[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-engineer-eu-ai-act-controls-for-high-risk-systems-summary":3,"summaries-facets-categories":87,"summary-related-engineer-eu-ai-act-controls-for-high-risk-systems-summary":4492},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":70,"path":71,"published_at":48,"question":48,"scraped_at":72,"seo":73,"sitemap":74,"source_id":75,"source_name":76,"source_type":77,"source_url":78,"stem":79,"tags":80,"thumbnail_url":48,"tldr":84,"tweet":48,"unknown_tags":85,"__hash__":86},"summaries\u002Fsummaries\u002Fengineer-eu-ai-act-controls-for-high-risk-systems--summary.md","Engineer EU AI Act Controls for High-Risk Systems Now",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",14850,1705,13060,0.00379985,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"classify-ai-use-cases-by-domain-not-modelto-unlock-obligations","Classify AI Use Cases by Domain, Not Model—to Unlock Obligations",[22,23,24],"p",{},"Risk classification under the EU AI Act hinges on use case domain, not model architecture or capabilities, dictating compliance needs from launch. Employment (CV screening, task allocation), credit scoring, healthcare, education assessments, and critical infrastructure trigger high-risk status automatically via Annex III—common in B2B SaaS AI features for EU clients. Prohibited systems like social scoring or workplace emotion recognition must be architecturally removed pre-market. Limited-risk (chatbots, deepfakes) needs interaction disclosures and machine-readable labels. Minimal-risk (spam filters, recommendations) has no mandates but encourages voluntary codes. Misclassifying drops production systems into violations; e.g., a CV-ranking model is high-risk in hiring but minimal in spam filtering. Providers (builders\u002Fshippers) bear heavier burdens than deployers (users); GPAI models like fine-tuned LLMs add immediate transparency docs since Aug 2025.",[17,26,28],{"id":27},"deliver-five-core-engineering-controls-for-high-risk-compliance","Deliver Five Core Engineering Controls for High-Risk Compliance",[22,30,31],{},"High-risk demands production-ready infrastructure: (1) Risk management systems to identify\u002Fmonitor\u002Fmitigate risks pre- and post-deployment; (2) Training data documentation tracing sources, curation, and biases; (3) Logging capturing inputs, outputs, and decision logic (most teams fail here, lacking visibility); (4) Human oversight with override mechanisms; (5) Continuous post-market monitoring via automated pipelines. These overlap GDPR: Article 22 bans sole automated decisions without overrides, while data rights and lawful basis share logging needs. Build system inventories tracking all AI components, FRIA workflows for rights impact assessments, and extraterritorial controls if affecting EU residents—enforceable Aug 2026 at €15M or 3% global turnover per violation, plus GDPR layers.",[17,33,35],{"id":34},"bridge-provider-deployer-roles-and-fix-inventory-gaps","Bridge Provider-Deployer Roles and Fix Inventory Gaps",[22,37,38],{},"Providers (e.g., SaaS licensing AI models) must conform systems before market entry; deployers (e.g., enterprises using for hiring) handle context-specific oversight. Engineering traps: skipping pre-launch classification, omitting logging beyond outputs, and lacking inventories—paperwork alone fails without runtime visibility. Start with domain audits on shipped features; integrate controls into CI\u002FCD for EU deployments. This turns regulation into product safety, ensuring AI features scale reliably across borders.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"AI & LLMs",null,"md",false,{"content_references":52,"triage":65},[53,58,62],{"type":54,"title":55,"url":56,"context":57},"other","EU AI Act","https:\u002F\u002Fsecureprivacy.ai\u002Fblog\u002Feu-ai-act-2026-compliance","cited",{"type":54,"title":59,"url":60,"context":61},"FRIA (Fundamental Rights Impact Assessment)","https:\u002F\u002Fsecureprivacy.ai\u002Fblog\u002Ffria-fundamental-rights-impact-assessment-ai","mentioned",{"type":54,"title":63,"url":64,"context":57},"GPAI Transparency Requirements","https:\u002F\u002Fsecureprivacy.ai\u002Fblog\u002Fai-risk-compliance-2026",{"relevance":66,"novelty":67,"quality":67,"actionability":67,"composite":68,"reasoning":69},5,4,4.35,"Category: Product Strategy. The article provides detailed insights into compliance requirements for high-risk AI systems under the EU AI Act, which is crucial for product builders in the AI space. It outlines specific engineering controls that teams need to implement, making it actionable for developers and founders looking to align their products with regulatory standards.",true,"\u002Fsummaries\u002Fengineer-eu-ai-act-controls-for-high-risk-systems-summary","2026-04-16 02:57:21",{"title":5,"description":40},{"loc":71},"bba982451f342acb","__oneoff__","article","https:\u002F\u002Fsecureprivacy.ai\u002Fblog\u002Feu-ai-act-for-ctos","summaries\u002Fengineer-eu-ai-act-controls-for-high-risk-systems--summary",[81,82,83],"product-strategy","saas","ai-llms","High-risk AI systems in employment, credit, or healthcare require engineering teams to build risk management, logging pipelines, human oversight, and monitoring by Aug 2026—or face €15M fines or 3% turnover.",[83],"q0_2XcJ5xpi-qIVOfQaKrROELwmgmsgpaCA0v0T_LEc",[88,91,93,96,98,101,104,107,110,112,114,116,118,120,122,124,126,128,130,132,134,136,138,141,143,145,147,149,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490],{"categories":89},[90],"Business & SaaS",{"categories":92},[90],{"categories":94},[95],"AI News & Trends",{"categories":97},[],{"categories":99},[100],"AI Automation",{"categories":102},[103],"Marketing & Growth",{"categories":105},[106],"Design & Frontend",{"categories":108},[109],"Software Engineering",{"categories":111},[100],{"categories":113},[],{"categories":115},[106],{"categories":117},[106],{"categories":119},[100],{"categories":121},[106],{"categories":123},[106],{"categories":125},[47],{"categories":127},[106],{"categories":129},[106],{"categories":131},[],{"categories":133},[106],{"categories":135},[106],{"categories":137},[47],{"categories":139},[140],"Developer Productivity",{"categories":142},[47],{"categories":144},[47],{"categories":146},[47],{"categories":148},[95],{"categories":150},[47],{"categories":152},[100],{"categories":154},[90],{"categories":156},[95],{"categories":158},[103],{"categories":160},[],{"categories":162},[],{"categories":164},[100],{"categories":166},[100],{"categories":168},[100],{"categories":170},[103],{"categories":172},[47],{"categories":174},[140],{"categories":176},[95],{"categories":178},[],{"categories":180},[],{"categories":182},[],{"categories":184},[185],"Data Science & Visualization",{"categories":187},[],{"categories":189},[100],{"categories":191},[109],{"categories":193},[100],{"categories":195},[100],{"categories":197},[47],{"categories":199},[103],{"categories":201},[100],{"categories":203},[],{"categories":205},[],{"categories":207},[],{"categories":209},[106],{"categories":211},[106],{"categories":213},[100],{"categories":215},[103],{"categories":217},[140],{"categories":219},[106],{"categories":221},[47],{"categories":223},[109],{"categories":225},[47],{"categories":227},[],{"categories":229},[100],{"categories":231},[47],{"categories":233},[140],{"categories":235},[140],{"categories":237},[],{"categories":239},[103],{"categories":241},[90],{"categories":243},[47],{"categories":245},[90],{"categories":247},[90],{"categories":249},[100],{"categories":251},[103],{"categories":253},[100],{"categories":255},[90],{"categories":257},[100],{"categories":259},[106],{"categories":261},[47],{"categories":263},[106],{"categories":265},[47],{"categories":267},[90],{"categories":269},[47],{"categories":271},[103],{"categories":273},[],{"categories":275},[47],{"categories":277},[90],{"categories":279},[],{"categories":281},[95],{"categories":283},[109],{"categories":285},[],{"categories":287},[47],{"categories":289},[106],{"categories":291},[47],{"categories":293},[106],{"categories":295},[],{"categories":297},[100],{"categories":299},[],{"categories":301},[],{"categories":303},[],{"categories":305},[47],{"categories":307},[],{"categories":309},[47],{"categories":311},[47],{"categories":313},[106],{"categories":315},[47],{"categories":317},[140],{"categories":319},[100],{"categories":321},[103],{"categories":323},[140],{"categories":325},[140],{"categories":327},[140],{"categories":329},[103],{"categories":331},[103],{"categories":333},[47],{"categories":335},[47],{"categories":337},[106],{"categories":339},[90],{"categories":341},[106],{"categories":343},[109],{"categories":345},[90],{"categories":347},[90],{"categories":349},[90],{"categories":351},[106],{"categories":353},[],{"categories":355},[],{"categories":357},[47],{"categories":359},[47],{"categories":361},[109],{"categories":363},[47],{"categories":365},[47],{"categories":367},[],{"categories":369},[47],{"categories":371},[47],{"categories":373},[],{"categories":375},[47],{"categories":377},[95],{"categories":379},[95],{"categories":381},[],{"categories":383},[],{"categories":385},[103],{"categories":387},[103],{"categories":389},[109],{"categories":391},[47],{"categories":393},[],{"categories":395},[],{"categories":397},[100],{"categories":399},[47],{"categories":401},[47],{"categories":403},[],{"categories":405},[47,90],{"categories":407},[47],{"categories":409},[],{"categories":411},[47],{"categories":413},[47],{"categories":415},[],{"categories":417},[],{"categories":419},[100],{"categories":421},[47],{"categories":423},[47],{"categories":425},[100],{"categories":427},[47],{"categories":429},[],{"categories":431},[],{"categories":433},[47],{"categories":435},[],{"categories":437},[47],{"categories":439},[47],{"categories":441},[],{"categories":443},[100],{"categories":445},[106],{"categories":447},[],{"categories":449},[100,450],"DevOps & Cloud",{"categories":452},[47],{"categories":454},[100],{"categories":456},[47],{"categories":458},[],{"categories":460},[],{"categories":462},[],{"categories":464},[],{"categories":466},[47],{"categories":468},[100],{"categories":470},[],{"categories":472},[100],{"categories":474},[],{"categories":476},[47],{"categories":478},[],{"categories":480},[],{"categories":482},[],{"categories":484},[],{"categories":486},[100],{"categories":488},[106],{"categories":490},[47],{"categories":492},[103],{"categories":494},[95],{"categories":496},[90],{"categories":498},[140],{"categories":500},[],{"categories":502},[100],{"categories":504},[100],{"categories":506},[47],{"categories":508},[],{"categories":510},[],{"categories":512},[],{"categories":514},[100],{"categories":516},[],{"categories":518},[100],{"categories":520},[100],{"categories":522},[95],{"categories":524},[100],{"categories":526},[47],{"categories":528},[],{"categories":530},[47],{"categories":532},[],{"categories":534},[95],{"categories":536},[100,537],"Product Strategy",{"categories":539},[109],{"categories":541},[450],{"categories":543},[537],{"categories":545},[47],{"categories":547},[100],{"categories":549},[],{"categories":551},[95],{"categories":553},[95],{"categories":555},[100],{"categories":557},[],{"categories":559},[100],{"categories":561},[47],{"categories":563},[47],{"categories":565},[140],{"categories":567},[47],{"categories":569},[],{"categories":571},[47,109],{"categories":573},[95],{"categories":575},[47],{"categories":577},[95],{"categories":579},[100],{"categories":581},[95],{"categories":583},[],{"categories":585},[109],{"categories":587},[90],{"categories":589},[],{"categories":591},[100],{"categories":593},[100],{"categories":595},[100],{"categories":597},[100],{"categories":599},[90],{"categories":601},[106],{"categories":603},[103],{"categories":605},[],{"categories":607},[100],{"categories":609},[],{"categories":611},[95],{"categories":613},[95],{"categories":615},[95],{"categories":617},[100],{"categories":619},[95],{"categories":621},[47],{"categories":623},[140],{"categories":625},[47],{"categories":627},[109],{"categories":629},[47,140],{"categories":631},[140],{"categories":633},[140],{"categories":635},[140],{"categories":637},[140],{"categories":639},[47],{"categories":641},[],{"categories":643},[],{"categories":645},[103],{"categories":647},[],{"categories":649},[47],{"categories":651},[140],{"categories":653},[47],{"categories":655},[106],{"categories":657},[109],{"categories":659},[],{"categories":661},[47],{"categories":663},[140],{"categories":665},[103],{"categories":667},[95],{"categories":669},[109],{"categories":671},[47],{"categories":673},[],{"categories":675},[109],{"categories":677},[106],{"categories":679},[90],{"categories":681},[90],{"categories":683},[],{"categories":685},[106],{"categories":687},[90],{"categories":689},[95],{"categories":691},[140],{"categories":693},[100],{"categories":695},[100],{"categories":697},[47],{"categories":699},[47],{"categories":701},[95],{"categories":703},[95],{"categories":705},[140],{"categories":707},[95],{"categories":709},[],{"categories":711},[537],{"categories":713},[100],{"categories":715},[95],{"categories":717},[95],{"categories":719},[95],{"categories":721},[47],{"categories":723},[100],{"categories":725},[100],{"categories":727},[90],{"categories":729},[90],{"categories":731},[47],{"categories":733},[95],{"categories":735},[],{"categories":737},[47],{"categories":739},[90],{"categories":741},[100],{"categories":743},[100],{"categories":745},[100],{"categories":747},[106],{"categories":749},[100],{"categories":751},[140],{"categories":753},[95],{"categories":755},[95],{"categories":757},[95],{"categories":759},[95],{"categories":761},[95],{"categories":763},[],{"categories":765},[],{"categories":767},[140],{"categories":769},[95],{"categories":771},[95],{"categories":773},[95],{"categories":775},[],{"categories":777},[47],{"categories":779},[],{"categories":781},[],{"categories":783},[106],{"categories":785},[90],{"categories":787},[],{"categories":789},[95],{"categories":791},[100],{"categories":793},[100],{"categories":795},[100],{"categories":797},[103],{"categories":799},[100],{"categories":801},[],{"categories":803},[95],{"categories":805},[95],{"categories":807},[47],{"categories":809},[],{"categories":811},[103],{"categories":813},[103],{"categories":815},[47],{"categories":817},[95],{"categories":819},[90],{"categories":821},[109],{"categories":823},[47],{"categories":825},[],{"categories":827},[47],{"categories":829},[47],{"categories":831},[109],{"categories":833},[47],{"categories":835},[47],{"categories":837},[47],{"categories":839},[103],{"categories":841},[95],{"categories":843},[47],{"categories":845},[47],{"categories":847},[95],{"categories":849},[100],{"categories":851},[140],{"categories":853},[90],{"categories":855},[47],{"categories":857},[140],{"categories":859},[140],{"categories":861},[],{"categories":863},[103],{"categories":865},[95],{"categories":867},[95],{"categories":869},[140],{"categories":871},[100],{"categories":873},[100],{"categories":875},[100],{"categories":877},[100],{"categories":879},[106],{"categories":881},[47],{"categories":883},[47],{"categories":885},[537],{"categories":887},[47],{"categories":889},[47],{"categories":891},[100],{"categories":893},[90],{"categories":895},[103],{"categories":897},[],{"categories":899},[90],{"categories":901},[90],{"categories":903},[],{"categories":905},[106],{"categories":907},[47],{"categories":909},[],{"categories":911},[],{"categories":913},[95],{"categories":915},[95],{"categories":917},[95],{"categories":919},[95],{"categories":921},[],{"categories":923},[95],{"categories":925},[47],{"categories":927},[47],{"categories":929},[],{"categories":931},[95],{"categories":933},[95],{"categories":935},[90],{"categories":937},[47],{"categories":939},[],{"categories":941},[],{"categories":943},[95],{"categories":945},[95],{"categories":947},[95],{"categories":949},[47],{"categories":951},[95],{"categories":953},[95],{"categories":955},[95],{"categories":957},[95],{"categories":959},[95],{"categories":961},[],{"categories":963},[100],{"categories":965},[47],{"categories":967},[103],{"categories":969},[90],{"categories":971},[100],{"categories":973},[47],{"categories":975},[],{"categories":977},[103],{"categories":979},[95],{"categories":981},[95],{"categories":983},[95],{"categories":985},[95],{"categories":987},[140],{"categories":989},[109],{"categories":991},[],{"categories":993},[47],{"categories":995},[100],{"categories":997},[100],{"categories":999},[100],{"categories":1001},[450],{"categories":1003},[100],{"categories":1005},[47],{"categories":1007},[47],{"categories":1009},[109],{"categories":1011},[450],{"categories":1013},[185],{"categories":1015},[47],{"categories":1017},[185],{"categories":1019},[],{"categories":1021},[103],{"categories":1023},[103],{"categories":1025},[106],{"categories":1027},[450],{"categories":1029},[100],{"categories":1031},[47],{"categories":1033},[47],{"categories":1035},[100],{"categories":1037},[100],{"categories":1039},[100],{"categories":1041},[140],{"categories":1043},[140],{"categories":1045},[100],{"categories":1047},[100],{"categories":1049},[],{"categories":1051},[100],{"categories":1053},[100],{"categories":1055},[47],{"categories":1057},[185],{"categories":1059},[100],{"categories":1061},[100],{"categories":1063},[100],{"categories":1065},[100],{"categories":1067},[90],{"categories":1069},[106],{"categories":1071},[95],{"categories":1073},[109],{"categories":1075},[450],{"categories":1077},[109],{"categories":1079},[185],{"categories":1081},[],{"categories":1083},[109],{"categories":1085},[],{"categories":1087},[],{"categories":1089},[109],{"categories":1091},[47],{"categories":1093},[],{"categories":1095},[],{"categories":1097},[],{"categories":1099},[90],{"categories":1101},[],{"categories":1103},[],{"categories":1105},[185],{"categories":1107},[47],{"categories":1109},[450],{"categories":1111},[47],{"categories":1113},[],{"categories":1115},[100],{"categories":1117},[140],{"categories":1119},[140],{"categories":1121},[103],{"categories":1123},[103],{"categories":1125},[103],{"categories":1127},[450],{"categories":1129},[109],{"categories":1131},[100],{"categories":1133},[90],{"categories":1135},[90],{"categories":1137},[109],{"categories":1139},[106],{"categories":1141},[185],{"categories":1143},[106],{"categories":1145},[],{"categories":1147},[47],{"categories":1149},[100],{"categories":1151},[100],{"categories":1153},[140],{"categories":1155},[100],{"categories":1157},[100],{"categories":1159},[106],{"categories":1161},[106],{"categories":1163},[100],{"categories":1165},[450],{"categories":1167},[47],{"categories":1169},[],{"categories":1171},[103],{"categories":1173},[100],{"categories":1175},[90],{"categories":1177},[100],{"categories":1179},[100],{"categories":1181},[],{"categories":1183},[47],{"categories":1185},[100],{"categories":1187},[100],{"categories":1189},[140],{"categories":1191},[100],{"categories":1193},[47],{"categories":1195},[],{"categories":1197},[100],{"categories":1199},[],{"categories":1201},[106],{"categories":1203},[140],{"categories":1205},[47],{"categories":1207},[109],{"categories":1209},[106],{"categories":1211},[140],{"categories":1213},[185],{"categories":1215},[140],{"categories":1217},[],{"categories":1219},[47],{"categories":1221},[47],{"categories":1223},[537],{"categories":1225},[109],{"categories":1227},[47,100],{"categories":1229},[100],{"categories":1231},[47],{"categories":1233},[100],{"categories":1235},[100,109],{"categories":1237},[100],{"categories":1239},[47],{"categories":1241},[],{"categories":1243},[140],{"categories":1245},[47],{"categories":1247},[100],{"categories":1249},[47],{"categories":1251},[],{"categories":1253},[109],{"categories":1255},[90],{"categories":1257},[100],{"categories":1259},[],{"categories":1261},[185],{"categories":1263},[109],{"categories":1265},[100],{"categories":1267},[109],{"categories":1269},[],{"categories":1271},[100],{"categories":1273},[],{"categories":1275},[100],{"categories":1277},[],{"categories":1279},[],{"categories":1281},[106],{"categories":1283},[140],{"categories":1285},[47],{"categories":1287},[100],{"categories":1289},[],{"categories":1291},[100],{"categories":1293},[109],{"categories":1295},[47],{"categories":1297},[47],{"categories":1299},[109],{"categories":1301},[109],{"categories":1303},[140],{"categories":1305},[90],{"categories":1307},[],{"categories":1309},[47],{"categories":1311},[47],{"categories":1313},[47],{"categories":1315},[100],{"categories":1317},[47],{"categories":1319},[],{"categories":1321},[106],{"categories":1323},[47],{"categories":1325},[100],{"categories":1327},[],{"categories":1329},[47],{"categories":1331},[],{"categories":1333},[47],{"categories":1335},[],{"categories":1337},[],{"categories":1339},[],{"categories":1341},[47],{"categories":1343},[47],{"categories":1345},[47],{"categories":1347},[47],{"categories":1349},[],{"categories":1351},[47],{"categories":1353},[47],{"categories":1355},[47],{"categories":1357},[],{"categories":1359},[47],{"categories":1361},[],{"categories":1363},[103],{"categories":1365},[47],{"categories":1367},[],{"categories":1369},[],{"categories":1371},[],{"categories":1373},[47],{"categories":1375},[95],{"categories":1377},[95],{"categories":1379},[],{"categories":1381},[100],{"categories":1383},[47],{"categories":1385},[],{"categories":1387},[47],{"categories":1389},[47],{"categories":1391},[95],{"categories":1393},[],{"categories":1395},[47],{"categories":1397},[95],{"categories":1399},[100],{"categories":1401},[47],{"categories":1403},[],{"categories":1405},[],{"categories":1407},[],{"categories":1409},[100],{"categories":1411},[100],{"categories":1413},[100],{"categories":1415},[100],{"categories":1417},[47],{"categories":1419},[106],{"categories":1421},[106],{"categories":1423},[100],{"categories":1425},[100],{"categories":1427},[140],{"categories":1429},[537],{"categories":1431},[140],{"categories":1433},[140],{"categories":1435},[47],{"categories":1437},[100],{"categories":1439},[47],{"categories":1441},[140],{"categories":1443},[47],{"categories":1445},[100],{"categories":1447},[100],{"categories":1449},[100],{"categories":1451},[100],{"categories":1453},[100],{"categories":1455},[47],{"categories":1457},[140],{"categories":1459},[140],{"categories":1461},[103],{"categories":1463},[100],{"categories":1465},[],{"categories":1467},[100],{"categories":1469},[],{"categories":1471},[95],{"categories":1473},[47],{"categories":1475},[],{"categories":1477},[90],{"categories":1479},[106],{"categories":1481},[106],{"categories":1483},[100],{"categories":1485},[100],{"categories":1487},[47],{"categories":1489},[47],{"categories":1491},[95],{"categories":1493},[95],{"categories":1495},[450],{"categories":1497},[100],{"categories":1499},[95],{"categories":1501},[],{"categories":1503},[47],{"categories":1505},[100],{"categories":1507},[100],{"categories":1509},[100],{"categories":1511},[100],{"categories":1513},[47],{"categories":1515},[47],{"categories":1517},[47],{"categories":1519},[47],{"categories":1521},[100],{"categories":1523},[100],{"categories":1525},[100],{"categories":1527},[100],{"categories":1529},[],{"categories":1531},[106],{"categories":1533},[47],{"categories":1535},[47],{"categories":1537},[47],{"categories":1539},[],{"categories":1541},[103],{"categories":1543},[],{"categories":1545},[140],{"categories":1547},[],{"categories":1549},[100],{"categories":1551},[140],{"categories":1553},[106],{"categories":1555},[140],{"categories":1557},[],{"categories":1559},[140],{"categories":1561},[140],{"categories":1563},[],{"categories":1565},[106],{"categories":1567},[100],{"categories":1569},[100],{"categories":1571},[140],{"categories":1573},[47],{"categories":1575},[47],{"categories":1577},[],{"categories":1579},[95],{"categories":1581},[],{"categories":1583},[103],{"categories":1585},[],{"categories":1587},[106],{"categories":1589},[95],{"categories":1591},[106],{"categories":1593},[106],{"categories":1595},[106],{"categories":1597},[106],{"categories":1599},[106],{"categories":1601},[106],{"categories":1603},[106],{"categories":1605},[106],{"categories":1607},[106],{"categories":1609},[106],{"categories":1611},[],{"categories":1613},[100],{"categories":1615},[106],{"categories":1617},[47],{"categories":1619},[47],{"categories":1621},[106],{"categories":1623},[106],{"categories":1625},[106],{"categories":1627},[106],{"categories":1629},[106],{"categories":1631},[106],{"categories":1633},[106],{"categories":1635},[47,106],{"categories":1637},[106],{"categories":1639},[106],{"categories":1641},[106],{"categories":1643},[106],{"categories":1645},[],{"categories":1647},[106],{"categories":1649},[106],{"categories":1651},[106],{"categories":1653},[106],{"categories":1655},[106],{"categories":1657},[106],{"categories":1659},[106],{"categories":1661},[106],{"categories":1663},[106],{"categories":1665},[106,47],{"categories":1667},[106],{"categories":1669},[106],{"categories":1671},[],{"categories":1673},[95],{"categories":1675},[],{"categories":1677},[47],{"categories":1679},[],{"categories":1681},[100],{"categories":1683},[450],{"categories":1685},[537],{"categories":1687},[100],{"categories":1689},[100],{"categories":1691},[],{"categories":1693},[100],{"categories":1695},[],{"categories":1697},[100],{"categories":1699},[],{"categories":1701},[],{"categories":1703},[47],{"categories":1705},[47],{"categories":1707},[47],{"categories":1709},[95],{"categories":1711},[95],{"categories":1713},[95],{"categories":1715},[95],{"categories":1717},[],{"categories":1719},[95],{"categories":1721},[],{"categories":1723},[95],{"categories":1725},[47],{"categories":1727},[95],{"categories":1729},[95],{"categories":1731},[95],{"categories":1733},[95],{"categories":1735},[47],{"categories":1737},[95],{"categories":1739},[100],{"categories":1741},[],{"categories":1743},[100],{"categories":1745},[95],{"categories":1747},[47],{"categories":1749},[95],{"categories":1751},[95],{"categories":1753},[95],{"categories":1755},[47],{"categories":1757},[47],{"categories":1759},[47],{"categories":1761},[],{"categories":1763},[],{"categories":1765},[47],{"categories":1767},[95],{"categories":1769},[],{"categories":1771},[47],{"categories":1773},[100],{"categories":1775},[47],{"categories":1777},[100],{"categories":1779},[100],{"categories":1781},[47],{"categories":1783},[],{"categories":1785},[],{"categories":1787},[100],{"categories":1789},[100],{"categories":1791},[100],{"categories":1793},[100],{"categories":1795},[100],{"categories":1797},[100],{"categories":1799},[100],{"categories":1801},[100],{"categories":1803},[],{"categories":1805},[100],{"categories":1807},[100],{"categories":1809},[100],{"categories":1811},[47],{"categories":1813},[47],{"categories":1815},[47],{"categories":1817},[95],{"categories":1819},[47],{"categories":1821},[47],{"categories":1823},[47],{"categories":1825},[100],{"categories":1827},[103],{"categories":1829},[103],{"categories":1831},[103],{"categories":1833},[100],{"categories":1835},[],{"categories":1837},[47],{"categories":1839},[],{"categories":1841},[],{"categories":1843},[47],{"categories":1845},[],{"categories":1847},[100],{"categories":1849},[106],{"categories":1851},[140],{"categories":1853},[185],{"categories":1855},[47],{"categories":1857},[100],{"categories":1859},[106],{"categories":1861},[],{"categories":1863},[100],{"categories":1865},[103,90],{"categories":1867},[100],{"categories":1869},[100],{"categories":1871},[450],{"categories":1873},[109],{"categories":1875},[103],{"categories":1877},[140],{"categories":1879},[47],{"categories":1881},[],{"categories":1883},[47],{"categories":1885},[],{"categories":1887},[47],{"categories":1889},[47],{"categories":1891},[100],{"categories":1893},[],{"categories":1895},[47],{"categories":1897},[100],{"categories":1899},[47],{"categories":1901},[140],{"categories":1903},[100],{"categories":1905},[47],{"categories":1907},[47,140],{"categories":1909},[140],{"categories":1911},[],{"categories":1913},[47],{"categories":1915},[47],{"categories":1917},[47],{"categories":1919},[],{"categories":1921},[],{"categories":1923},[100],{"categories":1925},[103],{"categories":1927},[95],{"categories":1929},[100],{"categories":1931},[47],{"categories":1933},[95],{"categories":1935},[],{"categories":1937},[140],{"categories":1939},[95],{"categories":1941},[],{"categories":1943},[185],{"categories":1945},[103],{"categories":1947},[90],{"categories":1949},[95],{"categories":1951},[47],{"categories":1953},[100],{"categories":1955},[47],{"categories":1957},[100],{"categories":1959},[100],{"categories":1961},[95],{"categories":1963},[140],{"categories":1965},[106],{"categories":1967},[90],{"categories":1969},[47],{"categories":1971},[47],{"categories":1973},[],{"categories":1975},[],{"categories":1977},[47],{"categories":1979},[],{"categories":1981},[47],{"categories":1983},[95],{"categories":1985},[],{"categories":1987},[100],{"categories":1989},[140],{"categories":1991},[95],{"categories":1993},[140],{"categories":1995},[100],{"categories":1997},[47],{"categories":1999},[],{"categories":2001},[100],{"categories":2003},[100],{"categories":2005},[106],{"categories":2007},[100],{"categories":2009},[106],{"categories":2011},[100],{"categories":2013},[100],{"categories":2015},[106],{"categories":2017},[],{"categories":2019},[],{"categories":2021},[106],{"categories":2023},[106],{"categories":2025},[106],{"categories":2027},[109],{"categories":2029},[140],{"categories":2031},[140],{"categories":2033},[100],{"categories":2035},[95],{"categories":2037},[140],{"categories":2039},[140],{"categories":2041},[103],{"categories":2043},[106],{"categories":2045},[100],{"categories":2047},[100],{"categories":2049},[47],{"categories":2051},[140],{"categories":2053},[47],{"categories":2055},[],{"categories":2057},[450],{"categories":2059},[537],{"categories":2061},[],{"categories":2063},[],{"categories":2065},[100],{"categories":2067},[95],{"categories":2069},[103],{"categories":2071},[103],{"categories":2073},[185],{"categories":2075},[106],{"categories":2077},[185],{"categories":2079},[185],{"categories":2081},[100],{"categories":2083},[],{"categories":2085},[],{"categories":2087},[185],{"categories":2089},[109],{"categories":2091},[47],{"categories":2093},[109],{"categories":2095},[185],{"categories":2097},[109],{"categories":2099},[185],{"categories":2101},[90],{"categories":2103},[109],{"categories":2105},[140],{"categories":2107},[47],{"categories":2109},[],{"categories":2111},[185],{"categories":2113},[450],{"categories":2115},[],{"categories":2117},[47],{"categories":2119},[47],{"categories":2121},[],{"categories":2123},[],{"categories":2125},[47],{"categories":2127},[47],{"categories":2129},[95],{"categories":2131},[47],{"categories":2133},[],{"categories":2135},[95],{"categories":2137},[],{"categories":2139},[],{"categories":2141},[95],{"categories":2143},[95],{"categories":2145},[47],{"categories":2147},[47],{"categories":2149},[47],{"categories":2151},[47],{"categories":2153},[47],{"categories":2155},[47],{"categories":2157},[103],{"categories":2159},[],{"categories":2161},[47],{"categories":2163},[],{"categories":2165},[],{"categories":2167},[100],{"categories":2169},[140],{"categories":2171},[],{"categories":2173},[450],{"categories":2175},[47,450],{"categories":2177},[47],{"categories":2179},[],{"categories":2181},[106],{"categories":2183},[106],{"categories":2185},[106],{"categories":2187},[106],{"categories":2189},[106],{"categories":2191},[],{"categories":2193},[],{"categories":2195},[],{"categories":2197},[109],{"categories":2199},[100],{"categories":2201},[90],{"categories":2203},[109],{"categories":2205},[140],{"categories":2207},[106],{"categories":2209},[],{"categories":2211},[103],{"categories":2213},[537],{"categories":2215},[185],{"categories":2217},[185],{"categories":2219},[185],{"categories":2221},[140],{"categories":2223},[537],{"categories":2225},[140],{"categories":2227},[],{"categories":2229},[90],{"categories":2231},[109],{"categories":2233},[47],{"categories":2235},[106],{"categories":2237},[103],{"categories":2239},[109],{"categories":2241},[103],{"categories":2243},[47],{"categories":2245},[106],{"categories":2247},[109],{"categories":2249},[450],{"categories":2251},[47],{"categories":2253},[95],{"categories":2255},[109],{"categories":2257},[],{"categories":2259},[47],{"categories":2261},[109],{"categories":2263},[109],{"categories":2265},[100],{"categories":2267},[],{"categories":2269},[103],{"categories":2271},[103],{"categories":2273},[103],{"categories":2275},[100],{"categories":2277},[47],{"categories":2279},[],{"categories":2281},[90],{"categories":2283},[140],{"categories":2285},[140],{"categories":2287},[185],{"categories":2289},[90],{"categories":2291},[95],{"categories":2293},[185],{"categories":2295},[],{"categories":2297},[95],{"categories":2299},[95],{"categories":2301},[95],{"categories":2303},[47],{"categories":2305},[90],{"categories":2307},[47],{"categories":2309},[],{"categories":2311},[],{"categories":2313},[],{"categories":2315},[109],{"categories":2317},[100],{"categories":2319},[],{"categories":2321},[140],{"categories":2323},[106],{"categories":2325},[],{"categories":2327},[103],{"categories":2329},[],{"categories":2331},[106],{"categories":2333},[47],{"categories":2335},[140],{"categories":2337},[90],{"categories":2339},[],{"categories":2341},[106],{"categories":2343},[106],{"categories":2345},[47],{"categories":2347},[],{"categories":2349},[],{"categories":2351},[109],{"categories":2353},[47],{"categories":2355},[],{"categories":2357},[100],{"categories":2359},[47],{"categories":2361},[],{"categories":2363},[109],{"categories":2365},[100],{"categories":2367},[47],{"categories":2369},[185],{"categories":2371},[47],{"categories":2373},[],{"categories":2375},[185],{"categories":2377},[47],{"categories":2379},[109],{"categories":2381},[47],{"categories":2383},[185],{"categories":2385},[100],{"categories":2387},[47],{"categories":2389},[47],{"categories":2391},[47,100],{"categories":2393},[100],{"categories":2395},[100],{"categories":2397},[100],{"categories":2399},[106],{"categories":2401},[140],{"categories":2403},[47],{"categories":2405},[140],{"categories":2407},[106],{"categories":2409},[47],{"categories":2411},[],{"categories":2413},[],{"categories":2415},[47],{"categories":2417},[47],{"categories":2419},[47],{"categories":2421},[100],{"categories":2423},[47],{"categories":2425},[],{"categories":2427},[47],{"categories":2429},[47],{"categories":2431},[100],{"categories":2433},[100],{"categories":2435},[47],{"categories":2437},[47],{"categories":2439},[],{"categories":2441},[47],{"categories":2443},[],{"categories":2445},[47],{"categories":2447},[47],{"categories":2449},[47],{"categories":2451},[47],{"categories":2453},[47],{"categories":2455},[47],{"categories":2457},[47],{"categories":2459},[],{"categories":2461},[47],{"categories":2463},[95],{"categories":2465},[95],{"categories":2467},[],{"categories":2469},[],{"categories":2471},[47],{"categories":2473},[],{"categories":2475},[47],{"categories":2477},[47,450],{"categories":2479},[],{"categories":2481},[95],{"categories":2483},[],{"categories":2485},[47],{"categories":2487},[],{"categories":2489},[],{"categories":2491},[],{"categories":2493},[47],{"categories":2495},[],{"categories":2497},[47],{"categories":2499},[],{"categories":2501},[47],{"categories":2503},[47],{"categories":2505},[],{"categories":2507},[],{"categories":2509},[47,450],{"categories":2511},[450,47],{"categories":2513},[95],{"categories":2515},[],{"categories":2517},[47],{"categories":2519},[],{"categories":2521},[47],{"categories":2523},[47],{"categories":2525},[],{"categories":2527},[95],{"categories":2529},[47,90],{"categories":2531},[95],{"categories":2533},[109],{"categories":2535},[],{"categories":2537},[100],{"categories":2539},[47],{"categories":2541},[103],{"categories":2543},[47],{"categories":2545},[140],{"categories":2547},[140],{"categories":2549},[450],{"categories":2551},[95],{"categories":2553},[47],{"categories":2555},[450],{"categories":2557},[109],{"categories":2559},[47],{"categories":2561},[140],{"categories":2563},[],{"categories":2565},[47],{"categories":2567},[],{"categories":2569},[],{"categories":2571},[47],{"categories":2573},[],{"categories":2575},[47],{"categories":2577},[109],{"categories":2579},[90],{"categories":2581},[140],{"categories":2583},[103],{"categories":2585},[100],{"categories":2587},[140],{"categories":2589},[],{"categories":2591},[103],{"categories":2593},[],{"categories":2595},[],{"categories":2597},[47],{"categories":2599},[95],{"categories":2601},[103],{"categories":2603},[],{"categories":2605},[47],{"categories":2607},[95],{"categories":2609},[95],{"categories":2611},[103],{"categories":2613},[95],{"categories":2615},[47],{"categories":2617},[95],{"categories":2619},[47],{"categories":2621},[],{"categories":2623},[47],{"categories":2625},[47],{"categories":2627},[47],{"categories":2629},[95],{"categories":2631},[],{"categories":2633},[],{"categories":2635},[106],{"categories":2637},[95],{"categories":2639},[],{"categories":2641},[47],{"categories":2643},[47],{"categories":2645},[47],{"categories":2647},[47],{"categories":2649},[47],{"categories":2651},[47],{"categories":2653},[47],{"categories":2655},[47],{"categories":2657},[47],{"categories":2659},[103],{"categories":2661},[47,106],{"categories":2663},[95],{"categories":2665},[95],{"categories":2667},[47],{"categories":2669},[109],{"categories":2671},[185],{"categories":2673},[47],{"categories":2675},[47],{"categories":2677},[],{"categories":2679},[],{"categories":2681},[47],{"categories":2683},[47],{"categories":2685},[],{"categories":2687},[106],{"categories":2689},[106],{"categories":2691},[140],{"categories":2693},[47],{"categories":2695},[140],{"categories":2697},[47],{"categories":2699},[47],{"categories":2701},[],{"categories":2703},[47],{"categories":2705},[],{"categories":2707},[],{"categories":2709},[47],{"categories":2711},[],{"categories":2713},[],{"categories":2715},[95],{"categories":2717},[],{"categories":2719},[47],{"categories":2721},[47],{"categories":2723},[47],{"categories":2725},[],{"categories":2727},[47],{"categories":2729},[95],{"categories":2731},[537],{"categories":2733},[100],{"categories":2735},[47],{"categories":2737},[],{"categories":2739},[100],{"categories":2741},[47],{"categories":2743},[],{"categories":2745},[47],{"categories":2747},[],{"categories":2749},[100],{"categories":2751},[],{"categories":2753},[],{"categories":2755},[100],{"categories":2757},[100],{"categories":2759},[100],{"categories":2761},[47],{"categories":2763},[],{"categories":2765},[100],{"categories":2767},[100],{"categories":2769},[],{"categories":2771},[],{"categories":2773},[100],{"categories":2775},[47],{"categories":2777},[95],{"categories":2779},[537],{"categories":2781},[103],{"categories":2783},[],{"categories":2785},[106],{"categories":2787},[47],{"categories":2789},[47],{"categories":2791},[90],{"categories":2793},[95],{"categories":2795},[95],{"categories":2797},[95],{"categories":2799},[95],{"categories":2801},[],{"categories":2803},[100],{"categories":2805},[100],{"categories":2807},[100],{"categories":2809},[100],{"categories":2811},[140],{"categories":2813},[47],{"categories":2815},[90],{"categories":2817},[],{"categories":2819},[140],{"categories":2821},[100],{"categories":2823},[106],{"categories":2825},[106],{"categories":2827},[106],{"categories":2829},[106],{"categories":2831},[106],{"categories":2833},[106],{"categories":2835},[47,90],{"categories":2837},[100],{"categories":2839},[90],{"categories":2841},[95],{"categories":2843},[95],{"categories":2845},[140],{"categories":2847},[],{"categories":2849},[],{"categories":2851},[103],{"categories":2853},[],{"categories":2855},[47],{"categories":2857},[103],{"categories":2859},[47],{"categories":2861},[109],{"categories":2863},[100],{"categories":2865},[90],{"categories":2867},[100],{"categories":2869},[109],{"categories":2871},[140],{"categories":2873},[100],{"categories":2875},[],{"categories":2877},[140],{"categories":2879},[],{"categories":2881},[],{"categories":2883},[100],{"categories":2885},[100],{"categories":2887},[100],{"categories":2889},[47],{"categories":2891},[47],{"categories":2893},[47],{"categories":2895},[47],{"categories":2897},[47],{"categories":2899},[],{"categories":2901},[450],{"categories":2903},[47],{"categories":2905},[],{"categories":2907},[],{"categories":2909},[],{"categories":2911},[140],{"categories":2913},[],{"categories":2915},[47],{"categories":2917},[],{"categories":2919},[95],{"categories":2921},[47],{"categories":2923},[95],{"categories":2925},[47],{"categories":2927},[100],{"categories":2929},[],{"categories":2931},[47],{"categories":2933},[47],{"categories":2935},[],{"categories":2937},[185],{"categories":2939},[185],{"categories":2941},[109],{"categories":2943},[106],{"categories":2945},[],{"categories":2947},[47],{"categories":2949},[100],{"categories":2951},[],{"categories":2953},[],{"categories":2955},[47],{"categories":2957},[109],{"categories":2959},[100],{"categories":2961},[90],{"categories":2963},[140,109],{"categories":2965},[109],{"categories":2967},[47],{"categories":2969},[100],{"categories":2971},[],{"categories":2973},[],{"categories":2975},[],{"categories":2977},[],{"categories":2979},[],{"categories":2981},[],{"categories":2983},[47],{"categories":2985},[],{"categories":2987},[],{"categories":2989},[47],{"categories":2991},[],{"categories":2993},[],{"categories":2995},[],{"categories":2997},[47],{"categories":2999},[95],{"categories":3001},[],{"categories":3003},[],{"categories":3005},[],{"categories":3007},[47],{"categories":3009},[],{"categories":3011},[47],{"categories":3013},[47],{"categories":3015},[],{"categories":3017},[47],{"categories":3019},[109],{"categories":3021},[],{"categories":3023},[140],{"categories":3025},[140],{"categories":3027},[],{"categories":3029},[103],{"categories":3031},[],{"categories":3033},[],{"categories":3035},[],{"categories":3037},[106],{"categories":3039},[95],{"categories":3041},[100],{"categories":3043},[47],{"categories":3045},[90],{"categories":3047},[47],{"categories":3049},[],{"categories":3051},[],{"categories":3053},[90],{"categories":3055},[103],{"categories":3057},[100],{"categories":3059},[],{"categories":3061},[450],{"categories":3063},[],{"categories":3065},[103],{"categories":3067},[47],{"categories":3069},[47],{"categories":3071},[103],{"categories":3073},[47],{"categories":3075},[106],{"categories":3077},[100],{"categories":3079},[47],{"categories":3081},[100],{"categories":3083},[47],{"categories":3085},[100],{"categories":3087},[140],{"categories":3089},[140],{"categories":3091},[106],{"categories":3093},[],{"categories":3095},[47],{"categories":3097},[47],{"categories":3099},[103],{"categories":3101},[537],{"categories":3103},[140],{"categories":3105},[95],{"categories":3107},[47],{"categories":3109},[95],{"categories":3111},[47],{"categories":3113},[47],{"categories":3115},[],{"categories":3117},[47],{"categories":3119},[],{"categories":3121},[47],{"categories":3123},[103],{"categories":3125},[47],{"categories":3127},[47],{"categories":3129},[47],{"categories":3131},[],{"categories":3133},[47],{"categories":3135},[47],{"categories":3137},[537],{"categories":3139},[],{"categories":3141},[95],{"categories":3143},[450],{"categories":3145},[109],{"categories":3147},[],{"categories":3149},[185],{"categories":3151},[],{"categories":3153},[],{"categories":3155},[95],{"categories":3157},[47],{"categories":3159},[],{"categories":3161},[47],{"categories":3163},[47],{"categories":3165},[100],{"categories":3167},[47],{"categories":3169},[95],{"categories":3171},[95],{"categories":3173},[106],{"categories":3175},[106],{"categories":3177},[106],{"categories":3179},[47],{"categories":3181},[185],{"categories":3183},[95],{"categories":3185},[140],{"categories":3187},[],{"categories":3189},[106],{"categories":3191},[106],{"categories":3193},[450],{"categories":3195},[106],{"categories":3197},[106],{"categories":3199},[100],{"categories":3201},[95],{"categories":3203},[450],{"categories":3205},[47],{"categories":3207},[47],{"categories":3209},[47],{"categories":3211},[47],{"categories":3213},[],{"categories":3215},[100],{"categories":3217},[47],{"categories":3219},[106],{"categories":3221},[],{"categories":3223},[],{"categories":3225},[95],{"categories":3227},[],{"categories":3229},[100],{"categories":3231},[100],{"categories":3233},[100],{"categories":3235},[100],{"categories":3237},[100],{"categories":3239},[100],{"categories":3241},[100],{"categories":3243},[100],{"categories":3245},[],{"categories":3247},[],{"categories":3249},[47],{"categories":3251},[],{"categories":3253},[100],{"categories":3255},[140],{"categories":3257},[140],{"categories":3259},[185],{"categories":3261},[90],{"categories":3263},[],{"categories":3265},[],{"categories":3267},[],{"categories":3269},[106],{"categories":3271},[47],{"categories":3273},[],{"categories":3275},[90],{"categories":3277},[90],{"categories":3279},[106],{"categories":3281},[140],{"categories":3283},[185],{"categories":3285},[106],{"categories":3287},[106],{"categories":3289},[],{"categories":3291},[100],{"categories":3293},[90],{"categories":3295},[90],{"categories":3297},[47],{"categories":3299},[100],{"categories":3301},[109],{"categories":3303},[106],{"categories":3305},[],{"categories":3307},[103],{"categories":3309},[185],{"categories":3311},[95],{"categories":3313},[95],{"categories":3315},[95],{"categories":3317},[450],{"categories":3319},[],{"categories":3321},[100],{"categories":3323},[],{"categories":3325},[100],{"categories":3327},[100],{"categories":3329},[47],{"categories":3331},[47],{"categories":3333},[109],{"categories":3335},[100],{"categories":3337},[109],{"categories":3339},[],{"categories":3341},[100],{"categories":3343},[106],{"categories":3345},[106],{"categories":3347},[106],{"categories":3349},[47],{"categories":3351},[100],{"categories":3353},[47],{"categories":3355},[90],{"categories":3357},[95],{"categories":3359},[106],{"categories":3361},[95],{"categories":3363},[47],{"categories":3365},[],{"categories":3367},[95],{"categories":3369},[100],{"categories":3371},[95],{"categories":3373},[95],{"categories":3375},[95],{"categories":3377},[95],{"categories":3379},[],{"categories":3381},[],{"categories":3383},[95],{"categories":3385},[95],{"categories":3387},[],{"categories":3389},[95],{"categories":3391},[95],{"categories":3393},[47],{"categories":3395},[47],{"categories":3397},[95],{"categories":3399},[95],{"categories":3401},[47],{"categories":3403},[],{"categories":3405},[47],{"categories":3407},[100],{"categories":3409},[47],{"categories":3411},[47],{"categories":3413},[],{"categories":3415},[47],{"categories":3417},[47],{"categories":3419},[47],{"categories":3421},[95],{"categories":3423},[],{"categories":3425},[],{"categories":3427},[],{"categories":3429},[],{"categories":3431},[47],{"categories":3433},[47],{"categories":3435},[],{"categories":3437},[103],{"categories":3439},[95],{"categories":3441},[],{"categories":3443},[],{"categories":3445},[],{"categories":3447},[],{"categories":3449},[],{"categories":3451},[47],{"categories":3453},[],{"categories":3455},[],{"categories":3457},[47],{"categories":3459},[],{"categories":3461},[100],{"categories":3463},[100],{"categories":3465},[100],{"categories":3467},[90],{"categories":3469},[],{"categories":3471},[103],{"categories":3473},[109],{"categories":3475},[109],{"categories":3477},[450],{"categories":3479},[95],{"categories":3481},[],{"categories":3483},[47],{"categories":3485},[47],{"categories":3487},[90],{"categories":3489},[],{"categories":3491},[90],{"categories":3493},[],{"categories":3495},[],{"categories":3497},[],{"categories":3499},[109],{"categories":3501},[100],{"categories":3503},[100],{"categories":3505},[100],{"categories":3507},[100],{"categories":3509},[100],{"categories":3511},[],{"categories":3513},[95],{"categories":3515},[47],{"categories":3517},[47],{"categories":3519},[47],{"categories":3521},[],{"categories":3523},[90],{"categories":3525},[],{"categories":3527},[106],{"categories":3529},[185],{"categories":3531},[106],{"categories":3533},[],{"categories":3535},[],{"categories":3537},[47],{"categories":3539},[100],{"categories":3541},[],{"categories":3543},[47],{"categories":3545},[47],{"categories":3547},[47],{"categories":3549},[100],{"categories":3551},[100],{"categories":3553},[47],{"categories":3555},[185],{"categories":3557},[100],{"categories":3559},[],{"categories":3561},[47],{"categories":3563},[],{"categories":3565},[537],{"categories":3567},[109],{"categories":3569},[185],{"categories":3571},[109],{"categories":3573},[450],{"categories":3575},[47],{"categories":3577},[109],{"categories":3579},[95],{"categories":3581},[450],{"categories":3583},[109],{"categories":3585},[106],{"categories":3587},[106],{"categories":3589},[],{"categories":3591},[109],{"categories":3593},[],{"categories":3595},[140],{"categories":3597},[109],{"categories":3599},[],{"categories":3601},[185],{"categories":3603},[185],{"categories":3605},[537],{"categories":3607},[],{"categories":3609},[47],{"categories":3611},[109],{"categories":3613},[450],{"categories":3615},[100],{"categories":3617},[100],{"categories":3619},[185],{"categories":3621},[47],{"categories":3623},[140],{"categories":3625},[47],{"categories":3627},[],{"categories":3629},[],{"categories":3631},[],{"categories":3633},[103],{"categories":3635},[47],{"categories":3637},[106],{"categories":3639},[109],{"categories":3641},[109],{"categories":3643},[47],{"categories":3645},[103],{"categories":3647},[140],{"categories":3649},[47],{"categories":3651},[109],{"categories":3653},[47],{"categories":3655},[109],{"categories":3657},[140],{"categories":3659},[140],{"categories":3661},[100],{"categories":3663},[140],{"categories":3665},[109],{"categories":3667},[90],{"categories":3669},[109],{"categories":3671},[109],{"categories":3673},[109],{"categories":3675},[109],{"categories":3677},[],{"categories":3679},[95],{"categories":3681},[],{"categories":3683},[185],{"categories":3685},[47],{"categories":3687},[47],{"categories":3689},[],{"categories":3691},[],{"categories":3693},[],{"categories":3695},[47],{"categories":3697},[95],{"categories":3699},[47],{"categories":3701},[47],{"categories":3703},[],{"categories":3705},[47],{"categories":3707},[106],{"categories":3709},[47],{"categories":3711},[47],{"categories":3713},[47],{"categories":3715},[],{"categories":3717},[],{"categories":3719},[],{"categories":3721},[450],{"categories":3723},[450],{"categories":3725},[90],{"categories":3727},[100],{"categories":3729},[90,103],{"categories":3731},[47],{"categories":3733},[95],{"categories":3735},[],{"categories":3737},[106],{"categories":3739},[185],{"categories":3741},[47],{"categories":3743},[109],{"categories":3745},[47],{"categories":3747},[],{"categories":3749},[185],{"categories":3751},[450],{"categories":3753},[100],{"categories":3755},[90],{"categories":3757},[450],{"categories":3759},[100],{"categories":3761},[140],{"categories":3763},[100],{"categories":3765},[140],{"categories":3767},[47],{"categories":3769},[140],{"categories":3771},[140],{"categories":3773},[109],{"categories":3775},[185],{"categories":3777},[47],{"categories":3779},[103],{"categories":3781},[],{"categories":3783},[47],{"categories":3785},[106],{"categories":3787},[185],{"categories":3789},[90],{"categories":3791},[47],{"categories":3793},[185],{"categories":3795},[140],{"categories":3797},[47],{"categories":3799},[47],{"categories":3801},[185],{"categories":3803},[47],{"categories":3805},[140],{"categories":3807},[47],{"categories":3809},[],{"categories":3811},[47],{"categories":3813},[47],{"categories":3815},[47],{"categories":3817},[47],{"categories":3819},[],{"categories":3821},[100],{"categories":3823},[450],{"categories":3825},[],{"categories":3827},[],{"categories":3829},[47],{"categories":3831},[90],{"categories":3833},[103],{"categories":3835},[90],{"categories":3837},[90],{"categories":3839},[100],{"categories":3841},[],{"categories":3843},[47],{"categories":3845},[95],{"categories":3847},[47],{"categories":3849},[47],{"categories":3851},[],{"categories":3853},[100],{"categories":3855},[95],{"categories":3857},[47,450],{"categories":3859},[100,450],{"categories":3861},[450],{"categories":3863},[47],{"categories":3865},[100],{"categories":3867},[100],{"categories":3869},[109],{"categories":3871},[109],{"categories":3873},[109],{"categories":3875},[47],{"categories":3877},[106],{"categories":3879},[100],{"categories":3881},[],{"categories":3883},[450],{"categories":3885},[],{"categories":3887},[450],{"categories":3889},[450],{"categories":3891},[90],{"categories":3893},[100],{"categories":3895},[],{"categories":3897},[450],{"categories":3899},[47],{"categories":3901},[95],{"categories":3903},[47],{"categories":3905},[106],{"categories":3907},[109],{"categories":3909},[109],{"categories":3911},[109],{"categories":3913},[450],{"categories":3915},[],{"categories":3917},[],{"categories":3919},[],{"categories":3921},[47],{"categories":3923},[109],{"categories":3925},[47],{"categories":3927},[109],{"categories":3929},[450],{"categories":3931},[450],{"categories":3933},[47],{"categories":3935},[100],{"categories":3937},[],{"categories":3939},[47],{"categories":3941},[47],{"categories":3943},[47],{"categories":3945},[],{"categories":3947},[],{"categories":3949},[450],{"categories":3951},[450],{"categories":3953},[47,450],{"categories":3955},[100],{"categories":3957},[100],{"categories":3959},[100],{"categories":3961},[100],{"categories":3963},[100],{"categories":3965},[100],{"categories":3967},[],{"categories":3969},[109],{"categories":3971},[47],{"categories":3973},[109],{"categories":3975},[103],{"categories":3977},[47],{"categories":3979},[537],{"categories":3981},[537],{"categories":3983},[100],{"categories":3985},[109],{"categories":3987},[],{"categories":3989},[100],{"categories":3991},[47],{"categories":3993},[],{"categories":3995},[106],{"categories":3997},[],{"categories":3999},[47],{"categories":4001},[100],{"categories":4003},[95],{"categories":4005},[47],{"categories":4007},[],{"categories":4009},[],{"categories":4011},[106],{"categories":4013},[106],{"categories":4015},[140],{"categories":4017},[106],{"categories":4019},[100],{"categories":4021},[],{"categories":4023},[100],{"categories":4025},[95],{"categories":4027},[47],{"categories":4029},[47],{"categories":4031},[],{"categories":4033},[47],{"categories":4035},[140],{"categories":4037},[47],{"categories":4039},[],{"categories":4041},[185],{"categories":4043},[109],{"categories":4045},[109],{"categories":4047},[90],{"categories":4049},[90],{"categories":4051},[90],{"categories":4053},[100],{"categories":4055},[90],{"categories":4057},[100],{"categories":4059},[450],{"categories":4061},[537],{"categories":4063},[95],{"categories":4065},[95],{"categories":4067},[95],{"categories":4069},[450],{"categories":4071},[95,90],{"categories":4073},[185],{"categories":4075},[100],{"categories":4077},[],{"categories":4079},[47],{"categories":4081},[],{"categories":4083},[109],{"categories":4085},[185],{"categories":4087},[106],{"categories":4089},[109],{"categories":4091},[140],{"categories":4093},[],{"categories":4095},[100],{"categories":4097},[],{"categories":4099},[537],{"categories":4101},[],{"categories":4103},[106],{"categories":4105},[106],{"categories":4107},[185],{"categories":4109},[],{"categories":4111},[47],{"categories":4113},[185],{"categories":4115},[],{"categories":4117},[47],{"categories":4119},[47],{"categories":4121},[],{"categories":4123},[140],{"categories":4125},[47],{"categories":4127},[],{"categories":4129},[47],{"categories":4131},[],{"categories":4133},[],{"categories":4135},[100],{"categories":4137},[100],{"categories":4139},[],{"categories":4141},[109],{"categories":4143},[109],{"categories":4145},[109],{"categories":4147},[47,100],{"categories":4149},[100],{"categories":4151},[100],{"categories":4153},[100],{"categories":4155},[185],{"categories":4157},[185],{"categories":4159},[],{"categories":4161},[95],{"categories":4163},[47],{"categories":4165},[185],{"categories":4167},[185],{"categories":4169},[95],{"categories":4171},[90],{"categories":4173},[100],{"categories":4175},[109],{"categories":4177},[47],{"categories":4179},[47],{"categories":4181},[100],{"categories":4183},[109],{"categories":4185},[100],{"categories":4187},[47],{"categories":4189},[103],{"categories":4191},[],{"categories":4193},[47],{"categories":4195},[],{"categories":4197},[47],{"categories":4199},[47],{"categories":4201},[109],{"categories":4203},[],{"categories":4205},[185],{"categories":4207},[47],{"categories":4209},[100],{"categories":4211},[100],{"categories":4213},[109],{"categories":4215},[140],{"categories":4217},[140],{"categories":4219},[95],{"categories":4221},[47],{"categories":4223},[100],{"categories":4225},[],{"categories":4227},[100],{"categories":4229},[47],{"categories":4231},[95],{"categories":4233},[47],{"categories":4235},[47],{"categories":4237},[47],{"categories":4239},[100],{"categories":4241},[185],{"categories":4243},[47],{"categories":4245},[106],{"categories":4247},[47],{"categories":4249},[47],{"categories":4251},[47],{"categories":4253},[47],{"categories":4255},[],{"categories":4257},[47],{"categories":4259},[185],{"categories":4261},[106],{"categories":4263},[47],{"categories":4265},[106],{"categories":4267},[],{"categories":4269},[],{"categories":4271},[],{"categories":4273},[47],{"categories":4275},[],{"categories":4277},[],{"categories":4279},[],{"categories":4281},[],{"categories":4283},[100],{"categories":4285},[140],{"categories":4287},[100],{"categories":4289},[100],{"categories":4291},[109],{"categories":4293},[90],{"categories":4295},[47],{"categories":4297},[47],{"categories":4299},[47],{"categories":4301},[90],{"categories":4303},[140],{"categories":4305},[],{"categories":4307},[185],{"categories":4309},[103],{"categories":4311},[47],{"categories":4313},[106],{"categories":4315},[140],{"categories":4317},[140],{"categories":4319},[537],{"categories":4321},[100],{"categories":4323},[47],{"categories":4325},[47],{"categories":4327},[140],{"categories":4329},[47],{"categories":4331},[],{"categories":4333},[],{"categories":4335},[450],{"categories":4337},[106],{"categories":4339},[140],{"categories":4341},[47],{"categories":4343},[95],{"categories":4345},[140],{"categories":4347},[90],{"categories":4349},[100],{"categories":4351},[100],{"categories":4353},[95],{"categories":4355},[47],{"categories":4357},[],{"categories":4359},[],{"categories":4361},[],{"categories":4363},[47],{"categories":4365},[],{"categories":4367},[95],{"categories":4369},[],{"categories":4371},[47],{"categories":4373},[],{"categories":4375},[95],{"categories":4377},[100],{"categories":4379},[47],{"categories":4381},[450],{"categories":4383},[47],{"categories":4385},[140],{"categories":4387},[47],{"categories":4389},[140],{"categories":4391},[140],{"categories":4393},[],{"categories":4395},[],{"categories":4397},[140],{"categories":4399},[140],{"categories":4401},[140],{"categories":4403},[],{"categories":4405},[140],{"categories":4407},[100],{"categories":4409},[100],{"categories":4411},[],{"categories":4413},[47],{"categories":4415},[103],{"categories":4417},[185],{"categories":4419},[47],{"categories":4421},[],{"categories":4423},[140],{"categories":4425},[47],{"categories":4427},[537],{"categories":4429},[140],{"categories":4431},[140],{"categories":4433},[103],{"categories":4435},[109],{"categories":4437},[109],{"categories":4439},[],{"categories":4441},[109],{"categories":4443},[47],{"categories":4445},[],{"categories":4447},[],{"categories":4449},[100],{"categories":4451},[],{"categories":4453},[100],{"categories":4455},[100],{"categories":4457},[95],{"categories":4459},[47],{"categories":4461},[95],{"categories":4463},[140],{"categories":4465},[95],{"categories":4467},[109],{"categories":4469},[109],{"categories":4471},[109],{"categories":4473},[95],{"categories":4475},[47],{"categories":4477},[100],{"categories":4479},[450],{"categories":4481},[90],{"categories":4483},[450],{"categories":4485},[450],{"categories":4487},[109],{"categories":4489},[450],{"categories":4491},[450],[4493,4604,4761,4878],{"id":4494,"title":4495,"ai":4496,"body":4501,"categories":4572,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4573,"navigation":70,"path":4591,"published_at":4592,"question":48,"scraped_at":4592,"seo":4593,"sitemap":4594,"source_id":4595,"source_name":4596,"source_type":77,"source_url":4597,"stem":4598,"tags":4599,"thumbnail_url":48,"tldr":4601,"tweet":48,"unknown_tags":4602,"__hash__":4603},"summaries\u002Fsummaries\u002Fdau-mau-tops-arr-as-b2b-ai-success-metric-summary.md","DAU\u002FMAU Tops ARR as B2B AI Success Metric",{"provider":7,"model":8,"input_tokens":4497,"output_tokens":4498,"processing_time_ms":4499,"cost_usd":4500},6512,2633,35676,0.0025964,{"type":14,"value":4502,"toc":4566},[4503,4507,4510,4514,4517,4521,4524,4559,4563],[17,4504,4506],{"id":4505},"engagement-metrics-now-drive-b2b-ai-outcomes","Engagement Metrics Now Drive B2B AI Outcomes",[22,4508,4509],{},"Traditional B2B SaaS ignored DAU\u002FWAU\u002FMAU because annual contracts hid low usage—customers paid $200K\u002Fyear at 4% DAU\u002FMAU without churn. AI flips this: replacement costs near zero via tools like Replit\u002FCursor, creating high engagement ceilings (e.g., ChatGPT Enterprise multiple daily sessions). CIOs now cut low-engagement vendors first—Redpoint survey shows 54% consolidating, 45% of AI budgets from existing lines. Track DAU\u002FMAU as leading indicator: below 20% signals casual users at risk; 40%+ builds daily habits; 50%+ means dependency. ARR\u002FNRR trail 6-18 months behind, confirming engagement trends.",[17,4511,4513],{"id":4512},"harvey-benchmarks-prove-correlation-to-hypergrowth","Harvey Benchmarks Prove Correlation to Hypergrowth",[22,4515,4516],{},"Harvey.ai hit 50% DAU\u002FMAU (rare; Slack\u002FNotion power users only), 12 hours\u002Fmonth per user (~25-30 min\u002Fday, vs. ChatGPT's 13-14 min\u002Fsession), and queries\u002FMAU rising from ~60 to 95+ in 3 months—driving 6x YoY net new ARR after $190M ARR and $11B valuation. This isn't marketing; sticky usage triggers seat expansion, rollouts, and firm-wide adoption. Contrast: most B2B tools at 10-20% DAU\u002FMAU or 30min-2hr\u002Fmonth. Harvey shows engagement directly converts to revenue as users integrate it into workflows.",[17,4518,4520],{"id":4519},"track-these-5-metrics-daily-by-customer","Track These 5 Metrics Daily by Customer",[22,4522,4523],{},"Build wall dashboards (not quarterly decks) for per-customer views to unmask aggregates:",[4525,4526,4527,4535,4541,4547,4553],"ul",{},[4528,4529,4530,4534],"li",{},[4531,4532,4533],"strong",{},"DAU\u002FMAU ratio"," monthly by cohort\u002Fsegment.",[4528,4536,4537,4540],{},[4531,4538,4539],{},"Hours\u002FMAU"," for workday ownership.",[4528,4542,4543,4546],{},[4531,4544,4545],{},"Queries\u002Factions\u002FMAU"," as AI-specific engagement (beats sessions).",[4528,4548,4549,4552],{},[4531,4550,4551],{},"Stealth churn cohorts",": logins absent 30\u002F60\u002F90 days—true churn precursor.",[4528,4554,4555,4558],{},[4531,4556,4557],{},"Power user concentration",": top 10% usage should drop over time in healthy products.\nAlert everyone instantly on 30% usage drops in 30 days—gives 60-180 day save window before cancellation.",[17,4560,4562],{"id":4561},"eradicate-stealth-churn-before-arr-feels-it","Eradicate Stealth Churn Before ARR Feels It",[22,4564,4565],{},"Low usage silently erodes: SaaStr replaced Notion\u002FCanva (0% DAU\u002FWAU for months) with AI natives like 10K\u002FReve\u002FOpus Pro\u002FHiggsfield without noticing until later. Winners run B2B AI like consumer apps: daily engagement triage, DAU\u002FWAU\u002FMAU as KPI #1. Laggards face quiet replacement.",{"title":40,"searchDepth":41,"depth":41,"links":4567},[4568,4569,4570,4571],{"id":4505,"depth":41,"text":4506},{"id":4512,"depth":41,"text":4513},{"id":4519,"depth":41,"text":4520},{"id":4561,"depth":41,"text":4562},[90],{"content_references":4574,"triage":4589},[4575,4578,4582,4585],{"type":4576,"title":4577,"context":57},"report","Redpoint CIO survey",{"type":54,"title":4579,"author":4580,"url":4581,"context":57},"We had an incredible April at Harvey","Winston Weinberg","https:\u002F\u002Ftwitter.com\u002Fwinstonweinberg\u002Fstatus\u002F2051323500020007229",{"type":54,"title":4583,"url":4584,"context":61},"I Love Canva. It’s Cheap. I Might Cancel Anyway Because of AI. And That’s a Warning for Every B2B Vendor","https:\u002F\u002Fwww.saastr.com\u002Fi-love-canva-its-cheap-i-might-cancel-anyway-because-of-ai-and-thats-a-warning-for-every-b2b-vendor\u002F",{"type":4586,"title":4587,"url":4588,"context":61},"event","SaaStr AI Annual, May 12-14","https:\u002F\u002Fsaastrannual2026.com\u002F",{"relevance":66,"novelty":67,"quality":67,"actionability":67,"composite":68,"reasoning":4590},"Category: Product Strategy. The article provides actionable insights on using DAU\u002FMAU as a key metric for B2B AI success, addressing a specific pain point for product-minded builders who need to connect engagement metrics to revenue outcomes. It includes concrete examples and benchmarks from Harvey.ai, making it relevant and practical for the target audience.","\u002Fsummaries\u002Fdau-mau-tops-arr-as-b2b-ai-success-metric-summary","2026-05-08 11:28:14",{"title":4495,"description":40},{"loc":4591},"06d408f394481ce8","SaaStr Blog (Jason Lemkin)","https:\u002F\u002Fwww.saastr.com\u002Fdau-wau-and-mau-are-the-new-lighthouse-metric-in-b2b-ai-harveys-a-great-case-study\u002F","summaries\u002Fdau-mau-tops-arr-as-b2b-ai-success-metric-summary",[82,81,4600,83],"growth","In B2B AI, DAU\u002FMAU and hours per user predict renewal\u002Fexpansion better than ARR; Harvey's 50% DAU\u002FMAU and 12 hours\u002Fmonth\u002Fuser fuel 6x YoY net new ARR while exposing stealth churn.",[83],"17RPus2Bq9pka9H9GHiYLi4DtGZ7QQBuWb43go8tz6c",{"id":4605,"title":4606,"ai":4607,"body":4612,"categories":4743,"created_at":48,"date_modified":48,"description":4744,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4745,"navigation":70,"path":4746,"published_at":4747,"question":48,"scraped_at":4748,"seo":4749,"sitemap":4750,"source_id":4751,"source_name":4752,"source_type":4753,"source_url":4754,"stem":4755,"tags":4756,"thumbnail_url":48,"tldr":4758,"tweet":48,"unknown_tags":4759,"__hash__":4760},"summaries\u002Fsummaries\u002F6-6b-ai-builder-s-moat-one-week-max-summary.md","$6.6B AI Builder's Moat: One Week Max",{"provider":7,"model":8,"input_tokens":4608,"output_tokens":4609,"processing_time_ms":4610,"cost_usd":4611},8064,2612,24757,0.00289615,{"type":14,"value":4613,"toc":4733},[4614,4618,4621,4624,4627,4631,4634,4637,4640,4644,4647,4650,4653,4657,4660,4663,4668,4700,4704],[17,4615,4617],{"id":4616},"build-layers-collapse-signals-middleware-trap","Build Layer's Collapse Signals Middleware Trap",[22,4619,4620],{},"AI app builders promised frictionless creation from prompts to deployed apps, but they're collapsing under commoditization. Lovable raised $330M at $6.6B valuation, hits $300M ARR, and creates 100,000 projects daily—yet it's a thin wrapper on Claude or GPT, differentiated only by UI tweaks, pricing, or minor features like visual editors. Competitors trail: Vercel's V0 has 4M users, Replit 25M developers, Bolt.new smaller still. All pivot to o1\u002FClaude integrations, screaming the same pitch: \"Describe your business, we'll build it.\" But with tools like Claude Code and Cursor, replication takes a week max.",[22,4622,4623],{},"Nate Jones calls this the 'middleware trap': UIs over APIs erode instantly when base intelligence commoditizes. Training custom models fails as escape—Cursor did it for code, Replit via Databricks (open-sourced on Hugging Face), Vercel with Fireworks autofix (now training on customer code). None outpace Anthropic\u002FOpenAI. Survivors own runtime (Replit executes code), deployment infra (Vercel hosts Nike\u002FPayPal\u002FOpenAI), or context (Notion's 100M-user knowledge graph pairs any model picker). Jones: \"Your product is a UI layer on top of someone else's intelligence your moat is as deep as the time it takes to replicate the UI which now that cloud code is around now that CodeEx is around takes like a week or less.\"",[22,4625,4626],{},"This foreshadows web's reorganization: AI makes production free, elevating non-production layers.",[17,4628,4630],{"id":4629},"structural-moats-trust-and-context-choke-points","Structural Moats: Trust and Context Choke Points",[22,4632,4633],{},"When apps\u002Fservices flood daily (millions soon), verification surges. Trust vertical owns accountability: \"This app won't steal data, we back it.\" Stripe (>$1T processed), Shopify, Apple App Store, Vercel deployments signal safety. In agentic flows—agents booking flights\u002Fpurchasing autonomously—trust routes traffic, blocking scams. Agents demand verified payments\u002FAPIs; unverified = unusable. Multi-player hedge forms walled gardens.",[22,4635,4636],{},"Context is scarcer: proprietary data (company records, customer ties, medical notes) turns generic AI useful. Owners permission access, becoming chokepoints. Notion exploded with custom agents (tens\u002Fhundreds of thousands) over user workspaces—\"We don't care which model wins, we have the structured knowledge graph.\" Salesforce (CRM), Epic (health), Palantir (security), Snowflake\u002FDatabricks (data), even Google's Maps context layer. Agents sans context = chatbots; with it = \"dependable junior employee.\" Prompting shifts: \"Here's my context, search more.\" Jones: \"an agent without context is just going to be a chatbot but an agent that has your context can be a dependable junior employee and it really is that big a difference.\"",[22,4638,4639],{},"These persist as models improve; model-makers can't replicate owned data\u002Finfra.",[17,4641,4643],{"id":4642},"human-limits-define-distribution-taste-liability","Human Limits Define Distribution, Taste, Liability",[22,4645,4646],{},"Infinite supply spotlights curation: distribution edges amplify. Second-timers know building \u003C distributing; AI 10-100x's output, making gatekeepers (Google Search, App Stores, TikTok\u002FYouTube, Substack\u002FAmazon) stronger. Agentic twist: discovery—who helps agents find transactable services? Needs agent-native stores evaluating speed, API clarity, delivery. Few prep: agent-friendly commerce rethinks everything. Bullish for niche AI authorities aiding discovery.",[22,4648,4649],{},"Taste separates when production's free: conviction on what exists—design sensibility, value prop resonance, editorial judgment. AI assists, humans decide. Music analogy: post-GarageBand\u002FSuno, floods favor tasteful producers over studios. Software mirrors: vibe coders ship fast, but audience connection lags. Best nail design + prop. Agentic: orchestration quality—domain experts tune prompts\u002Fworkflows\u002Ftools for curated agents. Humans accountable for direction, even with auto-evolution. Jones: \"when producing software is free what you choose to produce becomes the entire game.\"",[22,4651,4652],{},"Liability closes: humans bear hook for AI outputs (e.g., bad financial plans). Builds durable businesses via accountability AI dodges.",[17,4654,4656],{"id":4655},"agentic-web-reorganizes-around-persistent-layers","Agentic Web Reorganizes Around Persistent Layers",[22,4658,4659],{},"Future web: agent economy heightens these verticals. Builders ask: \"What do you own if AI 10x's?\" Not prompts\u002FUI—structural (infra\u002Fdata) or human (judgment\u002Faccountability). App builders illuminate: thin wrappers die; runtime\u002Fcontext\u002Fdistribution\u002Ftaste\u002Fliability thrive. Google wins multiply (TPUs, context, ecosystem). Niches emerge for indies owning slivers. Jones: \"the AI commoditizes production the companies that survive are the ones that are building on the layers that production can't replace.\"",[22,4661,4662],{},"Replicate by auditing: runtime? Data moat? Trust signal? Distribution channel? Tasteful orchestration? Liability stance?",[4664,4665,4667],"h3",{"id":4666},"notable-quotes","Notable Quotes",[4525,4669,4670,4676,4682,4688,4694],{},[4528,4671,4672,4675],{},[4531,4673,4674],{},"On moat fragility",": \"Your moat is as deep as the time it takes to replicate the UI which now that cloud code is around now that CodeEx is around takes like a week or less.\" (Jones on app builders' UI wrappers, explaining instant commoditization.)",[4528,4677,4678,4681],{},[4531,4679,4680],{},"On survival pattern",": \"the AI commoditizes production the companies that survive are the ones that are building on the layers that production can't replace.\" (Core thesis, distinguishing winners like Replit\u002FVercel\u002FNotion.)",[4528,4683,4684,4687],{},[4531,4685,4686],{},"On context power",": \"an agent without context is just going to be a chatbot but an agent that has your context can be a dependable junior employee.\" (Why Notion\u002FSalesforce endure, elevating agents.)",[4528,4689,4690,4693],{},[4531,4691,4692],{},"On taste's rise",": \"when producing software is free what you choose to produce becomes the entire game.\" (Human edge in curation\u002Fdesign amid free production.)",[4528,4695,4696,4699],{},[4531,4697,4698],{},"On trust's evolution",": \"trust becomes a walled garden for the web as a whole.\" (Agentic routing via verification layers like Stripe.)",[4664,4701,4703],{"id":4702},"key-takeaways","Key Takeaways",[4525,4705,4706,4709,4712,4715,4718,4721,4724,4727,4730],{},[4528,4707,4708],{},"Audit for structural ownership: runtime execution (Replit), infra (Vercel), or context graphs (Notion)—not UI\u002Fprompts.",[4528,4710,4711],{},"Build trust signals early; back claims to route agent traffic, e.g., verified payments\u002FAPIs.",[4528,4713,4714],{},"Hoard unique context; permission it to supercharge agents into 'junior employees.'",[4528,4716,4717],{},"Prioritize distribution\u002Fcuration; infinite supply crowns gatekeepers—prep for agent discovery stores.",[4528,4719,4720],{},"Cultivate taste: nail value prop + design; orchestrate agents with human editorial for quality.",[4528,4722,4723],{},"Embrace liability: accountability moats endure where AI evades responsibility.",[4528,4725,4726],{},"Avoid middleware: training models won't outrun labs; focus non-replicable layers.",[4528,4728,4729],{},"Target agentic viability: fast APIs, clear depth, simple delivery for machine commerce.",[4528,4731,4732],{},"Second-founders win: distribution always trumped building—AI amplifies this.",{"title":40,"searchDepth":41,"depth":41,"links":4734},[4735,4736,4737,4738],{"id":4616,"depth":41,"text":4617},{"id":4629,"depth":41,"text":4630},{"id":4642,"depth":41,"text":4643},{"id":4655,"depth":41,"text":4656,"children":4739},[4740,4742],{"id":4666,"depth":4741,"text":4667},3,{"id":4702,"depth":4741,"text":4703},[90],"Full Story w\u002F Prompts: https:\u002F\u002Fnatesnewsletter.substack.com\u002Fp\u002Fmost-of-what-youre-building-will?r=1z4sm5&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true\n___________________\nWhat's really happening inside the app builder landscape when Lovable raises $6.6 billion and ships 100,000 new projects every day but most of these companies are functionally thin wrappers?\n\nThe common story is that AI makes building free — but the reality is that the middleware trap is playing out in real time, and only companies that own something structural will survive.\n\nIn this video, I share the inside scoop on the five durable verticals that AI cannot replace:\n\n • Why trust becomes the routing layer for responsible agentic traffic\n • How context owners like Notion and Salesforce become the choke point\n • What distribution scarcity looks like when supply is infinite\n • Where taste and liability create human accountability that models cannot provide\n\nBuilders who keep wrapping APIs with slightly better UI will get commoditized in weeks — the future of the web belongs to whoever owns the layers that production cannot replace.\n\nChapters\n00:00 The collapse of the build layer\n02:30 Everyone racing down the same lane\n05:00 The middleware trap playing out in real time\n07:30 Why training your own model isn't the escape\n09:30 Vertical 1: Trust as the verification layer\n12:00 Vertical 2: Context as the choke point\n14:30 Vertical 3: Distribution when supply is infinite\n17:00 Agent discovery as the new distribution problem\n19:00 Vertical 4: Taste and orchestration quality\n21:30 Vertical 5: Liability and accountability\n23:30 What the future web looks like\n25:30 What do you own that matters if AI gets 10x better\n\nSubscribe for daily AI strategy and news.\nFor deeper playbooks and analysis: https:\u002F\u002Fnatesnewsletter.substack.com\u002F\n\nListen to this video as a podcast.\n- Spotify: https:\u002F\u002Fopen.spotify.com\u002Fshow\u002F0gkFdjd1wptEKJKLu9LbZ4\n- Apple Podcasts: https:\u002F\u002Fpodcasts.apple.com\u002Fus\u002Fpodcast\u002Fai-news-strategy-daily-with-nate-b-jones\u002Fid1877109372",{},"\u002Fsummaries\u002F6-6b-ai-builder-s-moat-one-week-max-summary","2026-04-10 14:01:17","2026-04-10 15:00:56",{"title":4606,"description":4744},{"loc":4746},"21084fe9d7a3d5e8","AI News & Strategy Daily | Nate B Jones","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ib2m9HVX7as","summaries\u002F6-6b-ai-builder-s-moat-one-week-max-summary",[82,4757,81,83],"startups","Lovable's $300M ARR app builder ships 100k projects daily but faces instant commoditization as thin LLM wrappers; durable moats lie in trust, context, distribution, taste, and liability—structural layers AI production can't touch.",[83],"QsmYLfneE1LBLiq85Il2VXX5whbukjHbYQqAqVr4gas",{"id":4762,"title":4763,"ai":4764,"body":4769,"categories":4861,"created_at":48,"date_modified":48,"description":4862,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4863,"navigation":70,"path":4864,"published_at":4865,"question":48,"scraped_at":4866,"seo":4867,"sitemap":4868,"source_id":4869,"source_name":4870,"source_type":4753,"source_url":4871,"stem":4872,"tags":4873,"thumbnail_url":48,"tldr":4875,"tweet":48,"unknown_tags":4876,"__hash__":4877},"summaries\u002Fsummaries\u002Flinear-s-patient-ai-bet-pays-off-for-saas-summary.md","Linear's Patient AI Bet Pays Off for SaaS",{"provider":7,"model":8,"input_tokens":4765,"output_tokens":4766,"processing_time_ms":4767,"cost_usd":4768},8227,1934,22758,0.00232155,{"type":14,"value":4770,"toc":4854},[4771,4775,4778,4781,4784,4788,4791,4794,4798,4801,4804,4807,4811,4814,4817,4820,4823,4825],[17,4772,4774],{"id":4773},"skipping-the-ai-chatbot-rush-for-real-workflows","Skipping the AI Chatbot Rush for Real Workflows",[22,4776,4777],{},"Karri Saarinen, co-founder and CEO of Linear, explains how most SaaS companies mishandled early AI by slapping on chatbots without validating workflows. Linear took years to study how teams actually use AI, avoiding the trap of \"everyone else is doing it.\" Instead, they released an open agent platform with strong docs, enabling seamless integrations from coding agents like OpenAI's Codex, Coinbase's homegrown tools, and others. This made Linear the hub for guiding agents—providing context like issues, priorities, and customer requests—without bearing token costs.",[22,4779,4780],{},"\"We have spent all this couple years now like trying to understand these workflows like how do people actually want to use these things,\" Saarinen says. The result: Linear handles synthesis of customer requests, spotting patterns in feature asks (e.g., hundreds requesting multiple assignees), and clarifying organizational intent before agents execute.",[22,4782,4783],{},"This positions Linear as a \"sticky interface\" where work starts and records, ideal for an era of many agents per company. Saarinen notes, \"Linear becomes kind of like a system for guiding the agents and like building this context... You're the one who has the sort of sticky interface cuz it's where everyone is kicking things off from.\"",[17,4785,4787],{"id":4786},"saas-isnt-deadbut-public-giants-face-inertia","SaaS Isn't Dead—But Public Giants Face Inertia",[22,4789,4790],{},"The market's \"SaaS is dead\" narrative overlooks nuance, per Saarinen. Investors rightly worry about uncertain cash flows in an AI-shifting landscape, but wiping out SaaS for custom tools is simplistic. Public companies suffer most due to rigid modes and decades of inertia, while nimble growth-stage firms like Linear adapt by rethinking products from scratch.",[22,4792,4793],{},"Linear, with ~120 people (half on product), lives in \"day one\" mode: no reliance on past decisions. They track AI signals amid noise—like loops being hyped then dismissed—but test in large org contexts where outcomes matter. No investor pressure helped; they picked backers who trust deliberate calls. \"The public companies probably get hit the hardest here because they are like their modes are kind of like disappearing in a way,\" Saarinen observes.",[17,4795,4797],{"id":4796},"ditching-vanity-metrics-for-product-outcomes","Ditching Vanity Metrics for Product Outcomes",[22,4799,4800],{},"Internally, Linear shifted from skepticism (\"Is AI just autocomplete?\") to full adoption: engineers, designers, and PMs use agents. But vanity metrics like token spend, PR volume, or \"% agent-written code\" mislead—activity ≠ value. Token sellers incentivize over-spending, ignoring negative impacts.",[22,4802,4803],{},"True signals: product improvement (user love, revenue), bug rates, feature feedback. Linear enforces a \"zero bugs\" policy: triage via Linear team, 1-week SLA fixes. Agents handle first-pass fixes, engineers review in-app. \"Now I almost feel like with the agents and AI is almost like why do you even have bugs in your product like you should be like there's no excuse for it anymore.\"",[22,4805,4806],{},"Lagging indicators like profits guide, balanced by per-team token use as signals, not absolutes. Quality trumps quantity: \"It's not always like activity is always positive like sometimes it can be negative too.\"",[17,4808,4810],{"id":4809},"ai-accelerates-execution-not-problem-finding","AI Accelerates Execution, Not Problem-Finding",[22,4812,4813],{},"AI shortens loops across roles, but Saarinen balances speed with deliberation. Product: A custom \"Linear way\" skill digests docs\u002Ffeature requests, synthesizing problems (e.g., core reasons for multi-assignee asks) to prioritize. No more manual hunting.",[22,4815,4816],{},"Design: Saarinen prefers manual Figma exploration for thoughtful iteration—speed skips self-checks. Team prototypes via VR builds for live testing. Engineering: Slack convos → agent-created issues instantly. Overall: Fast execution post-decision, slow problem selection.",[22,4818,4819],{},"\"I don't want the problem finding to be fast. Like you should take the time to find the right problem and like the right approach for the problem and then once you decide that then you can go faster on it,\" Saarinen emphasizes. Danger: Speed-running ideas without framing vs. alternatives leads to unprioritized prototypes.",[22,4821,4822],{},"Linear's tasteful, patient build—closed beta, minimal funding—mirrors this: quality over hype, craft over chaos.",[17,4824,4703],{"id":4702},[4525,4826,4827,4830,4833,4836,4839,4842,4845,4848,4851],{},[4528,4828,4829],{},"Study AI workflows deeply before building; chatbots rarely add real value without validated use cases.",[4528,4831,4832],{},"Build open platforms (e.g., strong docs for agent integrations) to become the context layer, avoiding token costs.",[4528,4834,4835],{},"Ignore vanity metrics like token spend or PRs; track bugs, user feedback, and revenue for true progress.",[4528,4837,4838],{},"Enforce zero-bug policies with agents for triage\u002Ffixes—demand quality in AI outputs.",[4528,4840,4841],{},"Slow down problem-finding and prioritization; speed up execution once committed.",[4528,4843,4844],{},"SaaS wins by adapting fresh: treat AI as day-one rethink, not bolt-on.",[4528,4846,4847],{},"Use AI to synthesize customer requests\u002Fpatterns for faster prioritization.",[4528,4849,4850],{},"Turn informal chats (Slack) into actionable issues instantly to close loops.",[4528,4852,4853],{},"Pick investors who trust deliberate pacing over market noise.",{"title":40,"searchDepth":41,"depth":41,"links":4855},[4856,4857,4858,4859,4860],{"id":4773,"depth":41,"text":4774},{"id":4786,"depth":41,"text":4787},{"id":4796,"depth":41,"text":4797},{"id":4809,"depth":41,"text":4810},{"id":4702,"depth":41,"text":4703},[90],"Founded in 2019, Linear is the rare company started pre-ChatGPT to have successfully reinvented itself as an agent-native business.\nOn this episode of AI & I, Dan Shipper sat down with Karri Saarinen, cofounder and CEO of the product management tool, to discuss building a platform where humans and agents develop software together—and why the \"SaaSpocalypse\" isn’t coming for all SaaS companies. \n\nIf you found this episode interesting, please like, subscribe, comment, and share! \n\nTo hear more from Dan Shipper:\nSubscribe to Every: https:\u002F\u002Fevery.to\u002Fsubscribe \nFollow him on X: https:\u002F\u002Ftwitter.com\u002Fdanshipper \n\nVisit  https:\u002F\u002Fscl.ai\u002Fdialect to learn more about Dialect, a new system from Scale AI.\n\nTimestamps:\n0:00 Introduction \n2:00 Why Linear waited to ship AI features instead of rushing to chatbots \n5:06 Linear's agent platform and becoming the system that guides AI agents \n7:42 Why \"SaaS is dead\" is a simplistic narrative \n12:18 How Linear adopted AI coding tools\n17:45 AI's impact on product building workflows—speed versus thoughtfulness \n22:18 The value of conceptual work and thinking before shipping \n29:30 How AI is reshaping Linear's product strategy  \n37:18 Demo: Linear's agent skills, shared context, and code review workflow \n47:48 The future of product development and the enduring role of human judgment",{},"\u002Fsummaries\u002Flinear-s-patient-ai-bet-pays-off-for-saas-summary","2026-04-01 15:00:12","2026-04-03 21:15:56",{"title":4763,"description":4862},{"loc":4864},"bb6b317f207c72d3","Every","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=8QcW9-dal0g","summaries\u002Flinear-s-patient-ai-bet-pays-off-for-saas-summary",[82,4874,81,83],"agents","Linear skipped early AI hype like chatbots, built an agent-friendly platform, and positioned itself as the sticky context layer for AI workflows—proving SaaS thrives by understanding real value over rushing tokens.",[83],"gWJ31gJD0OWpfE1OEgL4BuBlT-FeqvitMYbW7X8Zs-8",{"id":4879,"title":4880,"ai":4881,"body":4886,"categories":4951,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4952,"navigation":70,"path":4986,"published_at":4987,"question":48,"scraped_at":4988,"seo":4989,"sitemap":4990,"source_id":4991,"source_name":4992,"source_type":77,"source_url":4993,"stem":4994,"tags":4995,"thumbnail_url":48,"tldr":4996,"tweet":48,"unknown_tags":4997,"__hash__":4998},"summaries\u002Fsummaries\u002Fai-scales-disordered-human-values-not-truth-summary.md","AI Scales Disordered Human Values, Not Truth",{"provider":7,"model":8,"input_tokens":4882,"output_tokens":4883,"processing_time_ms":4884,"cost_usd":4885},5849,2343,28581,0.00231865,{"type":14,"value":4887,"toc":4946},[4888,4892,4920,4923,4927,4930,4933,4937,4940,4943],[17,4889,4891],{"id":4890},"augustines-diagnosis-systems-fail-from-misdirected-loves","Augustine's Diagnosis: Systems Fail from Misdirected Loves",[22,4893,4894,4895,4899,4900,4903,4904,4907,4908,4911,4912,4915,4916,4919],{},"Human systems collapse not from poor execution but misordered desires—what Augustine calls ",[4896,4897,4898],"em",{},"ordo amoris",". In ",[4896,4901,4902],{},"Confessions",", he shows desire shapes what we build; societies reflect collective loves. The City of Man prioritizes self-love and ",[4896,4905,4906],{},"libido dominandi"," (mastery drive), chasing unstable goods like security, leading to inherent instability. The City of God orients toward divine order via rightly ordered love. Tools follow ",[4896,4909,4910],{},"uti"," (use as means, from ",[4896,4913,4914],{},"On Christian Doctrine",") vs. ",[4896,4917,4918],{},"frui"," (enjoy as end)—AI errs by blurring this, treating utility as authority. Even secularly, this mirrors bounded rationality: no system self-justifies its value hierarchy, whether from cognitive limits or original sin.",[22,4921,4922],{},"This creates a structural gap: optimization needs a prior 'good' definition, always partial and contested. Builders ignore this at peril—AI doesn't access fundamental truth, only scales encoded values.",[17,4924,4926],{"id":4925},"ais-false-promise-efficiency-masks-distortion","AI's False Promise: Efficiency Masks Distortion",[22,4928,4929],{},"AI intensifies the problem by optimizing flawed inputs at scale. Hiring algorithms narrow 'qualified' to keywords; recommendation systems redefine relevance; risk models formalize biases. MIT Technology Review coverage shows AI doesn't eliminate bias but embeds it objectively. Generative tools or AGI pursuits assume more intelligence resolves value disputes—it doesn't, just amplifies priors. Engagement as 'good' maximizes attention; efficiency sacrifices depth. Outputs become conclusions, narrowing human perception: the tool frames reality, not windows it.",[22,4931,4932],{},"Innovation feels precise via metrics, but unexamined norms persist. Consistent results signal stability, not legitimacy—a well-oiled City of Man machine.",[17,4934,4936],{"id":4935},"remedies-for-builders-judgment-over-automation","Remedies for Builders: Judgment Over Automation",[22,4938,4939],{},"Restore deliberation: AI outputs are inputs to human reasoning, not finals. Structure orgs so judgment stays authoritative—e.g., review hiring scores manually.",[22,4941,4942],{},"Expose values: Surface embedded priorities as political choices open to contestation, per algorithmic accountability research. Name assumptions in models (e.g., what 'qualified' means) for revision.",[22,4944,4945],{},"Cultivate institutional humility: Audit if outputs align with right goals, not just stated ones. Efficiency doesn't validate ends. Result: AI aids without substituting moral seriousness, preserving systems from disordered orientations.",{"title":40,"searchDepth":41,"depth":41,"links":4947},[4948,4949,4950],{"id":4890,"depth":41,"text":4891},{"id":4925,"depth":41,"text":4926},{"id":4935,"depth":41,"text":4936},[47],{"content_references":4953,"triage":4983},[4954,4958,4961,4963,4966,4969,4973,4976,4979],{"type":4955,"title":4902,"author":4956,"url":4957,"context":57},"book","Saint Augustine","https:\u002F\u002Fwww.newadvent.org\u002Ffathers\u002F1101.htm",{"type":4955,"title":4959,"author":4956,"url":4960,"context":57},"City of God","https:\u002F\u002Fwww.newadvent.org\u002Ffathers\u002F1201.htm",{"type":4955,"title":4914,"author":4956,"url":4962,"context":57},"https:\u002F\u002Fwww.newadvent.org\u002Ffathers\u002F1202.htm",{"type":54,"title":4964,"url":4965,"context":61},"Saint Augustine of Hippo","https:\u002F\u002Fplato.stanford.edu\u002Fentries\u002Faugustine\u002F",{"type":54,"title":4967,"url":4968,"context":61},"Artificial general intelligence","https:\u002F\u002Fwww.ibm.com\u002Fthink\u002Ftopics\u002Fartificial-general-intelligence",{"type":4576,"title":4970,"publisher":4971,"url":4972,"context":57},"AI bias explained","MIT Technology Review","https:\u002F\u002Fwww.technologyreview.com\u002F2020\u002F02\u002F14\u002F844765\u002Fai-bias-explained\u002F",{"type":54,"title":4974,"url":4975,"context":57},"Bounded Rationality","https:\u002F\u002Fplato.stanford.edu\u002Fentries\u002Fbounded-rationality\u002F",{"type":54,"title":4977,"url":4978,"context":61},"What did St. Augustine say about original sin?","https:\u002F\u002Fuscatholic.org\u002Farticles\u002F202411\u002Fwhat-did-st-augustine-say-about-original-sin\u002F",{"type":4576,"title":4980,"publisher":4981,"url":4982,"context":57},"Algorithmic Accountability","Data & Society","https:\u002F\u002Fdatasociety.net\u002Flibrary\u002Falgorithmic-accountability\u002F",{"relevance":4741,"novelty":4741,"quality":67,"actionability":4741,"composite":4984,"reasoning":4985},3.25,"Category: product-strategy. The article discusses the implications of AI on human values and decision-making, which is relevant to product strategy in AI development. It provides some insights into the risks of automation but lacks concrete, actionable steps for builders to implement in their workflows.","\u002Fsummaries\u002Fai-scales-disordered-human-values-not-truth-summary","2026-05-06 10:30:00","2026-05-08 15:34:04",{"title":4880,"description":40},{"loc":4986},"6b8835c7aeff291e","UX Collective","https:\u002F\u002Fuxdesign.cc\u002Fst-augustine-and-ais-false-promise-4f67c75b3275?source=rss----138adf9c44c---4","summaries\u002Fai-scales-disordered-human-values-not-truth-summary",[81,83],"AI optimizes for predefined 'good' but embeds unstable human values, amplifying biases; builders must prioritize human judgment over automation to avoid mistaking tools for ends.",[83],"A5X_fpECIuyJqke-yIrGlbwdyKbiF2X1kGOZPeK5EkE"]