[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-76f711116c453e5e-agents-turn-every-job-into-a-startup-summary":3,"summaries-facets-categories":124,"summary-related-76f711116c453e5e-agents-turn-every-job-into-a-startup-summary":3693},{"id":4,"title":5,"ai":6,"body":13,"categories":87,"created_at":89,"date_modified":89,"description":81,"extension":90,"faq":89,"featured":91,"kicker_label":89,"meta":92,"navigation":107,"path":108,"published_at":109,"question":89,"scraped_at":110,"seo":111,"sitemap":112,"source_id":113,"source_name":100,"source_type":114,"source_url":115,"stem":116,"tags":117,"thumbnail_url":89,"tldr":121,"tweet":89,"unknown_tags":122,"__hash__":123},"summaries\u002Fsummaries\u002F76f711116c453e5e-agents-turn-every-job-into-a-startup-summary.md","Agents Turn Every Job into a Startup",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8190,1551,33837,0.00239085,{"type":14,"value":15,"toc":80},"minimark",[16,21,25,28,32,35,38,42,45,48,77],[17,18,20],"h2",{"id":19},"infinite-backlog-makes-work-startup-like","Infinite Backlog Makes Work Startup-Like",[22,23,24],"p",{},"AI agents defeat time constraints by replicating human effort infinitely: they run 24\u002F7 in parallel, turning theoretical 'infinite backlogs'—endless tasks leaders prioritize from—into immediate realities. Previously, AI assistants boosted output 2-4x within fixed hours; agents break this by distributing work across multiple instances, even during sleep. This mirrors startups, where finite resources tackle boundless opportunities, creating exhilaration from rapid progress (e.g., Aaron Levy at Box notes AI prompts longer days exploring more; Brian Johnson broke healthy habits for Claude's 'magic' output). Revealed preferences confirm: Sam Altman considers polyphasic sleep to maximize Codex, as time becomes the bottleneck, not model quality.",[22,26,27],{},"Workers feel wizard-like power but anxious about unmet opportunities, shifting from 'enough done by Friday' to constant awareness of alternatives. For marketers, agents automate content and analytics at scale; beyond known tasks lies uncharted 'dizziness of freedom,' where choices feel suboptimal.",[17,29,31],{"id":30},"judgment-burnout-replaces-physical-exhaustion","Judgment Burnout Replaces Physical Exhaustion",[22,33,34],{},"New constraints emerge despite agent scalability: judgment (deciding what matters), planning (sequencing tasks), coordination (aligning parallel agents), evaluation (verifying outputs), technical issues (context\u002Fmemory), cost (token limits amid compute shortages over 18-24 months), and absorption (markets' limited capacity for output). Burnout shifts from typing to 'judgment overload': ambitious users spin up agents, review outputs, fix errors, and context-switch, yielding 4-5 intense hours before mental fatigue (Tang Yan observes this in 22-year-olds, who skip sleep but hit human limits).",[22,36,37],{},"This creates hybrid exhilaration-anxiety: progress feels endless, yet humans remain the bottleneck, forcing prioritization amid infinite options.",[17,39,41],{"id":40},"build-support-architectures-and-new-roles","Build Support Architectures and New Roles",[22,43,44],{},"Counter with 'architectures of support': technical inputs (model access, sandboxes, eval tools), human aids (prioritization coaching, sustainable pacing), and organizational coordination (dynamic management for emergent opportunities). Organizations must map infinite backlogs—what's now feasible?—and ensure access (budgets, cross-functional context) while teaching judgment over prompting.",[22,46,47],{},"Emerging roles span technical, coordination, and strategic:",[49,50,51,59,65,71],"ul",{},[52,53,54,58],"li",{},[55,56,57],"strong",{},"Agent engineering",": Wire agents to systems like Box\u002FSalesforce\u002FWorkday (Aaron Levy hiring for this).",[52,60,61,64],{},[55,62,63],{},"Agent ops",": Fleet maintenance, context librarians (curate permissions\u002Fknowledge), eval engineers (scale quality gates).",[52,66,67,70],{},[55,68,69],{},"Coordination",": Architects for legibility, pipeline owners routing signals, orchestration leads brokering overlaps.",[52,72,73,76],{},[55,74,75],{},"Strategic",": Portfolio managers (fund\u002Fkill agent projects), entrepreneur coaches (judgment\u002Fpacing support).",[22,78,79],{},"Management evolves to portfolio decisions, transmitting unlocks across teams. Early adopters like Box signal this trend; individuals\u002Forganizations should audit backlogs, support rhythms, and foster coherence to harness agents without collapse.",{"title":81,"searchDepth":82,"depth":82,"links":83},"",2,[84,85,86],{"id":19,"depth":82,"text":20},{"id":30,"depth":82,"text":31},{"id":40,"depth":82,"text":41},[88],"AI Automation",null,"md",false,{"content_references":93,"triage":102},[94,98],{"type":95,"title":96,"context":97},"tool","Paperclip","mentioned",{"type":99,"title":100,"url":101,"context":97},"podcast","The AI Daily Brief","https:\u002F\u002Fpod.link\u002F1680633614",{"relevance":103,"novelty":103,"quality":104,"actionability":82,"composite":105,"reasoning":106},3,4,3.05,"Category: AI Automation. The article discusses how AI agents can transform work dynamics by enabling 24\u002F7 task execution, which aligns with the AI Automation category. However, while it presents interesting insights about the implications of using AI agents, it lacks specific actionable steps or frameworks that the audience could implement directly.",true,"\u002Fsummaries\u002F76f711116c453e5e-agents-turn-every-job-into-a-startup-summary","2026-05-05 00:12:06","2026-05-05 16:04:10",{"title":5,"description":81},{"loc":108},"fe6281103d3cf93e","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=HnE5oKiWVRc","summaries\u002F76f711116c453e5e-agents-turn-every-job-into-a-startup-summary",[118,119,120],"agents","startups","ai-automation","AI agents unlock an infinite backlog of tasks via 24\u002F7 parallel work, mimicking startup entrepreneurship—exhilarating yet prone to judgment burnout—demanding new roles for coordination, evaluation, and prioritization.",[120],"foK1k_hfv1UBr41JBXp3-D-Gg016xUbtCqS2cOsYOEk",[125,128,131,134,136,139,141,143,145,147,149,151,154,156,158,160,162,164,166,168,170,172,175,178,180,182,185,187,189,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691],{"categories":126},[127],"Developer Productivity",{"categories":129},[130],"Business & SaaS",{"categories":132},[133],"AI & LLMs",{"categories":135},[88],{"categories":137},[138],"Product Strategy",{"categories":140},[133],{"categories":142},[127],{"categories":144},[130],{"categories":146},[],{"categories":148},[133],{"categories":150},[],{"categories":152},[153],"AI News & Trends",{"categories":155},[88],{"categories":157},[153],{"categories":159},[88],{"categories":161},[88],{"categories":163},[133],{"categories":165},[133],{"categories":167},[153],{"categories":169},[133],{"categories":171},[],{"categories":173},[174],"Design & Frontend",{"categories":176},[177],"Data Science & Visualization",{"categories":179},[153],{"categories":181},[],{"categories":183},[184],"Software Engineering",{"categories":186},[133],{"categories":188},[88],{"categories":190},[191],"Marketing & Growth",{"categories":193},[133],{"categories":195},[88],{"categories":197},[],{"categories":199},[],{"categories":201},[174],{"categories":203},[88],{"categories":205},[127],{"categories":207},[174],{"categories":209},[133],{"categories":211},[88],{"categories":213},[153],{"categories":215},[],{"categories":217},[],{"categories":219},[88],{"categories":221},[184],{"categories":223},[],{"categories":225},[130],{"categories":227},[],{"categories":229},[],{"categories":231},[88],{"categories":233},[88],{"categories":235},[133],{"categories":237},[],{"categories":239},[184],{"categories":241},[],{"categories":243},[],{"categories":245},[],{"categories":247},[133],{"categories":249},[191],{"categories":251},[174],{"categories":253},[174],{"categories":255},[133],{"categories":257},[88],{"categories":259},[133],{"categories":261},[133],{"categories":263},[88],{"categories":265},[88],{"categories":267},[177],{"categories":269},[153],{"categories":271},[88],{"categories":273},[191],{"categories":275},[88],{"categories":277},[138],{"categories":279},[],{"categories":281},[88],{"categories":283},[],{"categories":285},[88],{"categories":287},[184],{"categories":289},[174],{"categories":291},[133],{"categories":293},[],{"categories":295},[],{"categories":297},[88],{"categories":299},[],{"categories":301},[133],{"categories":303},[],{"categories":305},[127],{"categories":307},[184],{"categories":309},[130],{"categories":311},[153],{"categories":313},[133],{"categories":315},[],{"categories":317},[133],{"categories":319},[],{"categories":321},[184],{"categories":323},[177],{"categories":325},[],{"categories":327},[133],{"categories":329},[174],{"categories":331},[],{"categories":333},[174],{"categories":335},[88],{"categories":337},[],{"categories":339},[88],{"categories":341},[153],{"categories":343},[133],{"categories":345},[],{"categories":347},[88],{"categories":349},[133],{"categories":351},[138],{"categories":353},[],{"categories":355},[133],{"categories":357},[88],{"categories":359},[88],{"categories":361},[],{"categories":363},[177],{"categories":365},[133],{"categories":367},[],{"categories":369},[127],{"categories":371},[130],{"categories":373},[133],{"categories":375},[88],{"categories":377},[184],{"categories":379},[133],{"categories":381},[],{"categories":383},[],{"categories":385},[133],{"categories":387},[],{"categories":389},[174],{"categories":391},[],{"categories":393},[133],{"categories":395},[],{"categories":397},[88],{"categories":399},[133],{"categories":401},[174],{"categories":403},[],{"categories":405},[133],{"categories":407},[133],{"categories":409},[130],{"categories":411},[88],{"categories":413},[133],{"categories":415},[174],{"categories":417},[88],{"categories":419},[],{"categories":421},[],{"categories":423},[153],{"categories":425},[],{"categories":427},[133],{"categories":429},[130,191],{"categories":431},[],{"categories":433},[133],{"categories":435},[],{"categories":437},[],{"categories":439},[133],{"categories":441},[],{"categories":443},[133],{"categories":445},[446],"DevOps & Cloud",{"categories":448},[],{"categories":450},[153],{"categories":452},[174],{"categories":454},[],{"categories":456},[153],{"categories":458},[153],{"categories":460},[133],{"categories":462},[191],{"categories":464},[],{"categories":466},[130],{"categories":468},[],{"categories":470},[133,446],{"categories":472},[133],{"categories":474},[133],{"categories":476},[88],{"categories":478},[133,184],{"categories":480},[177],{"categories":482},[133],{"categories":484},[191],{"categories":486},[88],{"categories":488},[88],{"categories":490},[],{"categories":492},[88],{"categories":494},[133,130],{"categories":496},[],{"categories":498},[174],{"categories":500},[174],{"categories":502},[],{"categories":504},[],{"categories":506},[153],{"categories":508},[],{"categories":510},[127],{"categories":512},[184],{"categories":514},[133],{"categories":516},[174],{"categories":518},[88],{"categories":520},[184],{"categories":522},[153],{"categories":524},[174],{"categories":526},[],{"categories":528},[133],{"categories":530},[133],{"categories":532},[133],{"categories":534},[153],{"categories":536},[127],{"categories":538},[133],{"categories":540},[88],{"categories":542},[446],{"categories":544},[174],{"categories":546},[88],{"categories":548},[],{"categories":550},[],{"categories":552},[174],{"categories":554},[153],{"categories":556},[177],{"categories":558},[],{"categories":560},[133],{"categories":562},[133],{"categories":564},[130],{"categories":566},[133],{"categories":568},[133],{"categories":570},[153],{"categories":572},[],{"categories":574},[88],{"categories":576},[184],{"categories":578},[],{"categories":580},[133],{"categories":582},[133],{"categories":584},[88],{"categories":586},[],{"categories":588},[],{"categories":590},[133],{"categories":592},[],{"categories":594},[130],{"categories":596},[88],{"categories":598},[],{"categories":600},[127],{"categories":602},[133],{"categories":604},[130],{"categories":606},[153],{"categories":608},[],{"categories":610},[],{"categories":612},[],{"categories":614},[153],{"categories":616},[153],{"categories":618},[],{"categories":620},[],{"categories":622},[130],{"categories":624},[],{"categories":626},[],{"categories":628},[127],{"categories":630},[],{"categories":632},[191],{"categories":634},[88],{"categories":636},[130],{"categories":638},[88],{"categories":640},[],{"categories":642},[138],{"categories":644},[174],{"categories":646},[184],{"categories":648},[133],{"categories":650},[88],{"categories":652},[130],{"categories":654},[133],{"categories":656},[],{"categories":658},[],{"categories":660},[184],{"categories":662},[177],{"categories":664},[138],{"categories":666},[88],{"categories":668},[133],{"categories":670},[],{"categories":672},[446],{"categories":674},[],{"categories":676},[88],{"categories":678},[],{"categories":680},[],{"categories":682},[133],{"categories":684},[174],{"categories":686},[191],{"categories":688},[88],{"categories":690},[],{"categories":692},[127],{"categories":694},[],{"categories":696},[153],{"categories":698},[133,446],{"categories":700},[153],{"categories":702},[133],{"categories":704},[130],{"categories":706},[133],{"categories":708},[],{"categories":710},[130],{"categories":712},[],{"categories":714},[184],{"categories":716},[174],{"categories":718},[153],{"categories":720},[177],{"categories":722},[127],{"categories":724},[133],{"categories":726},[184],{"categories":728},[],{"categories":730},[],{"categories":732},[138],{"categories":734},[],{"categories":736},[133],{"categories":738},[],{"categories":740},[174],{"categories":742},[174],{"categories":744},[174],{"categories":746},[],{"categories":748},[],{"categories":750},[153],{"categories":752},[88],{"categories":754},[133],{"categories":756},[133],{"categories":758},[133],{"categories":760},[130],{"categories":762},[133],{"categories":764},[],{"categories":766},[184],{"categories":768},[184],{"categories":770},[130],{"categories":772},[],{"categories":774},[133],{"categories":776},[133],{"categories":778},[130],{"categories":780},[153],{"categories":782},[191],{"categories":784},[88],{"categories":786},[],{"categories":788},[174],{"categories":790},[],{"categories":792},[133],{"categories":794},[],{"categories":796},[130],{"categories":798},[88],{"categories":800},[],{"categories":802},[446],{"categories":804},[177],{"categories":806},[184],{"categories":808},[191],{"categories":810},[184],{"categories":812},[88],{"categories":814},[],{"categories":816},[],{"categories":818},[88],{"categories":820},[127],{"categories":822},[88],{"categories":824},[138],{"categories":826},[130],{"categories":828},[],{"categories":830},[133],{"categories":832},[138],{"categories":834},[133],{"categories":836},[133],{"categories":838},[191],{"categories":840},[174],{"categories":842},[88],{"categories":844},[],{"categories":846},[],{"categories":848},[446],{"categories":850},[184],{"categories":852},[],{"categories":854},[88],{"categories":856},[133],{"categories":858},[174,133],{"categories":860},[127],{"categories":862},[],{"categories":864},[133],{"categories":866},[127],{"categories":868},[174],{"categories":870},[88],{"categories":872},[184],{"categories":874},[],{"categories":876},[133],{"categories":878},[],{"categories":880},[127],{"categories":882},[],{"categories":884},[88],{"categories":886},[138],{"categories":888},[133],{"categories":890},[133],{"categories":892},[174],{"categories":894},[88],{"categories":896},[446],{"categories":898},[174],{"categories":900},[88],{"categories":902},[133],{"categories":904},[133],{"categories":906},[133],{"categories":908},[153],{"categories":910},[],{"categories":912},[138],{"categories":914},[88],{"categories":916},[174],{"categories":918},[88],{"categories":920},[184],{"categories":922},[174],{"categories":924},[88],{"categories":926},[153],{"categories":928},[],{"categories":930},[133],{"categories":932},[174],{"categories":934},[133],{"categories":936},[127],{"categories":938},[153],{"categories":940},[133],{"categories":942},[191],{"categories":944},[133],{"categories":946},[133],{"categories":948},[88],{"categories":950},[88],{"categories":952},[133],{"categories":954},[88],{"categories":956},[174],{"categories":958},[133],{"categories":960},[],{"categories":962},[],{"categories":964},[184],{"categories":966},[],{"categories":968},[127],{"categories":970},[446],{"categories":972},[],{"categories":974},[127],{"categories":976},[130],{"categories":978},[191],{"categories":980},[],{"categories":982},[130],{"categories":984},[],{"categories":986},[],{"categories":988},[],{"categories":990},[],{"categories":992},[],{"categories":994},[133],{"categories":996},[88],{"categories":998},[446],{"categories":1000},[127],{"categories":1002},[133],{"categories":1004},[184],{"categories":1006},[138],{"categories":1008},[133],{"categories":1010},[191],{"categories":1012},[133],{"categories":1014},[133],{"categories":1016},[133],{"categories":1018},[133,127],{"categories":1020},[184],{"categories":1022},[184],{"categories":1024},[174],{"categories":1026},[133],{"categories":1028},[],{"categories":1030},[],{"categories":1032},[],{"categories":1034},[184],{"categories":1036},[177],{"categories":1038},[153],{"categories":1040},[174],{"categories":1042},[],{"categories":1044},[133],{"categories":1046},[133],{"categories":1048},[],{"categories":1050},[],{"categories":1052},[88],{"categories":1054},[133],{"categories":1056},[130],{"categories":1058},[],{"categories":1060},[127],{"categories":1062},[133],{"categories":1064},[127],{"categories":1066},[133],{"categories":1068},[184],{"categories":1070},[191],{"categories":1072},[133,174],{"categories":1074},[153],{"categories":1076},[174],{"categories":1078},[],{"categories":1080},[446],{"categories":1082},[174],{"categories":1084},[88],{"categories":1086},[],{"categories":1088},[],{"categories":1090},[],{"categories":1092},[],{"categories":1094},[184],{"categories":1096},[88],{"categories":1098},[88],{"categories":1100},[133],{"categories":1102},[133],{"categories":1104},[],{"categories":1106},[174],{"categories":1108},[],{"categories":1110},[],{"categories":1112},[88],{"categories":1114},[],{"categories":1116},[],{"categories":1118},[191],{"categories":1120},[191],{"categories":1122},[88],{"categories":1124},[],{"categories":1126},[133],{"categories":1128},[133],{"categories":1130},[184],{"categories":1132},[174],{"categories":1134},[174],{"categories":1136},[88],{"categories":1138},[127],{"categories":1140},[133],{"categories":1142},[174],{"categories":1144},[174],{"categories":1146},[88],{"categories":1148},[88],{"categories":1150},[133],{"categories":1152},[],{"categories":1154},[],{"categories":1156},[133],{"categories":1158},[88],{"categories":1160},[153],{"categories":1162},[184],{"categories":1164},[127],{"categories":1166},[133],{"categories":1168},[],{"categories":1170},[88],{"categories":1172},[88],{"categories":1174},[],{"categories":1176},[127],{"categories":1178},[133],{"categories":1180},[127],{"categories":1182},[127],{"categories":1184},[],{"categories":1186},[],{"categories":1188},[88],{"categories":1190},[88],{"categories":1192},[133],{"categories":1194},[133],{"categories":1196},[153],{"categories":1198},[177],{"categories":1200},[138],{"categories":1202},[153],{"categories":1204},[174],{"categories":1206},[],{"categories":1208},[153],{"categories":1210},[],{"categories":1212},[],{"categories":1214},[],{"categories":1216},[],{"categories":1218},[184],{"categories":1220},[177],{"categories":1222},[],{"categories":1224},[133],{"categories":1226},[133],{"categories":1228},[177],{"categories":1230},[184],{"categories":1232},[],{"categories":1234},[],{"categories":1236},[88],{"categories":1238},[153],{"categories":1240},[153],{"categories":1242},[88],{"categories":1244},[127],{"categories":1246},[133,446],{"categories":1248},[],{"categories":1250},[174],{"categories":1252},[127],{"categories":1254},[88],{"categories":1256},[174],{"categories":1258},[],{"categories":1260},[88],{"categories":1262},[88],{"categories":1264},[133],{"categories":1266},[191],{"categories":1268},[184],{"categories":1270},[174],{"categories":1272},[],{"categories":1274},[88],{"categories":1276},[133],{"categories":1278},[88],{"categories":1280},[88],{"categories":1282},[88],{"categories":1284},[191],{"categories":1286},[88],{"categories":1288},[133],{"categories":1290},[],{"categories":1292},[191],{"categories":1294},[153],{"categories":1296},[88],{"categories":1298},[],{"categories":1300},[],{"categories":1302},[133],{"categories":1304},[88],{"categories":1306},[153],{"categories":1308},[88],{"categories":1310},[],{"categories":1312},[],{"categories":1314},[],{"categories":1316},[88],{"categories":1318},[],{"categories":1320},[],{"categories":1322},[177],{"categories":1324},[133],{"categories":1326},[177],{"categories":1328},[153],{"categories":1330},[133],{"categories":1332},[133],{"categories":1334},[88],{"categories":1336},[133],{"categories":1338},[],{"categories":1340},[],{"categories":1342},[446],{"categories":1344},[],{"categories":1346},[],{"categories":1348},[127],{"categories":1350},[],{"categories":1352},[],{"categories":1354},[],{"categories":1356},[],{"categories":1358},[184],{"categories":1360},[153],{"categories":1362},[191],{"categories":1364},[130],{"categories":1366},[133],{"categories":1368},[133],{"categories":1370},[130],{"categories":1372},[],{"categories":1374},[174],{"categories":1376},[88],{"categories":1378},[130],{"categories":1380},[133],{"categories":1382},[133],{"categories":1384},[127],{"categories":1386},[],{"categories":1388},[127],{"categories":1390},[133],{"categories":1392},[191],{"categories":1394},[88],{"categories":1396},[153],{"categories":1398},[130],{"categories":1400},[133],{"categories":1402},[88],{"categories":1404},[],{"categories":1406},[133],{"categories":1408},[127],{"categories":1410},[133],{"categories":1412},[],{"categories":1414},[153],{"categories":1416},[133],{"categories":1418},[],{"categories":1420},[130],{"categories":1422},[133],{"categories":1424},[],{"categories":1426},[],{"categories":1428},[],{"categories":1430},[133],{"categories":1432},[],{"categories":1434},[446],{"categories":1436},[133],{"categories":1438},[],{"categories":1440},[133],{"categories":1442},[133],{"categories":1444},[133],{"categories":1446},[133,446],{"categories":1448},[133],{"categories":1450},[133],{"categories":1452},[174],{"categories":1454},[88],{"categories":1456},[],{"categories":1458},[88],{"categories":1460},[133],{"categories":1462},[133],{"categories":1464},[133],{"categories":1466},[127],{"categories":1468},[127],{"categories":1470},[184],{"categories":1472},[174],{"categories":1474},[88],{"categories":1476},[],{"categories":1478},[133],{"categories":1480},[153],{"categories":1482},[133],{"categories":1484},[130],{"categories":1486},[],{"categories":1488},[446],{"categories":1490},[174],{"categories":1492},[174],{"categories":1494},[88],{"categories":1496},[153],{"categories":1498},[88],{"categories":1500},[133],{"categories":1502},[],{"categories":1504},[133],{"categories":1506},[],{"categories":1508},[],{"categories":1510},[133],{"categories":1512},[133],{"categories":1514},[133],{"categories":1516},[88],{"categories":1518},[133],{"categories":1520},[],{"categories":1522},[177],{"categories":1524},[88],{"categories":1526},[],{"categories":1528},[133],{"categories":1530},[153],{"categories":1532},[],{"categories":1534},[174],{"categories":1536},[446],{"categories":1538},[153],{"categories":1540},[184],{"categories":1542},[184],{"categories":1544},[153],{"categories":1546},[153],{"categories":1548},[446],{"categories":1550},[],{"categories":1552},[153],{"categories":1554},[133],{"categories":1556},[127],{"categories":1558},[153],{"categories":1560},[],{"categories":1562},[177],{"categories":1564},[153],{"categories":1566},[184],{"categories":1568},[153],{"categories":1570},[446],{"categories":1572},[133],{"categories":1574},[133],{"categories":1576},[],{"categories":1578},[130],{"categories":1580},[],{"categories":1582},[],{"categories":1584},[133],{"categories":1586},[133],{"categories":1588},[133],{"categories":1590},[133],{"categories":1592},[],{"categories":1594},[177],{"categories":1596},[127],{"categories":1598},[],{"categories":1600},[133],{"categories":1602},[133],{"categories":1604},[446],{"categories":1606},[446],{"categories":1608},[],{"categories":1610},[88],{"categories":1612},[153],{"categories":1614},[153],{"categories":1616},[133],{"categories":1618},[88],{"categories":1620},[],{"categories":1622},[174],{"categories":1624},[133],{"categories":1626},[133],{"categories":1628},[],{"categories":1630},[],{"categories":1632},[446],{"categories":1634},[133],{"categories":1636},[184],{"categories":1638},[130],{"categories":1640},[133],{"categories":1642},[],{"categories":1644},[88],{"categories":1646},[127],{"categories":1648},[127],{"categories":1650},[],{"categories":1652},[133],{"categories":1654},[174],{"categories":1656},[88],{"categories":1658},[],{"categories":1660},[133],{"categories":1662},[133],{"categories":1664},[88],{"categories":1666},[],{"categories":1668},[88],{"categories":1670},[184],{"categories":1672},[],{"categories":1674},[133],{"categories":1676},[],{"categories":1678},[133],{"categories":1680},[],{"categories":1682},[133],{"categories":1684},[133],{"categories":1686},[],{"categories":1688},[133],{"categories":1690},[153],{"categories":1692},[133],{"categories":1694},[133],{"categories":1696},[127],{"categories":1698},[133],{"categories":1700},[153],{"categories":1702},[88],{"categories":1704},[],{"categories":1706},[133],{"categories":1708},[191],{"categories":1710},[],{"categories":1712},[],{"categories":1714},[],{"categories":1716},[127],{"categories":1718},[153],{"categories":1720},[88],{"categories":1722},[133],{"categories":1724},[174],{"categories":1726},[88],{"categories":1728},[],{"categories":1730},[88],{"categories":1732},[],{"categories":1734},[133],{"categories":1736},[88],{"categories":1738},[133],{"categories":1740},[],{"categories":1742},[133],{"categories":1744},[133],{"categories":1746},[153],{"categories":1748},[174],{"categories":1750},[88],{"categories":1752},[174],{"categories":1754},[130],{"categories":1756},[],{"categories":1758},[],{"categories":1760},[133],{"categories":1762},[127],{"categories":1764},[153],{"categories":1766},[],{"categories":1768},[],{"categories":1770},[184],{"categories":1772},[174],{"categories":1774},[],{"categories":1776},[133],{"categories":1778},[],{"categories":1780},[191],{"categories":1782},[133],{"categories":1784},[446],{"categories":1786},[184],{"categories":1788},[],{"categories":1790},[88],{"categories":1792},[133],{"categories":1794},[88],{"categories":1796},[88],{"categories":1798},[133],{"categories":1800},[],{"categories":1802},[127],{"categories":1804},[133],{"categories":1806},[130],{"categories":1808},[184],{"categories":1810},[174],{"categories":1812},[],{"categories":1814},[],{"categories":1816},[],{"categories":1818},[88],{"categories":1820},[174],{"categories":1822},[153],{"categories":1824},[133],{"categories":1826},[153],{"categories":1828},[174],{"categories":1830},[],{"categories":1832},[174],{"categories":1834},[153],{"categories":1836},[130],{"categories":1838},[133],{"categories":1840},[153],{"categories":1842},[191],{"categories":1844},[],{"categories":1846},[],{"categories":1848},[177],{"categories":1850},[133,184],{"categories":1852},[153],{"categories":1854},[133],{"categories":1856},[88],{"categories":1858},[88],{"categories":1860},[133],{"categories":1862},[],{"categories":1864},[184],{"categories":1866},[133],{"categories":1868},[177],{"categories":1870},[88],{"categories":1872},[191],{"categories":1874},[446],{"categories":1876},[],{"categories":1878},[127],{"categories":1880},[88],{"categories":1882},[88],{"categories":1884},[184],{"categories":1886},[133],{"categories":1888},[133],{"categories":1890},[],{"categories":1892},[],{"categories":1894},[],{"categories":1896},[446],{"categories":1898},[153],{"categories":1900},[133],{"categories":1902},[133],{"categories":1904},[133],{"categories":1906},[],{"categories":1908},[177],{"categories":1910},[130],{"categories":1912},[],{"categories":1914},[88],{"categories":1916},[446],{"categories":1918},[],{"categories":1920},[174],{"categories":1922},[174],{"categories":1924},[],{"categories":1926},[184],{"categories":1928},[174],{"categories":1930},[133],{"categories":1932},[],{"categories":1934},[153],{"categories":1936},[133],{"categories":1938},[174],{"categories":1940},[88],{"categories":1942},[153],{"categories":1944},[],{"categories":1946},[88],{"categories":1948},[174],{"categories":1950},[133],{"categories":1952},[],{"categories":1954},[133],{"categories":1956},[133],{"categories":1958},[446],{"categories":1960},[153],{"categories":1962},[177],{"categories":1964},[177],{"categories":1966},[],{"categories":1968},[],{"categories":1970},[],{"categories":1972},[88],{"categories":1974},[184],{"categories":1976},[184],{"categories":1978},[],{"categories":1980},[],{"categories":1982},[133],{"categories":1984},[],{"categories":1986},[88],{"categories":1988},[133],{"categories":1990},[],{"categories":1992},[133],{"categories":1994},[130],{"categories":1996},[133],{"categories":1998},[191],{"categories":2000},[88],{"categories":2002},[133],{"categories":2004},[184],{"categories":2006},[153],{"categories":2008},[88],{"categories":2010},[],{"categories":2012},[153],{"categories":2014},[88],{"categories":2016},[88],{"categories":2018},[],{"categories":2020},[130],{"categories":2022},[88],{"categories":2024},[],{"categories":2026},[133],{"categories":2028},[127],{"categories":2030},[153],{"categories":2032},[446],{"categories":2034},[88],{"categories":2036},[88],{"categories":2038},[127],{"categories":2040},[133],{"categories":2042},[],{"categories":2044},[],{"categories":2046},[174],{"categories":2048},[133,130],{"categories":2050},[],{"categories":2052},[127],{"categories":2054},[177],{"categories":2056},[133],{"categories":2058},[184],{"categories":2060},[133],{"categories":2062},[88],{"categories":2064},[133],{"categories":2066},[133],{"categories":2068},[153],{"categories":2070},[88],{"categories":2072},[],{"categories":2074},[],{"categories":2076},[88],{"categories":2078},[133],{"categories":2080},[446],{"categories":2082},[],{"categories":2084},[133],{"categories":2086},[88],{"categories":2088},[],{"categories":2090},[133],{"categories":2092},[191],{"categories":2094},[177],{"categories":2096},[88],{"categories":2098},[133],{"categories":2100},[446],{"categories":2102},[],{"categories":2104},[133],{"categories":2106},[191],{"categories":2108},[174],{"categories":2110},[133],{"categories":2112},[],{"categories":2114},[191],{"categories":2116},[153],{"categories":2118},[133],{"categories":2120},[133],{"categories":2122},[127],{"categories":2124},[],{"categories":2126},[],{"categories":2128},[174],{"categories":2130},[133],{"categories":2132},[177],{"categories":2134},[191],{"categories":2136},[191],{"categories":2138},[153],{"categories":2140},[],{"categories":2142},[],{"categories":2144},[133],{"categories":2146},[],{"categories":2148},[133,184],{"categories":2150},[153],{"categories":2152},[88],{"categories":2154},[184],{"categories":2156},[133],{"categories":2158},[127],{"categories":2160},[],{"categories":2162},[],{"categories":2164},[127],{"categories":2166},[191],{"categories":2168},[133],{"categories":2170},[],{"categories":2172},[174,133],{"categories":2174},[446],{"categories":2176},[127],{"categories":2178},[],{"categories":2180},[130],{"categories":2182},[130],{"categories":2184},[133],{"categories":2186},[184],{"categories":2188},[88],{"categories":2190},[153],{"categories":2192},[191],{"categories":2194},[174],{"categories":2196},[133],{"categories":2198},[133],{"categories":2200},[133],{"categories":2202},[127],{"categories":2204},[133],{"categories":2206},[88],{"categories":2208},[153],{"categories":2210},[],{"categories":2212},[],{"categories":2214},[177],{"categories":2216},[184],{"categories":2218},[133],{"categories":2220},[174],{"categories":2222},[177],{"categories":2224},[133],{"categories":2226},[133],{"categories":2228},[88],{"categories":2230},[88],{"categories":2232},[133,130],{"categories":2234},[],{"categories":2236},[174],{"categories":2238},[],{"categories":2240},[133],{"categories":2242},[153],{"categories":2244},[127],{"categories":2246},[127],{"categories":2248},[88],{"categories":2250},[133],{"categories":2252},[130],{"categories":2254},[184],{"categories":2256},[191],{"categories":2258},[],{"categories":2260},[153],{"categories":2262},[133],{"categories":2264},[133],{"categories":2266},[153],{"categories":2268},[184],{"categories":2270},[133],{"categories":2272},[88],{"categories":2274},[153],{"categories":2276},[133],{"categories":2278},[174],{"categories":2280},[133],{"categories":2282},[133],{"categories":2284},[446],{"categories":2286},[138],{"categories":2288},[88],{"categories":2290},[133],{"categories":2292},[153],{"categories":2294},[88],{"categories":2296},[191],{"categories":2298},[133],{"categories":2300},[],{"categories":2302},[133],{"categories":2304},[],{"categories":2306},[],{"categories":2308},[],{"categories":2310},[130],{"categories":2312},[133],{"categories":2314},[88],{"categories":2316},[153],{"categories":2318},[153],{"categories":2320},[153],{"categories":2322},[153],{"categories":2324},[],{"categories":2326},[127],{"categories":2328},[88],{"categories":2330},[153],{"categories":2332},[127],{"categories":2334},[88],{"categories":2336},[133],{"categories":2338},[133,88],{"categories":2340},[88],{"categories":2342},[446],{"categories":2344},[153],{"categories":2346},[153],{"categories":2348},[88],{"categories":2350},[133],{"categories":2352},[],{"categories":2354},[153],{"categories":2356},[191],{"categories":2358},[127],{"categories":2360},[133],{"categories":2362},[133],{"categories":2364},[],{"categories":2366},[184],{"categories":2368},[],{"categories":2370},[127],{"categories":2372},[88],{"categories":2374},[153],{"categories":2376},[133],{"categories":2378},[153],{"categories":2380},[127],{"categories":2382},[153],{"categories":2384},[153],{"categories":2386},[],{"categories":2388},[130],{"categories":2390},[88],{"categories":2392},[153],{"categories":2394},[153],{"categories":2396},[153],{"categories":2398},[153],{"categories":2400},[153],{"categories":2402},[153],{"categories":2404},[153],{"categories":2406},[153],{"categories":2408},[153],{"categories":2410},[153],{"categories":2412},[177],{"categories":2414},[127],{"categories":2416},[133],{"categories":2418},[133],{"categories":2420},[],{"categories":2422},[133,127],{"categories":2424},[],{"categories":2426},[88],{"categories":2428},[153],{"categories":2430},[88],{"categories":2432},[133],{"categories":2434},[133],{"categories":2436},[133],{"categories":2438},[133],{"categories":2440},[133],{"categories":2442},[88],{"categories":2444},[130],{"categories":2446},[174],{"categories":2448},[153],{"categories":2450},[133],{"categories":2452},[],{"categories":2454},[],{"categories":2456},[88],{"categories":2458},[174],{"categories":2460},[133],{"categories":2462},[],{"categories":2464},[],{"categories":2466},[191],{"categories":2468},[133],{"categories":2470},[],{"categories":2472},[],{"categories":2474},[127],{"categories":2476},[130],{"categories":2478},[133],{"categories":2480},[130],{"categories":2482},[174],{"categories":2484},[],{"categories":2486},[153],{"categories":2488},[],{"categories":2490},[174],{"categories":2492},[133],{"categories":2494},[191],{"categories":2496},[],{"categories":2498},[191],{"categories":2500},[],{"categories":2502},[],{"categories":2504},[88],{"categories":2506},[],{"categories":2508},[130],{"categories":2510},[127],{"categories":2512},[174],{"categories":2514},[184],{"categories":2516},[],{"categories":2518},[],{"categories":2520},[133],{"categories":2522},[127],{"categories":2524},[191],{"categories":2526},[],{"categories":2528},[88],{"categories":2530},[88],{"categories":2532},[153],{"categories":2534},[133],{"categories":2536},[88],{"categories":2538},[133],{"categories":2540},[88],{"categories":2542},[133],{"categories":2544},[138],{"categories":2546},[153],{"categories":2548},[],{"categories":2550},[191],{"categories":2552},[184],{"categories":2554},[88],{"categories":2556},[],{"categories":2558},[133],{"categories":2560},[88],{"categories":2562},[130],{"categories":2564},[127],{"categories":2566},[133],{"categories":2568},[174],{"categories":2570},[184],{"categories":2572},[184],{"categories":2574},[133],{"categories":2576},[177],{"categories":2578},[133],{"categories":2580},[88],{"categories":2582},[130],{"categories":2584},[88],{"categories":2586},[133],{"categories":2588},[133],{"categories":2590},[88],{"categories":2592},[153],{"categories":2594},[],{"categories":2596},[127],{"categories":2598},[133],{"categories":2600},[88],{"categories":2602},[133],{"categories":2604},[133],{"categories":2606},[],{"categories":2608},[174],{"categories":2610},[130],{"categories":2612},[153],{"categories":2614},[133],{"categories":2616},[133],{"categories":2618},[174],{"categories":2620},[191],{"categories":2622},[177],{"categories":2624},[133],{"categories":2626},[153],{"categories":2628},[133],{"categories":2630},[88],{"categories":2632},[446],{"categories":2634},[133],{"categories":2636},[88],{"categories":2638},[177],{"categories":2640},[],{"categories":2642},[88],{"categories":2644},[184],{"categories":2646},[174],{"categories":2648},[133],{"categories":2650},[127],{"categories":2652},[130],{"categories":2654},[184],{"categories":2656},[],{"categories":2658},[88],{"categories":2660},[133],{"categories":2662},[],{"categories":2664},[153],{"categories":2666},[],{"categories":2668},[153],{"categories":2670},[133],{"categories":2672},[88],{"categories":2674},[88],{"categories":2676},[88],{"categories":2678},[],{"categories":2680},[],{"categories":2682},[133],{"categories":2684},[133],{"categories":2686},[],{"categories":2688},[174],{"categories":2690},[88],{"categories":2692},[191],{"categories":2694},[127],{"categories":2696},[],{"categories":2698},[],{"categories":2700},[153],{"categories":2702},[184],{"categories":2704},[133],{"categories":2706},[133],{"categories":2708},[133],{"categories":2710},[184],{"categories":2712},[153],{"categories":2714},[174],{"categories":2716},[133],{"categories":2718},[133],{"categories":2720},[133],{"categories":2722},[153],{"categories":2724},[133],{"categories":2726},[153],{"categories":2728},[88],{"categories":2730},[88],{"categories":2732},[184],{"categories":2734},[88],{"categories":2736},[133],{"categories":2738},[184],{"categories":2740},[174],{"categories":2742},[],{"categories":2744},[88],{"categories":2746},[],{"categories":2748},[],{"categories":2750},[130],{"categories":2752},[133],{"categories":2754},[88],{"categories":2756},[127],{"categories":2758},[88],{"categories":2760},[191],{"categories":2762},[],{"categories":2764},[88],{"categories":2766},[],{"categories":2768},[127],{"categories":2770},[88],{"categories":2772},[],{"categories":2774},[88],{"categories":2776},[133],{"categories":2778},[153],{"categories":2780},[133],{"categories":2782},[88],{"categories":2784},[153],{"categories":2786},[88],{"categories":2788},[184],{"categories":2790},[174],{"categories":2792},[127],{"categories":2794},[],{"categories":2796},[88],{"categories":2798},[174],{"categories":2800},[153],{"categories":2802},[133],{"categories":2804},[174],{"categories":2806},[127],{"categories":2808},[],{"categories":2810},[88],{"categories":2812},[88],{"categories":2814},[133],{"categories":2816},[],{"categories":2818},[88],{"categories":2820},[138],{"categories":2822},[153],{"categories":2824},[88],{"categories":2826},[130],{"categories":2828},[],{"categories":2830},[133],{"categories":2832},[138],{"categories":2834},[133],{"categories":2836},[88],{"categories":2838},[153],{"categories":2840},[127],{"categories":2842},[446],{"categories":2844},[133],{"categories":2846},[133],{"categories":2848},[133],{"categories":2850},[153],{"categories":2852},[130],{"categories":2854},[133],{"categories":2856},[174],{"categories":2858},[153],{"categories":2860},[446],{"categories":2862},[133],{"categories":2864},[],{"categories":2866},[],{"categories":2868},[446],{"categories":2870},[177],{"categories":2872},[88],{"categories":2874},[88],{"categories":2876},[153],{"categories":2878},[133],{"categories":2880},[127],{"categories":2882},[174],{"categories":2884},[88],{"categories":2886},[133],{"categories":2888},[191],{"categories":2890},[133],{"categories":2892},[88],{"categories":2894},[],{"categories":2896},[133],{"categories":2898},[133],{"categories":2900},[153],{"categories":2902},[127],{"categories":2904},[],{"categories":2906},[133],{"categories":2908},[133],{"categories":2910},[184],{"categories":2912},[174],{"categories":2914},[133,88],{"categories":2916},[191,130],{"categories":2918},[133],{"categories":2920},[],{"categories":2922},[88],{"categories":2924},[],{"categories":2926},[184],{"categories":2928},[133],{"categories":2930},[153],{"categories":2932},[],{"categories":2934},[88],{"categories":2936},[],{"categories":2938},[88],{"categories":2940},[127],{"categories":2942},[88],{"categories":2944},[133],{"categories":2946},[446],{"categories":2948},[191],{"categories":2950},[130],{"categories":2952},[130],{"categories":2954},[127],{"categories":2956},[127],{"categories":2958},[133],{"categories":2960},[88],{"categories":2962},[133],{"categories":2964},[133],{"categories":2966},[127],{"categories":2968},[133],{"categories":2970},[191],{"categories":2972},[153],{"categories":2974},[133],{"categories":2976},[88],{"categories":2978},[133],{"categories":2980},[],{"categories":2982},[184],{"categories":2984},[],{"categories":2986},[88],{"categories":2988},[127],{"categories":2990},[],{"categories":2992},[446],{"categories":2994},[133],{"categories":2996},[],{"categories":2998},[153],{"categories":3000},[88],{"categories":3002},[184],{"categories":3004},[133],{"categories":3006},[88],{"categories":3008},[184],{"categories":3010},[88],{"categories":3012},[153],{"categories":3014},[127],{"categories":3016},[153],{"categories":3018},[184],{"categories":3020},[133],{"categories":3022},[174],{"categories":3024},[133],{"categories":3026},[133],{"categories":3028},[133],{"categories":3030},[133],{"categories":3032},[88],{"categories":3034},[133],{"categories":3036},[88],{"categories":3038},[133],{"categories":3040},[127],{"categories":3042},[133],{"categories":3044},[88],{"categories":3046},[174],{"categories":3048},[127],{"categories":3050},[88],{"categories":3052},[174],{"categories":3054},[],{"categories":3056},[133],{"categories":3058},[133],{"categories":3060},[184],{"categories":3062},[],{"categories":3064},[88],{"categories":3066},[191],{"categories":3068},[133],{"categories":3070},[153],{"categories":3072},[191],{"categories":3074},[88],{"categories":3076},[130],{"categories":3078},[130],{"categories":3080},[133],{"categories":3082},[127],{"categories":3084},[],{"categories":3086},[133],{"categories":3088},[],{"categories":3090},[127],{"categories":3092},[133],{"categories":3094},[88],{"categories":3096},[88],{"categories":3098},[],{"categories":3100},[184],{"categories":3102},[184],{"categories":3104},[191],{"categories":3106},[174],{"categories":3108},[],{"categories":3110},[133],{"categories":3112},[127],{"categories":3114},[133],{"categories":3116},[184],{"categories":3118},[127],{"categories":3120},[153],{"categories":3122},[153],{"categories":3124},[],{"categories":3126},[153],{"categories":3128},[88],{"categories":3130},[174],{"categories":3132},[177],{"categories":3134},[133],{"categories":3136},[],{"categories":3138},[153],{"categories":3140},[184],{"categories":3142},[130],{"categories":3144},[133],{"categories":3146},[127],{"categories":3148},[446],{"categories":3150},[127],{"categories":3152},[],{"categories":3154},[],{"categories":3156},[153],{"categories":3158},[],{"categories":3160},[88],{"categories":3162},[88],{"categories":3164},[88],{"categories":3166},[],{"categories":3168},[133],{"categories":3170},[],{"categories":3172},[153],{"categories":3174},[127],{"categories":3176},[174],{"categories":3178},[133],{"categories":3180},[153],{"categories":3182},[153],{"categories":3184},[],{"categories":3186},[153],{"categories":3188},[127],{"categories":3190},[133],{"categories":3192},[],{"categories":3194},[88],{"categories":3196},[88],{"categories":3198},[127],{"categories":3200},[],{"categories":3202},[],{"categories":3204},[],{"categories":3206},[174],{"categories":3208},[88],{"categories":3210},[133],{"categories":3212},[],{"categories":3214},[],{"categories":3216},[],{"categories":3218},[174],{"categories":3220},[],{"categories":3222},[127],{"categories":3224},[],{"categories":3226},[],{"categories":3228},[174],{"categories":3230},[133],{"categories":3232},[153],{"categories":3234},[],{"categories":3236},[191],{"categories":3238},[153],{"categories":3240},[191],{"categories":3242},[133],{"categories":3244},[],{"categories":3246},[],{"categories":3248},[88],{"categories":3250},[],{"categories":3252},[],{"categories":3254},[88],{"categories":3256},[133],{"categories":3258},[],{"categories":3260},[88],{"categories":3262},[153],{"categories":3264},[191],{"categories":3266},[177],{"categories":3268},[88],{"categories":3270},[88],{"categories":3272},[],{"categories":3274},[],{"categories":3276},[],{"categories":3278},[153],{"categories":3280},[],{"categories":3282},[],{"categories":3284},[174],{"categories":3286},[127],{"categories":3288},[],{"categories":3290},[130],{"categories":3292},[191],{"categories":3294},[133],{"categories":3296},[184],{"categories":3298},[127],{"categories":3300},[177],{"categories":3302},[130],{"categories":3304},[184],{"categories":3306},[],{"categories":3308},[],{"categories":3310},[88],{"categories":3312},[127],{"categories":3314},[174],{"categories":3316},[127],{"categories":3318},[88],{"categories":3320},[446],{"categories":3322},[88],{"categories":3324},[],{"categories":3326},[133],{"categories":3328},[153],{"categories":3330},[184],{"categories":3332},[],{"categories":3334},[174],{"categories":3336},[153],{"categories":3338},[127],{"categories":3340},[88],{"categories":3342},[133],{"categories":3344},[130],{"categories":3346},[88,446],{"categories":3348},[88],{"categories":3350},[184],{"categories":3352},[133],{"categories":3354},[177],{"categories":3356},[191],{"categories":3358},[88],{"categories":3360},[],{"categories":3362},[88],{"categories":3364},[133],{"categories":3366},[130],{"categories":3368},[],{"categories":3370},[],{"categories":3372},[133],{"categories":3374},[177],{"categories":3376},[133],{"categories":3378},[],{"categories":3380},[153],{"categories":3382},[],{"categories":3384},[153],{"categories":3386},[184],{"categories":3388},[88],{"categories":3390},[133],{"categories":3392},[191],{"categories":3394},[184],{"categories":3396},[],{"categories":3398},[153],{"categories":3400},[133],{"categories":3402},[],{"categories":3404},[133],{"categories":3406},[88],{"categories":3408},[133],{"categories":3410},[88],{"categories":3412},[133],{"categories":3414},[133],{"categories":3416},[133],{"categories":3418},[133],{"categories":3420},[130],{"categories":3422},[],{"categories":3424},[138],{"categories":3426},[153],{"categories":3428},[133],{"categories":3430},[],{"categories":3432},[184],{"categories":3434},[133],{"categories":3436},[133],{"categories":3438},[88],{"categories":3440},[153],{"categories":3442},[133],{"categories":3444},[133],{"categories":3446},[130],{"categories":3448},[88],{"categories":3450},[174],{"categories":3452},[],{"categories":3454},[177],{"categories":3456},[133],{"categories":3458},[],{"categories":3460},[153],{"categories":3462},[191],{"categories":3464},[],{"categories":3466},[],{"categories":3468},[153],{"categories":3470},[153],{"categories":3472},[191],{"categories":3474},[127],{"categories":3476},[88],{"categories":3478},[88],{"categories":3480},[133],{"categories":3482},[130],{"categories":3484},[],{"categories":3486},[],{"categories":3488},[153],{"categories":3490},[177],{"categories":3492},[184],{"categories":3494},[88],{"categories":3496},[174],{"categories":3498},[177],{"categories":3500},[177],{"categories":3502},[],{"categories":3504},[153],{"categories":3506},[133],{"categories":3508},[133],{"categories":3510},[184],{"categories":3512},[],{"categories":3514},[153],{"categories":3516},[153],{"categories":3518},[153],{"categories":3520},[],{"categories":3522},[88],{"categories":3524},[133],{"categories":3526},[],{"categories":3528},[127],{"categories":3530},[130],{"categories":3532},[],{"categories":3534},[133],{"categories":3536},[133],{"categories":3538},[],{"categories":3540},[184],{"categories":3542},[],{"categories":3544},[],{"categories":3546},[],{"categories":3548},[],{"categories":3550},[133],{"categories":3552},[153],{"categories":3554},[],{"categories":3556},[],{"categories":3558},[133],{"categories":3560},[133],{"categories":3562},[133],{"categories":3564},[177],{"categories":3566},[133],{"categories":3568},[177],{"categories":3570},[],{"categories":3572},[177],{"categories":3574},[177],{"categories":3576},[446],{"categories":3578},[88],{"categories":3580},[184],{"categories":3582},[],{"categories":3584},[],{"categories":3586},[177],{"categories":3588},[184],{"categories":3590},[184],{"categories":3592},[184],{"categories":3594},[],{"categories":3596},[127],{"categories":3598},[184],{"categories":3600},[184],{"categories":3602},[127],{"categories":3604},[184],{"categories":3606},[130],{"categories":3608},[184],{"categories":3610},[184],{"categories":3612},[184],{"categories":3614},[177],{"categories":3616},[153],{"categories":3618},[153],{"categories":3620},[133],{"categories":3622},[184],{"categories":3624},[177],{"categories":3626},[446],{"categories":3628},[177],{"categories":3630},[177],{"categories":3632},[177],{"categories":3634},[],{"categories":3636},[130],{"categories":3638},[],{"categories":3640},[446],{"categories":3642},[184],{"categories":3644},[184],{"categories":3646},[184],{"categories":3648},[88],{"categories":3650},[153,130],{"categories":3652},[177],{"categories":3654},[],{"categories":3656},[],{"categories":3658},[177],{"categories":3660},[],{"categories":3662},[177],{"categories":3664},[153],{"categories":3666},[88],{"categories":3668},[],{"categories":3670},[184],{"categories":3672},[133],{"categories":3674},[174],{"categories":3676},[],{"categories":3678},[133],{"categories":3680},[],{"categories":3682},[153],{"categories":3684},[127],{"categories":3686},[177],{"categories":3688},[],{"categories":3690},[184],{"categories":3692},[153],[3694,3762,3843,3902],{"id":3695,"title":3696,"ai":3697,"body":3702,"categories":3739,"created_at":89,"date_modified":89,"description":81,"extension":90,"faq":89,"featured":91,"kicker_label":89,"meta":3740,"navigation":107,"path":3749,"published_at":3750,"question":89,"scraped_at":3750,"seo":3751,"sitemap":3752,"source_id":3753,"source_name":3754,"source_type":114,"source_url":3755,"stem":3756,"tags":3757,"thumbnail_url":89,"tldr":3759,"tweet":89,"unknown_tags":3760,"__hash__":3761},"summaries\u002Fsummaries\u002Ffa002821b90d7a82-parloa-s-amp-no-code-voice-agents-via-sims-evals-summary.md","Parloa's AMP: No-Code Voice Agents via Sims & Evals",{"provider":7,"model":8,"input_tokens":3698,"output_tokens":3699,"processing_time_ms":3700,"cost_usd":3701},6928,1366,17178,0.0020461,{"type":14,"value":3703,"toc":3734},[3704,3708,3711,3714,3718,3721,3724,3728,3731],[17,3705,3707],{"id":3706},"define-and-test-agents-without-code-for-fast-iteration","Define and Test Agents Without Code for Fast Iteration",[22,3709,3710],{},"Parloa’s Agent Management Platform (AMP) enables business experts to configure voice AI agents using natural language for role, instructions, tools, and boundaries—no coding or rigid intent trees needed. This config drives prompting in production. Before launch, simulate customer calls: one GPT model (e.g., GPT-5.4) acts as caller, another as agent, letting teams inspect interactions, tweak configs, and validate against real scenarios. Evaluations combine LLM-as-a-judge scoring (for instruction-following, tool use, task completion) with deterministic checks. Live, an orchestration layer prompts OpenAI models with config + context for responses, RAG retrievals, or backend tool calls. Post-call, AI summarizes, classifies intent, and assesses performance.",[22,3712,3713],{},"To handle complexity, break monolithic prompts into modular sub-agents (e.g., authentication, booking) for better instruction adherence and easier updates. Add deterministic API chains and event logic for critical reliability, blending flexibility with predictability.",[17,3715,3717],{"id":3716},"evaluation-first-ensures-production-wins-over-benchmarks","Evaluation-First Ensures Production Wins Over Benchmarks",[22,3719,3720],{},"Parloa benchmarks new models (GPT-4.1, GPT-5-mini) against real production mirrors, measuring instruction-following, API consistency, latency, and edge cases—not abstract tests. Only top performers deploy, minimizing migration risks for enterprises. This yields stable systems: millions of interactions with low friction, rare failure-based escalations. In one global travel deployment, human agent requests dropped 80%.",[22,3722,3723],{},"Collaborate with OpenAI for real-time optimizations, stress-testing in production-like setups. Result: consistent reliability at scale across retail, travel, insurance.",[17,3725,3727],{"id":3726},"voice-pipeline-demands-latency-discipline-and-multilingual-rigor","Voice Pipeline Demands Latency Discipline and Multilingual Rigor",[22,3729,3730],{},"Voice stacks (STT → model → TTS) amplify delays, so evaluate components separately: STT for word error rate on sensitive data (e.g., policy numbers); TTS via blind user tests, validated in production; emerging speech-to-speech for latency\u002Faccuracy\u002Fcost. Build multilingual from day one for global enterprises, spanning regions and languages.",[22,3732,3733],{},"Future-proof for multimodal journeys (phone → chat → links) as unified interactions, positioning agents as core to customer service like apps\u002Fwebsites.",{"title":81,"searchDepth":82,"depth":82,"links":3735},[3736,3737,3738],{"id":3706,"depth":82,"text":3707},{"id":3716,"depth":82,"text":3717},{"id":3726,"depth":82,"text":3727},[133],{"content_references":3741,"triage":3745},[3742],{"type":95,"title":3743,"url":3744,"context":97},"Parloa","https:\u002F\u002Fwww.parloa.com\u002F",{"relevance":3746,"novelty":104,"quality":104,"actionability":3746,"composite":3747,"reasoning":3748},5,4.55,"Category: AI Automation. The article provides a detailed overview of Parloa's AMP, which allows non-technical users to create and manage voice AI agents, addressing the pain point of needing practical, no-code solutions for AI integration. It includes actionable steps for simulating and evaluating AI agents, making it highly relevant and immediately applicable for product builders.","\u002Fsummaries\u002Ffa002821b90d7a82-parloa-s-amp-no-code-voice-agents-via-sims-evals-summary","2026-05-11 15:04:23",{"title":3696,"description":81},{"loc":3749},"fa002821b90d7a82","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Fparloa","summaries\u002Ffa002821b90d7a82-parloa-s-amp-no-code-voice-agents-via-sims-evals-summary",[118,3758,119,120],"llm","Parloa’s AMP lets non-technical users define voice AI agents in natural language, simulates conversations with GPT models as caller\u002Fagent, evaluates via LLM judges + rules, and deploys reliably—cutting human escalations 80% in one travel firm.",[120],"xS2xDJswaP5h7u4-1GrdflxBCBO-bpKFI0YK4I2z6JU",{"id":3763,"title":3764,"ai":3765,"body":3770,"categories":3813,"created_at":89,"date_modified":89,"description":81,"extension":90,"faq":89,"featured":91,"kicker_label":89,"meta":3814,"navigation":107,"path":3830,"published_at":3831,"question":89,"scraped_at":3831,"seo":3832,"sitemap":3833,"source_id":3834,"source_name":3835,"source_type":114,"source_url":3836,"stem":3837,"tags":3838,"thumbnail_url":89,"tldr":3840,"tweet":89,"unknown_tags":3841,"__hash__":3842},"summaries\u002Fsummaries\u002F1222855ec5d9f7b5-build-production-ai-agents-live-at-saastr-ai-2026-summary.md","Build Production AI Agents Live at SaaStr AI 2026",{"provider":7,"model":8,"input_tokens":3766,"output_tokens":3767,"processing_time_ms":3768,"cost_usd":3769},6163,1956,24515,0.00170375,{"type":14,"value":3771,"toc":3808},[3772,3776,3779,3782,3785,3789,3792,3795,3799,3802,3805],[17,3773,3775],{"id":3774},"real-world-ai-agents-with-proven-metrics","Real-World AI Agents with Proven Metrics",[22,3777,3778],{},"SaaStr runs production AI agents that replace entire functions. Their AI VP of Marketing (10K), built by Chief AI Officer Amelia Lerutte, spans 14,230 lines of code, plans daily activities, executes campaigns, analyzes 5+ years of data, runs standups, and integrates with Salesforce—all for $95\u002Fmonth. Lerutte demos building one live on stage (May 12, 4:15 PM), showing failed prompts, iterations, and real-time fixes.",[22,3780,3781],{},"QBee, their AI VP of Customer Success, manages 100+ sponsors with hyper-personalized weekly emails based on tier, status, and contracts—sending 100 in 10 minutes. It cut human hours 70% and turned a delinquent sponsor from 0\u002F13 to 11\u002F13 tasks completed in one day. A workshop (May 13, 5:00 PM) lets CS leaders build their version on Replit.",[22,3783,3784],{},"Deploy ’26 summit (May 12) shares operator metrics: Qualified 3x’d inbound meetings via AI SDR on leads; People.ai cut agent oversight from 30% to \u003C5% of IC time; HappyFox surfaced $1M expansion from support data.",[17,3786,3788],{"id":3787},"hands-on-agent-building-for-non-coders","Hands-On Agent Building for Non-Coders",[22,3790,3791],{},"Skip polished demos—10+ Vibe Coding classes use Replit to ship working agents. Beginners start with \"Vibe Coding 101\" (May 12, 3:00 PM): build your first AI app in 30 minutes, no experience needed. Founders get a faster MVP version (May 14, 1:00 PM). A Vibe Lab pairs you with Replit engineers to solve your problem on-site.",[22,3793,3794],{},"Outcome: Anyone leaves with a deployable agent, countering the rising cost of not learning AI tooling.",[17,3796,3798],{"id":3797},"elite-networking-compresses-quarters-of-learning","Elite Networking Compresses Quarters of Learning",[22,3800,3801],{},"Invite-only summits for scale: CRO + CEO (May 12, $40M+ ARR, avg $100M last year) debates real win rates, AI quota impact, rep adoption. CMO Summit (May 12) with Snowflake CMO Denise Persson (scaled from $3M to $3B ARR) covers AI marketing uncertainty via internal AI Council.",[22,3803,3804],{},"200+ speakers include AI-native CEOs; audience packs B2B\u002FAI buyers\u002Foperators. Hallway track—coffee, dinners, 40-acre campus—yields insights like one dinner >3 months research. Late tickets access matchmaking app.",[22,3806,3807],{},"This promo-heavy event prioritizes shipping over theory, but delivers concrete agent playbooks and density no other 2026 B2B\u002FAI gathering matches.",{"title":81,"searchDepth":82,"depth":82,"links":3809},[3810,3811,3812],{"id":3774,"depth":82,"text":3775},{"id":3787,"depth":82,"text":3788},{"id":3797,"depth":82,"text":3798},[130],{"content_references":3815,"triage":3827},[3816,3821,3823,3825],{"type":3817,"title":3818,"url":3819,"context":3820},"event","SaaStr AI Annual 2026","http:\u002F\u002Fwww.saastrannual.com","recommended",{"type":95,"title":3822,"context":97},"Replit",{"type":95,"title":3824,"context":97},"Lovable",{"type":95,"title":3826,"context":97},"Vercel vO",{"relevance":104,"novelty":103,"quality":104,"actionability":104,"composite":3828,"reasoning":3829},3.8,"Category: AI Automation. The article discusses practical applications of AI agents in production settings, addressing the audience's need for actionable insights on building AI-powered products. It provides specific examples of AI agents and hands-on workshops, which can help developers and founders implement similar solutions.","\u002Fsummaries\u002F1222855ec5d9f7b5-build-production-ai-agents-live-at-saastr-ai-2026-summary","2026-05-08 11:28:15",{"title":3764,"description":81},{"loc":3830},"1222855ec5d9f7b5","SaaStr Blog (Jason Lemkin)","https:\u002F\u002Fwww.saastr.com\u002Fthe-top-10-best-reasons-to-come-last-minute-to-saastr-ai-annual-2026\u002F","summaries\u002F1222855ec5d9f7b5-build-production-ai-agents-live-at-saastr-ai-2026-summary",[3839,118,119,120],"saas","SaaStr AI Annual 2026 (May 12-14) features live builds of AI VPs for marketing\u002FCS costing $95\u002Fmo with 70% hour reductions, plus hands-on Replit workshops to ship your own agents in 30 mins—no code needed.",[120],"sU0eVP97SSsocjefr2vJgktMReG5EXdAXlKm315dqbk",{"id":3844,"title":3845,"ai":3846,"body":3851,"categories":3879,"created_at":89,"date_modified":89,"description":81,"extension":90,"faq":89,"featured":91,"kicker_label":89,"meta":3880,"navigation":107,"path":3889,"published_at":3890,"question":89,"scraped_at":3891,"seo":3892,"sitemap":3893,"source_id":3894,"source_name":3895,"source_type":114,"source_url":3896,"stem":3897,"tags":3898,"thumbnail_url":89,"tldr":3899,"tweet":89,"unknown_tags":3900,"__hash__":3901},"summaries\u002Fsummaries\u002F3f178582fe5c46f8-saastr-ai-2026-build-production-ai-agents-in-30-mi-summary.md","SaaStr AI 2026: Build Production AI Agents in 30 Mins",{"provider":7,"model":8,"input_tokens":3847,"output_tokens":3848,"processing_time_ms":3849,"cost_usd":3850},6007,1901,19999,0.0021294,{"type":14,"value":3852,"toc":3874},[3853,3857,3860,3864,3867,3871],[17,3854,3856],{"id":3855},"hands-on-ai-agent-builds-bypass-engineering-bottlenecks","Hands-On AI Agent Builds Bypass Engineering Bottlenecks",[22,3858,3859],{},"Non-technical leaders build functional AI agents in 30-45 minutes using Replit during 10+ vibe coding classes tailored by role: GTM leaders create sales\u002Fmarketing tools (Wed 2PM), PMMs build without dev wait (Thu 11:30AM), CS heads replicate QBee (Wed 5PM)—an AI VP managing 100+ sponsors via hyper-personalized emails based on tier\u002Fdeliverables, slashing human hours 70% and fixing a TikTok sponsor's on-time completion from 0\u002F13 to 11\u002F13 tasks in one day. Designers convert Figma to apps (Wed 11:30AM), founders ship MVPs (Thu 1PM), RevOps craft pipelines (Thu 9AM). Entry-level Vibe Coding 101 (Tue 3PM) requires no prior Replit\u002FLovable\u002FVercel experience; bring a laptop, leave with a working agent. A Vibe Lab offers 1:1 Replit engineer support for company-specific problems. Amelia Lerutte live-builds an AI VP of Marketing (Tue 4:15PM)—like SaaStr's 10K agent (14,230 lines, plans daily activities, executes campaigns, analyzes 5+ years data, runs standups, Salesforce-integrated, $95\u002Fmo)—debugging failures in real-time, outperforming polished YouTube demos.",[17,3861,3863],{"id":3862},"production-metrics-from-ai-operators-and-ceos","Production Metrics from AI Operators and CEOs",[22,3865,3866],{},"Deploy '26 (Tue full day) features shipped agents: Tom Occhino (Vercel CPO) on infra-scale realities; Jaspar Carmichael-Jack (Artisan) on autonomous B2B DBRs; Sarah McConnell (Qualified) 3x'ing inbound via AI SDRs; Scott Metcalf (People.ai) cuts oversight from 30% to \u003C5% of IC time; Shalin Jain (HappyFox) uncovers $1M expansions from support data. Keynotes deliver ARR proof: Anton Osika (Lovable) $0-$200M in \u003C1yr via no-code apps; Grant Lee (Gamma) $100M profitable sans sales team; Adam Alfano (Salesforce) 29K Agentforce deals\u002F$500M+ SMB AI ARR; Alex Mashrabov (Higgsfield) $0-$300M producing 4.5M videos\u002Fday without foundation models; Zachary Lipton (Abridge) $200M-$5.3B deploying to 150+ health systems. Amjad Masad (Replit) + Jason Lemkin dissect working agents vs. vaporware; Sherif Mansour (Atlassian) shares plumbing lessons for 3.5M users; Stephanie Cohen (Cloudflare) defends against AI scrapers (OpenAI 1,700:1 pages\u002Freferral).",[17,3868,3870],{"id":3869},"elite-b2bai-networking-compresses-learning","Elite B2B\u002FAI Networking Compresses Learning",[22,3872,3873],{},"12,500+ attendees (143% YoY): 68% VP+, 36% CEOs\u002Ffounders, 25% AI-first, 3,000+ 1:1 matches via app. Invite-only summits: CRO\u002FCEO (Tue, $40M+ ARR avg $100M revenue last year) probes real win rates\u002Fquota shifts\u002FAI adoption; CMO (Tue, 150+ heads) with Snowflake's Denise Persson (scaled $3M-$3B via AI Council). Hallway track—coffee\u002Flunch\u002F40-acre campus\u002Fparties—yields dinner insights equaling 3 months research, especially on agent rollouts. Skipping costs a quarter of slow learning as peers compress via 3 days.",{"title":81,"searchDepth":82,"depth":82,"links":3875},[3876,3877,3878],{"id":3855,"depth":82,"text":3856},{"id":3862,"depth":82,"text":3863},{"id":3869,"depth":82,"text":3870},[130],{"content_references":3881,"triage":3887},[3882,3884,3885,3886],{"type":3817,"title":3818,"author":3883,"url":3819,"context":3820},"SaaStr",{"type":95,"title":3822,"context":97},{"type":95,"title":3824,"context":97},{"type":95,"title":3826,"context":97},{"relevance":3746,"novelty":104,"quality":104,"actionability":3746,"composite":3747,"reasoning":3888},"Category: AI Automation. The article provides a detailed overview of hands-on sessions for building AI agents, addressing the pain point of non-engineers needing to create functional AI tools quickly. It includes specific metrics and examples of successful deployments, making it highly actionable for the target audience.","\u002Fsummaries\u002F3f178582fe5c46f8-saastr-ai-2026-build-production-ai-agents-in-30-mi-summary","2026-05-05 22:38:23","2026-05-08 11:28:10",{"title":3845,"description":81},{"loc":3889},"3f178582fe5c46f8","SaaStr AI (Jason Lemkin Substack)","https:\u002F\u002Fcloud.substack.com\u002Fp\u002Fthe-top-10-best-reasons-to-come-last","summaries\u002F3f178582fe5c46f8-saastr-ai-2026-build-production-ai-agents-in-30-mi-summary",[118,3839,119,120],"Hands-on sessions let non-engineers build working AI VPs for marketing\u002FCS that cut ops 70% and run at $95\u002Fmo, plus metrics from $0-$500M ARR AI deployments.",[120],"I7AsFsPF-gcynjBk8_Xj8l7VdFKpm9Zcc5iu1FEx0h8",{"id":3903,"title":3904,"ai":3905,"body":3910,"categories":4035,"created_at":89,"date_modified":89,"description":81,"extension":90,"faq":89,"featured":91,"kicker_label":89,"meta":4036,"navigation":107,"path":4052,"published_at":4053,"question":89,"scraped_at":4054,"seo":4055,"sitemap":4056,"source_id":4057,"source_name":4058,"source_type":114,"source_url":4059,"stem":4060,"tags":4061,"thumbnail_url":89,"tldr":4063,"tweet":89,"unknown_tags":4064,"__hash__":4065},"summaries\u002Fsummaries\u002Fc9c65229eb224444-howie-liu-ai-agents-enable-100b-firms-with-5-emplo-summary.md","Howie Liu: AI Agents Enable $100B Firms with 5 Employees",{"provider":7,"model":8,"input_tokens":3906,"output_tokens":3907,"processing_time_ms":3908,"cost_usd":3909},8696,2682,31071,0.00278935,{"type":14,"value":3911,"toc":4028},[3912,3916,3919,3922,3925,3929,3932,3935,3938,3942,3945,3948,3951,3955,3958,3961,3964,3968,3971,3974,3979,4008,4011],[17,3913,3915],{"id":3914},"frontier-agents-as-autonomous-coworkers","Frontier Agents as Autonomous Coworkers",[22,3917,3918],{},"Howie Liu, CEO of Airtable and creator of HyperAgent, argues that AI agents crossed a critical threshold 4-5 months ago with models like Opus 4.5, shifting from chat assistants to true coworkers handling multi-hour tasks autonomously. In software engineering, frontier teams now run dozens of parallel Claude Code instances coupled with browsers, shipping clean PRs without IDEs—far beyond GitHub Copilot's augmentation. Liu notes even Sequoia's 50% deployment figure for engineering understates this, as most lag behind three-year-old tech while leaders leap to full inversion, per Andrej Karpathy's observations.",[22,3920,3921],{},"Liu emphasizes underpenetration across sectors: back office (9%), marketing (4%), sales (4%). \"If you took like frontier agents today and deployed them into every one of these categories, you should get to 100%,\" he says. The unlock stems from models' expert-level reasoning on complex problems like management consulting, plus coherent multi-turn execution with tools.",[22,3923,3924],{},"Greg Isenberg highlights Sequoia's trillion-dollar agent TAM, but Liu reframes it as Western white-collar GDP—tens of trillions—since agents replicate any role. He urges hands-on experimentation: superficial prompts miss the power; ambitious tasks reveal structural shifts, like multi-billion businesses with one human and hundreds of agents.",[17,3926,3928],{"id":3927},"reframing-economics-value-over-token-costs","Reframing Economics: Value Over Token Costs",[22,3930,3931],{},"Token expenses for frontier models like Opus 4.6 or o1 draw complaints, but Liu flips the mental model: anchor on human opportunity cost, not SaaS subscriptions. A $150 token spend on a board memo—researched and crafted by HyperAgent, yielding investor praise as his best ever—beats hours of CEO time. \"Think of this as like what is the human equivalent time cost versus wow $150 that sounds really expensive,\" Liu explains.",[22,3933,3934],{},"Unit economics crush humans: agents scale infinitely at marginal token cost, enabling 90%+ gross margins. Enterprise adoption curves are history's fastest, but incumbents struggle integration. Liu sees dual paths to riches: PLG tools like OpenClaw (billions in token burn) for viral growth, or Palantir-style top-down sales pitching $100M+ \"AI fixes\" to risk-averse boards—game theory ensures payment, even if true transformation (5 people vs. 50,000) lags.",[22,3936,3937],{},"Persistence arbitrage defines winners: 99% quit after one-shot failures, but 30\u002F60\u002F90-day daily practice yields top 1% operators. Confidence builds at milestones—first dollar, then $10K\u002Fmonth.",[17,3939,3941],{"id":3940},"hyperagent-command-center-for-agent-fleets","HyperAgent: Command Center for Agent Fleets",[22,3943,3944],{},"HyperAgent differentiates with low entry (anyone builds) and high ceiling (enterprise fleets). In demo, Liu generates a hyperlocal real estate report from Isenberg's open-source idea: agent handles market research, Reddit validation, competitive analysis, V1 app build, marketing site, ad creative—all in one workflow. It acts as \"founder, not just developer,\" incorporating Street View, Zillow redesigns via visual tools.",[22,3946,3947],{},"The command center oversees 20+ agents in roles like customer intel, content production, lead enrichment—mirroring human orgs. Agents converge on job-like specializations due to context limits (no infinite windows), partitioning tasks like human teams. \"Every company will have a fleet of agents,\" Liu predicts.",[22,3949,3950],{},"Compared to Perplexity Computer, Manus, OpenClaw, Codex: HyperAgent excels in observability, fleet management.",[17,3952,3954],{"id":3953},"skills-and-rubrics-turning-models-into-experts","Skills and Rubrics: Turning Models into Experts",[22,3956,3957],{},"Skills are the key primitive: reusable playbooks distilling voices\u002Fstyles into domain experts. Live, Liu builds \"Greg Isenberg contrarian AI\": researches Isenberg's X posts, distills contrarian style, drafts tweets. Reviews writing skill outputs, iterates with feedback.",[22,3959,3960],{},"Rubrics—eval frameworks pinned to agents, scored by LLM-as-judge—ensure quality across dimensions. Connectors\u002FOAuth enable custom APIs. Liu stresses feedback loops: give agents rubrics, iterate drafts.",[22,3962,3963],{},"\"Skills as the key primitive for frontier agents, turning generally intelligent models into domain experts through playbooks.\"",[17,3965,3967],{"id":3966},"path-to-solopreneur-empires","Path to Solopreneur Empires",[22,3969,3970],{},"Liu envisions $100B companies with \u003C5 employees, agents always-on in human roles. Get started: claim credits, build skills, run fleets. HyperAgent's observability scales from solo to enterprise. Isenberg pushes startup urgency: \"I can't think of a better time to be creating a startup than now.\"",[22,3972,3973],{},"Liu agrees, but \"using is believing\"—weekend deep dives unlock vision.",[22,3975,3976],{},[55,3977,3978],{},"Key Takeaways",[49,3980,3981,3984,3987,3990,3993,3996,3999,4002,4005],{},[52,3982,3983],{},"Spend weekends on ambitious agent tasks beyond chat; superficial use misses breakthroughs.",[52,3985,3986],{},"Reframe costs by human time saved: $150 tokens for expert output beats hours.",[52,3988,3989],{},"Build persistence: daily 30\u002F90-day practice beats 99% one-shot quitters.",[52,3991,3992],{},"Specialize agents via skills\u002Fplaybooks; map to job roles for fleets.",[52,3994,3995],{},"Use rubrics + LLM judges for output quality; iterate with feedback.",[52,3997,3998],{},"Target milestones: first dollar, $10K\u002Fmonth to build confidence.",[52,4000,4001],{},"Pursue PLG virality or enterprise \"AI fix\" sales for massive revenue.",[52,4003,4004],{},"Monitor fleets via command centers; scale to replace white-collar teams.",[52,4006,4007],{},"Experiment with HyperAgent: low floor, high ceiling for solopreneurs.",[22,4009,4010],{},"Notable quotes:",[49,4012,4013,4016,4019,4022,4025],{},[52,4014,4015],{},"Howie Liu: \"The models are smart enough also to kind of coherently execute across multiple turns with lots of tools and context.\"",[52,4017,4018],{},"Howie Liu: \"How much would it have cost a human to do the thing... even if it cost me $150 of tokens... think about the opportunity cost my time.\"",[52,4020,4021],{},"Howie Liu: \"The new model of software development... you don't even need the IDE... 30 different cloud code instances running in parallel.\"",[52,4023,4024],{},"Greg Isenberg: \"There's a trillion dollars up for grabs within agents.\"",[52,4026,4027],{},"Howie Liu: \"Aim for $100B companies with under 5 employees, built on fleets of always-on agents mapped to human job roles.\"",{"title":81,"searchDepth":82,"depth":82,"links":4029},[4030,4031,4032,4033,4034],{"id":3914,"depth":82,"text":3915},{"id":3927,"depth":82,"text":3928},{"id":3940,"depth":82,"text":3941},{"id":3953,"depth":82,"text":3954},{"id":3966,"depth":82,"text":3967},[],{"content_references":4037,"triage":4049},[4038,4043,4046],{"type":4039,"title":4040,"author":4041,"context":4042},"report","AI Agent Deployment Chart","Sequoia","cited",{"type":95,"title":4044,"url":4045,"context":3820},"HyperAgent","https:\u002F\u002Fwww.hyperagent.com\u002F",{"type":95,"title":4047,"url":4048,"context":97},"Airtable","https:\u002F\u002Fwww.airtable.com\u002F",{"relevance":104,"novelty":103,"quality":104,"actionability":103,"composite":4050,"reasoning":4051},3.6,"Category: AI & LLMs. The article discusses the practical implications of AI agents in the workplace, addressing the audience's pain point of understanding how to leverage AI for productivity. It provides insights into the economic impact of AI agents, but lacks specific frameworks or actionable steps for implementation.","\u002Fsummaries\u002Fc9c65229eb224444-howie-liu-ai-agents-enable-100b-firms-with-5-emplo-summary","2026-04-29 17:01:08","2026-05-03 16:48:22",{"title":3904,"description":81},{"loc":4052},"fb5badcda52084a5","Greg Isenberg","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=nyO60uzTnP4","summaries\u002Fc9c65229eb224444-howie-liu-ai-agents-enable-100b-firms-with-5-emplo-summary",[118,119,4062,120],"indie-hacking","Frontier AI agents have hit autonomy thresholds, slashing white-collar labor costs and enabling trillion-dollar markets; HyperAgent fleets map to job roles for solopreneur empires.",[120],"9gPkdDWC1HE0TPpcor-icjQLNOlDlUXTUbBdy8qL890"]