[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-46b3a7a4a547cd3f-redesigning-the-sdlc-for-ai-driven-productivity-summary":3,"summaries-facets-categories":153,"summary-related-46b3a7a4a547cd3f-redesigning-the-sdlc-for-ai-driven-productivity-summary":5074},{"id":4,"title":5,"ai":6,"body":13,"categories":120,"created_at":122,"date_modified":122,"description":113,"extension":123,"faq":122,"featured":124,"kicker_label":122,"meta":125,"navigation":132,"path":133,"published_at":134,"question":122,"scraped_at":135,"seo":136,"sitemap":137,"source_id":138,"source_name":139,"source_type":140,"source_url":141,"stem":142,"tags":143,"thumbnail_url":148,"tldr":149,"tweet":150,"unknown_tags":151,"__hash__":152},"summaries\u002Fsummaries\u002F46b3a7a4a547cd3f-redesigning-the-sdlc-for-ai-driven-productivity-summary.md","Redesigning the SDLC for AI-Driven Productivity",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5665,743,5539,0.00253075,{"type":14,"value":15,"toc":112},"minimark",[16,21,25,29,32,49,53,56,82,86,89,109],[17,18,20],"h2",{"id":19},"the-productivity-paradox-in-ai-coding","The Productivity Paradox in AI Coding",[22,23,24],"p",{},"Recent studies indicate that developers using AI coding tools can actually become 20% less productive despite feeling faster. This occurs because AI is often applied to a single, isolated phase of the Software Development Lifecycle (SDLC) without addressing the systemic bottlenecks that exist between teams. In a typical lifecycle, developers spend significant time waiting on product teams for requirements, QA for testing, or Ops for deployment. When AI accelerates only the 'coding' box, the time saved is simply absorbed by these existing organizational delays, resulting in no net gain for the delivery process.",[17,26,28],{"id":27},"the-failure-of-current-ai-delegation-models","The Failure of Current AI Delegation Models",[22,30,31],{},"Teams currently struggle with AI integration by falling into two ineffective patterns:",[33,34,35,43],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Over-delegation:"," Handing ambiguous, high-level goals (e.g., \"build an e-commerce platform\") to a frontier model. This results in massive amounts of unverified code that requires extensive human review, effectively stalling the pipeline.",[36,44,45,48],{},[39,46,47],{},"Under-delegation:"," Keeping the intellectual heavy lifting (planning, architecture, and task breakdown) entirely human-led and using AI only for minor snippets. While this produces high-quality code, it fails to leverage AI's potential to speed up the most time-consuming parts of the lifecycle.",[17,50,52],{"id":51},"redesigning-the-lifecycle-around-ai","Redesigning the Lifecycle Around AI",[22,54,55],{},"To achieve real productivity, organizations must shift from \"vibes-based coding\" to a structured, AI-native SDLC. This involves:",[33,57,58,64,70,76],{},[36,59,60,63],{},[39,61,62],{},"Requirements & Design:"," Use AI to synthesize unstructured data—such as user surveys, emails, and support logs—to generate actionable user stories and identify root causes of production failures.",[36,65,66,69],{},[39,67,68],{},"Spec-Driven Development:"," Instead of asking models to \"write code,\" translate intent into detailed specifications. Use sub-agents to handle specific tasks like dependency research, data fetching via MCP servers, and specialized code editing.",[36,71,72,75],{},[39,73,74],{},"Automated Testing & Ops:"," Shift manual testing bottlenecks by generating unit tests directly from user stories. Use AI to analyze stack traces for faster incident response and leverage models to manage infrastructure-as-code (e.g., Kubernetes YAML or Ansible scripts) for deployment.",[36,77,78,81],{},[39,79,80],{},"Legacy Modernization:"," Use AI to reverse-engineer and document legacy systems, providing a clear path forward for codebases where the original context has been lost.",[17,83,85],{"id":84},"measuring-success-through-outcomes","Measuring Success Through Outcomes",[22,87,88],{},"Moving forward, success should not be measured by lines of code generated. Instead, teams should focus on:",[33,90,91,97,103],{},[36,92,93,96],{},[39,94,95],{},"System Health:"," Monitoring the stability and reliability of production environments.",[36,98,99,102],{},[39,100,101],{},"Maintainability:"," Reducing code complexity and technical debt.",[36,104,105,108],{},[39,106,107],{},"Cycle Time:"," Decreasing the time required to ship changes and new features.",[22,110,111],{},"By shifting the human role from \"typing code\" to \"validating AI-generated outputs\" and coordinating cross-team workflows, organizations can remove the friction that currently prevents AI from delivering on its promise.",{"title":113,"searchDepth":114,"depth":114,"links":115},"",2,[116,117,118,119],{"id":19,"depth":114,"text":20},{"id":27,"depth":114,"text":28},{"id":51,"depth":114,"text":52},{"id":84,"depth":114,"text":85},[121],"Software Engineering",null,"md",false,{"content_references":126,"triage":127},[],{"relevance":128,"novelty":129,"quality":129,"actionability":129,"composite":130,"reasoning":131},5,4,4.35,"Category: Product Strategy. The article addresses the redesign of the Software Development Lifecycle (SDLC) specifically for AI integration, which is a core concern for product builders. It provides actionable insights on how to leverage AI for requirements synthesis and automated testing, moving beyond just coding.",true,"\u002Fsummaries\u002F46b3a7a4a547cd3f-redesigning-the-sdlc-for-ai-driven-productivity-summary","2026-06-22 11:00:22","2026-06-22 12:56:16",{"title":5,"description":113},{"loc":133},"46b3a7a4a547cd3f","IBM Technology","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=4wMRXmLpdA8","summaries\u002F46b3a7a4a547cd3f-redesigning-the-sdlc-for-ai-driven-productivity-summary",[144,145,146,147],"ai-tools","agents","product-strategy","sdlc","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F4wMRXmLpdA8\u002Fhqdefault.jpg","AI coding tools often fail to increase productivity because they are bolted onto fragmented, manual workflows. Real gains come from redesigning the entire SDLC to use AI agents for requirements synthesis, spec-driven development, and automated testing, rather than just generating code.","This video argues that AI coding tools fail to boost productivity because they are being bolted onto broken, fragmented workflows rather than being used to redesign the entire software development lifecycle. The speaker advocates for shifting from \"vibe coding\" to spec-driven development and using AI agents to bridge communication gaps between product, QA, and operations teams.",[147],"a5C4tjGk17jGXAYHqaIYuePITPWpwB6QMnYJP0mCh-w",[154,157,160,163,166,169,171,173,175,177,179,181,183,185,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,221,224,226,228,230,232,234,236,238,240,242,245,247,249,251,253,255,257,259,261,263,265,267,269,271,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072],{"categories":155},[156],"Developer Productivity",{"categories":158},[159],"Business & SaaS",{"categories":161},[162],"AI & LLMs",{"categories":164},[165],"AI Automation",{"categories":167},[168],"Product Strategy",{"categories":170},[162],{"categories":172},[156],{"categories":174},[162],{"categories":176},[159],{"categories":178},[],{"categories":180},[162],{"categories":182},[165],{"categories":184},[],{"categories":186},[187],"AI News & Trends",{"categories":189},[165],{"categories":191},[162],{"categories":193},[165],{"categories":195},[187],{"categories":197},[165],{"categories":199},[165],{"categories":201},[162],{"categories":203},[165],{"categories":205},[162],{"categories":207},[162],{"categories":209},[162],{"categories":211},[187],{"categories":213},[162],{"categories":215},[162],{"categories":217},[],{"categories":219},[220],"Design & Frontend",{"categories":222},[223],"Data Science & Visualization",{"categories":225},[187],{"categories":227},[162],{"categories":229},[],{"categories":231},[162],{"categories":233},[165],{"categories":235},[121],{"categories":237},[162],{"categories":239},[165],{"categories":241},[162],{"categories":243},[244],"Marketing & Growth",{"categories":246},[220],{"categories":248},[162],{"categories":250},[165],{"categories":252},[162],{"categories":254},[],{"categories":256},[],{"categories":258},[220],{"categories":260},[165],{"categories":262},[156],{"categories":264},[121],{"categories":266},[220],{"categories":268},[162],{"categories":270},[121],{"categories":272},[273],"DevOps & Cloud",{"categories":275},[165],{"categories":277},[168],{"categories":279},[187],{"categories":281},[162],{"categories":283},[],{"categories":285},[162],{"categories":287},[],{"categories":289},[165],{"categories":291},[121],{"categories":293},[],{"categories":295},[159],{"categories":297},[],{"categories":299},[],{"categories":301},[162],{"categories":303},[165],{"categories":305},[162],{"categories":307},[162],{"categories":309},[165],{"categories":311},[162],{"categories":313},[162],{"categories":315},[162],{"categories":317},[],{"categories":319},[121],{"categories":321},[],{"categories":323},[],{"categories":325},[121],{"categories":327},[],{"categories":329},[121],{"categories":331},[162],{"categories":333},[162],{"categories":335},[244],{"categories":337},[220],{"categories":339},[220],{"categories":341},[162],{"categories":343},[121],{"categories":345},[165],{"categories":347},[121],{"categories":349},[162],{"categories":351},[162],{"categories":353},[165],{"categories":355},[165],{"categories":357},[223],{"categories":359},[187],{"categories":361},[165],{"categories":363},[165],{"categories":365},[244],{"categories":367},[165],{"categories":369},[168],{"categories":371},[121],{"categories":373},[],{"categories":375},[165],{"categories":377},[],{"categories":379},[165],{"categories":381},[162],{"categories":383},[121],{"categories":385},[273],{"categories":387},[220],{"categories":389},[162],{"categories":391},[],{"categories":393},[121],{"categories":395},[162],{"categories":397},[],{"categories":399},[165],{"categories":401},[],{"categories":403},[162],{"categories":405},[],{"categories":407},[156],{"categories":409},[121],{"categories":411},[159],{"categories":413},[162],{"categories":415},[162],{"categories":417},[187],{"categories":419},[162],{"categories":421},[],{"categories":423},[162],{"categories":425},[],{"categories":427},[121],{"categories":429},[223],{"categories":431},[],{"categories":433},[162],{"categories":435},[220],{"categories":437},[],{"categories":439},[220],{"categories":441},[165],{"categories":443},[],{"categories":445},[162],{"categories":447},[162],{"categories":449},[165],{"categories":451},[187],{"categories":453},[159],{"categories":455},[162],{"categories":457},[],{"categories":459},[121],{"categories":461},[165],{"categories":463},[162],{"categories":465},[168],{"categories":467},[],{"categories":469},[162],{"categories":471},[168],{"categories":473},[165],{"categories":475},[162],{"categories":477},[165],{"categories":479},[],{"categories":481},[223],{"categories":483},[162],{"categories":485},[],{"categories":487},[156],{"categories":489},[162],{"categories":491},[159],{"categories":493},[162],{"categories":495},[165],{"categories":497},[162],{"categories":499},[162],{"categories":501},[121],{"categories":503},[162],{"categories":505},[],{"categories":507},[],{"categories":509},[162],{"categories":511},[162],{"categories":513},[162],{"categories":515},[],{"categories":517},[220],{"categories":519},[],{"categories":521},[162],{"categories":523},[],{"categories":525},[165],{"categories":527},[162],{"categories":529},[220],{"categories":531},[],{"categories":533},[162],{"categories":535},[165],{"categories":537},[162],{"categories":539},[159],{"categories":541},[165],{"categories":543},[162],{"categories":545},[162],{"categories":547},[220],{"categories":549},[165],{"categories":551},[],{"categories":553},[121],{"categories":555},[165],{"categories":557},[],{"categories":559},[187],{"categories":561},[],{"categories":563},[162],{"categories":565},[162],{"categories":567},[159,244],{"categories":569},[],{"categories":571},[162],{"categories":573},[162],{"categories":575},[165],{"categories":577},[],{"categories":579},[],{"categories":581},[162],{"categories":583},[220],{"categories":585},[162],{"categories":587},[],{"categories":589},[162],{"categories":591},[273],{"categories":593},[],{"categories":595},[187],{"categories":597},[220],{"categories":599},[],{"categories":601},[187],{"categories":603},[162],{"categories":605},[165],{"categories":607},[187],{"categories":609},[162],{"categories":611},[244],{"categories":613},[],{"categories":615},[165],{"categories":617},[159],{"categories":619},[121],{"categories":621},[162],{"categories":623},[165],{"categories":625},[],{"categories":627},[162,273],{"categories":629},[162],{"categories":631},[162],{"categories":633},[162],{"categories":635},[165],{"categories":637},[162,121],{"categories":639},[223],{"categories":641},[162],{"categories":643},[162],{"categories":645},[121],{"categories":647},[165],{"categories":649},[244],{"categories":651},[165],{"categories":653},[162],{"categories":655},[162],{"categories":657},[165],{"categories":659},[],{"categories":661},[165],{"categories":663},[162],{"categories":665},[162,159],{"categories":667},[159],{"categories":669},[],{"categories":671},[220],{"categories":673},[220],{"categories":675},[162],{"categories":677},[],{"categories":679},[],{"categories":681},[187],{"categories":683},[],{"categories":685},[156],{"categories":687},[162],{"categories":689},[121],{"categories":691},[162],{"categories":693},[220],{"categories":695},[162],{"categories":697},[165],{"categories":699},[121],{"categories":701},[187],{"categories":703},[220],{"categories":705},[],{"categories":707},[162],{"categories":709},[162],{"categories":711},[162],{"categories":713},[162],{"categories":715},[162],{"categories":717},[162],{"categories":719},[187],{"categories":721},[156],{"categories":723},[162],{"categories":725},[165],{"categories":727},[273],{"categories":729},[220],{"categories":731},[162],{"categories":733},[165],{"categories":735},[],{"categories":737},[],{"categories":739},[220],{"categories":741},[187],{"categories":743},[223],{"categories":745},[],{"categories":747},[162],{"categories":749},[162],{"categories":751},[159],{"categories":753},[162],{"categories":755},[162],{"categories":757},[162],{"categories":759},[187],{"categories":761},[220],{"categories":763},[],{"categories":765},[165],{"categories":767},[121],{"categories":769},[],{"categories":771},[162],{"categories":773},[162],{"categories":775},[165],{"categories":777},[121],{"categories":779},[162],{"categories":781},[223],{"categories":783},[],{"categories":785},[162],{"categories":787},[],{"categories":789},[162],{"categories":791},[],{"categories":793},[168],{"categories":795},[159],{"categories":797},[165],{"categories":799},[165],{"categories":801},[],{"categories":803},[156],{"categories":805},[162],{"categories":807},[159],{"categories":809},[187],{"categories":811},[156],{"categories":813},[],{"categories":815},[162],{"categories":817},[],{"categories":819},[],{"categories":821},[187],{"categories":823},[187],{"categories":825},[],{"categories":827},[220],{"categories":829},[121],{"categories":831},[],{"categories":833},[159],{"categories":835},[],{"categories":837},[],{"categories":839},[156],{"categories":841},[223],{"categories":843},[],{"categories":845},[244],{"categories":847},[165],{"categories":849},[159],{"categories":851},[165],{"categories":853},[121],{"categories":855},[],{"categories":857},[168],{"categories":859},[162],{"categories":861},[220],{"categories":863},[121],{"categories":865},[162],{"categories":867},[165],{"categories":869},[159],{"categories":871},[162],{"categories":873},[],{"categories":875},[],{"categories":877},[121],{"categories":879},[223],{"categories":881},[168],{"categories":883},[162],{"categories":885},[165],{"categories":887},[162],{"categories":889},[],{"categories":891},[187],{"categories":893},[273],{"categories":895},[],{"categories":897},[165],{"categories":899},[],{"categories":901},[156],{"categories":903},[],{"categories":905},[162],{"categories":907},[162],{"categories":909},[220],{"categories":911},[244],{"categories":913},[121],{"categories":915},[165],{"categories":917},[],{"categories":919},[121],{"categories":921},[156],{"categories":923},[],{"categories":925},[187],{"categories":927},[162,273],{"categories":929},[162],{"categories":931},[187],{"categories":933},[162],{"categories":935},[162],{"categories":937},[159],{"categories":939},[162],{"categories":941},[],{"categories":943},[162],{"categories":945},[159],{"categories":947},[162],{"categories":949},[],{"categories":951},[165],{"categories":953},[121],{"categories":955},[220],{"categories":957},[187],{"categories":959},[223],{"categories":961},[162],{"categories":963},[156],{"categories":965},[162],{"categories":967},[165],{"categories":969},[162],{"categories":971},[121],{"categories":973},[121],{"categories":975},[],{"categories":977},[],{"categories":979},[165],{"categories":981},[168],{"categories":983},[],{"categories":985},[162],{"categories":987},[],{"categories":989},[220],{"categories":991},[165],{"categories":993},[121],{"categories":995},[220],{"categories":997},[162],{"categories":999},[220],{"categories":1001},[],{"categories":1003},[],{"categories":1005},[187],{"categories":1007},[165],{"categories":1009},[165],{"categories":1011},[162],{"categories":1013},[162],{"categories":1015},[162],{"categories":1017},[159],{"categories":1019},[162],{"categories":1021},[162],{"categories":1023},[],{"categories":1025},[121],{"categories":1027},[121],{"categories":1029},[162],{"categories":1031},[121],{"categories":1033},[159],{"categories":1035},[],{"categories":1037},[162],{"categories":1039},[162],{"categories":1041},[165],{"categories":1043},[156],{"categories":1045},[159],{"categories":1047},[187],{"categories":1049},[165],{"categories":1051},[244],{"categories":1053},[162],{"categories":1055},[165],{"categories":1057},[],{"categories":1059},[220],{"categories":1061},[],{"categories":1063},[162],{"categories":1065},[162],{"categories":1067},[],{"categories":1069},[121],{"categories":1071},[159],{"categories":1073},[165],{"categories":1075},[],{"categories":1077},[162],{"categories":1079},[162],{"categories":1081},[273],{"categories":1083},[223],{"categories":1085},[121],{"categories":1087},[244],{"categories":1089},[162],{"categories":1091},[220],{"categories":1093},[162],{"categories":1095},[121],{"categories":1097},[165],{"categories":1099},[],{"categories":1101},[],{"categories":1103},[165],{"categories":1105},[156],{"categories":1107},[165],{"categories":1109},[168],{"categories":1111},[159],{"categories":1113},[],{"categories":1115},[162],{"categories":1117},[168],{"categories":1119},[162],{"categories":1121},[162],{"categories":1123},[162],{"categories":1125},[162],{"categories":1127},[162],{"categories":1129},[244],{"categories":1131},[162],{"categories":1133},[162],{"categories":1135},[162],{"categories":1137},[162],{"categories":1139},[220],{"categories":1141},[165],{"categories":1143},[],{"categories":1145},[],{"categories":1147},[273],{"categories":1149},[121],{"categories":1151},[],{"categories":1153},[165],{"categories":1155},[162],{"categories":1157},[220,162],{"categories":1159},[156],{"categories":1161},[],{"categories":1163},[162],{"categories":1165},[156],{"categories":1167},[220],{"categories":1169},[165],{"categories":1171},[121],{"categories":1173},[],{"categories":1175},[162],{"categories":1177},[],{"categories":1179},[],{"categories":1181},[162],{"categories":1183},[156],{"categories":1185},[162],{"categories":1187},[162],{"categories":1189},[],{"categories":1191},[165],{"categories":1193},[168],{"categories":1195},[121],{"categories":1197},[162],{"categories":1199},[162],{"categories":1201},[162],{"categories":1203},[220],{"categories":1205},[165],{"categories":1207},[273],{"categories":1209},[220],{"categories":1211},[159],{"categories":1213},[165],{"categories":1215},[162],{"categories":1217},[162],{"categories":1219},[162],{"categories":1221},[165],{"categories":1223},[121],{"categories":1225},[162],{"categories":1227},[168],{"categories":1229},[],{"categories":1231},[187],{"categories":1233},[],{"categories":1235},[168],{"categories":1237},[165],{"categories":1239},[220],{"categories":1241},[162],{"categories":1243},[162],{"categories":1245},[165],{"categories":1247},[121],{"categories":1249},[220],{"categories":1251},[165],{"categories":1253},[187],{"categories":1255},[],{"categories":1257},[162],{"categories":1259},[],{"categories":1261},[162],{"categories":1263},[162],{"categories":1265},[220],{"categories":1267},[162],{"categories":1269},[156],{"categories":1271},[187],{"categories":1273},[162],{"categories":1275},[162],{"categories":1277},[244],{"categories":1279},[162],{"categories":1281},[162],{"categories":1283},[165],{"categories":1285},[165],{"categories":1287},[162],{"categories":1289},[162],{"categories":1291},[165],{"categories":1293},[165],{"categories":1295},[162],{"categories":1297},[162],{"categories":1299},[165],{"categories":1301},[220],{"categories":1303},[162],{"categories":1305},[162],{"categories":1307},[],{"categories":1309},[],{"categories":1311},[121],{"categories":1313},[],{"categories":1315},[156],{"categories":1317},[273],{"categories":1319},[162],{"categories":1321},[],{"categories":1323},[156],{"categories":1325},[159],{"categories":1327},[162],{"categories":1329},[244],{"categories":1331},[],{"categories":1333},[159],{"categories":1335},[159],{"categories":1337},[],{"categories":1339},[162],{"categories":1341},[121],{"categories":1343},[],{"categories":1345},[],{"categories":1347},[],{"categories":1349},[],{"categories":1351},[162],{"categories":1353},[165],{"categories":1355},[273],{"categories":1357},[162],{"categories":1359},[156],{"categories":1361},[121],{"categories":1363},[162],{"categories":1365},[162],{"categories":1367},[121],{"categories":1369},[168],{"categories":1371},[162],{"categories":1373},[244],{"categories":1375},[121],{"categories":1377},[159],{"categories":1379},[162],{"categories":1381},[162],{"categories":1383},[162],{"categories":1385},[162],{"categories":1387},[165],{"categories":1389},[162,156],{"categories":1391},[121],{"categories":1393},[121],{"categories":1395},[220],{"categories":1397},[165],{"categories":1399},[121],{"categories":1401},[162],{"categories":1403},[162],{"categories":1405},[],{"categories":1407},[],{"categories":1409},[162],{"categories":1411},[],{"categories":1413},[162],{"categories":1415},[121],{"categories":1417},[223],{"categories":1419},[187],{"categories":1421},[220],{"categories":1423},[162],{"categories":1425},[121],{"categories":1427},[],{"categories":1429},[165],{"categories":1431},[162],{"categories":1433},[162],{"categories":1435},[162],{"categories":1437},[162],{"categories":1439},[],{"categories":1441},[165],{"categories":1443},[162],{"categories":1445},[162],{"categories":1447},[],{"categories":1449},[165],{"categories":1451},[162],{"categories":1453},[159],{"categories":1455},[],{"categories":1457},[156],{"categories":1459},[162],{"categories":1461},[220],{"categories":1463},[121],{"categories":1465},[162],{"categories":1467},[156],{"categories":1469},[162],{"categories":1471},[121],{"categories":1473},[244],{"categories":1475},[165],{"categories":1477},[165],{"categories":1479},[162,220],{"categories":1481},[187],{"categories":1483},[162],{"categories":1485},[220],{"categories":1487},[],{"categories":1489},[121],{"categories":1491},[273],{"categories":1493},[220],{"categories":1495},[121],{"categories":1497},[162],{"categories":1499},[168],{"categories":1501},[162],{"categories":1503},[165],{"categories":1505},[],{"categories":1507},[],{"categories":1509},[],{"categories":1511},[],{"categories":1513},[168],{"categories":1515},[121],{"categories":1517},[162],{"categories":1519},[165],{"categories":1521},[159],{"categories":1523},[165],{"categories":1525},[273],{"categories":1527},[162],{"categories":1529},[162],{"categories":1531},[162],{"categories":1533},[165],{"categories":1535},[162],{"categories":1537},[162],{"categories":1539},[],{"categories":1541},[220],{"categories":1543},[121],{"categories":1545},[],{"categories":1547},[],{"categories":1549},[165],{"categories":1551},[],{"categories":1553},[],{"categories":1555},[244],{"categories":1557},[244],{"categories":1559},[165],{"categories":1561},[121],{"categories":1563},[],{"categories":1565},[162],{"categories":1567},[162],{"categories":1569},[121],{"categories":1571},[220],{"categories":1573},[220],{"categories":1575},[162],{"categories":1577},[165],{"categories":1579},[156],{"categories":1581},[162],{"categories":1583},[162],{"categories":1585},[220],{"categories":1587},[220],{"categories":1589},[165],{"categories":1591},[165],{"categories":1593},[162],{"categories":1595},[],{"categories":1597},[162],{"categories":1599},[],{"categories":1601},[162],{"categories":1603},[165],{"categories":1605},[187],{"categories":1607},[121],{"categories":1609},[162],{"categories":1611},[121],{"categories":1613},[156],{"categories":1615},[162],{"categories":1617},[],{"categories":1619},[165],{"categories":1621},[165],{"categories":1623},[],{"categories":1625},[121],{"categories":1627},[162],{"categories":1629},[156],{"categories":1631},[162],{"categories":1633},[156],{"categories":1635},[156],{"categories":1637},[],{"categories":1639},[121],{"categories":1641},[],{"categories":1643},[165],{"categories":1645},[187],{"categories":1647},[162],{"categories":1649},[165],{"categories":1651},[162],{"categories":1653},[165],{"categories":1655},[162],{"categories":1657},[187],{"categories":1659},[223],{"categories":1661},[162],{"categories":1663},[168],{"categories":1665},[187],{"categories":1667},[220],{"categories":1669},[],{"categories":1671},[],{"categories":1673},[162],{"categories":1675},[162],{"categories":1677},[187],{"categories":1679},[],{"categories":1681},[],{"categories":1683},[],{"categories":1685},[165],{"categories":1687},[162],{"categories":1689},[],{"categories":1691},[121],{"categories":1693},[121],{"categories":1695},[223],{"categories":1697},[],{"categories":1699},[162],{"categories":1701},[162],{"categories":1703},[162],{"categories":1705},[223],{"categories":1707},[121],{"categories":1709},[],{"categories":1711},[],{"categories":1713},[165],{"categories":1715},[165],{"categories":1717},[121],{"categories":1719},[165],{"categories":1721},[187],{"categories":1723},[187],{"categories":1725},[165],{"categories":1727},[165],{"categories":1729},[156],{"categories":1731},[162,273],{"categories":1733},[],{"categories":1735},[220],{"categories":1737},[121],{"categories":1739},[156],{"categories":1741},[162],{"categories":1743},[165],{"categories":1745},[220],{"categories":1747},[],{"categories":1749},[165],{"categories":1751},[165],{"categories":1753},[165],{"categories":1755},[162],{"categories":1757},[244],{"categories":1759},[162],{"categories":1761},[121],{"categories":1763},[220],{"categories":1765},[162],{"categories":1767},[],{"categories":1769},[165],{"categories":1771},[220],{"categories":1773},[162],{"categories":1775},[165],{"categories":1777},[165],{"categories":1779},[165],{"categories":1781},[165],{"categories":1783},[244],{"categories":1785},[223],{"categories":1787},[162],{"categories":1789},[165],{"categories":1791},[162],{"categories":1793},[],{"categories":1795},[244],{"categories":1797},[187],{"categories":1799},[121],{"categories":1801},[162],{"categories":1803},[165],{"categories":1805},[],{"categories":1807},[],{"categories":1809},[162],{"categories":1811},[165],{"categories":1813},[162],{"categories":1815},[165],{"categories":1817},[187],{"categories":1819},[121],{"categories":1821},[162],{"categories":1823},[165],{"categories":1825},[165],{"categories":1827},[],{"categories":1829},[162],{"categories":1831},[],{"categories":1833},[],{"categories":1835},[162],{"categories":1837},[162],{"categories":1839},[165],{"categories":1841},[121],{"categories":1843},[],{"categories":1845},[],{"categories":1847},[223],{"categories":1849},[162],{"categories":1851},[223],{"categories":1853},[187],{"categories":1855},[162],{"categories":1857},[162],{"categories":1859},[165],{"categories":1861},[165],{"categories":1863},[162],{"categories":1865},[165],{"categories":1867},[],{"categories":1869},[],{"categories":1871},[162],{"categories":1873},[273],{"categories":1875},[162],{"categories":1877},[],{"categories":1879},[],{"categories":1881},[156],{"categories":1883},[],{"categories":1885},[],{"categories":1887},[162],{"categories":1889},[],{"categories":1891},[],{"categories":1893},[121],{"categories":1895},[187],{"categories":1897},[244],{"categories":1899},[159],{"categories":1901},[162],{"categories":1903},[162],{"categories":1905},[159],{"categories":1907},[],{"categories":1909},[220],{"categories":1911},[162],{"categories":1913},[165],{"categories":1915},[159],{"categories":1917},[162],{"categories":1919},[162],{"categories":1921},[156],{"categories":1923},[162],{"categories":1925},[],{"categories":1927},[156],{"categories":1929},[162],{"categories":1931},[244],{"categories":1933},[165],{"categories":1935},[187],{"categories":1937},[162],{"categories":1939},[159],{"categories":1941},[162],{"categories":1943},[162],{"categories":1945},[165],{"categories":1947},[],{"categories":1949},[162],{"categories":1951},[121],{"categories":1953},[156],{"categories":1955},[162],{"categories":1957},[162],{"categories":1959},[],{"categories":1961},[187],{"categories":1963},[162],{"categories":1965},[162],{"categories":1967},[],{"categories":1969},[159],{"categories":1971},[159],{"categories":1973},[162],{"categories":1975},[162],{"categories":1977},[168],{"categories":1979},[162],{"categories":1981},[162],{"categories":1983},[162],{"categories":1985},[],{"categories":1987},[121],{"categories":1989},[162],{"categories":1991},[],{"categories":1993},[],{"categories":1995},[162],{"categories":1997},[187],{"categories":1999},[],{"categories":2001},[273],{"categories":2003},[162],{"categories":2005},[162],{"categories":2007},[],{"categories":2009},[162],{"categories":2011},[121],{"categories":2013},[162],{"categories":2015},[162],{"categories":2017},[162,273],{"categories":2019},[162],{"categories":2021},[162],{"categories":2023},[220],{"categories":2025},[165],{"categories":2027},[],{"categories":2029},[165],{"categories":2031},[165],{"categories":2033},[162],{"categories":2035},[162],{"categories":2037},[162],{"categories":2039},[162],{"categories":2041},[156],{"categories":2043},[223],{"categories":2045},[156],{"categories":2047},[121],{"categories":2049},[220],{"categories":2051},[165],{"categories":2053},[162],{"categories":2055},[],{"categories":2057},[162],{"categories":2059},[187],{"categories":2061},[162],{"categories":2063},[165],{"categories":2065},[162],{"categories":2067},[162],{"categories":2069},[159],{"categories":2071},[],{"categories":2073},[273],{"categories":2075},[220],{"categories":2077},[220],{"categories":2079},[121],{"categories":2081},[165],{"categories":2083},[162],{"categories":2085},[159],{"categories":2087},[187],{"categories":2089},[220],{"categories":2091},[165],{"categories":2093},[162],{"categories":2095},[162],{"categories":2097},[],{"categories":2099},[162],{"categories":2101},[162],{"categories":2103},[162],{"categories":2105},[],{"categories":2107},[],{"categories":2109},[162],{"categories":2111},[162],{"categories":2113},[162],{"categories":2115},[121],{"categories":2117},[162],{"categories":2119},[162],{"categories":2121},[165],{"categories":2123},[162],{"categories":2125},[162],{"categories":2127},[162],{"categories":2129},[162],{"categories":2131},[],{"categories":2133},[223],{"categories":2135},[162],{"categories":2137},[165],{"categories":2139},[],{"categories":2141},[],{"categories":2143},[162],{"categories":2145},[162],{"categories":2147},[162],{"categories":2149},[187],{"categories":2151},[],{"categories":2153},[220],{"categories":2155},[162],{"categories":2157},[273],{"categories":2159},[187],{"categories":2161},[121],{"categories":2163},[121],{"categories":2165},[187],{"categories":2167},[187],{"categories":2169},[273],{"categories":2171},[],{"categories":2173},[187],{"categories":2175},[162],{"categories":2177},[156],{"categories":2179},[121],{"categories":2181},[162],{"categories":2183},[187],{"categories":2185},[],{"categories":2187},[162],{"categories":2189},[121],{"categories":2191},[223],{"categories":2193},[162],{"categories":2195},[187],{"categories":2197},[162],{"categories":2199},[121],{"categories":2201},[165],{"categories":2203},[187],{"categories":2205},[165],{"categories":2207},[273],{"categories":2209},[165],{"categories":2211},[162],{"categories":2213},[162],{"categories":2215},[121],{"categories":2217},[162],{"categories":2219},[],{"categories":2221},[159],{"categories":2223},[],{"categories":2225},[],{"categories":2227},[162],{"categories":2229},[165],{"categories":2231},[162],{"categories":2233},[162],{"categories":2235},[162],{"categories":2237},[162],{"categories":2239},[],{"categories":2241},[223],{"categories":2243},[156],{"categories":2245},[165],{"categories":2247},[220],{"categories":2249},[],{"categories":2251},[162],{"categories":2253},[121],{"categories":2255},[162],{"categories":2257},[273],{"categories":2259},[273],{"categories":2261},[],{"categories":2263},[165],{"categories":2265},[187],{"categories":2267},[187],{"categories":2269},[162],{"categories":2271},[165],{"categories":2273},[],{"categories":2275},[220],{"categories":2277},[162],{"categories":2279},[162],{"categories":2281},[],{"categories":2283},[162],{"categories":2285},[],{"categories":2287},[121],{"categories":2289},[162],{"categories":2291},[121],{"categories":2293},[273],{"categories":2295},[162],{"categories":2297},[121],{"categories":2299},[159],{"categories":2301},[162],{"categories":2303},[],{"categories":2305},[165],{"categories":2307},[156],{"categories":2309},[156],{"categories":2311},[],{"categories":2313},[162],{"categories":2315},[162],{"categories":2317},[162],{"categories":2319},[121],{"categories":2321},[220],{"categories":2323},[162],{"categories":2325},[121],{"categories":2327},[121],{"categories":2329},[165],{"categories":2331},[],{"categories":2333},[162],{"categories":2335},[162],{"categories":2337},[165],{"categories":2339},[162],{"categories":2341},[162],{"categories":2343},[],{"categories":2345},[165],{"categories":2347},[162],{"categories":2349},[165],{"categories":2351},[165],{"categories":2353},[121],{"categories":2355},[],{"categories":2357},[121],{"categories":2359},[162],{"categories":2361},[162],{"categories":2363},[165],{"categories":2365},[159],{"categories":2367},[162],{"categories":2369},[],{"categories":2371},[162],{"categories":2373},[],{"categories":2375},[162],{"categories":2377},[162],{"categories":2379},[],{"categories":2381},[162],{"categories":2383},[162],{"categories":2385},[244],{"categories":2387},[187],{"categories":2389},[162],{"categories":2391},[162],{"categories":2393},[156],{"categories":2395},[162],{"categories":2397},[162],{"categories":2399},[223],{"categories":2401},[187],{"categories":2403},[165],{"categories":2405},[],{"categories":2407},[162],{"categories":2409},[220],{"categories":2411},[162],{"categories":2413},[244],{"categories":2415},[162],{"categories":2417},[165],{"categories":2419},[],{"categories":2421},[],{"categories":2423},[],{"categories":2425},[156],{"categories":2427},[187],{"categories":2429},[165],{"categories":2431},[162],{"categories":2433},[162],{"categories":2435},[162],{"categories":2437},[220],{"categories":2439},[165],{"categories":2441},[162],{"categories":2443},[],{"categories":2445},[165],{"categories":2447},[165],{"categories":2449},[],{"categories":2451},[162],{"categories":2453},[165],{"categories":2455},[162],{"categories":2457},[],{"categories":2459},[162],{"categories":2461},[162],{"categories":2463},[187],{"categories":2465},[220],{"categories":2467},[165],{"categories":2469},[220],{"categories":2471},[165],{"categories":2473},[159],{"categories":2475},[],{"categories":2477},[],{"categories":2479},[162],{"categories":2481},[162],{"categories":2483},[156],{"categories":2485},[165],{"categories":2487},[187],{"categories":2489},[],{"categories":2491},[220],{"categories":2493},[],{"categories":2495},[121],{"categories":2497},[121],{"categories":2499},[220],{"categories":2501},[121],{"categories":2503},[162],{"categories":2505},[],{"categories":2507},[162],{"categories":2509},[162],{"categories":2511},[],{"categories":2513},[244],{"categories":2515},[162],{"categories":2517},[273],{"categories":2519},[121],{"categories":2521},[],{"categories":2523},[165],{"categories":2525},[162],{"categories":2527},[156],{"categories":2529},[165],{"categories":2531},[165],{"categories":2533},[162],{"categories":2535},[162],{"categories":2537},[],{"categories":2539},[156],{"categories":2541},[162],{"categories":2543},[159],{"categories":2545},[121],{"categories":2547},[220],{"categories":2549},[],{"categories":2551},[],{"categories":2553},[],{"categories":2555},[165],{"categories":2557},[121],{"categories":2559},[220],{"categories":2561},[187],{"categories":2563},[162],{"categories":2565},[187],{"categories":2567},[165],{"categories":2569},[220],{"categories":2571},[162],{"categories":2573},[],{"categories":2575},[162],{"categories":2577},[165],{"categories":2579},[220],{"categories":2581},[187],{"categories":2583},[159],{"categories":2585},[121],{"categories":2587},[162],{"categories":2589},[187],{"categories":2591},[244],{"categories":2593},[],{"categories":2595},[],{"categories":2597},[223],{"categories":2599},[165],{"categories":2601},[162,121],{"categories":2603},[187],{"categories":2605},[162],{"categories":2607},[162],{"categories":2609},[165],{"categories":2611},[162],{"categories":2613},[165],{"categories":2615},[162],{"categories":2617},[162],{"categories":2619},[],{"categories":2621},[121],{"categories":2623},[220],{"categories":2625},[162],{"categories":2627},[223],{"categories":2629},[165],{"categories":2631},[244],{"categories":2633},[273],{"categories":2635},[],{"categories":2637},[162],{"categories":2639},[159],{"categories":2641},[165],{"categories":2643},[156],{"categories":2645},[165],{"categories":2647},[162],{"categories":2649},[165],{"categories":2651},[168],{"categories":2653},[121],{"categories":2655},[162],{"categories":2657},[162],{"categories":2659},[],{"categories":2661},[],{"categories":2663},[],{"categories":2665},[273],{"categories":2667},[162],{"categories":2669},[187],{"categories":2671},[162],{"categories":2673},[162],{"categories":2675},[162],{"categories":2677},[],{"categories":2679},[223],{"categories":2681},[159],{"categories":2683},[165],{"categories":2685},[162],{"categories":2687},[],{"categories":2689},[162],{"categories":2691},[165],{"categories":2693},[162],{"categories":2695},[273],{"categories":2697},[],{"categories":2699},[220],{"categories":2701},[220],{"categories":2703},[],{"categories":2705},[121],{"categories":2707},[162],{"categories":2709},[220],{"categories":2711},[162],{"categories":2713},[159],{"categories":2715},[165],{"categories":2717},[162],{"categories":2719},[],{"categories":2721},[187],{"categories":2723},[162],{"categories":2725},[162],{"categories":2727},[220],{"categories":2729},[165],{"categories":2731},[187],{"categories":2733},[],{"categories":2735},[165],{"categories":2737},[165],{"categories":2739},[220],{"categories":2741},[162],{"categories":2743},[162],{"categories":2745},[],{"categories":2747},[162],{"categories":2749},[162],{"categories":2751},[273],{"categories":2753},[187],{"categories":2755},[223],{"categories":2757},[223],{"categories":2759},[],{"categories":2761},[],{"categories":2763},[],{"categories":2765},[165],{"categories":2767},[165],{"categories":2769},[121],{"categories":2771},[121],{"categories":2773},[162],{"categories":2775},[162],{"categories":2777},[162],{"categories":2779},[162],{"categories":2781},[165],{"categories":2783},[],{"categories":2785},[],{"categories":2787},[162],{"categories":2789},[],{"categories":2791},[162],{"categories":2793},[165],{"categories":2795},[220],{"categories":2797},[162],{"categories":2799},[162],{"categories":2801},[],{"categories":2803},[168],{"categories":2805},[162],{"categories":2807},[220],{"categories":2809},[162],{"categories":2811},[159],{"categories":2813},[162],{"categories":2815},[244],{"categories":2817},[165],{"categories":2819},[162],{"categories":2821},[162],{"categories":2823},[165],{"categories":2825},[162],{"categories":2827},[121],{"categories":2829},[220],{"categories":2831},[],{"categories":2833},[187],{"categories":2835},[165],{"categories":2837},[162],{"categories":2839},[],{"categories":2841},[187],{"categories":2843},[165],{"categories":2845},[165],{"categories":2847},[162],{"categories":2849},[162],{"categories":2851},[165],{"categories":2853},[],{"categories":2855},[159],{"categories":2857},[165],{"categories":2859},[],{"categories":2861},[121],{"categories":2863},[162],{"categories":2865},[156],{"categories":2867},[187],{"categories":2869},[273],{"categories":2871},[165],{"categories":2873},[162],{"categories":2875},[165],{"categories":2877},[156],{"categories":2879},[],{"categories":2881},[162],{"categories":2883},[162],{"categories":2885},[],{"categories":2887},[],{"categories":2889},[220],{"categories":2891},[162,159],{"categories":2893},[165],{"categories":2895},[162],{"categories":2897},[],{"categories":2899},[156],{"categories":2901},[223],{"categories":2903},[159],{"categories":2905},[162],{"categories":2907},[121],{"categories":2909},[162],{"categories":2911},[165],{"categories":2913},[162],{"categories":2915},[162],{"categories":2917},[162],{"categories":2919},[187],{"categories":2921},[165],{"categories":2923},[162],{"categories":2925},[],{"categories":2927},[],{"categories":2929},[165],{"categories":2931},[162],{"categories":2933},[273],{"categories":2935},[],{"categories":2937},[162],{"categories":2939},[165],{"categories":2941},[165],{"categories":2943},[],{"categories":2945},[165],{"categories":2947},[162],{"categories":2949},[244],{"categories":2951},[162],{"categories":2953},[223],{"categories":2955},[165],{"categories":2957},[162],{"categories":2959},[273],{"categories":2961},[],{"categories":2963},[162],{"categories":2965},[244],{"categories":2967},[220],{"categories":2969},[162],{"categories":2971},[162],{"categories":2973},[],{"categories":2975},[244],{"categories":2977},[187],{"categories":2979},[162],{"categories":2981},[162],{"categories":2983},[156],{"categories":2985},[162],{"categories":2987},[],{"categories":2989},[],{"categories":2991},[220],{"categories":2993},[162],{"categories":2995},[223],{"categories":2997},[244],{"categories":2999},[165],{"categories":3001},[244],{"categories":3003},[187],{"categories":3005},[],{"categories":3007},[162],{"categories":3009},[],{"categories":3011},[162],{"categories":3013},[165],{"categories":3015},[162],{"categories":3017},[162],{"categories":3019},[],{"categories":3021},[162,121],{"categories":3023},[187],{"categories":3025},[165],{"categories":3027},[121],{"categories":3029},[121],{"categories":3031},[162],{"categories":3033},[156],{"categories":3035},[],{"categories":3037},[],{"categories":3039},[165],{"categories":3041},[162],{"categories":3043},[121],{"categories":3045},[156],{"categories":3047},[121],{"categories":3049},[121],{"categories":3051},[162],{"categories":3053},[244],{"categories":3055},[162],{"categories":3057},[121],{"categories":3059},[],{"categories":3061},[220,162],{"categories":3063},[273],{"categories":3065},[156],{"categories":3067},[],{"categories":3069},[162],{"categories":3071},[159],{"categories":3073},[159],{"categories":3075},[162],{"categories":3077},[162],{"categories":3079},[162],{"categories":3081},[121],{"categories":3083},[165],{"categories":3085},[162],{"categories":3087},[187],{"categories":3089},[244],{"categories":3091},[220],{"categories":3093},[162],{"categories":3095},[162],{"categories":3097},[162],{"categories":3099},[162],{"categories":3101},[156],{"categories":3103},[162],{"categories":3105},[165],{"categories":3107},[165],{"categories":3109},[121],{"categories":3111},[187],{"categories":3113},[121],{"categories":3115},[],{"categories":3117},[],{"categories":3119},[223],{"categories":3121},[162],{"categories":3123},[121],{"categories":3125},[162],{"categories":3127},[220],{"categories":3129},[162],{"categories":3131},[162],{"categories":3133},[162],{"categories":3135},[223],{"categories":3137},[162],{"categories":3139},[162],{"categories":3141},[162],{"categories":3143},[165],{"categories":3145},[165],{"categories":3147},[162,159],{"categories":3149},[],{"categories":3151},[220],{"categories":3153},[],{"categories":3155},[168],{"categories":3157},[162],{"categories":3159},[187],{"categories":3161},[156],{"categories":3163},[156],{"categories":3165},[165],{"categories":3167},[165],{"categories":3169},[165],{"categories":3171},[162],{"categories":3173},[162],{"categories":3175},[159],{"categories":3177},[121],{"categories":3179},[244],{"categories":3181},[162],{"categories":3183},[],{"categories":3185},[187],{"categories":3187},[162],{"categories":3189},[162],{"categories":3191},[162],{"categories":3193},[162],{"categories":3195},[162],{"categories":3197},[121],{"categories":3199},[187],{"categories":3201},[121],{"categories":3203},[121],{"categories":3205},[162],{"categories":3207},[162],{"categories":3209},[162],{"categories":3211},[165],{"categories":3213},[187],{"categories":3215},[162],{"categories":3217},[165],{"categories":3219},[162],{"categories":3221},[162],{"categories":3223},[162],{"categories":3225},[220],{"categories":3227},[162],{"categories":3229},[162],{"categories":3231},[162],{"categories":3233},[273],{"categories":3235},[162],{"categories":3237},[168],{"categories":3239},[162],{"categories":3241},[165],{"categories":3243},[162],{"categories":3245},[162],{"categories":3247},[187],{"categories":3249},[162],{"categories":3251},[165],{"categories":3253},[244],{"categories":3255},[162],{"categories":3257},[162],{"categories":3259},[159],{"categories":3261},[162],{"categories":3263},[],{"categories":3265},[162],{"categories":3267},[121],{"categories":3269},[162],{"categories":3271},[],{"categories":3273},[],{"categories":3275},[],{"categories":3277},[159],{"categories":3279},[162],{"categories":3281},[165],{"categories":3283},[187],{"categories":3285},[187],{"categories":3287},[187],{"categories":3289},[187],{"categories":3291},[],{"categories":3293},[156],{"categories":3295},[165],{"categories":3297},[187],{"categories":3299},[162],{"categories":3301},[156],{"categories":3303},[165],{"categories":3305},[162],{"categories":3307},[162,165],{"categories":3309},[165],{"categories":3311},[273],{"categories":3313},[187],{"categories":3315},[165],{"categories":3317},[187],{"categories":3319},[165],{"categories":3321},[162],{"categories":3323},[],{"categories":3325},[187],{"categories":3327},[244],{"categories":3329},[156],{"categories":3331},[162],{"categories":3333},[162],{"categories":3335},[],{"categories":3337},[121],{"categories":3339},[],{"categories":3341},[156],{"categories":3343},[165],{"categories":3345},[187],{"categories":3347},[162],{"categories":3349},[187],{"categories":3351},[156],{"categories":3353},[187],{"categories":3355},[187],{"categories":3357},[],{"categories":3359},[159],{"categories":3361},[165],{"categories":3363},[187],{"categories":3365},[187],{"categories":3367},[187],{"categories":3369},[187],{"categories":3371},[187],{"categories":3373},[187],{"categories":3375},[187],{"categories":3377},[187],{"categories":3379},[187],{"categories":3381},[187],{"categories":3383},[223],{"categories":3385},[156],{"categories":3387},[162],{"categories":3389},[162],{"categories":3391},[165],{"categories":3393},[165],{"categories":3395},[],{"categories":3397},[162,156],{"categories":3399},[],{"categories":3401},[165],{"categories":3403},[187],{"categories":3405},[165],{"categories":3407},[162],{"categories":3409},[162],{"categories":3411},[162],{"categories":3413},[162],{"categories":3415},[162],{"categories":3417},[165],{"categories":3419},[159],{"categories":3421},[165],{"categories":3423},[],{"categories":3425},[165],{"categories":3427},[220],{"categories":3429},[187],{"categories":3431},[162],{"categories":3433},[],{"categories":3435},[],{"categories":3437},[165],{"categories":3439},[220],{"categories":3441},[162],{"categories":3443},[],{"categories":3445},[162],{"categories":3447},[],{"categories":3449},[244],{"categories":3451},[162],{"categories":3453},[],{"categories":3455},[],{"categories":3457},[187],{"categories":3459},[156],{"categories":3461},[162],{"categories":3463},[159],{"categories":3465},[162],{"categories":3467},[162],{"categories":3469},[162],{"categories":3471},[159],{"categories":3473},[220],{"categories":3475},[],{"categories":3477},[162],{"categories":3479},[187],{"categories":3481},[],{"categories":3483},[220],{"categories":3485},[162],{"categories":3487},[244],{"categories":3489},[162],{"categories":3491},[273],{"categories":3493},[],{"categories":3495},[244],{"categories":3497},[121],{"categories":3499},[],{"categories":3501},[162],{"categories":3503},[],{"categories":3505},[165],{"categories":3507},[121],{"categories":3509},[],{"categories":3511},[159],{"categories":3513},[156],{"categories":3515},[223],{"categories":3517},[165],{"categories":3519},[220],{"categories":3521},[121],{"categories":3523},[],{"categories":3525},[],{"categories":3527},[162],{"categories":3529},[156],{"categories":3531},[162],{"categories":3533},[244],{"categories":3535},[],{"categories":3537},[165],{"categories":3539},[165],{"categories":3541},[165],{"categories":3543},[187],{"categories":3545},[121],{"categories":3547},[162],{"categories":3549},[165],{"categories":3551},[168],{"categories":3553},[162],{"categories":3555},[165],{"categories":3557},[162],{"categories":3559},[168],{"categories":3561},[244],{"categories":3563},[187],{"categories":3565},[],{"categories":3567},[244],{"categories":3569},[],{"categories":3571},[121],{"categories":3573},[165],{"categories":3575},[],{"categories":3577},[162],{"categories":3579},[162],{"categories":3581},[162],{"categories":3583},[162],{"categories":3585},[165],{"categories":3587},[159],{"categories":3589},[156],{"categories":3591},[162],{"categories":3593},[220],{"categories":3595},[121],{"categories":3597},[121],{"categories":3599},[162],{"categories":3601},[223],{"categories":3603},[165],{"categories":3605},[162],{"categories":3607},[165],{"categories":3609},[162],{"categories":3611},[159],{"categories":3613},[220],{"categories":3615},[121],{"categories":3617},[165],{"categories":3619},[162],{"categories":3621},[162],{"categories":3623},[165],{"categories":3625},[162],{"categories":3627},[187],{"categories":3629},[],{"categories":3631},[156],{"categories":3633},[162],{"categories":3635},[162],{"categories":3637},[162],{"categories":3639},[162],{"categories":3641},[165],{"categories":3643},[162],{"categories":3645},[162],{"categories":3647},[162],{"categories":3649},[162],{"categories":3651},[],{"categories":3653},[162],{"categories":3655},[220],{"categories":3657},[159],{"categories":3659},[187],{"categories":3661},[165],{"categories":3663},[162],{"categories":3665},[162],{"categories":3667},[220],{"categories":3669},[165],{"categories":3671},[162],{"categories":3673},[244],{"categories":3675},[162],{"categories":3677},[223],{"categories":3679},[162],{"categories":3681},[162],{"categories":3683},[187],{"categories":3685},[162],{"categories":3687},[162],{"categories":3689},[165],{"categories":3691},[273],{"categories":3693},[162],{"categories":3695},[165],{"categories":3697},[223],{"categories":3699},[],{"categories":3701},[165],{"categories":3703},[121],{"categories":3705},[162],{"categories":3707},[220],{"categories":3709},[162],{"categories":3711},[156],{"categories":3713},[121],{"categories":3715},[159],{"categories":3717},[121],{"categories":3719},[162],{"categories":3721},[],{"categories":3723},[165],{"categories":3725},[165],{"categories":3727},[162],{"categories":3729},[162],{"categories":3731},[223],{"categories":3733},[],{"categories":3735},[187],{"categories":3737},[],{"categories":3739},[187],{"categories":3741},[162],{"categories":3743},[162],{"categories":3745},[165],{"categories":3747},[165],{"categories":3749},[165],{"categories":3751},[],{"categories":3753},[187],{"categories":3755},[162],{"categories":3757},[],{"categories":3759},[162],{"categories":3761},[162],{"categories":3763},[],{"categories":3765},[220],{"categories":3767},[121],{"categories":3769},[165],{"categories":3771},[162],{"categories":3773},[162],{"categories":3775},[244],{"categories":3777},[162],{"categories":3779},[162],{"categories":3781},[156],{"categories":3783},[],{"categories":3785},[162],{"categories":3787},[],{"categories":3789},[156],{"categories":3791},[187],{"categories":3793},[121],{"categories":3795},[162],{"categories":3797},[162],{"categories":3799},[162],{"categories":3801},[121],{"categories":3803},[187],{"categories":3805},[220],{"categories":3807},[162],{"categories":3809},[162],{"categories":3811},[162],{"categories":3813},[187],{"categories":3815},[220],{"categories":3817},[162],{"categories":3819},[187],{"categories":3821},[220],{"categories":3823},[162],{"categories":3825},[187],{"categories":3827},[165],{"categories":3829},[165],{"categories":3831},[165],{"categories":3833},[121],{"categories":3835},[187],{"categories":3837},[165],{"categories":3839},[165],{"categories":3841},[162],{"categories":3843},[121],{"categories":3845},[220],{"categories":3847},[162],{"categories":3849},[],{"categories":3851},[165],{"categories":3853},[],{"categories":3855},[],{"categories":3857},[],{"categories":3859},[159],{"categories":3861},[165],{"categories":3863},[162],{"categories":3865},[165],{"categories":3867},[156],{"categories":3869},[165],{"categories":3871},[244],{"categories":3873},[165],{"categories":3875},[],{"categories":3877},[165],{"categories":3879},[],{"categories":3881},[156],{"categories":3883},[165],{"categories":3885},[],{"categories":3887},[165],{"categories":3889},[162],{"categories":3891},[162],{"categories":3893},[187],{"categories":3895},[162],{"categories":3897},[162],{"categories":3899},[165],{"categories":3901},[162],{"categories":3903},[162],{"categories":3905},[187],{"categories":3907},[165],{"categories":3909},[121],{"categories":3911},[220],{"categories":3913},[156],{"categories":3915},[162],{"categories":3917},[],{"categories":3919},[165],{"categories":3921},[220],{"categories":3923},[273],{"categories":3925},[187],{"categories":3927},[162],{"categories":3929},[220],{"categories":3931},[162],{"categories":3933},[156],{"categories":3935},[],{"categories":3937},[165],{"categories":3939},[162],{"categories":3941},[162],{"categories":3943},[165],{"categories":3945},[162],{"categories":3947},[220],{"categories":3949},[],{"categories":3951},[165],{"categories":3953},[168],{"categories":3955},[187],{"categories":3957},[165],{"categories":3959},[159],{"categories":3961},[],{"categories":3963},[162],{"categories":3965},[168],{"categories":3967},[162],{"categories":3969},[165],{"categories":3971},[187],{"categories":3973},[156],{"categories":3975},[273],{"categories":3977},[162],{"categories":3979},[162],{"categories":3981},[162],{"categories":3983},[187],{"categories":3985},[159],{"categories":3987},[162],{"categories":3989},[220],{"categories":3991},[187],{"categories":3993},[273],{"categories":3995},[162],{"categories":3997},[],{"categories":3999},[],{"categories":4001},[162],{"categories":4003},[273],{"categories":4005},[223],{"categories":4007},[165],{"categories":4009},[165],{"categories":4011},[187],{"categories":4013},[162],{"categories":4015},[156],{"categories":4017},[162],{"categories":4019},[220],{"categories":4021},[165],{"categories":4023},[165],{"categories":4025},[162],{"categories":4027},[244],{"categories":4029},[162],{"categories":4031},[165],{"categories":4033},[],{"categories":4035},[162],{"categories":4037},[162],{"categories":4039},[162],{"categories":4041},[187],{"categories":4043},[156],{"categories":4045},[],{"categories":4047},[162],{"categories":4049},[162],{"categories":4051},[121],{"categories":4053},[220],{"categories":4055},[162],{"categories":4057},[162,165],{"categories":4059},[244,159],{"categories":4061},[162],{"categories":4063},[162],{"categories":4065},[162],{"categories":4067},[],{"categories":4069},[165],{"categories":4071},[],{"categories":4073},[121],{"categories":4075},[162],{"categories":4077},[121],{"categories":4079},[],{"categories":4081},[165],{"categories":4083},[162],{"categories":4085},[187],{"categories":4087},[162],{"categories":4089},[],{"categories":4091},[165],{"categories":4093},[162],{"categories":4095},[],{"categories":4097},[220],{"categories":4099},[162],{"categories":4101},[165],{"categories":4103},[162],{"categories":4105},[156],{"categories":4107},[165],{"categories":4109},[162],{"categories":4111},[],{"categories":4113},[273],{"categories":4115},[244],{"categories":4117},[159],{"categories":4119},[159],{"categories":4121},[162],{"categories":4123},[156],{"categories":4125},[156],{"categories":4127},[162],{"categories":4129},[165],{"categories":4131},[162],{"categories":4133},[162],{"categories":4135},[162],{"categories":4137},[121],{"categories":4139},[156],{"categories":4141},[165],{"categories":4143},[162],{"categories":4145},[244],{"categories":4147},[187],{"categories":4149},[162],{"categories":4151},[162],{"categories":4153},[165],{"categories":4155},[162],{"categories":4157},[],{"categories":4159},[121],{"categories":4161},[],{"categories":4163},[121],{"categories":4165},[165],{"categories":4167},[156],{"categories":4169},[],{"categories":4171},[223],{"categories":4173},[273],{"categories":4175},[162],{"categories":4177},[121],{"categories":4179},[],{"categories":4181},[187],{"categories":4183},[165],{"categories":4185},[121],{"categories":4187},[220],{"categories":4189},[162],{"categories":4191},[165],{"categories":4193},[121],{"categories":4195},[165],{"categories":4197},[187],{"categories":4199},[156],{"categories":4201},[187],{"categories":4203},[121],{"categories":4205},[162],{"categories":4207},[220],{"categories":4209},[159],{"categories":4211},[162],{"categories":4213},[162],{"categories":4215},[162],{"categories":4217},[162],{"categories":4219},[162],{"categories":4221},[165],{"categories":4223},[162],{"categories":4225},[165],{"categories":4227},[162],{"categories":4229},[162],{"categories":4231},[156],{"categories":4233},[162],{"categories":4235},[165],{"categories":4237},[165],{"categories":4239},[220],{"categories":4241},[165],{"categories":4243},[165],{"categories":4245},[156],{"categories":4247},[165],{"categories":4249},[220],{"categories":4251},[],{"categories":4253},[162],{"categories":4255},[223],{"categories":4257},[162],{"categories":4259},[162],{"categories":4261},[121],{"categories":4263},[],{"categories":4265},[165],{"categories":4267},[244],{"categories":4269},[162],{"categories":4271},[187],{"categories":4273},[244],{"categories":4275},[165],{"categories":4277},[159],{"categories":4279},[159],{"categories":4281},[162],{"categories":4283},[162],{"categories":4285},[162],{"categories":4287},[156],{"categories":4289},[],{"categories":4291},[162],{"categories":4293},[165],{"categories":4295},[165],{"categories":4297},[162],{"categories":4299},[162],{"categories":4301},[121],{"categories":4303},[],{"categories":4305},[156],{"categories":4307},[162],{"categories":4309},[162],{"categories":4311},[165],{"categories":4313},[165],{"categories":4315},[],{"categories":4317},[121],{"categories":4319},[121],{"categories":4321},[244],{"categories":4323},[220],{"categories":4325},[],{"categories":4327},[162],{"categories":4329},[165],{"categories":4331},[156],{"categories":4333},[162],{"categories":4335},[121],{"categories":4337},[156],{"categories":4339},[187],{"categories":4341},[187],{"categories":4343},[],{"categories":4345},[187],{"categories":4347},[165],{"categories":4349},[220],{"categories":4351},[223],{"categories":4353},[162],{"categories":4355},[],{"categories":4357},[165],{"categories":4359},[187],{"categories":4361},[121],{"categories":4363},[162],{"categories":4365},[159],{"categories":4367},[162],{"categories":4369},[156],{"categories":4371},[273],{"categories":4373},[156],{"categories":4375},[],{"categories":4377},[],{"categories":4379},[165],{"categories":4381},[187],{"categories":4383},[],{"categories":4385},[165],{"categories":4387},[165],{"categories":4389},[165],{"categories":4391},[],{"categories":4393},[162],{"categories":4395},[],{"categories":4397},[187],{"categories":4399},[156],{"categories":4401},[220],{"categories":4403},[162],{"categories":4405},[187],{"categories":4407},[162],{"categories":4409},[187],{"categories":4411},[],{"categories":4413},[187],{"categories":4415},[156],{"categories":4417},[165],{"categories":4419},[162],{"categories":4421},[],{"categories":4423},[121],{"categories":4425},[165],{"categories":4427},[168],{"categories":4429},[165],{"categories":4431},[156],{"categories":4433},[],{"categories":4435},[],{"categories":4437},[],{"categories":4439},[220],{"categories":4441},[165],{"categories":4443},[162],{"categories":4445},[162],{"categories":4447},[],{"categories":4449},[],{"categories":4451},[],{"categories":4453},[220],{"categories":4455},[],{"categories":4457},[165],{"categories":4459},[162],{"categories":4461},[156],{"categories":4463},[],{"categories":4465},[],{"categories":4467},[220],{"categories":4469},[162],{"categories":4471},[187],{"categories":4473},[],{"categories":4475},[244],{"categories":4477},[187],{"categories":4479},[244],{"categories":4481},[223],{"categories":4483},[162],{"categories":4485},[162],{"categories":4487},[],{"categories":4489},[],{"categories":4491},[165],{"categories":4493},[],{"categories":4495},[162],{"categories":4497},[162],{"categories":4499},[],{"categories":4501},[165],{"categories":4503},[162],{"categories":4505},[162],{"categories":4507},[],{"categories":4509},[165],{"categories":4511},[162],{"categories":4513},[187],{"categories":4515},[162],{"categories":4517},[244],{"categories":4519},[159],{"categories":4521},[162],{"categories":4523},[162],{"categories":4525},[223],{"categories":4527},[165],{"categories":4529},[165],{"categories":4531},[],{"categories":4533},[],{"categories":4535},[162],{"categories":4537},[],{"categories":4539},[187],{"categories":4541},[159],{"categories":4543},[],{"categories":4545},[],{"categories":4547},[220],{"categories":4549},[156],{"categories":4551},[],{"categories":4553},[159],{"categories":4555},[244],{"categories":4557},[162],{"categories":4559},[121],{"categories":4561},[156],{"categories":4563},[223],{"categories":4565},[159],{"categories":4567},[121],{"categories":4569},[121],{"categories":4571},[],{"categories":4573},[162],{"categories":4575},[],{"categories":4577},[165],{"categories":4579},[156],{"categories":4581},[220],{"categories":4583},[162],{"categories":4585},[156],{"categories":4587},[165],{"categories":4589},[273],{"categories":4591},[162],{"categories":4593},[162],{"categories":4595},[162],{"categories":4597},[156],{"categories":4599},[165],{"categories":4601},[],{"categories":4603},[162],{"categories":4605},[121],{"categories":4607},[187],{"categories":4609},[121],{"categories":4611},[162],{"categories":4613},[],{"categories":4615},[220],{"categories":4617},[187],{"categories":4619},[156],{"categories":4621},[165],{"categories":4623},[162],{"categories":4625},[162],{"categories":4627},[165],{"categories":4629},[162],{"categories":4631},[162],{"categories":4633},[159],{"categories":4635},[165],{"categories":4637},[165,273],{"categories":4639},[165],{"categories":4641},[121],{"categories":4643},[162],{"categories":4645},[162],{"categories":4647},[223],{"categories":4649},[165],{"categories":4651},[244],{"categories":4653},[165],{"categories":4655},[159],{"categories":4657},[],{"categories":4659},[165],{"categories":4661},[162],{"categories":4663},[159],{"categories":4665},[],{"categories":4667},[],{"categories":4669},[162],{"categories":4671},[165],{"categories":4673},[223],{"categories":4675},[244],{"categories":4677},[162],{"categories":4679},[162],{"categories":4681},[165],{"categories":4683},[],{"categories":4685},[187],{"categories":4687},[165],{"categories":4689},[],{"categories":4691},[187],{"categories":4693},[121],{"categories":4695},[156],{"categories":4697},[121],{"categories":4699},[162],{"categories":4701},[165],{"categories":4703},[162],{"categories":4705},[162],{"categories":4707},[244],{"categories":4709},[121],{"categories":4711},[],{"categories":4713},[187],{"categories":4715},[162],{"categories":4717},[],{"categories":4719},[162],{"categories":4721},[162],{"categories":4723},[162],{"categories":4725},[165],{"categories":4727},[162],{"categories":4729},[162],{"categories":4731},[168],{"categories":4733},[165],{"categories":4735},[162],{"categories":4737},[162],{"categories":4739},[162],{"categories":4741},[162],{"categories":4743},[162],{"categories":4745},[159],{"categories":4747},[],{"categories":4749},[168],{"categories":4751},[187],{"categories":4753},[165],{"categories":4755},[162],{"categories":4757},[121],{"categories":4759},[],{"categories":4761},[121],{"categories":4763},[121],{"categories":4765},[165],{"categories":4767},[121],{"categories":4769},[162],{"categories":4771},[162],{"categories":4773},[121],{"categories":4775},[162],{"categories":4777},[165],{"categories":4779},[187],{"categories":4781},[162],{"categories":4783},[162],{"categories":4785},[162],{"categories":4787},[159],{"categories":4789},[162],{"categories":4791},[165],{"categories":4793},[220],{"categories":4795},[],{"categories":4797},[162],{"categories":4799},[223],{"categories":4801},[165],{"categories":4803},[162],{"categories":4805},[],{"categories":4807},[162],{"categories":4809},[162],{"categories":4811},[187],{"categories":4813},[162],{"categories":4815},[165],{"categories":4817},[244],{"categories":4819},[],{"categories":4821},[],{"categories":4823},[187],{"categories":4825},[121],{"categories":4827},[187],{"categories":4829},[162],{"categories":4831},[244],{"categories":4833},[162],{"categories":4835},[156],{"categories":4837},[165],{"categories":4839},[162],{"categories":4841},[165],{"categories":4843},[165],{"categories":4845},[162],{"categories":4847},[159],{"categories":4849},[],{"categories":4851},[223],{"categories":4853},[],{"categories":4855},[187],{"categories":4857},[162],{"categories":4859},[223],{"categories":4861},[162],{"categories":4863},[121],{"categories":4865},[121],{"categories":4867},[121],{"categories":4869},[165],{"categories":4871},[165],{"categories":4873},[165],{"categories":4875},[162],{"categories":4877},[220],{"categories":4879},[223],{"categories":4881},[223],{"categories":4883},[],{"categories":4885},[187],{"categories":4887},[162],{"categories":4889},[162],{"categories":4891},[121],{"categories":4893},[],{"categories":4895},[187],{"categories":4897},[187],{"categories":4899},[187],{"categories":4901},[],{"categories":4903},[165],{"categories":4905},[162],{"categories":4907},[],{"categories":4909},[156],{"categories":4911},[159],{"categories":4913},[],{"categories":4915},[162],{"categories":4917},[162],{"categories":4919},[],{"categories":4921},[121],{"categories":4923},[],{"categories":4925},[],{"categories":4927},[],{"categories":4929},[],{"categories":4931},[162],{"categories":4933},[187],{"categories":4935},[],{"categories":4937},[],{"categories":4939},[162],{"categories":4941},[162],{"categories":4943},[162],{"categories":4945},[223],{"categories":4947},[162],{"categories":4949},[223],{"categories":4951},[],{"categories":4953},[223],{"categories":4955},[223],{"categories":4957},[273],{"categories":4959},[165],{"categories":4961},[121],{"categories":4963},[],{"categories":4965},[],{"categories":4967},[223],{"categories":4969},[121],{"categories":4971},[121],{"categories":4973},[121],{"categories":4975},[],{"categories":4977},[156],{"categories":4979},[121],{"categories":4981},[121],{"categories":4983},[156],{"categories":4985},[121],{"categories":4987},[159],{"categories":4989},[121],{"categories":4991},[121],{"categories":4993},[121],{"categories":4995},[223],{"categories":4997},[187],{"categories":4999},[187],{"categories":5001},[162],{"categories":5003},[121],{"categories":5005},[223],{"categories":5007},[273],{"categories":5009},[223],{"categories":5011},[223],{"categories":5013},[223],{"categories":5015},[],{"categories":5017},[159],{"categories":5019},[],{"categories":5021},[273],{"categories":5023},[121],{"categories":5025},[121],{"categories":5027},[121],{"categories":5029},[165],{"categories":5031},[187,159],{"categories":5033},[223],{"categories":5035},[],{"categories":5037},[],{"categories":5039},[223],{"categories":5041},[],{"categories":5043},[223],{"categories":5045},[187],{"categories":5047},[165],{"categories":5049},[],{"categories":5051},[121],{"categories":5053},[162],{"categories":5055},[220],{"categories":5057},[],{"categories":5059},[162],{"categories":5061},[],{"categories":5063},[187],{"categories":5065},[156],{"categories":5067},[223],{"categories":5069},[],{"categories":5071},[121],{"categories":5073},[187],[5075,5194,5256,5336],{"id":5076,"title":5077,"ai":5078,"body":5083,"categories":5144,"created_at":122,"date_modified":122,"description":113,"extension":123,"faq":122,"featured":124,"kicker_label":122,"meta":5145,"navigation":132,"path":5180,"published_at":5181,"question":122,"scraped_at":5181,"seo":5182,"sitemap":5183,"source_id":5184,"source_name":5185,"source_type":5186,"source_url":5187,"stem":5188,"tags":5189,"thumbnail_url":122,"tldr":5191,"tweet":122,"unknown_tags":5192,"__hash__":5193},"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":5079,"output_tokens":5080,"processing_time_ms":5081,"cost_usd":5082},5870,1131,4818,0.003164,{"type":14,"value":5084,"toc":5139},[5085,5089,5096,5100,5103,5107,5110,5136],[17,5086,5088],{"id":5087},"the-three-dimensions-of-software-debt","The Three Dimensions of Software Debt",[22,5090,5091,5092,5095],{},"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, ",[39,5093,5094],{},"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.",[17,5097,5099],{"id":5098},"why-ai-cannot-pay-down-intent-debt","Why AI Cannot Pay Down Intent Debt",[22,5101,5102],{},"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.",[17,5104,5106],{"id":5105},"strategies-for-externalizing-intent","Strategies for Externalizing Intent",[22,5108,5109],{},"To mitigate intent debt, teams must shift from documenting implementation to documenting the 'why.' This requires treating intent as a first-class artifact:",[33,5111,5112,5118,5124,5130],{},[36,5113,5114,5117],{},[39,5115,5116],{},"Intent-Focused Specs:"," Write specifications that define goals, constraints, and non-negotiables (e.g., performance, accessibility) rather than just functional requirements.",[36,5119,5120,5123],{},[39,5121,5122],{},"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.",[36,5125,5126,5129],{},[39,5127,5128],{},"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.",[36,5131,5132,5135],{},[39,5133,5134],{},"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.",[22,5137,5138],{},"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":113,"searchDepth":114,"depth":114,"links":5140},[5141,5142,5143],{"id":5087,"depth":114,"text":5088},{"id":5098,"depth":114,"text":5099},{"id":5105,"depth":114,"text":5106},[121],{"group":5146,"content_references":5147,"triage":5178},"addy-osmani",[5148,5154,5160,5163,5166,5169,5172,5175],{"type":5149,"title":5150,"author":5151,"url":5152,"context":5153},"paper","Triple Debt Model","Margaret-Anne Storey","https:\u002F\u002Farxiv.org\u002Fabs\u002F2603.22106","cited",{"type":5155,"title":5156,"author":5157,"url":5158,"context":5159},"other","Orchestration Tax","Addy Osmani","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Forchestration-tax\u002F","mentioned",{"type":5155,"title":5161,"author":5157,"url":5162,"context":5159},"Comprehension Debt","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fcomprehension-debt\u002F",{"type":5155,"title":5164,"author":5157,"url":5165,"context":5159},"Cognitive Surrender","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fcognitive-surrender\u002F",{"type":5155,"title":5167,"author":5157,"url":5168,"context":5159},"Good Spec","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fgood-spec\u002F",{"type":5155,"title":5170,"author":5157,"url":5171,"context":5159},"Stop using \u002Finit","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fagents-md\u002F",{"type":5155,"title":5173,"author":5157,"url":5174,"context":5159},"Automated Decision Logs","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fautomated-decision-logs\u002F",{"type":5155,"title":5176,"author":5157,"url":5177,"context":5159},"Self-improving agents","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fself-improving-agents\u002F",{"relevance":128,"novelty":129,"quality":129,"actionability":129,"composite":130,"reasoning":5179},"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.","\u002Fsummaries\u002F536f218f54c30cc3-managing-intent-debt-in-the-age-of-ai-engineering-summary","2026-06-06 16:12:15",{"title":5077,"description":113},{"loc":5180},"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",[144,145,146,5190],"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.",[5190],"LgJX9qdlnEKru782l2Cm9emZsURkkiI2fihRGW8cnj4",{"id":5195,"title":5196,"ai":5197,"body":5202,"categories":5233,"created_at":122,"date_modified":122,"description":113,"extension":123,"faq":122,"featured":124,"kicker_label":122,"meta":5234,"navigation":132,"path":5243,"published_at":5244,"question":122,"scraped_at":5244,"seo":5245,"sitemap":5246,"source_id":5247,"source_name":5248,"source_type":5186,"source_url":5249,"stem":5250,"tags":5251,"thumbnail_url":122,"tldr":5253,"tweet":122,"unknown_tags":5254,"__hash__":5255},"summaries\u002Fsummaries\u002Fa6a1c9e9e617d26f-scale-your-expertise-not-your-job-titles-summary.md","Scale Your Expertise, Not Your Job Titles",{"provider":7,"model":8,"input_tokens":5198,"output_tokens":5199,"processing_time_ms":5200,"cost_usd":5201},4574,545,3446,0.001961,{"type":14,"value":5203,"toc":5228},[5204,5208,5211,5215,5218,5221,5225],[17,5205,5207],{"id":5206},"the-trap-of-the-do-it-all-generalist","The Trap of the 'Do-It-All' Generalist",[22,5209,5210],{},"AI tools have created a temptation to expand one's scope by performing tasks outside of one's core competency—designers writing code, or developers building layouts. This approach leads to mediocrity. While AI can simulate these roles, it cannot replicate years of professional pattern recognition and judgment. Attempting to be a 'jack-of-all-trades' via AI results in being a 'master of none,' diluting the unique value you bring to a team.",[17,5212,5214],{"id":5213},"encoding-expertise-through-collaborative-steering","Encoding Expertise through Collaborative Steering",[22,5216,5217],{},"Rather than using AI to take on new job titles, use it to amplify your existing expertise. The author advocates for 'collaborative steering,' where professionals encode their specific domain knowledge—such as design systems, typography, motion rules, or code architecture—into shared instruction sets.",[22,5219,5220],{},"By creating these 'intent' files, you ensure that AI agents working on a project adhere to your standards. This allows your influence to scale; the grid, color system, or code structure remains consistent regardless of how many agents are working in parallel or who is prompting them. Your expertise becomes a force multiplier for the entire team, rather than a bottleneck.",[17,5222,5224],{"id":5223},"precision-as-the-ultimate-value-add","Precision as the Ultimate Value Add",[22,5226,5227],{},"Scaling your expertise requires extreme precision. Dumping excessive context into an agent's instructions often degrades performance. The true value of a senior practitioner lies in the ability to identify the 'three to five things that actually matter' and defining the order and method for their execution. This curation is the core skill that cannot be faked by AI. By focusing on distilling your knowledge into high-impact, actionable instructions, you ensure that the AI produces work that reflects your professional standards, effectively scaling your impact without requiring you to perform tasks you aren't wired for.",{"title":113,"searchDepth":114,"depth":114,"links":5229},[5230,5231,5232],{"id":5206,"depth":114,"text":5207},{"id":5213,"depth":114,"text":5214},{"id":5223,"depth":114,"text":5224},[168],{"group":5235,"content_references":5236,"triage":5241},"luke-wroblewski",[5237],{"type":5238,"title":5239,"author":5240,"context":5159},"book","Web Form Design","Luke Wroblewski",{"relevance":128,"novelty":129,"quality":129,"actionability":129,"composite":130,"reasoning":5242},"Category: Product Strategy. The article provides a unique perspective on leveraging AI to enhance existing expertise rather than diluting it by taking on unfamiliar roles, addressing a key pain point for product-minded builders. It offers actionable insights on creating 'intent' files to guide AI agents, which can be directly applied to improve team workflows.","\u002Fsummaries\u002Fa6a1c9e9e617d26f-scale-your-expertise-not-your-job-titles-summary","2026-06-19 12:57:12",{"title":5196,"description":113},{"loc":5243},"a6a1c9e9e617d26f","LukeW — Functioning Form","https:\u002F\u002Fwww.lukew.com\u002Fff\u002Fentry.asp?2154","summaries\u002Fa6a1c9e9e617d26f-scale-your-expertise-not-your-job-titles-summary",[144,146,5252,145],"design-systems","Instead of using AI to perform roles you aren't trained for, use it to encode your unique professional expertise into systems, allowing your specific skills to scale across an entire project.",[],"cgIkKkSUszEWilweYYTBUQw5y3a2fAm1z_UOkO9qEBg",{"id":5257,"title":5258,"ai":5259,"body":5264,"categories":5315,"created_at":122,"date_modified":122,"description":113,"extension":123,"faq":122,"featured":124,"kicker_label":122,"meta":5316,"navigation":132,"path":5322,"published_at":5323,"question":122,"scraped_at":5324,"seo":5325,"sitemap":5326,"source_id":5327,"source_name":5328,"source_type":5186,"source_url":5329,"stem":5330,"tags":5331,"thumbnail_url":122,"tldr":5333,"tweet":122,"unknown_tags":5334,"__hash__":5335},"summaries\u002Fsummaries\u002Fcb0050ce80fc13f0-pinterest-pivots-to-conversational-ai-shopping-summary.md","Pinterest Pivots to Conversational AI Shopping",{"provider":7,"model":8,"input_tokens":5260,"output_tokens":5261,"processing_time_ms":5262,"cost_usd":5263},6201,473,2484,0.00225975,{"type":14,"value":5265,"toc":5310},[5266,5270,5273,5277,5280,5284,5287,5307],[17,5267,5269],{"id":5268},"conversational-discovery-via-taste-graph","Conversational Discovery via 'Taste Graph'",[22,5271,5272],{},"Pinterest has launched 'Ask Pinterest,' an experimental standalone app designed to shift product discovery from keyword-based search to a conversational, agentic interface. By leveraging its proprietary 'Taste Graph'—which maps user interests and aesthetics—the app aims to handle complex, multi-step queries that traditional search struggles with, such as planning a dinner party or furnishing a room over time. The app integrates directly with a user’s existing saved Pins and Boards to provide context-aware, personalized recommendations.",[17,5274,5276],{"id":5275},"strategic-decoupling-and-experimentation","Strategic Decoupling and Experimentation",[22,5278,5279],{},"By releasing 'Ask Pinterest' as a separate application, the company is isolating its AI experimentation from the core Pinterest experience. This allows for rapid iteration and testing of conversational flows without disrupting the primary platform. Unlike competitors who may license their data to third-party AI services, Pinterest is doubling down on using its internal data to train its own models and power its proprietary AI products, positioning itself to compete directly with agentic shopping tools from Google, Meta, and Shopify.",[17,5281,5283],{"id":5282},"ai-driven-advertising-infrastructure","AI-Driven Advertising Infrastructure",[22,5285,5286],{},"Alongside the consumer app, Pinterest introduced new AI tools for advertisers to modernize campaign management:",[33,5288,5289,5295,5301],{},[36,5290,5291,5294],{},[39,5292,5293],{},"Performance+ Creative:"," A global model that automatically selects the highest-performing ad creative for each impression.",[36,5296,5297,5300],{},[39,5298,5299],{},"Ads Manager AI Assistant:"," A beta tool designed to streamline campaign management for U.S. advertisers.",[36,5302,5303,5306],{},[39,5304,5305],{},"Model Context Protocol (MCP):"," A new infrastructure layer that enables advertisers to monitor and manage their Pinterest campaigns using third-party agentic tools in a standardized, interoperable way.",[22,5308,5309],{},"These moves reflect a broader strategic shift, as Chief Business Officer Lee Brown noted that the future of discovery is moving away from keywords toward context, taste, and trusted recommendations.",{"title":113,"searchDepth":114,"depth":114,"links":5311},[5312,5313,5314],{"id":5268,"depth":114,"text":5269},{"id":5275,"depth":114,"text":5276},{"id":5282,"depth":114,"text":5283},[162],{"content_references":5317,"triage":5318},[],{"relevance":129,"novelty":5319,"quality":129,"actionability":114,"composite":5320,"reasoning":5321},3,3.4,"Category: Product Strategy. The article discusses Pinterest's new AI-powered shopping app, 'Ask Pinterest,' which addresses the audience's interest in product strategy and AI integration. While it provides insights into the app's features and strategic positioning, it lacks specific actionable steps for product builders to implement similar strategies.","\u002Fsummaries\u002Fcb0050ce80fc13f0-pinterest-pivots-to-conversational-ai-shopping-summary","2026-06-17 11:00:00","2026-06-17 12:57:01",{"title":5258,"description":113},{"loc":5322},"cb0050ce80fc13f0","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F06\u002F17\u002Fpinterest-launches-an-experimental-ai-shopping-app-called-ask-pinterest\u002F","summaries\u002Fcb0050ce80fc13f0-pinterest-pivots-to-conversational-ai-shopping-summary",[144,145,5332,146],"saas","Pinterest is testing 'Ask Pinterest,' a standalone AI-powered shopping app that uses its 'Taste Graph' data to provide personalized, conversational recommendations for complex, multi-step consumer queries.",[],"iq_ioAHA96mNcy8NcqoqDcCanhSvO6YH7HNrFNq_2ao",{"id":5337,"title":5338,"ai":5339,"body":5344,"categories":5392,"created_at":122,"date_modified":122,"description":113,"extension":123,"faq":122,"featured":124,"kicker_label":122,"meta":5393,"navigation":132,"path":5404,"published_at":5405,"question":122,"scraped_at":5406,"seo":5407,"sitemap":5408,"source_id":5409,"source_name":5410,"source_type":140,"source_url":5411,"stem":5412,"tags":5413,"thumbnail_url":5415,"tldr":5416,"tweet":5417,"unknown_tags":5418,"__hash__":5419},"summaries\u002Fsummaries\u002F1f2d9a986aaa18cb-overcoming-enterprise-friction-in-agentic-ai-proje-summary.md","Overcoming Enterprise Friction in Agentic AI Projects",{"provider":7,"model":8,"input_tokens":5340,"output_tokens":5341,"processing_time_ms":5342,"cost_usd":5343},7057,651,3117,0.00274075,{"type":14,"value":5345,"toc":5387},[5346,5350,5353,5357,5360,5380,5384],[17,5347,5349],{"id":5348},"the-enterprise-scaffolding-bottleneck","The Enterprise Scaffolding Bottleneck",[22,5351,5352],{},"Most enterprise AI projects fail because they attempt to deploy machine-speed technology through human-speed governance. While AI agents can generate code and features at an unprecedented rate, legacy approval chains—security reviews, data governance, and manual sign-offs—create massive bottlenecks. The authors argue that the primary technical debt in modern enterprises is not legacy code, but the lack of engineering automation. To move faster, organizations must transform these manual approval processes into executable, automated code rather than relying on meetings and sign-off chains.",[17,5354,5356],{"id":5355},"shifting-from-certainty-to-hypothesis-driven-delivery","Shifting from Certainty to Hypothesis-Driven Delivery",[22,5358,5359],{},"Traditional enterprise project management relies on fixed requirements, milestones, and upfront ROI calculations. This approach is incompatible with agentic AI, where behavior is emergent and non-deterministic. Instead, teams should adopt:",[33,5361,5362,5368,5374],{},[36,5363,5364,5367],{},[39,5365,5366],{},"VC-style Portfolio Funding:"," Rather than demanding guaranteed returns for every individual project, finance should treat AI initiatives as a portfolio of bets, accepting that some will fail while others compound.",[36,5369,5370,5373],{},[39,5371,5372],{},"Hypothesis-Driven Loops:"," Delivery should be structured around building statistical confidence through small, iterative loops of experimentation and evaluation, rather than rigid project plans.",[36,5375,5376,5379],{},[39,5377,5378],{},"Evidence-Based Gating:"," Trust should be built through 'progressive autonomy.' Agents should graduate from shadow mode (observing), to advisory mode (recommending), to controlled autonomy (executing in low-risk scenarios), with each step gated by outcome evidence rather than project plan completion.",[17,5381,5383],{"id":5382},"building-a-living-memory-moat","Building a 'Living Memory' Moat",[22,5385,5386],{},"In a world where AI can clone features instantly, static data (like ERP or CRM records) is not a sustainable competitive advantage. The authors define the true moat as 'living memory'—the unique, real-time signals captured from customer interactions, edge cases, and behavioral intent at scale. Every feature shipped should either generate a feedback signal or act upon one. The goal is to build a recursive system where the product learns and improves faster than competitors can copy it.",{"title":113,"searchDepth":114,"depth":114,"links":5388},[5389,5390,5391],{"id":5348,"depth":114,"text":5349},{"id":5355,"depth":114,"text":5356},{"id":5382,"depth":114,"text":5383},[168],{"content_references":5394,"triage":5402},[5395,5399],{"type":5396,"title":5397,"url":5398,"context":5159},"tool","Cursor","https:\u002F\u002Fcursor.sh\u002F",{"type":5396,"title":5400,"url":5401,"context":5159},"Claude Code","https:\u002F\u002Fdocs.anthropic.com\u002Fen\u002Fdocs\u002Fagents-and-tools\u002Fclaude-code\u002Foverview",{"relevance":128,"novelty":129,"quality":129,"actionability":129,"composite":130,"reasoning":5403},"Category: Product Strategy. The article addresses a core issue in deploying AI projects within enterprises, specifically the friction caused by traditional governance structures, which resonates with the audience's need for actionable insights on product strategy. It offers a novel perspective on funding and delivery methods that can be directly applied to improve AI project outcomes.","\u002Fsummaries\u002F1f2d9a986aaa18cb-overcoming-enterprise-friction-in-agentic-ai-proje-summary","2026-05-28 21:00:02","2026-05-30 14:00:40",{"title":5338,"description":113},{"loc":5404},"1f2d9a986aaa18cb","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=AGkzpxMdPn8","summaries\u002F1f2d9a986aaa18cb-overcoming-enterprise-friction-in-agentic-ai-proje-summary",[145,146,144,5414],"devops","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FAGkzpxMdPn8\u002Fhqdefault.jpg","Enterprise agentic projects fail not due to code, but due to rigid, human-speed governance. Success requires shifting to hypothesis-driven delivery, VC-style portfolio funding, and building a 'living memory' moat.","This talk outlines why large enterprises struggle to ship agentic AI, arguing that the bottleneck isn't the code but the \"human operating system\" of legacy governance. The speakers, [Jess Grogan-Avignon](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fjessicaannbiggs) and [Jack Wang](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fjackxwang), detail five organizational tensions—ranging from finance models to deployment gates—that must be re-engineered to match machine-speed development.",[],"OC2M-nixvegQSpV2ed0WJnGhlgXOiFoS76bBPGVg3X0"]