"categories":1505},[192],{"categories":1507},[122],{"categories":1509},[76],{"categories":1511},[122],{"categories":1513},[],{"categories":1515},[192],{"categories":1517},[142],{"categories":1519},[183],{"categories":1521},[122],{"categories":1523},[76],{"categories":1525},[],{"categories":1527},[],{"categories":1529},[122],{"categories":1531},[76],{"categories":1533},[142],{"categories":1535},[76],{"categories":1537},[76],{"categories":1539},[],{"categories":1541},[122],{"categories":1543},[],{"categories":1545},[],{"categories":1547},[76],{"categories":1549},[],{"categories":1551},[],{"categories":1553},[174],{"categories":1555},[122],{"categories":1557},[174],{"categories":1559},[142],{"categories":1561},[122],{"categories":1563},[122],{"categories":1565},[76],{"categories":1567},[122],{"categories":1569},[],{"categories":1571},[],{"categories":1573},[217],{"categories":1575},[122],{"categories":1577},[],{"categories":1579},[],{"categories":1581},[116],{"categories":1583},[],{"categories":1585},[],{"categories":1587},[122],{"categories":1589},[],{"categories":1591},[],{"categories":1593},[183],{"categories":1595},[142],{"categories":1597},[192],{"categories":1599},[119],{"categories":1601},[122],{"categories":1603},[122],{"categories":1605},[119],{"categories":1607},[],{"categories":1609},[171],{"categories":1611},[76],{"categories":1613},[119],{"categories":1615},[122],{"categories":1617},[122],{"categories":1619},[116],{"categories":1621},[122],{"categories":1623},[],{"categories":1625},[116],{"categories":1627},[122],{"categories":1629},[192],{"categories":1631},[76],{"categories":1633},[142],{"categories":1635},[122],{"categories":1637},[119],{"categories":1639},[122],{"categories":1641},[122],{"categories":1643},[76],{"categories":1645},[],{"categories":1647},[122],{"categories":1649},[116],{"categories":1651},[122],{"categories":1653},[122],{"categories":1655},[],{"categories":1657},[142],{"categories":1659},[122],{"categories":1661},[122],{"categories":1663},[],{"categories":1665},[119],{"categories":1667},[119],{"categories":1669},[122],{"categories":1671},[122],{"categories":1673},[],{"categories":1675},[],{"categories":1677},[],{"categories":1679},[122],{"categories":1681},[142],{"categories":1683},[],{"categories":1685},[217],{"categories":1687},[122],{"categories":1689},[122],{"categories":1691},[],{"categories":1693},[122],{"categories":1695},[183],{"categories":1697},[122],{"categories":1699},[122],{"categories":1701},[122,217],{"categories":1703},[122],{"categories":1705},[122],{"categories":1707},[171],{"categories":1709},[76],{"categories":1711},[],{"categories":1713},[76],{"categories":1715},[76],{"categories":1717},[122],{"categories":1719},[122],{"categories":1721},[122],{"categories":1723},[116],{"categories":1725},[116],{"categories":1727},[183],{"categories":1729},[171],{"categories":1731},[76],{"categories":1733},[],{"categories":1735},[122],{"categories":1737},[142],{"categories":1739},[122],{"categories":1741},[76],{"categories":1743},[122],{"categories":1745},[122],{"categories":1747},[119],{"categories":1749},[],{"categories":1751},[217],{"categories":1753},[171],{"categories":1755},[171],{"categories":1757},[183],{"categories":1759},[76],{"categories":1761},[142],{"categories":1763},[76],{"categories":1765},[122],{"categories":1767},[],{"categories":1769},[122],{"categories":1771},[],{"categories":1773},[],{"categories":1775},[122],{"categories":1777},[122],{"categories":1779},[122],{"categories":1781},[76],{"categories":1783},[122],{"categories":1785},[122],{"categories":1787},[],{"categories":1789},[174],{"categories":1791},[76],{"categories":1793},[],{"categories":1795},[],{"categories":1797},[122],{"categories":1799},[122],{"categories":1801},[122],{"categories":1803},[142],{"categories":1805},[],{"categories":1807},[171],{"categories":1809},[217],{"categories":1811},[142],{"categories":1813},[183],{"categories":1815},[183],{"categories":1817},[142],{"categories":1819},[142],{"categories":1821},[217],{"categories":1823},[],{"categories":1825},[142],{"categories":1827},[122],{"categories":1829},[116],{"categories":1831},[122],{"categories":1833},[142],{"categories":1835},[],{"categories":1837},[183],{"categories":1839},[174],{"categories":1841},[122],{"categories":1843},[142],{"categories":1845},[183],{"categories":1847},[76],{"categories":1849},[142],{"categories":1851},[217],{"categories":1853},[76],{"categories":1855},[122],{"categories":1857},[122],{"categories":1859},[122],{"categories":1861},[],{"categories":1863},[119],{"categories":1865},[],{"categories":1867},[],{"categories":1869},[122],{"categories":1871},[122],{"categories":1873},[122],{"categories":1875},[122],{"categories":1877},[],{"categories":1879},[174],{"categories":1881},[116],{"categories":1883},[171],{"categories":1885},[],{"categories":1887},[122],{"categories":1889},[183],{"categories":1891},[122],{"categories":1893},[217],{"categories":1895},[217],{"categories":1897},[],{"categories":1899},[76],{"categories":1901},[142],{"categories":1903},[142],{"categories":1905},[122],{"categories":1907},[76],{"categories":1909},[],{"categories":1911},[171],{"categories":1913},[122],{"categories":1915},[122],{"categories":1917},[],{"categories":1919},[122],{"categories":1921},[],{"categories":1923},[183],{"categories":1925},[217],{"categories":1927},[122],{"categories":1929},[183],{"categories":1931},[119],{"categories":1933},[122],{"categories":1935},[],{"categories":1937},[76],{"categories":1939},[116],{"categories":1941},[116],{"categories":1943},[],{"categories":1945},[122],{"categories":1947},[171],{"categories":1949},[76],{"categories":1951},[],{"categories":1953},[122],{"categories":1955},[122],{"categories":1957},[76],{"categories":1959},[],{"categories":1961},[76],{"categories":1963},[183],{"categories":1965},[],{"categories":1967},[122],{"categories":1969},[76],{"categories":1971},[119],{"categories":1973},[],{"categories":1975},[122],{"categories":1977},[],{"categories":1979},[122],{"categories":1981},[122],{"categories":1983},[],{"categories":1985},[122],{"categories":1987},[122],{"categories":1989},[142],{"categories":1991},[122],{"categories":1993},[122],{"categories":1995},[116],{"categories":1997},[122],{"categories":1999},[142],{"categories":2001},[76],{"categories":2003},[],{"categories":2005},[122],{"categories":2007},[171],{"categories":2009},[192],{"categories":2011},[122],{"categories":2013},[76],{"categories":2015},[],{"categories":2017},[],{"categories":2019},[],{"categories":2021},[116],{"categories":2023},[142],{"categories":2025},[76],{"categories":2027},[122],{"categories":2029},[171],{"categories":2031},[76],{"categories":2033},[],{"categories":2035},[76],{"categories":2037},[],{"categories":2039},[122],{"categories":2041},[76],{"categories":2043},[122],{"categories":2045},[],{"categories":2047},[122],{"categories":2049},[122],{"categories":2051},[142],{"categories":2053},[171],{"categories":2055},[76],{"categories":2057},[171],{"categories":2059},[119],{"categories":2061},[],{"categories":2063},[],{"categories":2065},[122],{"categories":2067},[116],{"categories":2069},[142],{"categories":2071},[],{"categories":2073},[171],{"categories":2075},[],{"categories":2077},[183],{"categories":2079},[183],{"categories":2081},[171],{"categories":2083},[],{"categories":2085},[122],{"categories":2087},[],{"categories":2089},[192],{"categories":2091},[122],{"categories":2093},[217],{"categories":2095},[183],{"categories":2097},[],{"categories":2099},[76],{"categories":2101},[122],{"categories":2103},[116],{"categories":2105},[76],{"categories":2107},[76],{"categories":2109},[122],{"categories":2111},[],{"categories":2113},[116],{"categories":2115},[122],{"categories":2117},[119],{"categories":2119},[183],{"categories":2121},[171],{"categories":2123},[],{"categories":2125},[],{"categories":2127},[],{"categories":2129},[76],{"categories":2131},[183],{"categories":2133},[171],{"categories":2135},[142],{"categories":2137},[122],{"categories":2139},[142],{"categories":2141},[76],{"categories":2143},[171],{"categories":2145},[],{"categories":2147},[171],{"categories":2149},[142],{"categories":2151},[119],{"categories":2153},[183],{"categories":2155},[122],{"categories":2157},[142],{"categories":2159},[192],{"categories":2161},[],{"categories":2163},[],{"categories":2165},[174],{"categories":2167},[122,183],{"categories":2169},[142],{"categories":2171},[122],{"categories":2173},[76],{"categories":2175},[122],{"categories":2177},[76],{"categories":2179},[122],{"categories":2181},[122],{"categories":2183},[],{"categories":2185},[183],{"categories":2187},[122],{"categories":2189},[174],{"categories":2191},[76],{"categories":2193},[192],{"categories":2195},[217],{"categories":2197},[],{"categories":2199},[116],{"categories":2201},[76],{"categories":2203},[76],{"categories":2205},[183],{"categories":2207},[122],{"categories":2209},[122],{"categories":2211},[],{"categories":2213},[],{"categories":2215},[],{"categories":2217},[217],{"categories":2219},[122],{"categories":2221},[142],{"categories":2223},[122],{"categories":2225},[122],{"categories":2227},[122],{"categories":2229},[],{"categories":2231},[174],{"categories":2233},[119],{"categories":2235},[76],{"categories":2237},[],{"categories":2239},[122],{"categories":2241},[76],{"categories":2243},[122],{"categories":2245},[217],{"categories":2247},[],{"categories":2249},[171],{"categories":2251},[171],{"categories":2253},[],{"categories":2255},[183],{"categories":2257},[122],{"categories":2259},[171],{"categories":2261},[122],{"categories":2263},[119],{"categories":2265},[],{"categories":2267},[142],{"categories":2269},[122],{"categories":2271},[122],{"categories":2273},[171],{"categories":2275},[76],{"categories":2277},[142],{"categories":2279},[],{"categories":2281},[76],{"categories":2283},[171],{"categories":2285},[122],{"categories":2287},[],{"categories":2289},[122],{"categories":2291},[122],{"categories":2293},[217],{"categories":2295},[142],{"categories":2297},[174],{"categories":2299},[174],{"categories":2301},[],{"categories":2303},[],{"categories":2305},[],{"categories":2307},[76],{"categories":2309},[183],{"categories":2311},[183],{"categories":2313},[122],{"categories":2315},[122],{"categories":2317},[],{"categories":2319},[],{"categories":2321},[122],{"categories":2323},[],{"categories":2325},[122],{"categories":2327},[76],{"categories":2329},[122],{"categories":2331},[],{"categories":2333},[127],{"categories":2335},[122],{"categories":2337},[119],{"categories":2339},[122],{"categories":2341},[192],{"categories":2343},[76],{"categories":2345},[122],{"categories":2347},[122],{"categories":2349},[122],{"categories":2351},[183],{"categories":2353},[],{"categories":2355},[142],{"categories":2357},[76],{"categories":2359},[],{"categories":2361},[142],{"categories":2363},[76],{"categories":2365},[122],{"categories":2367},[76],{"categories":2369},[],{"categories":2371},[119],{"categories":2373},[76],{"categories":2375},[],{"categories":2377},[183],{"categories":2379},[122],{"categories":2381},[116],{"categories":2383},[142],{"categories":2385},[217],{"categories":2387},[76],{"categories":2389},[76],{"categories":2391},[116],{"categories":2393},[],{"categories":2395},[122],{"categories":2397},[],{"categories":2399},[],{"categories":2401},[171],{"categories":2403},[122,119],{"categories":2405},[122],{"categories":2407},[],{"categories":2409},[116],{"categories":2411},[174],{"categories":2413},[122],{"categories":2415},[183],{"categories":2417},[122],{"categories":2419},[76],{"categories":2421},[122],{"categories":2423},[122],{"categories":2425},[122],{"categories":2427},[142],{"categories":2429},[76],{"categories":2431},[122],{"categories":2433},[],{"categories":2435},[],{"categories":2437},[76],{"categories":2439},[122],{"categories":2441},[217],{"categories":2443},[],{"categories":2445},[122],{"categories":2447},[76],{"categories":2449},[],{"categories":2451},[76],{"categories":2453},[122],{"categories":2455},[192],{"categories":2457},[174],{"categories":2459},[76],{"categories":2461},[122],{"categories":2463},[217],{"categories":2465},[],{"categories":2467},[122],{"categories":2469},[192],{"categories":2471},[171],{"categories":2473},[122],{"categories":2475},[122],{"categories":2477},[],{"categories":2479},[192],{"categories":2481},[142],{"categories":2483},[122],{"categories":2485},[122],{"categories":2487},[116],{"categories":2489},[122],{"categories":2491},[],{"categories":2493},[],{"categories":2495},[171],{"categories":2497},[122],{"categories":2499},[174],{"categories":2501},[192],{"categories":2503},[76],{"categories":2505},[192],{"categories":2507},[142],{"categories":2509},[],{"categories":2511},[],{"categories":2513},[122],{"categories":2515},[76],{"categories":2517},[122],{"categories":2519},[122],{"categories":2521},[],{"categories":2523},[122,183],{"categories":2525},[142],{"categories":2527},[76],{"categories":2529},[183],{"categories":2531},[122],{"categories":2533},[116],{"categories":2535},[],{"categories":2537},[],{"categories":2539},[183],{"categories":2541},[116],{"categories":2543},[183],{"categories":2545},[183],{"categories":2547},[192],{"categories":2549},[122],{"categories":2551},[183],{"categories":2553},[],{"categories":2555},[171,122],{"categories":2557},[217],{"categories":2559},[116],{"categories":2561},[],{"categories":2563},[119],{"categories":2565},[119],{"categories":2567},[122],{"categories":2569},[122],{"categories":2571},[183],{"categories":2573},[76],{"categories":2575},[142],{"categories":2577},[192],{"categories":2579},[171],{"categories":2581},[122],{"categories":2583},[122],{"categories":2585},[122],{"categories":2587},[122],{"categories":2589},[116],{"categories":2591},[122],{"categories":2593},[76],{"categories":2595},[142],{"categories":2597},[183],{"categories":2599},[],{"categories":2601},[],{"categories":2603},[174],{"categories":2605},[183],{"categories":2607},[122],{"categories":2609},[171],{"categories":2611},[122],{"categories":2613},[174],{"categories":2615},[122],{"categories":2617},[122],{"categories":2619},[122],{"categories":2621},[76],{"categories":2623},[76],{"categories":2625},[122,119],{"categories":2627},[],{"categories":2629},[171],{"categories":2631},[],{"categories":2633},[122],{"categories":2635},[142],{"categories":2637},[116],{"categories":2639},[116],{"categories":2641},[76],{"categories":2643},[76],{"categories":2645},[122],{"categories":2647},[122],{"categories":2649},[119],{"categories":2651},[183],{"categories":2653},[192],{"categories":2655},[122],{"categories":2657},[],{"categories":2659},[142],{"categories":2661},[122],{"categories":2663},[122],{"categories":2665},[122],{"categories":2667},[122],{"categories":2669},[122],{"categories":2671},[183],{"categories":2673},[142],{"categories":2675},[183],{"categories":2677},[183],{"categories":2679},[122],{"categories":2681},[122],{"categories":2683},[76],{"categories":2685},[142],{"categories":2687},[76],{"categories":2689},[122],{"categories":2691},[171],{"categories":2693},[122],{"categories":2695},[122],{"categories":2697},[217],{"categories":2699},[122],{"categories":2701},[127],{"categories":2703},[76],{"categories":2705},[122],{"categories":2707},[142],{"categories":2709},[76],{"categories":2711},[192],{"categories":2713},[122],{"categories":2715},[119],{"categories":2717},[122],{"categories":2719},[],{"categories":2721},[122],{"categories":2723},[122],{"categories":2725},[],{"categories":2727},[],{"categories":2729},[],{"categories":2731},[119],{"categories":2733},[122],{"categories":2735},[76],{"categories":2737},[142],{"categories":2739},[142],{"categories":2741},[142],{"categories":2743},[142],{"categories":2745},[],{"categories":2747},[116],{"categories":2749},[76],{"categories":2751},[142],{"categories":2753},[122],{"categories":2755},[116],{"categories":2757},[76],{"categories":2759},[122],{"categories":2761},[122,76],{"categories":2763},[76],{"categories":2765},[217],{"categories":2767},[142],{"categories":2769},[76],{"categories":2771},[142],{"categories":2773},[76],{"categories":2775},[122],{"categories":2777},[],{"categories":2779},[142],{"categories":2781},[192],{"categories":2783},[116],{"categories":2785},[122],{"categories":2787},[122],{"categories":2789},[],{"categories":2791},[183],{"categories":2793},[],{"categories":2795},[116],{"categories":2797},[76],{"categories":2799},[142],{"categories":2801},[122],{"categories":2803},[142],{"categories":2805},[116],{"categories":2807},[142],{"categories":2809},[142],{"categories":2811},[],{"categories":2813},[119],{"categories":2815},[76],{"categories":2817},[142],{"categories":2819},[142],{"categories":2821},[142],{"categories":2823},[142],{"categories":2825},[142],{"categories":2827},[142],{"categories":2829},[142],{"categories":2831},[142],{"categories":2833},[142],{"categories":2835},[142],{"categories":2837},[174],{"categories":2839},[116],{"categories":2841},[122],{"categories":2843},[122],{"categories":2845},[76],{"categories":2847},[],{"categories":2849},[122,116],{"categories":2851},[],{"categories":2853},[76],{"categories":2855},[142],{"categories":2857},[76],{"categories":2859},[122],{"categories":2861},[122],{"categories":2863},[122],{"categories":2865},[122],{"categories":2867},[122],{"categories":2869},[76],{"categories":2871},[119],{"categories":2873},[],{"categories":2875},[171],{"categories":2877},[142],{"categories":2879},[122],{"categories":2881},[],{"categories":2883},[],{"categories":2885},[76],{"categories":2887},[171],{"categories":2889},[122],{"categories":2891},[],{"categories":2893},[122],{"categories":2895},[],{"categories":2897},[192],{"categories":2899},[122],{"categories":2901},[],{"categories":2903},[],{"categories":2905},[142],{"categories":2907},[116],{"categories":2909},[122],{"categories":2911},[119],{"categories":2913},[122],{"categories":2915},[119],{"categories":2917},[171],{"categories":2919},[],{"categories":2921},[142],{"categories":2923},[],{"categories":2925},[171],{"categories":2927},[122],{"categories":2929},[192],{"categories":2931},[122],{"categories":2933},[],{"categories":2935},[192],{"categories":2937},[],{"categories":2939},[122],{"categories":2941},[],{"categories":2943},[76],{"categories":2945},[],{"categories":2947},[119],{"categories":2949},[116],{"categories":2951},[76],{"categories":2953},[171],{"categories":2955},[183],{"categories":2957},[],{"categories":2959},[],{"categories":2961},[122],{"categories":2963},[116],{"categories":2965},[192],{"categories":2967},[],{"categories":2969},[76],{"categories":2971},[76],{"categories":2973},[142],{"categories":2975},[183],{"categories":2977},[122],{"categories":2979},[76],{"categories":2981},[122],{"categories":2983},[76],{"categories":2985},[122],{"categories":2987},[127],{"categories":2989},[192],{"categories":2991},[142],{"categories":2993},[],{"categories":2995},[192],{"categories":2997},[],{"categories":2999},[183],{"categories":3001},[76],{"categories":3003},[],{"categories":3005},[122],{"categories":3007},[76],{"categories":3009},[119],{"categories":3011},[116],{"categories":3013},[122],{"categories":3015},[171],{"categories":3017},[183],{"categories":3019},[183],{"categories":3021},[122],{"categories":3023},[174],{"categories":3025},[122],{"categories":3027},[76],{"categories":3029},[119],{"categories":3031},[171],{"categories":3033},[76],{"categories":3035},[122],{"categories":3037},[122],{"categories":3039},[76],{"categories":3041},[142],{"categories":3043},[],{"categories":3045},[116],{"categories":3047},[122],{"categories":3049},[122],{"categories":3051},[76],{"categories":3053},[122],{"categories":3055},[122],{"categories":3057},[],{"categories":3059},[122],{"categories":3061},[171],{"categories":3063},[119],{"categories":3065},[142],{"categories":3067},[122],{"categories":3069},[122],{"categories":3071},[171],{"categories":3073},[122],{"categories":3075},[192],{"categories":3077},[174],{"categories":3079},[122],{"categories":3081},[142],{"categories":3083},[122],{"categories":3085},[76],{"categories":3087},[217],{"categories":3089},[122],{"categories":3091},[76],{"categories":3093},[174],{"categories":3095},[],{"categories":3097},[76],{"categories":3099},[183],{"categories":3101},[171],{"categories":3103},[122],{"categories":3105},[116],{"categories":3107},[183],{"categories":3109},[119],{"categories":3111},[183],{"categories":3113},[122],{"categories":3115},[],{"categories":3117},[76],{"categories":3119},[76],{"categories":3121},[122],{"categories":3123},[174],{"categories":3125},[],{"categories":3127},[142],{"categories":3129},[],{"categories":3131},[142],{"categories":3133},[122],{"categories":3135},[122],{"categories":3137},[76],{"categories":3139},[76],{"categories":3141},[76],{"categories":3143},[],{"categories":3145},[142],{"categories":3147},[],{"categories":3149},[122],{"categories":3151},[122],{"categories":3153},[],{"categories":3155},[171],{"categories":3157},[76],{"categories":3159},[192],{"categories":3161},[122],{"categories":3163},[116],{"categories":3165},[],{"categories":3167},[122],{"categories":3169},[],{"categories":3171},[116],{"categories":3173},[142],{"categories":3175},[183],{"categories":3177},[122],{"categories":3179},[122],{"categories":3181},[122],{"categories":3183},[183],{"categories":3185},[142],{"categories":3187},[171],{"categories":3189},[122],{"categories":3191},[122],{"categories":3193},[122],{"categories":3195},[142],{"categories":3197},[122],{"categories":3199},[142],{"categories":3201},[142],{"categories":3203},[76],{"categories":3205},[76],{"categories":3207},[183],{"categories":3209},[142],{"categories":3211},[76],{"categories":3213},[76],{"categories":3215},[122],{"categories":3217},[183],{"categories":3219},[171],{"categories":3221},[122],{"categories":3223},[],{"categories":3225},[76],{"categories":3227},[],{"categories":3229},[],{"categories":3231},[],{"categories":3233},[119],{"categories":3235},[76],{"categories":3237},[122],{"categories":3239},[76],{"categories":3241},[116],{"categories":3243},[76],{"categories":3245},[192],{"categories":3247},[],{"categories":3249},[76],{"categories":3251},[],{"categories":3253},[116],{"categories":3255},[76],{"categories":3257},[],{"categories":3259},[76],{"categories":3261},[122],{"categories":3263},[122],{"categories":3265},[142],{"categories":3267},[122],{"categories":3269},[76],{"categories":3271},[122],{"categories":3273},[142],{"categories":3275},[76],{"categories":3277},[183],{"categories":3279},[171],{"categories":3281},[116],{"categories":3283},[],{"categories":3285},[76],{"categories":3287},[171],{"categories":3289},[217],{"categories":3291},[142],{"categories":3293},[122],{"categories":3295},[171],{"categories":3297},[116],{"categories":3299},[],{"categories":3301},[76],{"categories":3303},[122],{"categories":3305},[122],{"categories":3307},[76],{"categories":3309},[122],{"categories":3311},[171],{"categories":3313},[],{"categories":3315},[76],{"categories":3317},[127],{"categories":3319},[142],{"categories":3321},[76],{"categories":3323},[119],{"categories":3325},[],{"categories":3327},[122],{"categories":3329},[127],{"categories":3331},[122],{"categories":3333},[76],{"categories":3335},[142],{"categories":3337},[116],{"categories":3339},[217],{"categories":3341},[122],{"categories":3343},[122],{"categories":3345},[122],{"categories":3347},[142],{"categories":3349},[119],{"categories":3351},[122],{"categories":3353},[171],{"categories":3355},[142],{"categories":3357},[217],{"categories":3359},[122],{"categories":3361},[],{"categories":3363},[],{"categories":3365},[122],{"categories":3367},[217],{"categories":3369},[174],{"categories":3371},[76],{"categories":3373},[76],{"categories":3375},[142],{"categories":3377},[122],{"categories":3379},[116],{"categories":3381},[171],{"categories":3383},[76],{"categories":3385},[76],{"categories":3387},[122],{"categories":3389},[192],{"categories":3391},[122],{"categories":3393},[76],{"categories":3395},[],{"categories":3397},[122],{"categories":3399},[122],{"categories":3401},[142],{"categories":3403},[116],{"categories":3405},[],{"categories":3407},[122],{"categories":3409},[122],{"categories":3411},[183],{"categories":3413},[171],{"categories":3415},[122,76],{"categories":3417},[192,119],{"categories":3419},[122],{"categories":3421},[122],{"categories":3423},[],{"categories":3425},[76],{"categories":3427},[],{"categories":3429},[183],{"categories":3431},[122],{"categories":3433},[],{"categories":3435},[122],{"categories":3437},[142],{"categories":3439},[],{"categories":3441},[76],{"categories":3443},[122],{"categories":3445},[],{"categories":3447},[171],{"categories":3449},[76],{"categories":3451},[122],{"categories":3453},[116],{"categories":3455},[76],{"categories":3457},[122],{"categories":3459},[],{"categories":3461},[217],{"categories":3463},[192],{"categories":3465},[119],{"categories":3467},[119],{"categories":3469},[116],{"categories":3471},[116],{"categories":3473},[122],{"categories":3475},[76],{"categories":3477},[122],{"categories":3479},[122],{"categories":3481},[116],{"categories":3483},[122],{"categories":3485},[192],{"categories":3487},[142],{"categories":3489},[122],{"categories":3491},[122],{"categories":3493},[76],{"categories":3495},[122],{"categories":3497},[],{"categories":3499},[183],{"categories":3501},[],{"categories":3503},[183],{"categories":3505},[76],{"categories":3507},[116],{"categories":3509},[],{"categories":3511},[217],{"categories":3513},[122],{"categories":3515},[],{"categories":3517},[142],{"categories":3519},[76],{"categories":3521},[183],{"categories":3523},[122],{"categories":3525},[76],{"categories":3527},[183],{"categories":3529},[76],{"categories":3531},[142],{"categories":3533},[116],{"categories":3535},[142],{"categories":3537},[183],{"categories":3539},[122],{"categories":3541},[171],{"categories":3543},[122],{"categories":3545},[122],{"categories":3547},[122],{"categories":3549},[122],{"categories":3551},[122],{"categories":3553},[76],{"categories":3555},[122],{"categories":3557},[76],{"categories":3559},[122],{"categories":3561},[116],{"categories":3563},[122],{"categories":3565},[76],{"categories":3567},[171],{"categories":3569},[76],{"categories":3571},[116],{"categories":3573},[76],{"categories":3575},[171],{"categories":3577},[],{"categories":3579},[122],{"categories":3581},[122],{"categories":3583},[122],{"categories":3585},[183],{"categories":3587},[],{"categories":3589},[76],{"categories":3591},[192],{"categories":3593},[122],{"categories":3595},[142],{"categories":3597},[192],{"categories":3599},[76],{"categories":3601},[119],{"categories":3603},[119],{"categories":3605},[122],{"categories":3607},[122],{"categories":3609},[116],{"categories":3611},[],{"categories":3613},[76],{"categories":3615},[122],{"categories":3617},[],{"categories":3619},[116],{"categories":3621},[122],{"categories":3623},[76],{"categories":3625},[76],{"categories":3627},[],{"categories":3629},[183],{"categories":3631},[183],{"categories":3633},[192],{"categories":3635},[171],{"categories":3637},[],{"categories":3639},[122],{"categories":3641},[76],{"categories":3643},[116],{"categories":3645},[122],{"categories":3647},[183],{"categories":3649},[116],{"categories":3651},[142],{"categories":3653},[142],{"categories":3655},[],{"categories":3657},[142],{"categories":3659},[76],{"categories":3661},[171],{"categories":3663},[174],{"categories":3665},[122],{"categories":3667},[],{"categories":3669},[142],{"categories":3671},[183],{"categories":3673},[122],{"categories":3675},[119],{"categories":3677},[122],{"categories":3679},[116],{"categories":3681},[217],{"categories":3683},[116],{"categories":3685},[],{"categories":3687},[],{"categories":3689},[76],{"categories":3691},[142],{"categories":3693},[],{"categories":3695},[76],{"categories":3697},[76],{"categories":3699},[76],{"categories":3701},[],{"categories":3703},[122],{"categories":3705},[],{"categories":3707},[142],{"categories":3709},[116],{"categories":3711},[171],{"categories":3713},[122],{"categories":3715},[142],{"categories":3717},[122],{"categories":3719},[142],{"categories":3721},[],{"categories":3723},[142],{"categories":3725},[116],{"categories":3727},[76],{"categories":3729},[122],{"categories":3731},[],{"categories":3733},[183],{"categories":3735},[76],{"categories":3737},[76],{"categories":3739},[116],{"categories":3741},[],{"categories":3743},[],{"categories":3745},[],{"categories":3747},[171],{"categories":3749},[76],{"categories":3751},[122],{"categories":3753},[],{"categories":3755},[],{"categories":3757},[],{"categories":3759},[171],{"categories":3761},[],{"categories":3763},[122],{"categories":3765},[116],{"categories":3767},[],{"categories":3769},[],{"categories":3771},[171],{"categories":3773},[122],{"categories":3775},[142],{"categories":3777},[],{"categories":3779},[192],{"categories":3781},[142],{"categories":3783},[192],{"categories":3785},[174],{"categories":3787},[122],{"categories":3789},[122],{"categories":3791},[],{"categories":3793},[],{"categories":3795},[76],{"categories":3797},[],{"categories":3799},[],{"categories":3801},[76],{"categories":3803},[122],{"categories":3805},[],{"categories":3807},[76],{"categories":3809},[142],{"categories":3811},[122],{"categories":3813},[192],{"categories":3815},[122],{"categories":3817},[174],{"categories":3819},[76],{"categories":3821},[76],{"categories":3823},[],{"categories":3825},[],{"categories":3827},[],{"categories":3829},[142],{"categories":3831},[],{"categories":3833},[],{"categories":3835},[171],{"categories":3837},[116],{"categories":3839},[],{"categories":3841},[119],{"categories":3843},[192],{"categories":3845},[122],{"categories":3847},[183],{"categories":3849},[116],{"categories":3851},[174],{"categories":3853},[119],{"categories":3855},[183],{"categories":3857},[183],{"categories":3859},[],{"categories":3861},[122],{"categories":3863},[],{"categories":3865},[76],{"categories":3867},[116],{"categories":3869},[171],{"categories":3871},[116],{"categories":3873},[76],{"categories":3875},[217],{"categories":3877},[122],{"categories":3879},[116],{"categories":3881},[76],{"categories":3883},[],{"categories":3885},[122],{"categories":3887},[183],{"categories":3889},[142],{"categories":3891},[183],{"categories":3893},[122],{"categories":3895},[],{"categories":3897},[171],{"categories":3899},[142],{"categories":3901},[116],{"categories":3903},[76],{"categories":3905},[122],{"categories":3907},[119],{"categories":3909},[76],{"categories":3911},[76,217],{"categories":3913},[76],{"categories":3915},[183],{"categories":3917},[122],{"categories":3919},[122],{"categories":3921},[174],{"categories":3923},[76],{"categories":3925},[192],{"categories":3927},[76],{"categories":3929},[],{"categories":3931},[76],{"categories":3933},[122],{"categories":3935},[119],{"categories":3937},[],{"categories":3939},[],{"categories":3941},[122],{"categories":3943},[174],{"categories":3945},[122],{"categories":3947},[],{"categories":3949},[142],{"categories":3951},[],{"categories":3953},[142],{"categories":3955},[183],{"categories":3957},[116],{"categories":3959},[183],{"categories":3961},[122],{"categories":3963},[76],{"categories":3965},[122],{"categories":3967},[122],{"categories":3969},[192],{"categories":3971},[183],{"categories":3973},[],{"categories":3975},[142],{"categories":3977},[122],{"categories":3979},[],{"categories":3981},[122],{"categories":3983},[122],{"categories":3985},[76],{"categories":3987},[122],{"categories":3989},[76],{"categories":3991},[122],{"categories":3993},[122],{"categories":3995},[122],{"categories":3997},[122],{"categories":3999},[119],{"categories":4001},[],{"categories":4003},[127],{"categories":4005},[142],{"categories":4007},[76],{"categories":4009},[122],{"categories":4011},[183],{"categories":4013},[],{"categories":4015},[183],{"categories":4017},[183],{"categories":4019},[122],{"categories":4021},[122],{"categories":4023},[122],{"categories":4025},[76],{"categories":4027},[142],{"categories":4029},[122],{"categories":4031},[122],{"categories":4033},[122],{"categories":4035},[119],{"categories":4037},[122],{"categories":4039},[76],{"categories":4041},[171],{"categories":4043},[],{"categories":4045},[174],{"categories":4047},[122],{"categories":4049},[],{"categories":4051},[142],{"categories":4053},[122],{"categories":4055},[192],{"categories":4057},[],{"categories":4059},[],{"categories":4061},[142],{"categories":4063},[142],{"categories":4065},[122],{"categories":4067},[192],{"categories":4069},[116],{"categories":4071},[76],{"categories":4073},[122],{"categories":4075},[76],{"categories":4077},[122],{"categories":4079},[119],{"categories":4081},[],{"categories":4083},[174],{"categories":4085},[],{"categories":4087},[142],{"categories":4089},[122],{"categories":4091},[174],{"categories":4093},[122],{"categories":4095},[183],{"categories":4097},[76],{"categories":4099},[171],{"categories":4101},[174],{"categories":4103},[174],{"categories":4105},[],{"categories":4107},[142],{"categories":4109},[122],{"categories":4111},[122],{"categories":4113},[183],{"categories":4115},[],{"categories":4117},[142],{"categories":4119},[142],{"categories":4121},[142],{"categories":4123},[],{"categories":4125},[76],{"categories":4127},[122],{"categories":4129},[],{"categories":4131},[116],{"categories":4133},[119],{"categories":4135},[],{"categories":4137},[122],{"categories":4139},[122],{"categories":4141},[],{"categories":4143},[183],{"categories":4145},[],{"categories":4147},[],{"categories":4149},[],{"categories":4151},[],{"categories":4153},[122],{"categories":4155},[142],{"categories":4157},[],{"categories":4159},[],{"categories":4161},[122],{"categories":4163},[122],{"categories":4165},[122],{"categories":4167},[174],{"categories":4169},[122],{"categories":4171},[174],{"categories":4173},[],{"categories":4175},[174],{"categories":4177},[174],{"categories":4179},[217],{"categories":4181},[76],{"categories":4183},[183],{"categories":4185},[],{"categories":4187},[],{"categories":4189},[174],{"categories":4191},[183],{"categories":4193},[183],{"categories":4195},[183],{"categories":4197},[],{"categories":4199},[116],{"categories":4201},[183],{"categories":4203},[183],{"categories":4205},[116],{"categories":4207},[183],{"categories":4209},[119],{"categories":4211},[183],{"categories":4213},[183],{"categories":4215},[183],{"categories":4217},[174],{"categories":4219},[142],{"categories":4221},[142],{"categories":4223},[122],{"categories":4225},[183],{"categories":4227},[174],{"categories":4229},[217],{"categories":4231},[174],{"categories":4233},[174],{"categories":4235},[174],{"categories":4237},[],{"categories":4239},[119],{"categories":4241},[],{"categories":4243},[217],{"categories":4245},[183],{"categories":4247},[183],{"categories":4249},[183],{"categories":4251},[76],{"categories":4253},[142,119],{"categories":4255},[174],{"categories":4257},[],{"categories":4259},[],{"categories":4261},[174],{"categories":4263},[],{"categories":4265},[174],{"categories":4267},[142],{"categories":4269},[76],{"categories":4271},[],{"categories":4273},[183],{"categories":4275},[122],{"categories":4277},[171],{"categories":4279},[],{"categories":4281},[122],{"categories":4283},[],{"categories":4285},[142],{"categories":4287},[116],{"categories":4289},[174],{"categories":4291},[],{"categories":4293},[183],{"categories":4295},[142],[4297,4347,4432,4570],{"id":4298,"title":4299,"ai":4300,"body":4306,"categories":4329,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":4330,"navigation":95,"path":4334,"published_at":4335,"question":77,"scraped_at":4336,"seo":4337,"sitemap":4338,"source_id":4339,"source_name":4340,"source_type":102,"source_url":4341,"stem":4342,"tags":4343,"thumbnail_url":77,"tldr":4344,"tweet":77,"unknown_tags":4345,"__hash__":4346},"summaries\u002Fsummaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary.md","Programming Stacks Map to LLM Agents for Smarter Builds",{"provider":7,"model":4301,"input_tokens":4302,"output_tokens":4303,"processing_time_ms":4304,"cost_usd":4305},"x-ai\u002Fgrok-4.1-fast",3863,1003,11090,0.0012516,{"type":14,"value":4307,"toc":4325},[4308,4312,4315,4318,4322],[17,4309,4311],{"id":4310},"analogy-equips-you-to-build-maintainable-agentic-systems","Analogy Equips You to Build Maintainable Agentic Systems",[22,4313,4314],{},"Traditional software engineering maps closely to LLM-based agentic systems, revealing why current stacks often fail at scale. Treat the LLM itself (e.g., Qwen, Llama, Claude) as your core programming language—it handles execution of instructions. MCP servers (like libraries such as NumPy or Textual) provide reusable capabilities without bloating the base model. Individual skills act as discrete programs, composed atop these for specific tasks. Context windows function like RAM: fast but volatile and size-limited, forcing careful state management. RAG serves as disk\u002Fdatabase: persistent, slower retrieval for grounding without overwhelming short-term memory.",[22,4316,4317],{},"This mapping isn't perfect—LLMs introduce non-determinism and hallucination risks absent in deterministic languages—but it holds enough to guide architecture. It breaks where LLMs lack compile-time checks or true modularity, yet applying software principles (e.g., minimize context bloat like RAM overuse, version MCPs like library deps) yields more reliable agents.",[17,4319,4321],{"id":4320},"practical-implications-shift-your-agent-stack","Practical Implications Shift Your Agent Stack",[22,4323,4324],{},"Adopt this lens to escape ad-hoc prompting: design agents as layered software stacks. Start with a capable LLM 'language,' plug in specialized MCP 'libraries' for domain logic, author focused 'skills' as composable units, manage context like volatile memory (evict aggressively), and offload facts to RAG for persistence. Result: systems that scale like apps, not brittle prompt chains—easier to debug, version, and extend. Hands-on builders gain a mental model for production agents, prioritizing composition over raw model power.",{"title":69,"searchDepth":70,"depth":70,"links":4326},[4327,4328],{"id":4310,"depth":70,"text":4311},{"id":4320,"depth":70,"text":4321},[122],{"content_references":4331,"triage":4332},[],{"relevance":91,"novelty":92,"quality":92,"actionability":92,"composite":93,"reasoning":4333},"Category: AI & LLMs. The article provides a detailed analogy between traditional software engineering and LLM-based systems, addressing the audience's need for practical applications in building AI-powered products. It offers actionable insights on structuring agentic systems, which is directly relevant to developers and founders looking to implement AI effectively.","\u002Fsummaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary","2026-04-29 01:52:13","2026-05-03 17:00:53",{"title":4299,"description":69},{"loc":4334},"788e0faff32168e3","Generative AI","https:\u002F\u002Fgenerativeai.pub\u002Fthe-hidden-analogy-between-programming-languages-and-llms-that-will-change-how-you-build-agentic-a344fa26dc09?source=rss----440100e76000---4","summaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary",[107,106,109],"Map LLMs to programming languages, MCP servers to libraries, skills to programs, context windows to RAM, and RAG to disk—use this analogy to compose and maintain agentic systems like traditional software.",[109],"_g6isC4Txgg9eOHjkCG4cbpzGLv4o7EVwKaZv6zkg2o",{"id":4348,"title":4349,"ai":4350,"body":4355,"categories":4403,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":4404,"navigation":95,"path":4415,"published_at":4416,"question":77,"scraped_at":4417,"seo":4418,"sitemap":4419,"source_id":4420,"source_name":4421,"source_type":4422,"source_url":4423,"stem":4424,"tags":4425,"thumbnail_url":4427,"tldr":4428,"tweet":4429,"unknown_tags":4430,"__hash__":4431},"summaries\u002Fsummaries\u002F8c1f84eeacbb9214-enforcing-guardrails-and-cost-control-in-ai-agents-summary.md","Enforcing Guardrails and Cost Control in AI Agents",{"provider":7,"model":8,"input_tokens":4351,"output_tokens":4352,"processing_time_ms":4353,"cost_usd":4354},5280,507,3153,0.0020805,{"type":14,"value":4356,"toc":4398},[4357,4361,4364,4368,4371,4391,4395],[17,4358,4360],{"id":4359},"implementing-middleware-guardrails","Implementing Middleware Guardrails",[22,4362,4363],{},"To prevent AI agents from straying from their intended purpose, developers can leverage the middleware pattern within the Agent Development Kit (ADK). This approach allows for the execution of custom code at specific lifecycle stages—before or after agent, model, or tool calls. By intercepting requests at these points, developers can enforce business logic that generic system prompts or broad safety filters might miss.",[17,4365,4367],{"id":4366},"strategic-policy-enforcement","Strategic Policy Enforcement",[22,4369,4370],{},"Effective guardrails require a multi-layered approach to handle different types of constraints:",[33,4372,4373,4379,4385],{},[36,4374,4375,4378],{},[39,4376,4377],{},"State-Aware Disclaimers:"," Instead of hardcoding disclaimers into system prompts (which risks repetitive, annoying output), use a callback that checks a flag in the conversation state. This ensures the disclaimer is presented exactly once to the user.",[36,4380,4381,4384],{},[39,4382,4383],{},"Intent-Based Judging:"," For complex constraints like distinguishing between \"financial research\" and \"financial advice,\" use a lightweight, fast LLM as a \"judge.\" This judge evaluates user intent before the primary agent processes the request. If the intent is deemed risky, the callback blocks the request entirely, saving the cost and latency of the main model.",[36,4386,4387,4390],{},[39,4388,4389],{},"Hardcoded Boundaries:"," For static constraints, such as prohibiting specific topics (e.g., cryptocurrency), simple string-matching functions within a callback provide a high-performance, low-cost alternative to LLM-based filtering.",[17,4392,4394],{"id":4393},"optimizing-for-performance-and-cost","Optimizing for Performance and Cost",[22,4396,4397],{},"Beyond safety, callbacks serve as a critical mechanism for cost management. By implementing a caching layer within the middleware, developers can intercept common queries and return cached responses. This reduces API token consumption and improves user experience by lowering latency for repetitive requests. This pattern is particularly effective for high-frequency queries that do not require real-time model computation.",{"title":69,"searchDepth":70,"depth":70,"links":4399},[4400,4401,4402],{"id":4359,"depth":70,"text":4360},{"id":4366,"depth":70,"text":4367},{"id":4393,"depth":70,"text":4394},[76],{"content_references":4405,"triage":4412},[4406,4410],{"type":83,"title":4407,"url":4408,"context":4409},"Agent Development Kit (ADK)","https:\u002F\u002Fgoo.gle\u002Fadk-financial-advisor","recommended",{"type":83,"title":4411,"context":86},"Model Armor",{"relevance":91,"novelty":92,"quality":92,"actionability":91,"composite":4413,"reasoning":4414},4.55,"Category: AI & LLMs. The article provides a detailed approach to implementing middleware guardrails in AI agents, addressing specific pain points such as cost control and policy enforcement. It offers actionable strategies like using callbacks for intent-based filtering and caching, which are directly applicable to developers building AI-powered products.","\u002Fsummaries\u002F8c1f84eeacbb9214-enforcing-guardrails-and-cost-control-in-ai-agents-summary","2026-05-28 16:00:35","2026-05-30 14:02:18",{"title":4349,"description":69},{"loc":4415},"8c1f84eeacbb9214","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=M43nN___cl0","summaries\u002F8c1f84eeacbb9214-enforcing-guardrails-and-cost-control-in-ai-agents-summary",[106,4426,108,107],"ai-tools","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FM43nN___cl0\u002Fhqdefault.jpg","Use middleware-based callbacks in the Agent Development Kit (ADK) to intercept agent requests for policy enforcement, intent-based filtering, and caching to reduce latency and costs.","This video provides a technical walkthrough of using agent callbacks in the [Agent Development Kit](https:\u002F\u002Fgoo.gle\u002Fadk-financial-advisor) to implement custom guardrails and caching. The presenters demonstrate how to intercept requests to enforce business logic, such as blocking specific topics or managing conversation state, rather than relying solely on system prompts or external filtering tools.",[],"gNlQcJeLzgEhFJxjOwXVfOjexNQVRt-ybGFcJVdP_gg",{"id":4433,"title":4434,"ai":4435,"body":4440,"categories":4543,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":4544,"navigation":95,"path":4557,"published_at":4558,"question":77,"scraped_at":4559,"seo":4560,"sitemap":4561,"source_id":4562,"source_name":4563,"source_type":102,"source_url":4564,"stem":4565,"tags":4566,"thumbnail_url":77,"tldr":4567,"tweet":77,"unknown_tags":4568,"__hash__":4569},"summaries\u002Fsummaries\u002F0970a0300f4974e1-building-an-openai-powered-appointment-bot-with-ko-summary.md","Building an OpenAI-Powered Appointment Bot with Kommunicate",{"provider":7,"model":8,"input_tokens":4436,"output_tokens":4437,"processing_time_ms":4438,"cost_usd":4439},9439,720,3875,0.00343975,{"type":14,"value":4441,"toc":4538},[4442,4446,4449,4453,4456,4492,4496],[17,4443,4445],{"id":4444},"automating-scheduling-with-conversational-ai","Automating Scheduling with Conversational AI",[22,4447,4448],{},"Building an appointment bot requires bridging the gap between natural language intent and structured backend data. By using Kommunicate’s Kompose builder, you can create a conversational agent that handles the entire booking lifecycle—from identifying the user's need for a specialist to confirming a time slot on a Google Calendar—without needing a separate backend server.",[17,4450,4452],{"id":4451},"the-technical-workflow","The Technical Workflow",[22,4454,4455],{},"The system relies on three primary inline code functions executed within the bot builder:",[4457,4458,4459,4470,4479],"ol",{},[36,4460,4461,4464,4465,4469],{},[39,4462,4463],{},"Availability Discovery",": The ",[4466,4467,4468],"code",{},"ShowAvailableSlots"," function queries the Google Calendar Freebusy API. It filters the doctor's calendar for the next 7 days, excludes times outside of defined clinic hours (e.g., 9 AM–5 PM), and identifies free 1-hour windows. These are returned to the user as clickable buttons.",[36,4471,4472,4464,4475,4478],{},[39,4473,4474],{},"Data Collection",[4466,4476,4477],{},"ShowBookingForm"," function captures user details (name, email) and passes hidden metadata (specialty, selected ISO timestamp) to the final step.",[36,4480,4481,4464,4484,4487,4488,4491],{},[39,4482,4483],{},"Event Finalization",[4466,4485,4486],{},"BookAppointment"," function uses the collected data to perform a ",[4466,4489,4490],{},"calendar.events.insert"," call, creating the official appointment and providing the user with a confirmation link.",[17,4493,4495],{"id":4494},"implementation-best-practices","Implementation Best Practices",[33,4497,4498,4512,4522,4532],{},[36,4499,4500,4503,4504,4507,4508,4511],{},[39,4501,4502],{},"Authentication",": Use the Google OAuth Playground to generate persistent access and refresh tokens. Ensure your Google Cloud project has the Calendar API enabled and the correct scopes (",[4466,4505,4506],{},"calendar.readonly"," and ",[4466,4509,4510],{},"calendar.events.freebusy",") configured.",[36,4513,4514,4517,4518,4521],{},[39,4515,4516],{},"Mapping Logic",": Maintain a dictionary (",[4466,4519,4520],{},"DOCTOR_CALENDARS",") that maps specific specialties to unique Google Calendar IDs. This allows the bot to scale by simply adding new entries to the map.",[36,4523,4524,4527,4528,4531],{},[39,4525,4526],{},"Time Zone Management",": Explicitly set the ",[4466,4529,4530],{},"TIME_ZONE"," variable in both the availability check and the event creation functions to ensure consistency between the user's view and the doctor's calendar.",[36,4533,4534,4537],{},[39,4535,4536],{},"Extensibility",": The workflow can be enhanced by integrating email APIs like SendGrid for receipts, Google Sheets for administrative logging, or connecting to the WhatsApp Cloud API for broader distribution.",{"title":69,"searchDepth":70,"depth":70,"links":4539},[4540,4541,4542],{"id":4444,"depth":70,"text":4445},{"id":4451,"depth":70,"text":4452},{"id":4494,"depth":70,"text":4495},[76],{"content_references":4545,"triage":4555},[4546,4549,4552],{"type":83,"title":4547,"url":4548,"context":4409},"Kommunicate","https:\u002F\u002Fdashboard.kommunicate.io\u002Fsignup",{"type":83,"title":4550,"url":4551,"context":4409},"Google Calendar API","https:\u002F\u002Fconsole.cloud.google.com\u002Fapis\u002Flibrary\u002Fcalendar-json.googleapis.com",{"type":83,"title":4553,"url":4554,"context":4409},"Google OAuth Playground","https:\u002F\u002Fdevelopers.google.com\u002Foauthplayground\u002F",{"relevance":91,"novelty":92,"quality":92,"actionability":91,"composite":4413,"reasoning":4556},"Category: AI Automation. The article provides a detailed, practical guide on building an AI-powered appointment bot, addressing specific pain points like automating scheduling and integrating with Google Calendar. It includes actionable steps and best practices that the audience can implement directly.","\u002Fsummaries\u002F0970a0300f4974e1-building-an-openai-powered-appointment-bot-with-ko-summary","2026-05-22 16:47:22","2026-05-22 19:01:05",{"title":4434,"description":69},{"loc":4557},"0970a0300f4974e1","Python in Plain English","https:\u002F\u002Fpython.plainenglish.io\u002Fbuilding-an-openai-powered-appointment-bot-with-kommunicate-a7bdef890fcd?source=rss----78073def27b8---4","summaries\u002F0970a0300f4974e1-building-an-openai-powered-appointment-bot-with-ko-summary",[4426,108,107,106],"Automate appointment scheduling by integrating an AI agent with Google Calendar via Kommunicate's inline code, enabling real-time availability checks and automated event booking without external webhooks.",[],"Vd8Z-e7ZD-XFyE7YxFhfxK73TS7ZpcAQ_yB35r5ke5s",{"id":4571,"title":4572,"ai":4573,"body":4578,"categories":4598,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":4599,"navigation":95,"path":4618,"published_at":4619,"question":77,"scraped_at":4620,"seo":4621,"sitemap":4622,"source_id":4623,"source_name":4624,"source_type":102,"source_url":4625,"stem":4626,"tags":4627,"thumbnail_url":77,"tldr":4628,"tweet":77,"unknown_tags":4629,"__hash__":4630},"summaries\u002Fsummaries\u002F9fe3e2941f05187b-spotify-launches-studio-app-for-ai-generated-perso-summary.md","Spotify Launches 'Studio' App for AI-Generated Personal Podcasts",{"provider":7,"model":8,"input_tokens":4574,"output_tokens":4575,"processing_time_ms":4576,"cost_usd":4577},6145,571,2905,0.00239275,{"type":14,"value":4579,"toc":4594},[4580,4584,4587,4591],[17,4581,4583],{"id":4582},"personalizing-audio-via-ai-agents","Personalizing Audio via AI Agents",[22,4585,4586],{},"Spotify is expanding its footprint in AI-generated audio with the launch of 'Studio by Spotify Labs,' a standalone desktop application. The tool leverages AI agents capable of browsing the web and accessing personal data—such as email, calendar schedules, and booking information—to synthesize custom audio briefings. Users can issue complex, multi-step prompts, such as requesting a daily itinerary for a trip that includes dinner recommendations and relevant podcast suggestions for the drive. These generated podcasts are saved directly to the user's Spotify library for private, cross-device consumption.",[17,4588,4590],{"id":4589},"strategic-pivot-toward-audio-utility","Strategic Pivot Toward Audio Utility",[22,4592,4593],{},"This launch positions Spotify as a direct competitor to Google’s NotebookLM and other productivity-focused audio tools like ElevenLabs, Hero, and Huxe. By moving beyond a command-line tool for developers toward a consumer-facing desktop app, Spotify is broadening the accessibility of AI-generated audio. The move signals a strategic intent to capture more of the user's daily workflow, potentially evolving into a 'Granola-style' notetaker that could eventually record and summarize system audio or meetings. The company is currently rolling out the app as a research preview across more than 20 markets for users aged 18 and older, while explicitly warning that the AI may produce unreliable content.",{"title":69,"searchDepth":70,"depth":70,"links":4595},[4596,4597],{"id":4582,"depth":70,"text":4583},{"id":4589,"depth":70,"text":4590},[76],{"content_references":4600,"triage":4614},[4601,4605,4608,4610,4612],{"type":83,"title":4602,"publisher":4603,"url":4604,"context":86},"NotebookLM","Google","https:\u002F\u002Fnotebooklm.google.com\u002F",{"type":83,"title":4606,"url":4607,"context":86},"ElevenLabs","https:\u002F\u002Felevenlabs.io\u002F",{"type":83,"title":4609,"context":86},"Hero",{"type":83,"title":4611,"context":86},"Huxe",{"type":83,"title":4613,"context":86},"Rewind",{"relevance":4615,"novelty":4615,"quality":92,"actionability":70,"composite":4616,"reasoning":4617},3,3.05,"Category: AI & LLMs. The article discusses Spotify's new app that utilizes AI agents for generating personalized audio content, which aligns with the audience's interest in AI tools. However, it lacks specific actionable insights or frameworks that the audience could implement in their own projects.","\u002Fsummaries\u002F9fe3e2941f05187b-spotify-launches-studio-app-for-ai-generated-perso-summary","2026-05-21 15:27:00","2026-05-21 19:01:17",{"title":4572,"description":69},{"loc":4618},"9fe3e2941f05187b","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F21\u002Fspotify-debuts-a-new-desktop-app-for-creating-personal-podcasts\u002F","summaries\u002F9fe3e2941f05187b-spotify-launches-studio-app-for-ai-generated-perso-summary",[4426,108,107,106],"Spotify has released a new desktop app, Studio by Spotify Labs, which uses AI agents to synthesize personal data—like calendars and emails—into private, on-demand audio briefings.",[],"tuUuyok2aWq91q1mwf3_NYZi3YNzhplGwFOPxwzUaDg"]