[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-e7455462824dd896-openai-s-deployco-embeds-fdes-to-scale-enterprise-summary":3,"summaries-facets-categories":79,"summary-related-e7455462824dd896-openai-s-deployco-embeds-fdes-to-scale-enterprise-summary":3664},{"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":62,"path":63,"published_at":64,"question":48,"scraped_at":64,"seo":65,"sitemap":66,"source_id":67,"source_name":68,"source_type":69,"source_url":70,"stem":71,"tags":72,"thumbnail_url":48,"tldr":76,"tweet":48,"unknown_tags":77,"__hash__":78},"summaries\u002Fsummaries\u002Fe7455462824dd896-openai-s-deployco-embeds-fdes-to-scale-enterprise--summary.md","OpenAI's DeployCo Embeds FDEs to Scale Enterprise AI",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",6832,1527,20484,0.00162305,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"deployment-drives-real-ai-impact-over-models-alone","Deployment Drives Real AI Impact Over Models Alone",[22,23,24],"p",{},"OpenAI stresses that powerful models alone don't deliver value—deployment does. Over a million businesses use OpenAI APIs, but success hinges on integrating AI into critical workflows for reasoning, action, and results. As frontier models advance, organizations must redesign operations around them. Forward Deployed Engineers (FDEs) embed onsite to spot high-impact areas, bridging from research to production. This counters the gap where AI pilots fail to scale, enabling durable systems that evolve with new models.",[17,26,28],{"id":27},"fde-engagements-build-production-ai-from-diagnostics","FDE Engagements Build Production AI from Diagnostics",[22,30,31],{},"A typical engagement starts with a diagnostic to pinpoint value, then targets 2-3 priority workflows selected by leadership and teams. FDEs collaborate internally to design, build, test, and deploy systems linking OpenAI models to customer data, tools, controls, and processes. This ensures reliability in daily operations. Tomoro's acquisition adds 150 engineers experienced in real-time AI for firms like Tesco (supply chain), Virgin Atlantic (operations), and Supercell (gaming), accelerating from use case to production amid complex governance needs.",[17,33,35],{"id":34},"_4b-backing-and-partnerships-scale-across-economy","$4B Backing and Partnerships Scale Across Economy",[22,37,38],{},"Majority-owned by OpenAI, DeployCo launches with $4B from 19 partners including TPG (lead), Bain Capital, Brookfield, Goldman Sachs, SoftBank, plus consultancies like Bain & Company, Capgemini, McKinsey. Sponsors cover 2,000+ businesses; integrators reach thousands more. This combines OpenAI's frontier insights with partners' transformation expertise for change management, adoption, and pattern generalization. Customers get unified access, staying ahead by building for upcoming capabilities rather than today's.",{"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 News & Trends",null,"md",false,{"content_references":52,"triage":57},[53],{"type":54,"title":55,"context":56},"other","Tomoro","mentioned",{"relevance":58,"novelty":59,"quality":59,"actionability":59,"composite":60,"reasoning":61},5,4,4.35,"Category: Business & SaaS. The article discusses the launch of OpenAI's Deployment Company and its approach to integrating AI into business workflows, addressing a key pain point for product builders: the need for practical deployment strategies. It provides insights into how Forward Deployed Engineers (FDEs) can help organizations redesign operations, which is actionable for those looking to implement AI effectively.",true,"\u002Fsummaries\u002Fe7455462824dd896-openai-s-deployco-embeds-fdes-to-scale-enterprise-summary","2026-05-11 15:04:22",{"title":5,"description":40},{"loc":63},"e7455462824dd896","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fopenai-launches-the-deployment-company","summaries\u002Fe7455462824dd896-openai-s-deployco-embeds-fdes-to-scale-enterprise--summary",[73,74,75],"saas","ai-automation","business","OpenAI launches Deployment Company with $4B investment and Tomoro acquisition, deploying 150+ FDEs to redesign business workflows around frontier AI for reliable production systems.",[74,75],"Cz_pVyH-CtVIAzo5aBzDOqnzdWy9fBxtWuBsAlY51kg",[80,83,86,89,92,95,97,99,101,103,105,107,109,111,113,115,117,119,121,123,125,127,130,133,135,137,140,142,144,147,149,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662],{"categories":81},[82],"Developer Productivity",{"categories":84},[85],"Business & SaaS",{"categories":87},[88],"AI & LLMs",{"categories":90},[91],"AI Automation",{"categories":93},[94],"Product Strategy",{"categories":96},[88],{"categories":98},[82],{"categories":100},[85],{"categories":102},[],{"categories":104},[88],{"categories":106},[],{"categories":108},[47],{"categories":110},[91],{"categories":112},[47],{"categories":114},[91],{"categories":116},[91],{"categories":118},[88],{"categories":120},[88],{"categories":122},[47],{"categories":124},[88],{"categories":126},[],{"categories":128},[129],"Design & Frontend",{"categories":131},[132],"Data Science & Visualization",{"categories":134},[47],{"categories":136},[],{"categories":138},[139],"Software Engineering",{"categories":141},[88],{"categories":143},[91],{"categories":145},[146],"Marketing & Growth",{"categories":148},[88],{"categories":150},[91],{"categories":152},[],{"categories":154},[],{"categories":156},[129],{"categories":158},[91],{"categories":160},[82],{"categories":162},[129],{"categories":164},[88],{"categories":166},[91],{"categories":168},[47],{"categories":170},[],{"categories":172},[],{"categories":174},[91],{"categories":176},[139],{"categories":178},[],{"categories":180},[85],{"categories":182},[],{"categories":184},[],{"categories":186},[91],{"categories":188},[91],{"categories":190},[88],{"categories":192},[],{"categories":194},[139],{"categories":196},[],{"categories":198},[],{"categories":200},[],{"categories":202},[88],{"categories":204},[146],{"categories":206},[129],{"categories":208},[129],{"categories":210},[88],{"categories":212},[91],{"categories":214},[88],{"categories":216},[88],{"categories":218},[91],{"categories":220},[91],{"categories":222},[132],{"categories":224},[47],{"categories":226},[91],{"categories":228},[146],{"categories":230},[91],{"categories":232},[94],{"categories":234},[],{"categories":236},[91],{"categories":238},[],{"categories":240},[91],{"categories":242},[139],{"categories":244},[129],{"categories":246},[88],{"categories":248},[],{"categories":250},[],{"categories":252},[91],{"categories":254},[],{"categories":256},[88],{"categories":258},[],{"categories":260},[82],{"categories":262},[139],{"categories":264},[85],{"categories":266},[47],{"categories":268},[88],{"categories":270},[],{"categories":272},[88],{"categories":274},[],{"categories":276},[139],{"categories":278},[132],{"categories":280},[],{"categories":282},[88],{"categories":284},[129],{"categories":286},[],{"categories":288},[129],{"categories":290},[91],{"categories":292},[],{"categories":294},[91],{"categories":296},[47],{"categories":298},[85],{"categories":300},[88],{"categories":302},[],{"categories":304},[91],{"categories":306},[88],{"categories":308},[94],{"categories":310},[],{"categories":312},[88],{"categories":314},[91],{"categories":316},[91],{"categories":318},[],{"categories":320},[132],{"categories":322},[88],{"categories":324},[],{"categories":326},[82],{"categories":328},[85],{"categories":330},[88],{"categories":332},[91],{"categories":334},[139],{"categories":336},[88],{"categories":338},[],{"categories":340},[],{"categories":342},[88],{"categories":344},[],{"categories":346},[129],{"categories":348},[],{"categories":350},[88],{"categories":352},[],{"categories":354},[91],{"categories":356},[88],{"categories":358},[129],{"categories":360},[],{"categories":362},[88],{"categories":364},[88],{"categories":366},[85],{"categories":368},[91],{"categories":370},[88],{"categories":372},[129],{"categories":374},[91],{"categories":376},[],{"categories":378},[],{"categories":380},[47],{"categories":382},[],{"categories":384},[88],{"categories":386},[85,146],{"categories":388},[],{"categories":390},[88],{"categories":392},[],{"categories":394},[],{"categories":396},[88],{"categories":398},[],{"categories":400},[88],{"categories":402},[403],"DevOps & Cloud",{"categories":405},[],{"categories":407},[47],{"categories":409},[129],{"categories":411},[],{"categories":413},[47],{"categories":415},[47],{"categories":417},[88],{"categories":419},[146],{"categories":421},[],{"categories":423},[85],{"categories":425},[],{"categories":427},[88,403],{"categories":429},[88],{"categories":431},[88],{"categories":433},[91],{"categories":435},[88,139],{"categories":437},[132],{"categories":439},[88],{"categories":441},[146],{"categories":443},[91],{"categories":445},[91],{"categories":447},[],{"categories":449},[91],{"categories":451},[88,85],{"categories":453},[],{"categories":455},[129],{"categories":457},[129],{"categories":459},[],{"categories":461},[],{"categories":463},[47],{"categories":465},[],{"categories":467},[82],{"categories":469},[139],{"categories":471},[88],{"categories":473},[129],{"categories":475},[91],{"categories":477},[139],{"categories":479},[47],{"categories":481},[129],{"categories":483},[],{"categories":485},[88],{"categories":487},[88],{"categories":489},[88],{"categories":491},[47],{"categories":493},[82],{"categories":495},[88],{"categories":497},[91],{"categories":499},[403],{"categories":501},[129],{"categories":503},[91],{"categories":505},[],{"categories":507},[],{"categories":509},[129],{"categories":511},[47],{"categories":513},[132],{"categories":515},[],{"categories":517},[88],{"categories":519},[88],{"categories":521},[85],{"categories":523},[88],{"categories":525},[88],{"categories":527},[47],{"categories":529},[],{"categories":531},[91],{"categories":533},[139],{"categories":535},[],{"categories":537},[88],{"categories":539},[88],{"categories":541},[91],{"categories":543},[],{"categories":545},[],{"categories":547},[88],{"categories":549},[],{"categories":551},[85],{"categories":553},[91],{"categories":555},[],{"categories":557},[82],{"categories":559},[88],{"categories":561},[85],{"categories":563},[47],{"categories":565},[],{"categories":567},[],{"categories":569},[],{"categories":571},[47],{"categories":573},[47],{"categories":575},[],{"categories":577},[],{"categories":579},[85],{"categories":581},[],{"categories":583},[],{"categories":585},[82],{"categories":587},[],{"categories":589},[146],{"categories":591},[91],{"categories":593},[85],{"categories":595},[91],{"categories":597},[139],{"categories":599},[],{"categories":601},[94],{"categories":603},[129],{"categories":605},[139],{"categories":607},[88],{"categories":609},[91],{"categories":611},[85],{"categories":613},[88],{"categories":615},[],{"categories":617},[],{"categories":619},[139],{"categories":621},[132],{"categories":623},[94],{"categories":625},[91],{"categories":627},[88],{"categories":629},[],{"categories":631},[403],{"categories":633},[],{"categories":635},[91],{"categories":637},[],{"categories":639},[],{"categories":641},[88],{"categories":643},[129],{"categories":645},[146],{"categories":647},[91],{"categories":649},[],{"categories":651},[82],{"categories":653},[],{"categories":655},[47],{"categories":657},[88,403],{"categories":659},[47],{"categories":661},[88],{"categories":663},[85],{"categories":665},[88],{"categories":667},[],{"categories":669},[85],{"categories":671},[],{"categories":673},[139],{"categories":675},[129],{"categories":677},[47],{"categories":679},[132],{"categories":681},[82],{"categories":683},[88],{"categories":685},[139],{"categories":687},[],{"categories":689},[],{"categories":691},[94],{"categories":693},[],{"categories":695},[88],{"categories":697},[],{"categories":699},[129],{"categories":701},[129],{"categories":703},[129],{"categories":705},[],{"categories":707},[],{"categories":709},[47],{"categories":711},[91],{"categories":713},[88],{"categories":715},[88],{"categories":717},[88],{"categories":719},[85],{"categories":721},[88],{"categories":723},[],{"categories":725},[139],{"categories":727},[139],{"categories":729},[85],{"categories":731},[],{"categories":733},[88],{"categories":735},[88],{"categories":737},[85],{"categories":739},[47],{"categories":741},[146],{"categories":743},[91],{"categories":745},[],{"categories":747},[129],{"categories":749},[],{"categories":751},[88],{"categories":753},[],{"categories":755},[85],{"categories":757},[91],{"categories":759},[],{"categories":761},[403],{"categories":763},[132],{"categories":765},[139],{"categories":767},[146],{"categories":769},[139],{"categories":771},[91],{"categories":773},[],{"categories":775},[],{"categories":777},[91],{"categories":779},[82],{"categories":781},[91],{"categories":783},[94],{"categories":785},[85],{"categories":787},[],{"categories":789},[88],{"categories":791},[94],{"categories":793},[88],{"categories":795},[88],{"categories":797},[146],{"categories":799},[129],{"categories":801},[91],{"categories":803},[],{"categories":805},[],{"categories":807},[403],{"categories":809},[139],{"categories":811},[],{"categories":813},[91],{"categories":815},[88],{"categories":817},[129,88],{"categories":819},[82],{"categories":821},[],{"categories":823},[88],{"categories":825},[82],{"categories":827},[129],{"categories":829},[91],{"categories":831},[139],{"categories":833},[],{"categories":835},[88],{"categories":837},[],{"categories":839},[82],{"categories":841},[],{"categories":843},[91],{"categories":845},[94],{"categories":847},[88],{"categories":849},[88],{"categories":851},[129],{"categories":853},[91],{"categories":855},[403],{"categories":857},[129],{"categories":859},[91],{"categories":861},[88],{"categories":863},[88],{"categories":865},[88],{"categories":867},[47],{"categories":869},[],{"categories":871},[94],{"categories":873},[91],{"categories":875},[129],{"categories":877},[91],{"categories":879},[139],{"categories":881},[129],{"categories":883},[91],{"categories":885},[47],{"categories":887},[],{"categories":889},[88],{"categories":891},[129],{"categories":893},[88],{"categories":895},[82],{"categories":897},[47],{"categories":899},[88],{"categories":901},[146],{"categories":903},[88],{"categories":905},[88],{"categories":907},[91],{"categories":909},[91],{"categories":911},[88],{"categories":913},[91],{"categories":915},[129],{"categories":917},[88],{"categories":919},[],{"categories":921},[],{"categories":923},[139],{"categories":925},[],{"categories":927},[82],{"categories":929},[403],{"categories":931},[],{"categories":933},[82],{"categories":935},[85],{"categories":937},[146],{"categories":939},[],{"categories":941},[85],{"categories":943},[],{"categories":945},[],{"categories":947},[],{"categories":949},[],{"categories":951},[],{"categories":953},[88],{"categories":955},[91],{"categories":957},[403],{"categories":959},[82],{"categories":961},[88],{"categories":963},[139],{"categories":965},[94],{"categories":967},[88],{"categories":969},[146],{"categories":971},[88],{"categories":973},[88],{"categories":975},[88],{"categories":977},[88,82],{"categories":979},[139],{"categories":981},[139],{"categories":983},[129],{"categories":985},[88],{"categories":987},[],{"categories":989},[],{"categories":991},[],{"categories":993},[139],{"categories":995},[132],{"categories":997},[47],{"categories":999},[129],{"categories":1001},[],{"categories":1003},[88],{"categories":1005},[88],{"categories":1007},[],{"categories":1009},[],{"categories":1011},[91],{"categories":1013},[88],{"categories":1015},[85],{"categories":1017},[],{"categories":1019},[82],{"categories":1021},[88],{"categories":1023},[82],{"categories":1025},[88],{"categories":1027},[139],{"categories":1029},[146],{"categories":1031},[88,129],{"categories":1033},[47],{"categories":1035},[129],{"categories":1037},[],{"categories":1039},[403],{"categories":1041},[129],{"categories":1043},[91],{"categories":1045},[],{"categories":1047},[],{"categories":1049},[],{"categories":1051},[],{"categories":1053},[139],{"categories":1055},[91],{"categories":1057},[91],{"categories":1059},[403],{"categories":1061},[88],{"categories":1063},[88],{"categories":1065},[88],{"categories":1067},[],{"categories":1069},[129],{"categories":1071},[],{"categories":1073},[],{"categories":1075},[91],{"categories":1077},[],{"categories":1079},[],{"categories":1081},[146],{"categories":1083},[146],{"categories":1085},[91],{"categories":1087},[],{"categories":1089},[88],{"categories":1091},[88],{"categories":1093},[139],{"categories":1095},[129],{"categories":1097},[129],{"categories":1099},[91],{"categories":1101},[82],{"categories":1103},[88],{"categories":1105},[129],{"categories":1107},[129],{"categories":1109},[91],{"categories":1111},[91],{"categories":1113},[88],{"categories":1115},[],{"categories":1117},[],{"categories":1119},[88],{"categories":1121},[91],{"categories":1123},[47],{"categories":1125},[139],{"categories":1127},[82],{"categories":1129},[88],{"categories":1131},[],{"categories":1133},[91],{"categories":1135},[91],{"categories":1137},[],{"categories":1139},[82],{"categories":1141},[88],{"categories":1143},[82],{"categories":1145},[82],{"categories":1147},[],{"categories":1149},[],{"categories":1151},[91],{"categories":1153},[91],{"categories":1155},[88],{"categories":1157},[88],{"categories":1159},[47],{"categories":1161},[132],{"categories":1163},[94],{"categories":1165},[47],{"categories":1167},[129],{"categories":1169},[],{"categories":1171},[47],{"categories":1173},[],{"categories":1175},[],{"categories":1177},[],{"categories":1179},[],{"categories":1181},[139],{"categories":1183},[132],{"categories":1185},[],{"categories":1187},[88],{"categories":1189},[88],{"categories":1191},[132],{"categories":1193},[139],{"categories":1195},[],{"categories":1197},[],{"categories":1199},[91],{"categories":1201},[47],{"categories":1203},[47],{"categories":1205},[91],{"categories":1207},[82],{"categories":1209},[88,403],{"categories":1211},[],{"categories":1213},[129],{"categories":1215},[82],{"categories":1217},[91],{"categories":1219},[129],{"categories":1221},[],{"categories":1223},[91],{"categories":1225},[91],{"categories":1227},[88],{"categories":1229},[146],{"categories":1231},[139],{"categories":1233},[129],{"categories":1235},[],{"categories":1237},[91],{"categories":1239},[88],{"categories":1241},[91],{"categories":1243},[91],{"categories":1245},[91],{"categories":1247},[146],{"categories":1249},[91],{"categories":1251},[88],{"categories":1253},[],{"categories":1255},[146],{"categories":1257},[47],{"categories":1259},[91],{"categories":1261},[],{"categories":1263},[],{"categories":1265},[88],{"categories":1267},[91],{"categories":1269},[47],{"categories":1271},[91],{"categories":1273},[],{"categories":1275},[],{"categories":1277},[],{"categories":1279},[91],{"categories":1281},[],{"categories":1283},[],{"categories":1285},[132],{"categories":1287},[88],{"categories":1289},[132],{"categories":1291},[47],{"categories":1293},[88],{"categories":1295},[88],{"categories":1297},[91],{"categories":1299},[88],{"categories":1301},[],{"categories":1303},[],{"categories":1305},[403],{"categories":1307},[],{"categories":1309},[],{"categories":1311},[82],{"categories":1313},[],{"categories":1315},[],{"categories":1317},[],{"categories":1319},[],{"categories":1321},[139],{"categories":1323},[47],{"categories":1325},[146],{"categories":1327},[85],{"categories":1329},[88],{"categories":1331},[88],{"categories":1333},[85],{"categories":1335},[],{"categories":1337},[129],{"categories":1339},[91],{"categories":1341},[85],{"categories":1343},[88],{"categories":1345},[88],{"categories":1347},[82],{"categories":1349},[],{"categories":1351},[82],{"categories":1353},[88],{"categories":1355},[146],{"categories":1357},[91],{"categories":1359},[47],{"categories":1361},[85],{"categories":1363},[88],{"categories":1365},[91],{"categories":1367},[],{"categories":1369},[88],{"categories":1371},[82],{"categories":1373},[88],{"categories":1375},[],{"categories":1377},[47],{"categories":1379},[88],{"categories":1381},[],{"categories":1383},[85],{"categories":1385},[88],{"categories":1387},[],{"categories":1389},[],{"categories":1391},[],{"categories":1393},[88],{"categories":1395},[],{"categories":1397},[403],{"categories":1399},[88],{"categories":1401},[],{"categories":1403},[88],{"categories":1405},[88],{"categories":1407},[88],{"categories":1409},[88,403],{"categories":1411},[88],{"categories":1413},[88],{"categories":1415},[129],{"categories":1417},[91],{"categories":1419},[],{"categories":1421},[91],{"categories":1423},[88],{"categories":1425},[88],{"categories":1427},[88],{"categories":1429},[82],{"categories":1431},[82],{"categories":1433},[139],{"categories":1435},[129],{"categories":1437},[91],{"categories":1439},[],{"categories":1441},[88],{"categories":1443},[47],{"categories":1445},[88],{"categories":1447},[85],{"categories":1449},[],{"categories":1451},[403],{"categories":1453},[129],{"categories":1455},[129],{"categories":1457},[91],{"categories":1459},[47],{"categories":1461},[91],{"categories":1463},[88],{"categories":1465},[],{"categories":1467},[88],{"categories":1469},[],{"categories":1471},[],{"categories":1473},[88],{"categories":1475},[88],{"categories":1477},[88],{"categories":1479},[91],{"categories":1481},[88],{"categories":1483},[],{"categories":1485},[132],{"categories":1487},[91],{"categories":1489},[],{"categories":1491},[],{"categories":1493},[88],{"categories":1495},[47],{"categories":1497},[],{"categories":1499},[129],{"categories":1501},[403],{"categories":1503},[47],{"categories":1505},[139],{"categories":1507},[139],{"categories":1509},[47],{"categories":1511},[47],{"categories":1513},[403],{"categories":1515},[],{"categories":1517},[47],{"categories":1519},[88],{"categories":1521},[82],{"categories":1523},[47],{"categories":1525},[],{"categories":1527},[132],{"categories":1529},[47],{"categories":1531},[139],{"categories":1533},[47],{"categories":1535},[403],{"categories":1537},[88],{"categories":1539},[88],{"categories":1541},[],{"categories":1543},[85],{"categories":1545},[],{"categories":1547},[],{"categories":1549},[88],{"categories":1551},[88],{"categories":1553},[88],{"categories":1555},[88],{"categories":1557},[],{"categories":1559},[132],{"categories":1561},[82],{"categories":1563},[],{"categories":1565},[88],{"categories":1567},[88],{"categories":1569},[403],{"categories":1571},[403],{"categories":1573},[],{"categories":1575},[91],{"categories":1577},[47],{"categories":1579},[47],{"categories":1581},[88],{"categories":1583},[91],{"categories":1585},[],{"categories":1587},[129],{"categories":1589},[88],{"categories":1591},[88],{"categories":1593},[],{"categories":1595},[],{"categories":1597},[403],{"categories":1599},[88],{"categories":1601},[139],{"categories":1603},[85],{"categories":1605},[88],{"categories":1607},[],{"categories":1609},[91],{"categories":1611},[82],{"categories":1613},[82],{"categories":1615},[],{"categories":1617},[88],{"categories":1619},[129],{"categories":1621},[91],{"categories":1623},[],{"categories":1625},[88],{"categories":1627},[88],{"categories":1629},[91],{"categories":1631},[],{"categories":1633},[91],{"categories":1635},[139],{"categories":1637},[],{"categories":1639},[88],{"categories":1641},[],{"categories":1643},[88],{"categories":1645},[],{"categories":1647},[88],{"categories":1649},[88],{"categories":1651},[],{"categories":1653},[88],{"categories":1655},[47],{"categories":1657},[88],{"categories":1659},[88],{"categories":1661},[82],{"categories":1663},[88],{"categories":1665},[47],{"categories":1667},[91],{"categories":1669},[],{"categories":1671},[88],{"categories":1673},[146],{"categories":1675},[],{"categories":1677},[],{"categories":1679},[],{"categories":1681},[82],{"categories":1683},[47],{"categories":1685},[91],{"categories":1687},[88],{"categories":1689},[129],{"categories":1691},[91],{"categories":1693},[],{"categories":1695},[91],{"categories":1697},[],{"categories":1699},[88],{"categories":1701},[91],{"categories":1703},[88],{"categories":1705},[],{"categories":1707},[88],{"categories":1709},[88],{"categories":1711},[47],{"categories":1713},[129],{"categories":1715},[91],{"categories":1717},[129],{"categories":1719},[85],{"categories":1721},[],{"categories":1723},[],{"categories":1725},[88],{"categories":1727},[82],{"categories":1729},[47],{"categories":1731},[],{"categories":1733},[],{"categories":1735},[139],{"categories":1737},[129],{"categories":1739},[],{"categories":1741},[88],{"categories":1743},[],{"categories":1745},[146],{"categories":1747},[88],{"categories":1749},[403],{"categories":1751},[139],{"categories":1753},[],{"categories":1755},[91],{"categories":1757},[88],{"categories":1759},[91],{"categories":1761},[91],{"categories":1763},[88],{"categories":1765},[],{"categories":1767},[82],{"categories":1769},[88],{"categories":1771},[85],{"categories":1773},[139],{"categories":1775},[129],{"categories":1777},[],{"categories":1779},[],{"categories":1781},[],{"categories":1783},[91],{"categories":1785},[129],{"categories":1787},[47],{"categories":1789},[88],{"categories":1791},[47],{"categories":1793},[129],{"categories":1795},[],{"categories":1797},[129],{"categories":1799},[47],{"categories":1801},[85],{"categories":1803},[88],{"categories":1805},[47],{"categories":1807},[146],{"categories":1809},[],{"categories":1811},[],{"categories":1813},[132],{"categories":1815},[88,139],{"categories":1817},[47],{"categories":1819},[88],{"categories":1821},[91],{"categories":1823},[91],{"categories":1825},[88],{"categories":1827},[],{"categories":1829},[139],{"categories":1831},[88],{"categories":1833},[132],{"categories":1835},[91],{"categories":1837},[146],{"categories":1839},[403],{"categories":1841},[],{"categories":1843},[82],{"categories":1845},[91],{"categories":1847},[91],{"categories":1849},[139],{"categories":1851},[88],{"categories":1853},[88],{"categories":1855},[],{"categories":1857},[],{"categories":1859},[],{"categories":1861},[403],{"categories":1863},[47],{"categories":1865},[88],{"categories":1867},[88],{"categories":1869},[88],{"categories":1871},[],{"categories":1873},[132],{"categories":1875},[85],{"categories":1877},[],{"categories":1879},[91],{"categories":1881},[403],{"categories":1883},[],{"categories":1885},[129],{"categories":1887},[129],{"categories":1889},[],{"categories":1891},[139],{"categories":1893},[129],{"categories":1895},[88],{"categories":1897},[],{"categories":1899},[47],{"categories":1901},[88],{"categories":1903},[129],{"categories":1905},[91],{"categories":1907},[47],{"categories":1909},[],{"categories":1911},[91],{"categories":1913},[129],{"categories":1915},[88],{"categories":1917},[],{"categories":1919},[88],{"categories":1921},[88],{"categories":1923},[403],{"categories":1925},[47],{"categories":1927},[132],{"categories":1929},[132],{"categories":1931},[],{"categories":1933},[],{"categories":1935},[],{"categories":1937},[91],{"categories":1939},[139],{"categories":1941},[139],{"categories":1943},[],{"categories":1945},[],{"categories":1947},[88],{"categories":1949},[],{"categories":1951},[91],{"categories":1953},[88],{"categories":1955},[],{"categories":1957},[88],{"categories":1959},[85],{"categories":1961},[88],{"categories":1963},[146],{"categories":1965},[91],{"categories":1967},[88],{"categories":1969},[139],{"categories":1971},[47],{"categories":1973},[91],{"categories":1975},[],{"categories":1977},[47],{"categories":1979},[91],{"categories":1981},[91],{"categories":1983},[],{"categories":1985},[85],{"categories":1987},[91],{"categories":1989},[],{"categories":1991},[88],{"categories":1993},[82],{"categories":1995},[47],{"categories":1997},[403],{"categories":1999},[91],{"categories":2001},[91],{"categories":2003},[82],{"categories":2005},[88],{"categories":2007},[],{"categories":2009},[],{"categories":2011},[129],{"categories":2013},[88,85],{"categories":2015},[],{"categories":2017},[82],{"categories":2019},[132],{"categories":2021},[88],{"categories":2023},[139],{"categories":2025},[88],{"categories":2027},[91],{"categories":2029},[88],{"categories":2031},[88],{"categories":2033},[47],{"categories":2035},[91],{"categories":2037},[],{"categories":2039},[],{"categories":2041},[91],{"categories":2043},[88],{"categories":2045},[403],{"categories":2047},[],{"categories":2049},[88],{"categories":2051},[91],{"categories":2053},[],{"categories":2055},[88],{"categories":2057},[146],{"categories":2059},[132],{"categories":2061},[91],{"categories":2063},[88],{"categories":2065},[403],{"categories":2067},[],{"categories":2069},[88],{"categories":2071},[146],{"categories":2073},[129],{"categories":2075},[88],{"categories":2077},[],{"categories":2079},[146],{"categories":2081},[47],{"categories":2083},[88],{"categories":2085},[88],{"categories":2087},[82],{"categories":2089},[],{"categories":2091},[],{"categories":2093},[129],{"categories":2095},[88],{"categories":2097},[132],{"categories":2099},[146],{"categories":2101},[146],{"categories":2103},[47],{"categories":2105},[],{"categories":2107},[],{"categories":2109},[88],{"categories":2111},[],{"categories":2113},[88,139],{"categories":2115},[47],{"categories":2117},[91],{"categories":2119},[139],{"categories":2121},[88],{"categories":2123},[82],{"categories":2125},[],{"categories":2127},[],{"categories":2129},[82],{"categories":2131},[146],{"categories":2133},[88],{"categories":2135},[],{"categories":2137},[129,88],{"categories":2139},[403],{"categories":2141},[82],{"categories":2143},[],{"categories":2145},[85],{"categories":2147},[85],{"categories":2149},[88],{"categories":2151},[139],{"categories":2153},[91],{"categories":2155},[47],{"categories":2157},[146],{"categories":2159},[129],{"categories":2161},[88],{"categories":2163},[88],{"categories":2165},[88],{"categories":2167},[82],{"categories":2169},[88],{"categories":2171},[91],{"categories":2173},[47],{"categories":2175},[],{"categories":2177},[],{"categories":2179},[132],{"categories":2181},[139],{"categories":2183},[88],{"categories":2185},[129],{"categories":2187},[132],{"categories":2189},[88],{"categories":2191},[88],{"categories":2193},[91],{"categories":2195},[91],{"categories":2197},[88,85],{"categories":2199},[],{"categories":2201},[129],{"categories":2203},[],{"categories":2205},[88],{"categories":2207},[47],{"categories":2209},[82],{"categories":2211},[82],{"categories":2213},[91],{"categories":2215},[88],{"categories":2217},[85],{"categories":2219},[139],{"categories":2221},[146],{"categories":2223},[],{"categories":2225},[47],{"categories":2227},[88],{"categories":2229},[88],{"categories":2231},[47],{"categories":2233},[139],{"categories":2235},[88],{"categories":2237},[91],{"categories":2239},[47],{"categories":2241},[88],{"categories":2243},[129],{"categories":2245},[88],{"categories":2247},[88],{"categories":2249},[403],{"categories":2251},[94],{"categories":2253},[91],{"categories":2255},[88],{"categories":2257},[47],{"categories":2259},[91],{"categories":2261},[146],{"categories":2263},[88],{"categories":2265},[],{"categories":2267},[88],{"categories":2269},[],{"categories":2271},[],{"categories":2273},[],{"categories":2275},[85],{"categories":2277},[88],{"categories":2279},[91],{"categories":2281},[47],{"categories":2283},[47],{"categories":2285},[47],{"categories":2287},[47],{"categories":2289},[],{"categories":2291},[82],{"categories":2293},[91],{"categories":2295},[47],{"categories":2297},[82],{"categories":2299},[91],{"categories":2301},[88],{"categories":2303},[88,91],{"categories":2305},[91],{"categories":2307},[403],{"categories":2309},[47],{"categories":2311},[47],{"categories":2313},[91],{"categories":2315},[88],{"categories":2317},[],{"categories":2319},[47],{"categories":2321},[146],{"categories":2323},[82],{"categories":2325},[88],{"categories":2327},[88],{"categories":2329},[],{"categories":2331},[139],{"categories":2333},[],{"categories":2335},[82],{"categories":2337},[91],{"categories":2339},[47],{"categories":2341},[88],{"categories":2343},[47],{"categories":2345},[82],{"categories":2347},[47],{"categories":2349},[47],{"categories":2351},[],{"categories":2353},[85],{"categories":2355},[91],{"categories":2357},[47],{"categories":2359},[47],{"categories":2361},[47],{"categories":2363},[47],{"categories":2365},[47],{"categories":2367},[47],{"categories":2369},[47],{"categories":2371},[47],{"categories":2373},[47],{"categories":2375},[47],{"categories":2377},[132],{"categories":2379},[82],{"categories":2381},[88],{"categories":2383},[88],{"categories":2385},[],{"categories":2387},[88,82],{"categories":2389},[],{"categories":2391},[91],{"categories":2393},[47],{"categories":2395},[91],{"categories":2397},[88],{"categories":2399},[88],{"categories":2401},[88],{"categories":2403},[88],{"categories":2405},[88],{"categories":2407},[91],{"categories":2409},[85],{"categories":2411},[129],{"categories":2413},[47],{"categories":2415},[88],{"categories":2417},[],{"categories":2419},[],{"categories":2421},[91],{"categories":2423},[129],{"categories":2425},[88],{"categories":2427},[],{"categories":2429},[],{"categories":2431},[146],{"categories":2433},[88],{"categories":2435},[],{"categories":2437},[],{"categories":2439},[82],{"categories":2441},[85],{"categories":2443},[88],{"categories":2445},[85],{"categories":2447},[129],{"categories":2449},[],{"categories":2451},[47],{"categories":2453},[],{"categories":2455},[129],{"categories":2457},[88],{"categories":2459},[146],{"categories":2461},[],{"categories":2463},[146],{"categories":2465},[],{"categories":2467},[],{"categories":2469},[91],{"categories":2471},[],{"categories":2473},[85],{"categories":2475},[82],{"categories":2477},[129],{"categories":2479},[139],{"categories":2481},[],{"categories":2483},[],{"categories":2485},[88],{"categories":2487},[82],{"categories":2489},[146],{"categories":2491},[],{"categories":2493},[91],{"categories":2495},[91],{"categories":2497},[47],{"categories":2499},[88],{"categories":2501},[91],{"categories":2503},[88],{"categories":2505},[91],{"categories":2507},[88],{"categories":2509},[94],{"categories":2511},[47],{"categories":2513},[],{"categories":2515},[146],{"categories":2517},[139],{"categories":2519},[91],{"categories":2521},[],{"categories":2523},[88],{"categories":2525},[91],{"categories":2527},[85],{"categories":2529},[82],{"categories":2531},[88],{"categories":2533},[129],{"categories":2535},[139],{"categories":2537},[139],{"categories":2539},[88],{"categories":2541},[132],{"categories":2543},[88],{"categories":2545},[91],{"categories":2547},[85],{"categories":2549},[91],{"categories":2551},[88],{"categories":2553},[88],{"categories":2555},[91],{"categories":2557},[47],{"categories":2559},[],{"categories":2561},[82],{"categories":2563},[88],{"categories":2565},[91],{"categories":2567},[88],{"categories":2569},[88],{"categories":2571},[],{"categories":2573},[129],{"categories":2575},[85],{"categories":2577},[47],{"categories":2579},[88],{"categories":2581},[88],{"categories":2583},[129],{"categories":2585},[146],{"categories":2587},[132],{"categories":2589},[88],{"categories":2591},[47],{"categories":2593},[88],{"categories":2595},[91],{"categories":2597},[403],{"categories":2599},[88],{"categories":2601},[91],{"categories":2603},[132],{"categories":2605},[],{"categories":2607},[91],{"categories":2609},[139],{"categories":2611},[129],{"categories":2613},[88],{"categories":2615},[82],{"categories":2617},[85],{"categories":2619},[139],{"categories":2621},[],{"categories":2623},[91],{"categories":2625},[88],{"categories":2627},[],{"categories":2629},[47],{"categories":2631},[],{"categories":2633},[47],{"categories":2635},[88],{"categories":2637},[91],{"categories":2639},[91],{"categories":2641},[91],{"categories":2643},[],{"categories":2645},[],{"categories":2647},[88],{"categories":2649},[88],{"categories":2651},[],{"categories":2653},[129],{"categories":2655},[91],{"categories":2657},[146],{"categories":2659},[82],{"categories":2661},[],{"categories":2663},[],{"categories":2665},[47],{"categories":2667},[139],{"categories":2669},[88],{"categories":2671},[88],{"categories":2673},[88],{"categories":2675},[139],{"categories":2677},[47],{"categories":2679},[129],{"categories":2681},[88],{"categories":2683},[88],{"categories":2685},[88],{"categories":2687},[47],{"categories":2689},[88],{"categories":2691},[47],{"categories":2693},[91],{"categories":2695},[91],{"categories":2697},[139],{"categories":2699},[91],{"categories":2701},[88],{"categories":2703},[139],{"categories":2705},[129],{"categories":2707},[],{"categories":2709},[91],{"categories":2711},[],{"categories":2713},[],{"categories":2715},[],{"categories":2717},[85],{"categories":2719},[88],{"categories":2721},[91],{"categories":2723},[82],{"categories":2725},[91],{"categories":2727},[146],{"categories":2729},[],{"categories":2731},[91],{"categories":2733},[],{"categories":2735},[82],{"categories":2737},[91],{"categories":2739},[],{"categories":2741},[91],{"categories":2743},[88],{"categories":2745},[47],{"categories":2747},[88],{"categories":2749},[91],{"categories":2751},[47],{"categories":2753},[91],{"categories":2755},[139],{"categories":2757},[129],{"categories":2759},[82],{"categories":2761},[],{"categories":2763},[91],{"categories":2765},[129],{"categories":2767},[403],{"categories":2769},[47],{"categories":2771},[88],{"categories":2773},[129],{"categories":2775},[82],{"categories":2777},[],{"categories":2779},[91],{"categories":2781},[91],{"categories":2783},[88],{"categories":2785},[],{"categories":2787},[91],{"categories":2789},[94],{"categories":2791},[47],{"categories":2793},[91],{"categories":2795},[85],{"categories":2797},[],{"categories":2799},[88],{"categories":2801},[94],{"categories":2803},[88],{"categories":2805},[91],{"categories":2807},[47],{"categories":2809},[82],{"categories":2811},[403],{"categories":2813},[88],{"categories":2815},[88],{"categories":2817},[88],{"categories":2819},[47],{"categories":2821},[85],{"categories":2823},[88],{"categories":2825},[129],{"categories":2827},[47],{"categories":2829},[403],{"categories":2831},[88],{"categories":2833},[],{"categories":2835},[],{"categories":2837},[403],{"categories":2839},[132],{"categories":2841},[91],{"categories":2843},[91],{"categories":2845},[47],{"categories":2847},[88],{"categories":2849},[82],{"categories":2851},[129],{"categories":2853},[91],{"categories":2855},[88],{"categories":2857},[146],{"categories":2859},[88],{"categories":2861},[91],{"categories":2863},[],{"categories":2865},[88],{"categories":2867},[88],{"categories":2869},[47],{"categories":2871},[82],{"categories":2873},[],{"categories":2875},[88],{"categories":2877},[88],{"categories":2879},[139],{"categories":2881},[129],{"categories":2883},[88,91],{"categories":2885},[146,85],{"categories":2887},[88],{"categories":2889},[],{"categories":2891},[91],{"categories":2893},[],{"categories":2895},[139],{"categories":2897},[88],{"categories":2899},[47],{"categories":2901},[],{"categories":2903},[91],{"categories":2905},[],{"categories":2907},[129],{"categories":2909},[91],{"categories":2911},[82],{"categories":2913},[91],{"categories":2915},[88],{"categories":2917},[403],{"categories":2919},[146],{"categories":2921},[85],{"categories":2923},[85],{"categories":2925},[82],{"categories":2927},[82],{"categories":2929},[88],{"categories":2931},[91],{"categories":2933},[88],{"categories":2935},[88],{"categories":2937},[82],{"categories":2939},[88],{"categories":2941},[146],{"categories":2943},[47],{"categories":2945},[88],{"categories":2947},[91],{"categories":2949},[88],{"categories":2951},[],{"categories":2953},[139],{"categories":2955},[],{"categories":2957},[91],{"categories":2959},[82],{"categories":2961},[],{"categories":2963},[403],{"categories":2965},[88],{"categories":2967},[],{"categories":2969},[47],{"categories":2971},[91],{"categories":2973},[139],{"categories":2975},[88],{"categories":2977},[91],{"categories":2979},[139],{"categories":2981},[91],{"categories":2983},[47],{"categories":2985},[82],{"categories":2987},[47],{"categories":2989},[139],{"categories":2991},[88],{"categories":2993},[129],{"categories":2995},[88],{"categories":2997},[88],{"categories":2999},[88],{"categories":3001},[88],{"categories":3003},[91],{"categories":3005},[88],{"categories":3007},[91],{"categories":3009},[88],{"categories":3011},[82],{"categories":3013},[88],{"categories":3015},[91],{"categories":3017},[129],{"categories":3019},[82],{"categories":3021},[91],{"categories":3023},[129],{"categories":3025},[],{"categories":3027},[88],{"categories":3029},[88],{"categories":3031},[139],{"categories":3033},[],{"categories":3035},[91],{"categories":3037},[146],{"categories":3039},[88],{"categories":3041},[47],{"categories":3043},[146],{"categories":3045},[91],{"categories":3047},[85],{"categories":3049},[85],{"categories":3051},[88],{"categories":3053},[82],{"categories":3055},[],{"categories":3057},[88],{"categories":3059},[],{"categories":3061},[82],{"categories":3063},[88],{"categories":3065},[91],{"categories":3067},[91],{"categories":3069},[],{"categories":3071},[139],{"categories":3073},[139],{"categories":3075},[146],{"categories":3077},[129],{"categories":3079},[],{"categories":3081},[88],{"categories":3083},[82],{"categories":3085},[88],{"categories":3087},[139],{"categories":3089},[82],{"categories":3091},[47],{"categories":3093},[47],{"categories":3095},[],{"categories":3097},[47],{"categories":3099},[91],{"categories":3101},[129],{"categories":3103},[132],{"categories":3105},[88],{"categories":3107},[],{"categories":3109},[47],{"categories":3111},[139],{"categories":3113},[85],{"categories":3115},[88],{"categories":3117},[82],{"categories":3119},[403],{"categories":3121},[82],{"categories":3123},[],{"categories":3125},[],{"categories":3127},[47],{"categories":3129},[],{"categories":3131},[91],{"categories":3133},[91],{"categories":3135},[91],{"categories":3137},[],{"categories":3139},[88],{"categories":3141},[],{"categories":3143},[47],{"categories":3145},[82],{"categories":3147},[129],{"categories":3149},[88],{"categories":3151},[47],{"categories":3153},[47],{"categories":3155},[],{"categories":3157},[47],{"categories":3159},[82],{"categories":3161},[88],{"categories":3163},[],{"categories":3165},[91],{"categories":3167},[91],{"categories":3169},[82],{"categories":3171},[],{"categories":3173},[],{"categories":3175},[],{"categories":3177},[129],{"categories":3179},[91],{"categories":3181},[88],{"categories":3183},[],{"categories":3185},[],{"categories":3187},[],{"categories":3189},[129],{"categories":3191},[],{"categories":3193},[82],{"categories":3195},[],{"categories":3197},[],{"categories":3199},[129],{"categories":3201},[88],{"categories":3203},[47],{"categories":3205},[],{"categories":3207},[146],{"categories":3209},[47],{"categories":3211},[146],{"categories":3213},[88],{"categories":3215},[],{"categories":3217},[],{"categories":3219},[91],{"categories":3221},[],{"categories":3223},[],{"categories":3225},[91],{"categories":3227},[88],{"categories":3229},[],{"categories":3231},[91],{"categories":3233},[47],{"categories":3235},[146],{"categories":3237},[132],{"categories":3239},[91],{"categories":3241},[91],{"categories":3243},[],{"categories":3245},[],{"categories":3247},[],{"categories":3249},[47],{"categories":3251},[],{"categories":3253},[],{"categories":3255},[129],{"categories":3257},[82],{"categories":3259},[],{"categories":3261},[85],{"categories":3263},[146],{"categories":3265},[88],{"categories":3267},[139],{"categories":3269},[82],{"categories":3271},[132],{"categories":3273},[85],{"categories":3275},[139],{"categories":3277},[],{"categories":3279},[],{"categories":3281},[91],{"categories":3283},[82],{"categories":3285},[129],{"categories":3287},[82],{"categories":3289},[91],{"categories":3291},[403],{"categories":3293},[91],{"categories":3295},[],{"categories":3297},[88],{"categories":3299},[47],{"categories":3301},[139],{"categories":3303},[],{"categories":3305},[129],{"categories":3307},[47],{"categories":3309},[82],{"categories":3311},[91],{"categories":3313},[88],{"categories":3315},[85],{"categories":3317},[91,403],{"categories":3319},[91],{"categories":3321},[139],{"categories":3323},[88],{"categories":3325},[132],{"categories":3327},[146],{"categories":3329},[91],{"categories":3331},[],{"categories":3333},[91],{"categories":3335},[88],{"categories":3337},[85],{"categories":3339},[],{"categories":3341},[],{"categories":3343},[88],{"categories":3345},[132],{"categories":3347},[88],{"categories":3349},[],{"categories":3351},[47],{"categories":3353},[],{"categories":3355},[47],{"categories":3357},[139],{"categories":3359},[91],{"categories":3361},[88],{"categories":3363},[146],{"categories":3365},[139],{"categories":3367},[],{"categories":3369},[47],{"categories":3371},[88],{"categories":3373},[],{"categories":3375},[88],{"categories":3377},[91],{"categories":3379},[88],{"categories":3381},[91],{"categories":3383},[88],{"categories":3385},[88],{"categories":3387},[88],{"categories":3389},[88],{"categories":3391},[85],{"categories":3393},[],{"categories":3395},[94],{"categories":3397},[47],{"categories":3399},[88],{"categories":3401},[],{"categories":3403},[139],{"categories":3405},[88],{"categories":3407},[88],{"categories":3409},[91],{"categories":3411},[47],{"categories":3413},[88],{"categories":3415},[88],{"categories":3417},[85],{"categories":3419},[91],{"categories":3421},[129],{"categories":3423},[],{"categories":3425},[132],{"categories":3427},[88],{"categories":3429},[],{"categories":3431},[47],{"categories":3433},[146],{"categories":3435},[],{"categories":3437},[],{"categories":3439},[47],{"categories":3441},[47],{"categories":3443},[146],{"categories":3445},[82],{"categories":3447},[91],{"categories":3449},[91],{"categories":3451},[88],{"categories":3453},[85],{"categories":3455},[],{"categories":3457},[],{"categories":3459},[47],{"categories":3461},[132],{"categories":3463},[139],{"categories":3465},[91],{"categories":3467},[129],{"categories":3469},[132],{"categories":3471},[132],{"categories":3473},[],{"categories":3475},[47],{"categories":3477},[88],{"categories":3479},[88],{"categories":3481},[139],{"categories":3483},[],{"categories":3485},[47],{"categories":3487},[47],{"categories":3489},[47],{"categories":3491},[],{"categories":3493},[91],{"categories":3495},[88],{"categories":3497},[],{"categories":3499},[82],{"categories":3501},[85],{"categories":3503},[],{"categories":3505},[88],{"categories":3507},[88],{"categories":3509},[],{"categories":3511},[139],{"categories":3513},[],{"categories":3515},[],{"categories":3517},[],{"categories":3519},[],{"categories":3521},[88],{"categories":3523},[47],{"categories":3525},[],{"categories":3527},[],{"categories":3529},[88],{"categories":3531},[88],{"categories":3533},[88],{"categories":3535},[132],{"categories":3537},[88],{"categories":3539},[132],{"categories":3541},[],{"categories":3543},[132],{"categories":3545},[132],{"categories":3547},[403],{"categories":3549},[91],{"categories":3551},[139],{"categories":3553},[],{"categories":3555},[],{"categories":3557},[132],{"categories":3559},[139],{"categories":3561},[139],{"categories":3563},[139],{"categories":3565},[],{"categories":3567},[82],{"categories":3569},[139],{"categories":3571},[139],{"categories":3573},[82],{"categories":3575},[139],{"categories":3577},[85],{"categories":3579},[139],{"categories":3581},[139],{"categories":3583},[139],{"categories":3585},[132],{"categories":3587},[47],{"categories":3589},[47],{"categories":3591},[88],{"categories":3593},[139],{"categories":3595},[132],{"categories":3597},[403],{"categories":3599},[132],{"categories":3601},[132],{"categories":3603},[132],{"categories":3605},[],{"categories":3607},[85],{"categories":3609},[],{"categories":3611},[403],{"categories":3613},[139],{"categories":3615},[139],{"categories":3617},[139],{"categories":3619},[91],{"categories":3621},[47,85],{"categories":3623},[132],{"categories":3625},[],{"categories":3627},[],{"categories":3629},[132],{"categories":3631},[],{"categories":3633},[132],{"categories":3635},[47],{"categories":3637},[91],{"categories":3639},[],{"categories":3641},[139],{"categories":3643},[88],{"categories":3645},[129],{"categories":3647},[],{"categories":3649},[88],{"categories":3651},[],{"categories":3653},[47],{"categories":3655},[82],{"categories":3657},[132],{"categories":3659},[],{"categories":3661},[139],{"categories":3663},[47],[3665,3733,3790,3854],{"id":3666,"title":3667,"ai":3668,"body":3673,"categories":3701,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3702,"navigation":62,"path":3720,"published_at":3721,"question":48,"scraped_at":3722,"seo":3723,"sitemap":3724,"source_id":3725,"source_name":3726,"source_type":69,"source_url":3727,"stem":3728,"tags":3729,"thumbnail_url":48,"tldr":3730,"tweet":48,"unknown_tags":3731,"__hash__":3732},"summaries\u002Fsummaries\u002Fcada76869480e939-cloudflare-lays-off-1-100-as-ai-yields-100x-produc-summary.md","Cloudflare Lays Off 1,100 as AI Yields 100x Productivity",{"provider":7,"model":8,"input_tokens":3669,"output_tokens":3670,"processing_time_ms":3671,"cost_usd":3672},6088,2060,26787,0.0022251,{"type":14,"value":3674,"toc":3696},[3675,3679,3682,3686,3689,3693],[17,3676,3678],{"id":3677},"ai-delivers-extreme-productivity-obsoleting-support-roles","AI Delivers Extreme Productivity, Obsoleting Support Roles",[22,3680,3681],{},"Cloudflare attributes its first-ever mass layoffs of 1,100 employees (20% of ~5,500 headcount) to internal AI adoption, not cost-cutting or performance issues. CEO Matthew Prince reports productivity gains of 2x, 10x, or even 100x across teams, likening it to switching from manual to electric tools. AI usage surged 600% in the last three months. The entire R&D team now codes via Cloudflare's Workers platform, with vibe coding features; 100% of deployed AI-generated code undergoes review by autonomous AI agents. Non-engineering teams (HR, finance, marketing) run thousands of daily AI agent sessions. Highly productive AI users require fewer support staff, as these roles no longer drive value in AI-augmented operations—sparing only quota-carrying salespeople.",[17,3683,3685],{"id":3684},"record-revenue-growth-masks-profit-challenges","Record Revenue Growth Masks Profit Challenges",[22,3687,3688],{},"Q1 2026 revenue hit $639.8 million, up 34% year-over-year—the company's highest quarter ever—amid a $2.5 billion remaining performance obligations (RPO) backlog, also up 34%. Yet net loss widened to $62 million from $53.2 million prior year, reflecting high-growth investment patterns common in cloud infrastructure. Prince frames layoffs as adaptation to the 'agentic AI era,' mirroring Meta, Microsoft, and Google, who pair revenue surges with AI-justified cuts. Analysts questioned deep cuts post-strong results; Prince replied, 'Just because you’re fit doesn’t mean you can’t get fitter.'",[17,3690,3692],{"id":3691},"hiring-resumes-for-ai-proficient-talent","Hiring Resumes for AI-Proficient Talent",[22,3694,3695],{},"Cloudflare commits to ongoing investments in employees embracing AI tools, projecting more staff in 2027 than throughout 2026. This targets builders leveraging AI for outsized output, restructuring teams for efficiency while scaling AI-powered products externally.",{"title":40,"searchDepth":41,"depth":41,"links":3697},[3698,3699,3700],{"id":3677,"depth":41,"text":3678},{"id":3684,"depth":41,"text":3685},{"id":3691,"depth":41,"text":3692},[47],{"content_references":3703,"triage":3716},[3704,3709,3713],{"type":3705,"title":3706,"url":3707,"context":3708},"report","Cloudflare Q1 2026 10-Q Filing","https:\u002F\u002Fwww.sec.gov\u002Fixviewer-plus\u002Fix.xhtml?doc=\u002FArchives\u002Fedgar\u002Fdata\u002F0001477333\u002F000147733326000038\u002Fcloud-20260331.htm#fact-identifier-428","cited",{"type":54,"title":3710,"author":3711,"url":3712,"context":3708},"Building for the Future","Matthew Prince, Michelle Zatlyn","https:\u002F\u002Fblog.cloudflare.com\u002Fbuilding-for-the-future\u002F",{"type":54,"title":3714,"url":3715,"context":3708},"NET-Q1-2026 Earnings Call Transcript","https:\u002F\u002Ffinance.yahoo.com\u002Fquote\u002FNET\u002Fearnings\u002FNET-Q1-2026-earnings_call-554714.html",{"relevance":59,"novelty":3717,"quality":59,"actionability":41,"composite":3718,"reasoning":3719},3,3.4,"Category: Business & SaaS. The article discusses how Cloudflare's adoption of AI has led to significant productivity gains and workforce reductions, which directly relates to business strategy and the impact of AI on staffing. However, while it provides insights into the company's operational changes, it lacks specific actionable steps for readers looking to implement similar strategies.","\u002Fsummaries\u002Fcada76869480e939-cloudflare-lays-off-1-100-as-ai-yields-100x-produc-summary","2026-05-08 18:33:21","2026-05-09 15:37:17",{"title":3667,"description":40},{"loc":3720},"cada76869480e939","TechCrunch AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F08\u002Fcloudflare-says-ai-made-1100-jobs-obsolete-even-as-revenue-hit-a-record-high\u002F","summaries\u002Fcada76869480e939-cloudflare-lays-off-1-100-as-ai-yields-100x-produc-summary",[73,74,75],"Cloudflare cuts 20% of workforce (1,100 jobs) due to AI boosting productivity 2-100x and usage up 600%, despite $640M record revenue (+34% YoY), freeing resources for 'agentic AI era' while planning future hires.",[74,75],"DJN0PS9hHdvERKv5aEaUaPy76zwzcJ_IF8AbFbNmFT8",{"id":3734,"title":3735,"ai":3736,"body":3741,"categories":3769,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3770,"navigation":62,"path":3778,"published_at":48,"question":48,"scraped_at":3779,"seo":3780,"sitemap":3781,"source_id":3782,"source_name":3783,"source_type":69,"source_url":3784,"stem":3785,"tags":3786,"thumbnail_url":48,"tldr":3787,"tweet":48,"unknown_tags":3788,"__hash__":3789},"summaries\u002Fsummaries\u002Ff64123e583557f26-ichef-pos-3x-roi-via-ai-for-15k-taiwan-restaurants-summary.md","iCHEF POS: 3x ROI via AI for 15k+ Taiwan Restaurants",{"provider":7,"model":8,"input_tokens":3737,"output_tokens":3738,"processing_time_ms":3739,"cost_usd":3740},9663,1314,7965,0.00256695,{"type":14,"value":3742,"toc":3764},[3743,3747,3750,3754,3757,3761],[17,3744,3746],{"id":3745},"multi-channel-ordering-drives-2x-more-orders","Multi-Channel Ordering Drives 2x More Orders",[22,3748,3749],{},"Integrate LINE official accounts, Google business takeout links, foodpanda, and Uber Eats directly into POS—no manual copying needed. Orders sync instantly with menus and inventory. Build a 24\u002F7 'cloud restaurant' online store for reservations, takeout, delivery, and deposits, capturing Taiwan's daily 100k+ online reservations, 600k takeouts, and 600k deliveries. Example: Grassroot Brunch doubled daily reservations from 30 to 60 groups using LINE\u002FGoogle integration, owning traffic instead of relying solely on platforms.",[17,3751,3753],{"id":3752},"ai-upsells-lift-guest-spend-by-nt18","AI Upsells Lift Guest Spend by NT$18",[22,3755,3756],{},"AI analyzes orders to recommend hot items and pairings at golden spots or checkout (e.g., 'most popular combo'). Smooth bundle upsells guide upgrades like oat milk + scone on coffee or NT$50 pork-to-beef swap via images. Group scan-and-order lets each diner (27% preference in 1M+ monthly transactions) add personally without hassle. Example: Three Brothers Tofu Pudding saw half of guests upsell post-scan, adding NT$18 average order value—no sales staff needed.",[17,3758,3760],{"id":3759},"automation-secures-every-dollar","Automation Secures Every Dollar",[22,3762,3763],{},"POS handles e-invoices, mobile payments, cash; auto-reconciles all (cards, LINE Pay, platforms) with one-click daily reports tracking revenue\u002Fdiscounts\u002Fvoids. Inventory auto-deducts on sales with alerts for key items to curb theft\u002Fwaste. iPad clock-in exports to 104\u002FApollo HR for precise payroll. Example: Aunt Salty Chicken eliminated billing disputes and guest complaints from manual errors during rushes. Reliability from AWS\u002FGoogle\u002FLINE integrations ensures uptime for 30k+ served restaurants; weekly app updates keep edge in omnichannel era.",{"title":40,"searchDepth":41,"depth":41,"links":3765},[3766,3767,3768],{"id":3745,"depth":41,"text":3746},{"id":3752,"depth":41,"text":3753},{"id":3759,"depth":41,"text":3760},[85],{"content_references":3771,"triage":3775},[3772],{"type":54,"title":3773,"url":3774,"context":3708},"Unlocking Hidden Restaurant Revenue Online","https:\u002F\u002Fthedinernews.com\u002Funlocking-hidden-restaurant-revenue-online\u002F",{"relevance":58,"novelty":3717,"quality":59,"actionability":59,"composite":3776,"reasoning":3777},4.15,"Category: Business & SaaS. The article provides a detailed overview of how iCHEF's AI-powered POS system enhances restaurant operations and revenue, addressing specific pain points like order management and upselling. It includes actionable insights, such as integrating multiple channels and using AI for upselling, which can be directly applied by other businesses in the restaurant sector.","\u002Fsummaries\u002Ff64123e583557f26-ichef-pos-3x-roi-via-ai-for-15k-taiwan-restaurants-summary","2026-04-16 03:03:28",{"title":3735,"description":40},{"loc":3778},"f64123e583557f26","__oneoff__","https:\u002F\u002Fwww.ichefpos.com\u002F","summaries\u002Ff64123e583557f26-ichef-pos-3x-roi-via-ai-for-15k-taiwan-restaurants-summary",[73,74,75],"iCHEF's AI iPad POS (NT$1,950\u002Fmo) boosts restaurant revenue by integrating multi-channel orders, AI upsells raising guest spend by NT$18 avg, and auto-reconciliation to prevent losses—used by 15,000+ spots since 2012.",[74,75],"g8mzhLfvkweTfM6D6Rt7c1xk-wNAdElYWZhwN8rluEk",{"id":3791,"title":3792,"ai":3793,"body":3798,"categories":3826,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3827,"navigation":62,"path":3841,"published_at":3842,"question":48,"scraped_at":3842,"seo":3843,"sitemap":3844,"source_id":3845,"source_name":3846,"source_type":69,"source_url":3847,"stem":3848,"tags":3849,"thumbnail_url":48,"tldr":3851,"tweet":48,"unknown_tags":3852,"__hash__":3853},"summaries\u002Fsummaries\u002Fc1287ee6854133b9-ai-agent-handles-60-of-marketing-ops-frees-humans--summary.md","AI Agent Handles 60% of Marketing Ops, Frees Humans for Strategy",{"provider":7,"model":8,"input_tokens":3794,"output_tokens":3795,"processing_time_ms":3796,"cost_usd":3797},6020,1815,30530,0.002089,{"type":14,"value":3799,"toc":3821},[3800,3804,3807,3811,3814,3818],[17,3801,3803],{"id":3802},"automate-repetitive-execution-for-cost-and-speed-gains","Automate Repetitive Execution for Cost and Speed Gains",[22,3805,3806],{},"Build AI agents like 10K—a dashboard, Postgres database, scheduled jobs, and gpt-4o-mini integrated with Bizzabo, Salesforce, Marketo, WordPress, X, and YouTube—to handle daily marketing grunt work. Every morning at 6:45am, it generates metrics dashboards, YoY charts, pipeline summaries, top content rankings, and fun facts, posting to Slack and Resend. This replaces the bottom half of four roles (analysts, coordinators, schedulers, drafters), equating to 1.5-2 FTEs at $250K-$400K\u002Fyear fully loaded. Run it for $30-60\u002Fmonth ($700\u002Fyear total), mostly OpenAI tokens. Key win: zero latency—reports ready before humans start, unlike analysts who pull them Monday mornings. Use gpt-4o-mini for ranking posts, drafting tweets, and summarizing metrics; larger models like GPT-4o waste money on non-frontier tasks.",[17,3808,3810],{"id":3809},"ai-fails-completely-on-high-judgment-vpm-work","AI Fails Completely on High-Judgment VPM Work",[22,3812,3813],{},"10K executes inside human-defined strategies but forms none: it won't pick ICPs, target VPs of Sales vs. CMOs, or suggest expanding to developers. Zero capability on people management—no hiring, firing, coaching, or spotting quits; a real VPM's top value is hiring one key role yearly. No cross-functional politics: can't renegotiate leads with CRO, align launches, or read exec rooms. Lacks brand judgment—drafts tweets but won't pivot tone (e.g., regex forbids 'SaaS', forces 'B2B' to override training biases). Can't invent channels like podcast buys or dev-led growth, respond to crises (keynote dropouts, sponsor threats), or manage stakeholders (board decks, CEO pushback). These judgment tasks—strategy, hiring, politics, brand, ideas, crises, stakeholders—are the actual VPM job; AI only prereqs like reporting and drafting.",[17,3815,3817],{"id":3816},"reshape-orgs-by-workflow-not-roles-with-humans-supervising","Reshape Orgs by Workflow, Not Roles, with Humans Supervising",[22,3819,3820],{},"Don't aim for 'AI VPM'—decompose by workflows: daily reporting, newsletter drafts, comp tickets, metric snapshots. This eliminates the boring bottom half (reporting, drafting, scheduling, monitoring, summarizing, ranking, formatting) across seniors, letting kept humans focus 100% on top-half judgment. Result: flatter orgs with 2-3x leverage, same output. Keep humans 'on the loop'—AI drafts\u002Fqueues, humans approve\u002Fship\u002Freview logs; full removal leads to subtle errors. Honesty check: Overpromising full replacements risks backlash; truth is execution automation scales humans, driving SaaStr to $10M revenue with metrics up YoY.",{"title":40,"searchDepth":41,"depth":41,"links":3822},[3823,3824,3825],{"id":3802,"depth":41,"text":3803},{"id":3809,"depth":41,"text":3810},{"id":3816,"depth":41,"text":3817},[91],{"content_references":3828,"triage":3839},[3829,3833,3835,3837],{"type":3830,"title":3831,"author":3832,"context":56},"tool","gpt-4o-mini","OpenAI",{"type":3830,"title":3834,"context":56},"Bizzabo",{"type":3830,"title":3836,"context":56},"Salesforce",{"type":3830,"title":3838,"context":56},"Marketo",{"relevance":58,"novelty":59,"quality":59,"actionability":59,"composite":60,"reasoning":3840},"Category: AI Automation. The article provides a detailed case study of an AI agent automating significant marketing operations, addressing practical applications for product builders. It outlines specific tasks the AI handles, such as generating metrics dashboards and drafting content, which are directly relevant to the audience's needs.","\u002Fsummaries\u002Fc1287ee6854133b9-ai-agent-handles-60-of-marketing-ops-frees-humans-summary","2026-05-09 15:37:16",{"title":3792,"description":40},{"loc":3841},"c1287ee6854133b9","SaaStr Blog (Jason Lemkin)","https:\u002F\u002Fwww.saastr.com\u002Fis10kavpmarketing\u002F","summaries\u002Fc1287ee6854133b9-ai-agent-handles-60-of-marketing-ops-frees-humans--summary",[73,74,3850,75],"marketing-growth","10K, an AI agent built with gpt-4o-mini in six weeks, automates 1.5-2 FTEs worth of routine marketing tasks ($700\u002Fyear vs $250K-$400K) like daily reports and drafts, but zero on strategy, hiring, or politics—target workflows, keep humans in the loop.",[74,3850,75],"XHT4z9ta_D3oEtoqusTmuX3AgaAC7G4GpNMN9upWfJw",{"id":3855,"title":3856,"ai":3857,"body":3862,"categories":3901,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3902,"navigation":62,"path":3918,"published_at":3919,"question":48,"scraped_at":3919,"seo":3920,"sitemap":3921,"source_id":3922,"source_name":3846,"source_type":69,"source_url":3923,"stem":3924,"tags":3925,"thumbnail_url":48,"tldr":3927,"tweet":48,"unknown_tags":3928,"__hash__":3929},"summaries\u002Fsummaries\u002F58b072842ac945a0-254-month-for-ai-vps-handling-70-of-ops-summary.md","$254\u002FMonth for AI VPs Handling 70% of Ops",{"provider":7,"model":8,"input_tokens":3858,"output_tokens":3859,"processing_time_ms":3860,"cost_usd":3861},7394,1707,27425,0.0023098,{"type":14,"value":3863,"toc":3895},[3864,3868,3871,3874,3878,3881,3885,3888,3892],[17,3865,3867],{"id":3866},"custom-ai-agents-deliver-massive-cost-savings-on-operational-grind","Custom AI Agents Deliver Massive Cost Savings on Operational Grind",[22,3869,3870],{},"Build in-house AI agents like Qbee (CS) and 10K (Marketing) on Replit to automate repetitive tasks at ~$100-300\u002Fmonth each, versus $500K-800K\u002Fyear for equivalent human VPs. Qbee manages sponsor hubs—tracking emails, deadlines, commitments—cutting human hours by 70% ($160\u002Fmonth), leaving 30% high-judgment work (pricing, escalations) to people. 10K handles marketing ops (SEO monitoring, content calendars, pipeline tracking, weekly standups) covering 60-70% of a VP's operational load ($95\u002Fmonth), freeing leaders for strategy. Total Replit bill for these two: $254\u002Fmonth including $50 infra. Full SaaStr stack (6 agents, 14 apps, 1.9M requests): $2,324\u002Fmonth, less than a single mid-tier SaaS tool, correlating with revenue jump from -19% to +47% YoY.",[22,3872,3873],{},"Agents act as both seat and executive—no added salary, benefits, or PTO—working 24\u002F7 without churn or ramp-up, pricing operational layers at 1% of prior human costs.",[17,3875,3877],{"id":3876},"build-vs-buy-portfolio-approach-maximizes-roi","Build vs. Buy: Portfolio Approach Maximizes ROI",[22,3879,3880],{},"In-house agents like 10K (14K+ lines of code) cost little ongoing ($254\u002Fmonth) but require upfront engineering (weeks per agent) for custom workflows. Use for unique needs without off-the-shelf options. Third-party agents (Artisan AI SDR, Agentforce, Monaco, Qualified, Momentum) run $25K+\u002Fmonth each due to 50-200 engineer teams, CRM integrations, compliance, domain expertise, support, and auto-updates—still 1\u002F3 to 1\u002F10 human team costs. Example: Artisan at $25K\u002Fmonth ($300K\u002Fyear) matches 5 human SDRs ($400K-750K), with better output (24\u002F7, no PIPs); Qualified drove $1M+ revenue for SaaStr. Total agent-augmented business: $50K-200K\u002Fmonth depending on mix, far below full human staffing. Strategy: Build gaps, buy polished products—replace in-house if better third-party emerges.",[17,3882,3884],{"id":3883},"maintenance-overhead-is-lower-than-human-management","Maintenance Overhead Is Lower Than Human Management",[22,3886,3887],{},"Budget 0.5 FTE per production agent (more first 6 months) for daily coaching, prompt tuning, and updates—3-5 hours\u002Fweek for two agents at SaaStr. Unlike humans (5-10 hours\u002Fweek\u002Fmanager on 1:1s, career talks, recruiting, no forward progress), agent fixes directly boost output. No comp negotiations, poaching, or bad weeks. SaaStr runs 20+ agents with 3 humans via focused tuning. Soft costs real but net less than human overhead, enabling leverage without zero-team scaling.",[17,3889,3891],{"id":3890},"deploy-agents-on-boring-functions-first","Deploy Agents on Boring Functions First",[22,3893,3894],{},"Ignore token worries—build now, costs irrelevant if value delivers. Hire an \"agent deployment expert\" over next AE for production systems. Target back-office grind (sponsor ops, GTM standups, status reports) before customer-facing. Result: 20+ agents with 3 humans transformed SaaStr's economics.",{"title":40,"searchDepth":41,"depth":41,"links":3896},[3897,3898,3899,3900],{"id":3866,"depth":41,"text":3867},{"id":3876,"depth":41,"text":3877},{"id":3883,"depth":41,"text":3884},{"id":3890,"depth":41,"text":3891},[91],{"content_references":3903,"triage":3916},[3904,3906,3908,3910,3912,3914],{"type":3830,"title":3905,"context":56},"Replit",{"type":3830,"title":3907,"context":56},"Artisan",{"type":3830,"title":3909,"context":56},"Agentforce",{"type":3830,"title":3911,"context":56},"Monaco",{"type":3830,"title":3913,"context":56},"Qualified",{"type":3830,"title":3915,"context":56},"Momentum",{"relevance":58,"novelty":59,"quality":59,"actionability":59,"composite":60,"reasoning":3917},"Category: AI Automation. The article provides a detailed analysis of using AI agents to automate operational tasks, which directly addresses the audience's need for practical applications of AI in product development. It includes specific examples of cost savings and operational efficiency, making it actionable for builders considering AI integration.","\u002Fsummaries\u002F58b072842ac945a0-254-month-for-ai-vps-handling-70-of-ops-summary","2026-05-08 11:28:15",{"title":3856,"description":40},{"loc":3918},"58b072842ac945a0","https:\u002F\u002Fwww.saastr.com\u002F254-thats-what-it-cost-us-to-run-our-two-ai-vps-last-month\u002F","summaries\u002F58b072842ac945a0-254-month-for-ai-vps-handling-70-of-ops-summary",[3926,73,74,75],"agents","SaaStr's custom AI VPs for Marketing (10K, $95\u002Fmo) and CS (Qbee, $160\u002Fmo) on Replit replace 70% of human operational work costing $500K-800K\u002Fyear, with full stack at $2,300\u002Fmo driving 47% YoY revenue growth.",[74,75],"2qa4QyMm0MbNB8FFYtJuiF4euGqf-RMqFJri-ifcVSM"]