[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-fc0a343fb0babb5e-ai-ladder-prompts-to-reusable-workflow-agents-summary":3,"summaries-facets-categories":72,"summary-related-fc0a343fb0babb5e-ai-ladder-prompts-to-reusable-workflow-agents-summary":3657},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":49,"extension":50,"faq":48,"featured":51,"kicker_label":48,"meta":52,"navigation":53,"path":54,"published_at":55,"question":48,"scraped_at":56,"seo":57,"sitemap":58,"source_id":59,"source_name":60,"source_type":61,"source_url":62,"stem":63,"tags":64,"thumbnail_url":48,"tldr":69,"tweet":48,"unknown_tags":70,"__hash__":71},"summaries\u002Fsummaries\u002Ffc0a343fb0babb5e-ai-ladder-prompts-to-reusable-workflow-agents-summary.md","AI Ladder: Prompts to Reusable Workflow Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8638,1403,13263,0.0024066,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"master-ai-levels-to-avoid-prompting-plateau","Master AI Levels to Avoid Prompting Plateau",[22,23,24],"p",{},"Most users stall at level 1 (replacing Google with ChatGPT\u002FClaude) or level 2 (basic prompting with instructions, context, examples, constraints). Advance to power user by leveraging hidden LLM features: Claude Projects act as a 'second brain' by baking in permanent context like brand guidelines, SOPs, custom instructions, and evolving memory (updates every 24 hours based on critiques). This eliminates reprompting—create one project per task type for strategic AI partnership. Next, Claude Skills turn chat workflows into one-click repeats: after prompting back-and-forth, select \"turn into skill\" to automate steps. Example: Content repurposer skill inputs a YouTube\u002Fvideo link, avoids AI-sounding phrases (baked-in 'do not' list), and outputs non-AI-like X\u002FLinkedIn posts. Update skills iteratively by critiquing outputs (e.g., \"fix wording, too AI-like\") to refine without rebuilding. Curiosity drives progression—tools learnable in a weekend via hands-on experimentation.",[17,26,28],{"id":27},"manus-agents-for-multi-step-automation","Manus Agents for Multi-Step Automation",[22,30,31],{},"Manus excels over single LLMs like Claude\u002FChatGPT for complex tasks by autonomously orchestrating sub-agents, switching models (e.g., Gemini for YouTube transcripts\u002Fvideos, Nanobanana for images), and tools (PDF generation, Google Sheets, web scraping). Key workflows: (1) Input YouTube URL + branding\u002Flogo → watches video (via transcript\u002Fimages), extracts 7 AI tools\u002Fuse cases\u002Fstarter prompts, designs branded PDF lead magnet in minutes. (2) Research mode: Input topic → scrapes Reddit subreddits\u002FYouTube comments for pain points\u002Foverlooked use cases\u002Fcontent gaps, generates interactive reports with B-roll images. (3) Lead gen: Scours web for contacts, populates Sheets. Turn any Manus run into reusable skill via \"skill creator\"—next run auto-applies full process. Beats advanced agents (Claude code\u002FNad) in ease; handles multimodal outputs (images\u002Fvideos\u002Fcopy\u002FPowerPoints\u002Fsites) without coding.",[17,33,35],{"id":34},"vibe-code-apps-and-lead-magnets-with-lovablegoogle-ai","Vibe-Code Apps and Lead Magnets with Lovable\u002FGoogle AI",[22,37,38],{},"Pair Manus outputs with Lovable for 'vibe coding': Prompt \"build landing page with PDF embed, email modal (Beehiiv\u002FHubSpot API), overview\u002Fthank-you flow\" → generates full page in minutes from template. Shift lead magnets from PDFs to interactive apps—software is now 'disposable' (no maintenance). Google AI Studio enables free internal tools ($300 signup credits): Example anti-hallucination prompter lists techniques\u002Ffields, auto-fills\u002Fcopies prompts. Advanced: Built live 150-video infinite canvas app (tier list comparing 9 AI video tools with embedded playback)—no crashes, outperforms Premiere Pro for dynamic visuals. Strategy: Give away apps as lead magnets to demonstrate value over static content, using show-don't-tell for higher engagement.",{"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 Automation",null,"*Free guide to climb the AI Skill Ladder (7 agent tools + prompts):* https:\u002F\u002Fclickhubspot.com\u002Fkjj9\n\nWhat if you could turn AI into your second brain?\nKipp, Kieran, and guest Kevin Hutson (Futurepedia) dive into the levels of AI maturity and how marketers can go from AI novices to master workflow builders. Learn more on the step-by-step journey to AI fluency, the power of building reusable AI skills, and how to leverage tools like Manus to automate complex marketing workflows and outperform the competition.\n\n⏱️ CHAPTERS:\n00:00 — From AI Novice to Workflow Builder\n01:00 — The AI Journey: From Basic Prompting to Power User\n02:00 — Claude Projects: Your AI Second Brain\n03:00 — Claude Skills: One-Click Repeatable Workflows\n04:00 — The Workflow Builder Level: Beyond Your LLM\n05:00 — Live Demo: Manus AI Builds a PDF Lead Magnet\n06:00 — How Manus Watches Videos and Designs Branded PDFs\n07:00 — Why Manus Beats ChatGPT and Claude for Multi-Model Tasks\n08:00 — Manus + Lovable: From PDF to Landing Page in Minutes\n09:00 — Manus as a Research Machine: Reddit, YouTube Comments, Content Gaps\n10:00 — Turn Any Workflow Into a Reusable Skill\n11:00 — The Only Skill You Need: Curiosity\n12:00 — Vibe Coding: Building Apps and Landing Pages with Lovable\n13:00 — Google AI Studio: Free Tools, $300 Credits, Zero Cost\n14:00 — The 150-Video Infinite Canvas App (Built Live, Nothing Broke)\n15:00 — From Text Assistants to Building Full Applications\n16:00 — Where to Start: Your First Workflow Builder Move\n\n📌 WHAT WE COVER:\n→ Why most people plateau at basic prompting and never level up\n→ Claude Projects: how to give AI permanent context about your work\n→ Claude Skills: turn any workflow into a one-click repeatable process\n→ Kevin's content repurposer skill that writes LinkedIn and X posts without sounding like AI\n→ Manus AI: the easiest entry point into autonomous AI agents\n→ Live demo: Manus builds a branded PDF lead magnet from a YouTube video\n→ How Manus scrapes Reddit comments, YouTube comments, and finds content gaps automatically\n→ Turning any Manus workflow into a reusable skill\n→ Lovable: building a landing page with email capture in minutes\n→ Google AI Studio: build internal tools completely for free ($300 in free credits)\n→ The 150-video infinite canvas app Kevin built live that never broke\n→ Why giving away apps is the new lead magnet strategy\n→ The only skill you actually need to level up: curiosity\n\nMentions\nKevin Hutson ⁠https:\u002F\u002Fwww.youtube.com\u002F@futurepedia_io⁠\nFuturepedia ⁠https:\u002F\u002Fwww.futurepedia.io\u002F⁠\nManus ⁠https:\u002F\u002Fmanus.im\u002F⁠\nGlean ⁠https:\u002F\u002Fwww.glean.com\u002F⁠\nEp. 415\n\nWe’re on Social Media! Follow us for everyday marketing wisdom straight to your feed\n📲YouTube: ​​https:\u002F\u002Fwww.youtube.com\u002Fchannel\u002FUCGtXqPiNV8YC0GMUzY-EUFg \n📲Twitter: https:\u002F\u002Ftwitter.com\u002Fmatgpod \n📲TikTok: https:\u002F\u002Fwww.tiktok.com\u002F@matgpod \n\n📲 Join our community https:\u002F\u002Flanding.connect.com\u002Fmatg\n\nThank you for tuning into Marketing Against The Grain!\n\n\n📲Don’t forget to hit subscribe and follow us on Apple Podcasts (so you never miss an episode)! https:\u002F\u002Fpodcasts.apple.com\u002Fus\u002Fpodcast\u002Fmarketing-against-the-grain\u002Fid1616700934  \n\n📲If you love this show, please leave us a 5-Star Review https:\u002F\u002Flink.chtbl.com\u002Fh9_sjBKH and share your favorite episodes with friends.\n\nWe really appreciate your support.\n\nHost Links:\n📲Kipp Bodnar, https:\u002F\u002Ftwitter.com\u002Fkippbodnar  \n📲Kieran Flanagan, https:\u002F\u002Ftwitter.com\u002Fsearchbrat \n\n‘Marketing Against The Grain’ is a HubSpot Original Podcast \u002F\u002F Brought to you by The HubSpot Podcast Network \u002F\u002F Produced by Darren Clarke.\n\nAbout the Show\nKipp Bodnar, HubSpot’s CMO and Kieran Flanagan Hubspot's SVP of Marketing, lead you down the rabbit hole of marketing trends, growth tactics and innovation. On the way you’ll pick up undiscovered strategies to give you that slight edge for success. These are not your typical twitter thread regurgitated marketing tactics that everyone is doing. These are new methods, with unfiltered examination of successful fresh ideas.","md",false,{},true,"\u002Fsummaries\u002Ffc0a343fb0babb5e-ai-ladder-prompts-to-reusable-workflow-agents-summary","2026-04-08 13:00:53","2026-04-08 14:51:13",{"title":5,"description":49},{"loc":54},"fc0a343fb0babb5e","Marketing Against the Grain","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=SMO3x3eSKHM","summaries\u002Ffc0a343fb0babb5e-ai-ladder-prompts-to-reusable-workflow-agents-summary",[65,66,67,68],"ai-tools","automation","prompt-engineering","ai-automation","Progress from basic prompting to workflow mastery by using Claude Projects for context, Skills for one-click tasks, Manus for multi-model agents that scrape data and build PDFs, and Lovable\u002FGoogle AI Studio for instant apps—saving hours per workflow.",[68],"eRzfSV2osJDxKXXGXK6Ii_PPL4VXlHqhrVB7KCRgiDk",[73,76,79,82,84,87,89,91,93,95,97,99,102,104,106,108,110,112,114,116,118,120,123,126,128,130,133,135,137,140,142,144,146,148,150,152,154,156,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655],{"categories":74},[75],"Developer Productivity",{"categories":77},[78],"Business & SaaS",{"categories":80},[81],"AI & LLMs",{"categories":83},[47],{"categories":85},[86],"Product Strategy",{"categories":88},[81],{"categories":90},[75],{"categories":92},[78],{"categories":94},[],{"categories":96},[81],{"categories":98},[],{"categories":100},[101],"AI News & Trends",{"categories":103},[47],{"categories":105},[101],{"categories":107},[47],{"categories":109},[47],{"categories":111},[81],{"categories":113},[81],{"categories":115},[101],{"categories":117},[81],{"categories":119},[],{"categories":121},[122],"Design & Frontend",{"categories":124},[125],"Data Science & Visualization",{"categories":127},[101],{"categories":129},[],{"categories":131},[132],"Software Engineering",{"categories":134},[81],{"categories":136},[47],{"categories":138},[139],"Marketing & Growth",{"categories":141},[81],{"categories":143},[47],{"categories":145},[],{"categories":147},[],{"categories":149},[122],{"categories":151},[47],{"categories":153},[75],{"categories":155},[122],{"categories":157},[81],{"categories":159},[47],{"categories":161},[101],{"categories":163},[],{"categories":165},[],{"categories":167},[47],{"categories":169},[132],{"categories":171},[],{"categories":173},[78],{"categories":175},[],{"categories":177},[],{"categories":179},[47],{"categories":181},[47],{"categories":183},[81],{"categories":185},[],{"categories":187},[132],{"categories":189},[],{"categories":191},[],{"categories":193},[],{"categories":195},[81],{"categories":197},[139],{"categories":199},[122],{"categories":201},[122],{"categories":203},[81],{"categories":205},[47],{"categories":207},[81],{"categories":209},[81],{"categories":211},[47],{"categories":213},[47],{"categories":215},[125],{"categories":217},[101],{"categories":219},[47],{"categories":221},[139],{"categories":223},[47],{"categories":225},[86],{"categories":227},[],{"categories":229},[47],{"categories":231},[],{"categories":233},[47],{"categories":235},[132],{"categories":237},[122],{"categories":239},[81],{"categories":241},[],{"categories":243},[],{"categories":245},[47],{"categories":247},[],{"categories":249},[81],{"categories":251},[],{"categories":253},[75],{"categories":255},[132],{"categories":257},[78],{"categories":259},[101],{"categories":261},[81],{"categories":263},[],{"categories":265},[81],{"categories":267},[],{"categories":269},[132],{"categories":271},[125],{"categories":273},[],{"categories":275},[81],{"categories":277},[122],{"categories":279},[],{"categories":281},[122],{"categories":283},[47],{"categories":285},[],{"categories":287},[47],{"categories":289},[101],{"categories":291},[78],{"categories":293},[81],{"categories":295},[],{"categories":297},[47],{"categories":299},[81],{"categories":301},[86],{"categories":303},[],{"categories":305},[81],{"categories":307},[47],{"categories":309},[47],{"categories":311},[],{"categories":313},[125],{"categories":315},[81],{"categories":317},[],{"categories":319},[75],{"categories":321},[78],{"categories":323},[81],{"categories":325},[47],{"categories":327},[132],{"categories":329},[81],{"categories":331},[],{"categories":333},[],{"categories":335},[81],{"categories":337},[],{"categories":339},[122],{"categories":341},[],{"categories":343},[81],{"categories":345},[],{"categories":347},[47],{"categories":349},[81],{"categories":351},[122],{"categories":353},[],{"categories":355},[81],{"categories":357},[81],{"categories":359},[78],{"categories":361},[47],{"categories":363},[81],{"categories":365},[122],{"categories":367},[47],{"categories":369},[],{"categories":371},[],{"categories":373},[101],{"categories":375},[],{"categories":377},[81],{"categories":379},[78,139],{"categories":381},[],{"categories":383},[81],{"categories":385},[],{"categories":387},[],{"categories":389},[81],{"categories":391},[],{"categories":393},[81],{"categories":395},[396],"DevOps & Cloud",{"categories":398},[],{"categories":400},[101],{"categories":402},[122],{"categories":404},[],{"categories":406},[101],{"categories":408},[101],{"categories":410},[81],{"categories":412},[139],{"categories":414},[],{"categories":416},[78],{"categories":418},[],{"categories":420},[81,396],{"categories":422},[81],{"categories":424},[81],{"categories":426},[47],{"categories":428},[81,132],{"categories":430},[125],{"categories":432},[81],{"categories":434},[139],{"categories":436},[47],{"categories":438},[47],{"categories":440},[],{"categories":442},[47],{"categories":444},[81,78],{"categories":446},[],{"categories":448},[122],{"categories":450},[122],{"categories":452},[],{"categories":454},[],{"categories":456},[101],{"categories":458},[],{"categories":460},[75],{"categories":462},[132],{"categories":464},[81],{"categories":466},[122],{"categories":468},[47],{"categories":470},[132],{"categories":472},[101],{"categories":474},[122],{"categories":476},[],{"categories":478},[81],{"categories":480},[81],{"categories":482},[81],{"categories":484},[101],{"categories":486},[75],{"categories":488},[81],{"categories":490},[47],{"categories":492},[396],{"categories":494},[122],{"categories":496},[47],{"categories":498},[],{"categories":500},[],{"categories":502},[122],{"categories":504},[101],{"categories":506},[125],{"categories":508},[],{"categories":510},[81],{"categories":512},[81],{"categories":514},[78],{"categories":516},[81],{"categories":518},[81],{"categories":520},[101],{"categories":522},[],{"categories":524},[47],{"categories":526},[132],{"categories":528},[],{"categories":530},[81],{"categories":532},[81],{"categories":534},[47],{"categories":536},[],{"categories":538},[],{"categories":540},[81],{"categories":542},[],{"categories":544},[78],{"categories":546},[47],{"categories":548},[],{"categories":550},[75],{"categories":552},[81],{"categories":554},[78],{"categories":556},[101],{"categories":558},[],{"categories":560},[],{"categories":562},[],{"categories":564},[101],{"categories":566},[101],{"categories":568},[],{"categories":570},[],{"categories":572},[78],{"categories":574},[],{"categories":576},[],{"categories":578},[75],{"categories":580},[],{"categories":582},[139],{"categories":584},[47],{"categories":586},[78],{"categories":588},[47],{"categories":590},[132],{"categories":592},[],{"categories":594},[86],{"categories":596},[122],{"categories":598},[132],{"categories":600},[81],{"categories":602},[47],{"categories":604},[78],{"categories":606},[81],{"categories":608},[],{"categories":610},[],{"categories":612},[132],{"categories":614},[125],{"categories":616},[86],{"categories":618},[47],{"categories":620},[81],{"categories":622},[],{"categories":624},[396],{"categories":626},[],{"categories":628},[47],{"categories":630},[],{"categories":632},[],{"categories":634},[81],{"categories":636},[122],{"categories":638},[139],{"categories":640},[47],{"categories":642},[],{"categories":644},[75],{"categories":646},[],{"categories":648},[101],{"categories":650},[81,396],{"categories":652},[101],{"categories":654},[81],{"categories":656},[78],{"categories":658},[81],{"categories":660},[],{"categories":662},[78],{"categories":664},[],{"categories":666},[132],{"categories":668},[122],{"categories":670},[101],{"categories":672},[125],{"categories":674},[75],{"categories":676},[81],{"categories":678},[132],{"categories":680},[],{"categories":682},[],{"categories":684},[86],{"categories":686},[],{"categories":688},[81],{"categories":690},[],{"categories":692},[122],{"categories":694},[122],{"categories":696},[122],{"categories":698},[],{"categories":700},[],{"categories":702},[101],{"categories":704},[47],{"categories":706},[81],{"categories":708},[81],{"categories":710},[81],{"categories":712},[78],{"categories":714},[81],{"categories":716},[],{"categories":718},[132],{"categories":720},[132],{"categories":722},[78],{"categories":724},[],{"categories":726},[81],{"categories":728},[81],{"categories":730},[78],{"categories":732},[101],{"categories":734},[139],{"categories":736},[47],{"categories":738},[],{"categories":740},[122],{"categories":742},[],{"categories":744},[81],{"categories":746},[],{"categories":748},[78],{"categories":750},[47],{"categories":752},[],{"categories":754},[396],{"categories":756},[125],{"categories":758},[132],{"categories":760},[139],{"categories":762},[132],{"categories":764},[47],{"categories":766},[],{"categories":768},[],{"categories":770},[47],{"categories":772},[75],{"categories":774},[47],{"categories":776},[86],{"categories":778},[78],{"categories":780},[],{"categories":782},[81],{"categories":784},[86],{"categories":786},[81],{"categories":788},[81],{"categories":790},[139],{"categories":792},[122],{"categories":794},[47],{"categories":796},[],{"categories":798},[],{"categories":800},[396],{"categories":802},[132],{"categories":804},[],{"categories":806},[47],{"categories":808},[81],{"categories":810},[122,81],{"categories":812},[75],{"categories":814},[],{"categories":816},[81],{"categories":818},[75],{"categories":820},[122],{"categories":822},[47],{"categories":824},[132],{"categories":826},[],{"categories":828},[81],{"categories":830},[],{"categories":832},[75],{"categories":834},[],{"categories":836},[47],{"categories":838},[86],{"categories":840},[81],{"categories":842},[81],{"categories":844},[122],{"categories":846},[47],{"categories":848},[396],{"categories":850},[122],{"categories":852},[47],{"categories":854},[81],{"categories":856},[81],{"categories":858},[81],{"categories":860},[101],{"categories":862},[],{"categories":864},[86],{"categories":866},[47],{"categories":868},[122],{"categories":870},[47],{"categories":872},[132],{"categories":874},[122],{"categories":876},[47],{"categories":878},[101],{"categories":880},[],{"categories":882},[81],{"categories":884},[122],{"categories":886},[81],{"categories":888},[75],{"categories":890},[101],{"categories":892},[81],{"categories":894},[139],{"categories":896},[81],{"categories":898},[81],{"categories":900},[47],{"categories":902},[47],{"categories":904},[81],{"categories":906},[47],{"categories":908},[122],{"categories":910},[81],{"categories":912},[],{"categories":914},[],{"categories":916},[132],{"categories":918},[],{"categories":920},[75],{"categories":922},[396],{"categories":924},[],{"categories":926},[75],{"categories":928},[78],{"categories":930},[139],{"categories":932},[],{"categories":934},[78],{"categories":936},[],{"categories":938},[],{"categories":940},[],{"categories":942},[],{"categories":944},[],{"categories":946},[81],{"categories":948},[47],{"categories":950},[396],{"categories":952},[75],{"categories":954},[81],{"categories":956},[132],{"categories":958},[86],{"categories":960},[81],{"categories":962},[139],{"categories":964},[81],{"categories":966},[81],{"categories":968},[81],{"categories":970},[81,75],{"categories":972},[132],{"categories":974},[132],{"categories":976},[122],{"categories":978},[81],{"categories":980},[],{"categories":982},[],{"categories":984},[],{"categories":986},[132],{"categories":988},[125],{"categories":990},[101],{"categories":992},[122],{"categories":994},[],{"categories":996},[81],{"categories":998},[81],{"categories":1000},[],{"categories":1002},[],{"categories":1004},[47],{"categories":1006},[81],{"categories":1008},[78],{"categories":1010},[],{"categories":1012},[75],{"categories":1014},[81],{"categories":1016},[75],{"categories":1018},[81],{"categories":1020},[132],{"categories":1022},[139],{"categories":1024},[81,122],{"categories":1026},[101],{"categories":1028},[122],{"categories":1030},[],{"categories":1032},[396],{"categories":1034},[122],{"categories":1036},[47],{"categories":1038},[],{"categories":1040},[],{"categories":1042},[],{"categories":1044},[],{"categories":1046},[132],{"categories":1048},[47],{"categories":1050},[47],{"categories":1052},[396],{"categories":1054},[81],{"categories":1056},[81],{"categories":1058},[81],{"categories":1060},[],{"categories":1062},[122],{"categories":1064},[],{"categories":1066},[],{"categories":1068},[47],{"categories":1070},[],{"categories":1072},[],{"categories":1074},[139],{"categories":1076},[139],{"categories":1078},[47],{"categories":1080},[],{"categories":1082},[81],{"categories":1084},[81],{"categories":1086},[132],{"categories":1088},[122],{"categories":1090},[122],{"categories":1092},[47],{"categories":1094},[75],{"categories":1096},[81],{"categories":1098},[122],{"categories":1100},[122],{"categories":1102},[47],{"categories":1104},[47],{"categories":1106},[81],{"categories":1108},[],{"categories":1110},[],{"categories":1112},[81],{"categories":1114},[47],{"categories":1116},[101],{"categories":1118},[132],{"categories":1120},[75],{"categories":1122},[81],{"categories":1124},[],{"categories":1126},[47],{"categories":1128},[47],{"categories":1130},[],{"categories":1132},[75],{"categories":1134},[81],{"categories":1136},[75],{"categories":1138},[75],{"categories":1140},[],{"categories":1142},[],{"categories":1144},[47],{"categories":1146},[47],{"categories":1148},[81],{"categories":1150},[81],{"categories":1152},[101],{"categories":1154},[125],{"categories":1156},[86],{"categories":1158},[101],{"categories":1160},[122],{"categories":1162},[],{"categories":1164},[101],{"categories":1166},[],{"categories":1168},[],{"categories":1170},[],{"categories":1172},[],{"categories":1174},[132],{"categories":1176},[125],{"categories":1178},[],{"categories":1180},[81],{"categories":1182},[81],{"categories":1184},[125],{"categories":1186},[132],{"categories":1188},[],{"categories":1190},[],{"categories":1192},[47],{"categories":1194},[101],{"categories":1196},[101],{"categories":1198},[47],{"categories":1200},[75],{"categories":1202},[81,396],{"categories":1204},[],{"categories":1206},[122],{"categories":1208},[75],{"categories":1210},[47],{"categories":1212},[122],{"categories":1214},[],{"categories":1216},[47],{"categories":1218},[47],{"categories":1220},[81],{"categories":1222},[139],{"categories":1224},[132],{"categories":1226},[122],{"categories":1228},[],{"categories":1230},[47],{"categories":1232},[81],{"categories":1234},[47],{"categories":1236},[47],{"categories":1238},[47],{"categories":1240},[139],{"categories":1242},[47],{"categories":1244},[81],{"categories":1246},[],{"categories":1248},[139],{"categories":1250},[101],{"categories":1252},[47],{"categories":1254},[],{"categories":1256},[],{"categories":1258},[81],{"categories":1260},[47],{"categories":1262},[101],{"categories":1264},[47],{"categories":1266},[],{"categories":1268},[],{"categories":1270},[],{"categories":1272},[47],{"categories":1274},[],{"categories":1276},[],{"categories":1278},[125],{"categories":1280},[81],{"categories":1282},[125],{"categories":1284},[101],{"categories":1286},[81],{"categories":1288},[81],{"categories":1290},[47],{"categories":1292},[81],{"categories":1294},[],{"categories":1296},[],{"categories":1298},[396],{"categories":1300},[],{"categories":1302},[],{"categories":1304},[75],{"categories":1306},[],{"categories":1308},[],{"categories":1310},[],{"categories":1312},[],{"categories":1314},[132],{"categories":1316},[101],{"categories":1318},[139],{"categories":1320},[78],{"categories":1322},[81],{"categories":1324},[81],{"categories":1326},[78],{"categories":1328},[],{"categories":1330},[122],{"categories":1332},[47],{"categories":1334},[78],{"categories":1336},[81],{"categories":1338},[81],{"categories":1340},[75],{"categories":1342},[],{"categories":1344},[75],{"categories":1346},[81],{"categories":1348},[139],{"categories":1350},[47],{"categories":1352},[101],{"categories":1354},[78],{"categories":1356},[81],{"categories":1358},[47],{"categories":1360},[],{"categories":1362},[81],{"categories":1364},[75],{"categories":1366},[81],{"categories":1368},[],{"categories":1370},[101],{"categories":1372},[81],{"categories":1374},[],{"categories":1376},[78],{"categories":1378},[81],{"categories":1380},[],{"categories":1382},[],{"categories":1384},[],{"categories":1386},[81],{"categories":1388},[],{"categories":1390},[396],{"categories":1392},[81],{"categories":1394},[],{"categories":1396},[81],{"categories":1398},[81],{"categories":1400},[81],{"categories":1402},[81,396],{"categories":1404},[81],{"categories":1406},[81],{"categories":1408},[122],{"categories":1410},[47],{"categories":1412},[],{"categories":1414},[47],{"categories":1416},[81],{"categories":1418},[81],{"categories":1420},[81],{"categories":1422},[75],{"categories":1424},[75],{"categories":1426},[132],{"categories":1428},[122],{"categories":1430},[47],{"categories":1432},[],{"categories":1434},[81],{"categories":1436},[101],{"categories":1438},[81],{"categories":1440},[78],{"categories":1442},[],{"categories":1444},[396],{"categories":1446},[122],{"categories":1448},[122],{"categories":1450},[47],{"categories":1452},[101],{"categories":1454},[47],{"categories":1456},[81],{"categories":1458},[],{"categories":1460},[81],{"categories":1462},[],{"categories":1464},[],{"categories":1466},[81],{"categories":1468},[81],{"categories":1470},[81],{"categories":1472},[47],{"categories":1474},[81],{"categories":1476},[],{"categories":1478},[125],{"categories":1480},[47],{"categories":1482},[],{"categories":1484},[],{"categories":1486},[81],{"categories":1488},[101],{"categories":1490},[],{"categories":1492},[122],{"categories":1494},[396],{"categories":1496},[101],{"categories":1498},[132],{"categories":1500},[132],{"categories":1502},[101],{"categories":1504},[101],{"categories":1506},[396],{"categories":1508},[],{"categories":1510},[101],{"categories":1512},[81],{"categories":1514},[75],{"categories":1516},[101],{"categories":1518},[],{"categories":1520},[125],{"categories":1522},[101],{"categories":1524},[132],{"categories":1526},[101],{"categories":1528},[396],{"categories":1530},[81],{"categories":1532},[81],{"categories":1534},[],{"categories":1536},[78],{"categories":1538},[],{"categories":1540},[],{"categories":1542},[81],{"categories":1544},[81],{"categories":1546},[81],{"categories":1548},[81],{"categories":1550},[],{"categories":1552},[125],{"categories":1554},[75],{"categories":1556},[],{"categories":1558},[81],{"categories":1560},[81],{"categories":1562},[396],{"categories":1564},[396],{"categories":1566},[],{"categories":1568},[47],{"categories":1570},[101],{"categories":1572},[101],{"categories":1574},[81],{"categories":1576},[47],{"categories":1578},[],{"categories":1580},[122],{"categories":1582},[81],{"categories":1584},[81],{"categories":1586},[],{"categories":1588},[],{"categories":1590},[396],{"categories":1592},[81],{"categories":1594},[132],{"categories":1596},[78],{"categories":1598},[81],{"categories":1600},[],{"categories":1602},[47],{"categories":1604},[75],{"categories":1606},[75],{"categories":1608},[],{"categories":1610},[81],{"categories":1612},[122],{"categories":1614},[47],{"categories":1616},[],{"categories":1618},[81],{"categories":1620},[81],{"categories":1622},[47],{"categories":1624},[],{"categories":1626},[47],{"categories":1628},[132],{"categories":1630},[],{"categories":1632},[81],{"categories":1634},[],{"categories":1636},[81],{"categories":1638},[],{"categories":1640},[81],{"categories":1642},[81],{"categories":1644},[],{"categories":1646},[81],{"categories":1648},[101],{"categories":1650},[81],{"categories":1652},[81],{"categories":1654},[75],{"categories":1656},[81],{"categories":1658},[101],{"categories":1660},[47],{"categories":1662},[],{"categories":1664},[81],{"categories":1666},[139],{"categories":1668},[],{"categories":1670},[],{"categories":1672},[],{"categories":1674},[75],{"categories":1676},[101],{"categories":1678},[47],{"categories":1680},[81],{"categories":1682},[122],{"categories":1684},[47],{"categories":1686},[],{"categories":1688},[47],{"categories":1690},[],{"categories":1692},[81],{"categories":1694},[47],{"categories":1696},[81],{"categories":1698},[],{"categories":1700},[81],{"categories":1702},[81],{"categories":1704},[101],{"categories":1706},[122],{"categories":1708},[47],{"categories":1710},[122],{"categories":1712},[78],{"categories":1714},[],{"categories":1716},[],{"categories":1718},[81],{"categories":1720},[75],{"categories":1722},[101],{"categories":1724},[],{"categories":1726},[],{"categories":1728},[132],{"categories":1730},[122],{"categories":1732},[],{"categories":1734},[81],{"categories":1736},[],{"categories":1738},[139],{"categories":1740},[81],{"categories":1742},[396],{"categories":1744},[132],{"categories":1746},[],{"categories":1748},[47],{"categories":1750},[81],{"categories":1752},[47],{"categories":1754},[47],{"categories":1756},[81],{"categories":1758},[],{"categories":1760},[75],{"categories":1762},[81],{"categories":1764},[78],{"categories":1766},[132],{"categories":1768},[122],{"categories":1770},[],{"categories":1772},[],{"categories":1774},[],{"categories":1776},[47],{"categories":1778},[122],{"categories":1780},[101],{"categories":1782},[81],{"categories":1784},[101],{"categories":1786},[122],{"categories":1788},[],{"categories":1790},[122],{"categories":1792},[101],{"categories":1794},[78],{"categories":1796},[81],{"categories":1798},[101],{"categories":1800},[139],{"categories":1802},[],{"categories":1804},[],{"categories":1806},[125],{"categories":1808},[81,132],{"categories":1810},[101],{"categories":1812},[81],{"categories":1814},[47],{"categories":1816},[47],{"categories":1818},[81],{"categories":1820},[],{"categories":1822},[132],{"categories":1824},[81],{"categories":1826},[125],{"categories":1828},[47],{"categories":1830},[139],{"categories":1832},[396],{"categories":1834},[],{"categories":1836},[75],{"categories":1838},[47],{"categories":1840},[47],{"categories":1842},[132],{"categories":1844},[81],{"categories":1846},[81],{"categories":1848},[],{"categories":1850},[],{"categories":1852},[],{"categories":1854},[396],{"categories":1856},[101],{"categories":1858},[81],{"categories":1860},[81],{"categories":1862},[81],{"categories":1864},[],{"categories":1866},[125],{"categories":1868},[78],{"categories":1870},[],{"categories":1872},[47],{"categories":1874},[396],{"categories":1876},[],{"categories":1878},[122],{"categories":1880},[122],{"categories":1882},[],{"categories":1884},[132],{"categories":1886},[122],{"categories":1888},[81],{"categories":1890},[],{"categories":1892},[101],{"categories":1894},[81],{"categories":1896},[122],{"categories":1898},[47],{"categories":1900},[101],{"categories":1902},[],{"categories":1904},[47],{"categories":1906},[122],{"categories":1908},[81],{"categories":1910},[],{"categories":1912},[81],{"categories":1914},[81],{"categories":1916},[396],{"categories":1918},[101],{"categories":1920},[125],{"categories":1922},[125],{"categories":1924},[],{"categories":1926},[],{"categories":1928},[],{"categories":1930},[47],{"categories":1932},[132],{"categories":1934},[132],{"categories":1936},[],{"categories":1938},[],{"categories":1940},[81],{"categories":1942},[],{"categories":1944},[47],{"categories":1946},[81],{"categories":1948},[],{"categories":1950},[81],{"categories":1952},[78],{"categories":1954},[81],{"categories":1956},[139],{"categories":1958},[47],{"categories":1960},[81],{"categories":1962},[132],{"categories":1964},[101],{"categories":1966},[47],{"categories":1968},[],{"categories":1970},[101],{"categories":1972},[47],{"categories":1974},[47],{"categories":1976},[],{"categories":1978},[78],{"categories":1980},[47],{"categories":1982},[],{"categories":1984},[81],{"categories":1986},[75],{"categories":1988},[101],{"categories":1990},[396],{"categories":1992},[47],{"categories":1994},[47],{"categories":1996},[75],{"categories":1998},[81],{"categories":2000},[],{"categories":2002},[],{"categories":2004},[122],{"categories":2006},[81,78],{"categories":2008},[],{"categories":2010},[75],{"categories":2012},[125],{"categories":2014},[81],{"categories":2016},[132],{"categories":2018},[81],{"categories":2020},[47],{"categories":2022},[81],{"categories":2024},[81],{"categories":2026},[101],{"categories":2028},[47],{"categories":2030},[],{"categories":2032},[],{"categories":2034},[47],{"categories":2036},[81],{"categories":2038},[396],{"categories":2040},[],{"categories":2042},[81],{"categories":2044},[47],{"categories":2046},[],{"categories":2048},[81],{"categories":2050},[139],{"categories":2052},[125],{"categories":2054},[47],{"categories":2056},[81],{"categories":2058},[396],{"categories":2060},[],{"categories":2062},[81],{"categories":2064},[139],{"categories":2066},[122],{"categories":2068},[81],{"categories":2070},[],{"categories":2072},[139],{"categories":2074},[101],{"categories":2076},[81],{"categories":2078},[81],{"categories":2080},[75],{"categories":2082},[],{"categories":2084},[],{"categories":2086},[122],{"categories":2088},[81],{"categories":2090},[125],{"categories":2092},[139],{"categories":2094},[139],{"categories":2096},[101],{"categories":2098},[],{"categories":2100},[],{"categories":2102},[81],{"categories":2104},[],{"categories":2106},[81,132],{"categories":2108},[101],{"categories":2110},[47],{"categories":2112},[132],{"categories":2114},[81],{"categories":2116},[75],{"categories":2118},[],{"categories":2120},[],{"categories":2122},[75],{"categories":2124},[139],{"categories":2126},[81],{"categories":2128},[],{"categories":2130},[122,81],{"categories":2132},[396],{"categories":2134},[75],{"categories":2136},[],{"categories":2138},[78],{"categories":2140},[78],{"categories":2142},[81],{"categories":2144},[132],{"categories":2146},[47],{"categories":2148},[101],{"categories":2150},[139],{"categories":2152},[122],{"categories":2154},[81],{"categories":2156},[81],{"categories":2158},[81],{"categories":2160},[75],{"categories":2162},[81],{"categories":2164},[47],{"categories":2166},[101],{"categories":2168},[],{"categories":2170},[],{"categories":2172},[125],{"categories":2174},[132],{"categories":2176},[81],{"categories":2178},[122],{"categories":2180},[125],{"categories":2182},[81],{"categories":2184},[81],{"categories":2186},[47],{"categories":2188},[47],{"categories":2190},[81,78],{"categories":2192},[],{"categories":2194},[122],{"categories":2196},[],{"categories":2198},[81],{"categories":2200},[101],{"categories":2202},[75],{"categories":2204},[75],{"categories":2206},[47],{"categories":2208},[81],{"categories":2210},[78],{"categories":2212},[132],{"categories":2214},[139],{"categories":2216},[],{"categories":2218},[101],{"categories":2220},[81],{"categories":2222},[81],{"categories":2224},[101],{"categories":2226},[132],{"categories":2228},[81],{"categories":2230},[47],{"categories":2232},[101],{"categories":2234},[81],{"categories":2236},[122],{"categories":2238},[81],{"categories":2240},[81],{"categories":2242},[396],{"categories":2244},[86],{"categories":2246},[47],{"categories":2248},[81],{"categories":2250},[101],{"categories":2252},[47],{"categories":2254},[139],{"categories":2256},[81],{"categories":2258},[],{"categories":2260},[81],{"categories":2262},[],{"categories":2264},[],{"categories":2266},[],{"categories":2268},[78],{"categories":2270},[81],{"categories":2272},[47],{"categories":2274},[101],{"categories":2276},[101],{"categories":2278},[101],{"categories":2280},[101],{"categories":2282},[],{"categories":2284},[75],{"categories":2286},[47],{"categories":2288},[101],{"categories":2290},[75],{"categories":2292},[47],{"categories":2294},[81],{"categories":2296},[81,47],{"categories":2298},[47],{"categories":2300},[396],{"categories":2302},[101],{"categories":2304},[101],{"categories":2306},[47],{"categories":2308},[81],{"categories":2310},[],{"categories":2312},[101],{"categories":2314},[139],{"categories":2316},[75],{"categories":2318},[81],{"categories":2320},[81],{"categories":2322},[],{"categories":2324},[132],{"categories":2326},[],{"categories":2328},[75],{"categories":2330},[47],{"categories":2332},[101],{"categories":2334},[81],{"categories":2336},[101],{"categories":2338},[75],{"categories":2340},[101],{"categories":2342},[101],{"categories":2344},[],{"categories":2346},[78],{"categories":2348},[47],{"categories":2350},[101],{"categories":2352},[101],{"categories":2354},[101],{"categories":2356},[101],{"categories":2358},[101],{"categories":2360},[101],{"categories":2362},[101],{"categories":2364},[101],{"categories":2366},[101],{"categories":2368},[101],{"categories":2370},[125],{"categories":2372},[75],{"categories":2374},[81],{"categories":2376},[81],{"categories":2378},[],{"categories":2380},[81,75],{"categories":2382},[],{"categories":2384},[47],{"categories":2386},[101],{"categories":2388},[47],{"categories":2390},[81],{"categories":2392},[81],{"categories":2394},[81],{"categories":2396},[81],{"categories":2398},[81],{"categories":2400},[47],{"categories":2402},[78],{"categories":2404},[122],{"categories":2406},[101],{"categories":2408},[81],{"categories":2410},[],{"categories":2412},[],{"categories":2414},[47],{"categories":2416},[122],{"categories":2418},[81],{"categories":2420},[],{"categories":2422},[],{"categories":2424},[139],{"categories":2426},[81],{"categories":2428},[],{"categories":2430},[],{"categories":2432},[75],{"categories":2434},[78],{"categories":2436},[81],{"categories":2438},[78],{"categories":2440},[122],{"categories":2442},[],{"categories":2444},[101],{"categories":2446},[],{"categories":2448},[122],{"categories":2450},[81],{"categories":2452},[139],{"categories":2454},[],{"categories":2456},[139],{"categories":2458},[],{"categories":2460},[],{"categories":2462},[47],{"categories":2464},[],{"categories":2466},[78],{"categories":2468},[75],{"categories":2470},[122],{"categories":2472},[132],{"categories":2474},[],{"categories":2476},[],{"categories":2478},[81],{"categories":2480},[75],{"categories":2482},[139],{"categories":2484},[],{"categories":2486},[47],{"categories":2488},[47],{"categories":2490},[101],{"categories":2492},[81],{"categories":2494},[47],{"categories":2496},[81],{"categories":2498},[47],{"categories":2500},[81],{"categories":2502},[86],{"categories":2504},[101],{"categories":2506},[],{"categories":2508},[139],{"categories":2510},[132],{"categories":2512},[47],{"categories":2514},[],{"categories":2516},[81],{"categories":2518},[47],{"categories":2520},[78],{"categories":2522},[75],{"categories":2524},[81],{"categories":2526},[122],{"categories":2528},[132],{"categories":2530},[132],{"categories":2532},[81],{"categories":2534},[125],{"categories":2536},[81],{"categories":2538},[47],{"categories":2540},[78],{"categories":2542},[47],{"categories":2544},[81],{"categories":2546},[81],{"categories":2548},[47],{"categories":2550},[101],{"categories":2552},[],{"categories":2554},[75],{"categories":2556},[81],{"categories":2558},[47],{"categories":2560},[81],{"categories":2562},[81],{"categories":2564},[],{"categories":2566},[122],{"categories":2568},[78],{"categories":2570},[101],{"categories":2572},[81],{"categories":2574},[81],{"categories":2576},[122],{"categories":2578},[139],{"categories":2580},[125],{"categories":2582},[81],{"categories":2584},[101],{"categories":2586},[81],{"categories":2588},[47],{"categories":2590},[396],{"categories":2592},[81],{"categories":2594},[47],{"categories":2596},[125],{"categories":2598},[],{"categories":2600},[47],{"categories":2602},[132],{"categories":2604},[122],{"categories":2606},[81],{"categories":2608},[75],{"categories":2610},[78],{"categories":2612},[132],{"categories":2614},[],{"categories":2616},[47],{"categories":2618},[81],{"categories":2620},[],{"categories":2622},[101],{"categories":2624},[],{"categories":2626},[101],{"categories":2628},[81],{"categories":2630},[47],{"categories":2632},[47],{"categories":2634},[47],{"categories":2636},[],{"categories":2638},[],{"categories":2640},[81],{"categories":2642},[81],{"categories":2644},[],{"categories":2646},[122],{"categories":2648},[47],{"categories":2650},[139],{"categories":2652},[75],{"categories":2654},[],{"categories":2656},[],{"categories":2658},[101],{"categories":2660},[132],{"categories":2662},[81],{"categories":2664},[81],{"categories":2666},[81],{"categories":2668},[132],{"categories":2670},[101],{"categories":2672},[122],{"categories":2674},[81],{"categories":2676},[81],{"categories":2678},[81],{"categories":2680},[101],{"categories":2682},[81],{"categories":2684},[101],{"categories":2686},[47],{"categories":2688},[47],{"categories":2690},[132],{"categories":2692},[47],{"categories":2694},[81],{"categories":2696},[132],{"categories":2698},[122],{"categories":2700},[],{"categories":2702},[47],{"categories":2704},[],{"categories":2706},[],{"categories":2708},[],{"categories":2710},[78],{"categories":2712},[81],{"categories":2714},[47],{"categories":2716},[75],{"categories":2718},[47],{"categories":2720},[139],{"categories":2722},[],{"categories":2724},[47],{"categories":2726},[],{"categories":2728},[75],{"categories":2730},[47],{"categories":2732},[],{"categories":2734},[47],{"categories":2736},[81],{"categories":2738},[101],{"categories":2740},[81],{"categories":2742},[47],{"categories":2744},[101],{"categories":2746},[47],{"categories":2748},[132],{"categories":2750},[122],{"categories":2752},[75],{"categories":2754},[],{"categories":2756},[47],{"categories":2758},[122],{"categories":2760},[396],{"categories":2762},[101],{"categories":2764},[81],{"categories":2766},[122],{"categories":2768},[75],{"categories":2770},[],{"categories":2772},[47],{"categories":2774},[47],{"categories":2776},[81],{"categories":2778},[],{"categories":2780},[47],{"categories":2782},[86],{"categories":2784},[101],{"categories":2786},[47],{"categories":2788},[78],{"categories":2790},[],{"categories":2792},[81],{"categories":2794},[86],{"categories":2796},[81],{"categories":2798},[47],{"categories":2800},[101],{"categories":2802},[75],{"categories":2804},[396],{"categories":2806},[81],{"categories":2808},[81],{"categories":2810},[81],{"categories":2812},[101],{"categories":2814},[78],{"categories":2816},[81],{"categories":2818},[122],{"categories":2820},[101],{"categories":2822},[396],{"categories":2824},[81],{"categories":2826},[],{"categories":2828},[],{"categories":2830},[396],{"categories":2832},[125],{"categories":2834},[47],{"categories":2836},[47],{"categories":2838},[101],{"categories":2840},[81],{"categories":2842},[75],{"categories":2844},[122],{"categories":2846},[47],{"categories":2848},[81],{"categories":2850},[139],{"categories":2852},[81],{"categories":2854},[47],{"categories":2856},[],{"categories":2858},[81],{"categories":2860},[81],{"categories":2862},[101],{"categories":2864},[75],{"categories":2866},[],{"categories":2868},[81],{"categories":2870},[81],{"categories":2872},[132],{"categories":2874},[122],{"categories":2876},[81,47],{"categories":2878},[139,78],{"categories":2880},[81],{"categories":2882},[],{"categories":2884},[47],{"categories":2886},[],{"categories":2888},[132],{"categories":2890},[81],{"categories":2892},[101],{"categories":2894},[],{"categories":2896},[47],{"categories":2898},[],{"categories":2900},[122],{"categories":2902},[47],{"categories":2904},[75],{"categories":2906},[47],{"categories":2908},[81],{"categories":2910},[396],{"categories":2912},[139],{"categories":2914},[78],{"categories":2916},[78],{"categories":2918},[75],{"categories":2920},[75],{"categories":2922},[81],{"categories":2924},[47],{"categories":2926},[81],{"categories":2928},[81],{"categories":2930},[75],{"categories":2932},[81],{"categories":2934},[139],{"categories":2936},[101],{"categories":2938},[81],{"categories":2940},[47],{"categories":2942},[81],{"categories":2944},[],{"categories":2946},[132],{"categories":2948},[],{"categories":2950},[47],{"categories":2952},[75],{"categories":2954},[],{"categories":2956},[396],{"categories":2958},[81],{"categories":2960},[],{"categories":2962},[101],{"categories":2964},[47],{"categories":2966},[132],{"categories":2968},[81],{"categories":2970},[47],{"categories":2972},[132],{"categories":2974},[47],{"categories":2976},[101],{"categories":2978},[75],{"categories":2980},[101],{"categories":2982},[132],{"categories":2984},[81],{"categories":2986},[122],{"categories":2988},[81],{"categories":2990},[81],{"categories":2992},[81],{"categories":2994},[81],{"categories":2996},[47],{"categories":2998},[81],{"categories":3000},[47],{"categories":3002},[81],{"categories":3004},[75],{"categories":3006},[81],{"categories":3008},[47],{"categories":3010},[122],{"categories":3012},[75],{"categories":3014},[47],{"categories":3016},[122],{"categories":3018},[],{"categories":3020},[81],{"categories":3022},[81],{"categories":3024},[132],{"categories":3026},[],{"categories":3028},[47],{"categories":3030},[139],{"categories":3032},[81],{"categories":3034},[101],{"categories":3036},[139],{"categories":3038},[47],{"categories":3040},[78],{"categories":3042},[78],{"categories":3044},[81],{"categories":3046},[75],{"categories":3048},[],{"categories":3050},[81],{"categories":3052},[],{"categories":3054},[75],{"categories":3056},[81],{"categories":3058},[47],{"categories":3060},[47],{"categories":3062},[],{"categories":3064},[132],{"categories":3066},[132],{"categories":3068},[139],{"categories":3070},[122],{"categories":3072},[],{"categories":3074},[81],{"categories":3076},[75],{"categories":3078},[81],{"categories":3080},[132],{"categories":3082},[75],{"categories":3084},[101],{"categories":3086},[101],{"categories":3088},[],{"categories":3090},[101],{"categories":3092},[47],{"categories":3094},[122],{"categories":3096},[125],{"categories":3098},[81],{"categories":3100},[],{"categories":3102},[101],{"categories":3104},[132],{"categories":3106},[78],{"categories":3108},[81],{"categories":3110},[75],{"categories":3112},[396],{"categories":3114},[75],{"categories":3116},[],{"categories":3118},[],{"categories":3120},[101],{"categories":3122},[],{"categories":3124},[47],{"categories":3126},[47],{"categories":3128},[47],{"categories":3130},[],{"categories":3132},[81],{"categories":3134},[],{"categories":3136},[101],{"categories":3138},[75],{"categories":3140},[122],{"categories":3142},[81],{"categories":3144},[101],{"categories":3146},[101],{"categories":3148},[],{"categories":3150},[101],{"categories":3152},[75],{"categories":3154},[81],{"categories":3156},[],{"categories":3158},[47],{"categories":3160},[47],{"categories":3162},[75],{"categories":3164},[],{"categories":3166},[],{"categories":3168},[],{"categories":3170},[122],{"categories":3172},[47],{"categories":3174},[81],{"categories":3176},[],{"categories":3178},[],{"categories":3180},[],{"categories":3182},[122],{"categories":3184},[],{"categories":3186},[75],{"categories":3188},[],{"categories":3190},[],{"categories":3192},[122],{"categories":3194},[81],{"categories":3196},[101],{"categories":3198},[],{"categories":3200},[139],{"categories":3202},[101],{"categories":3204},[139],{"categories":3206},[81],{"categories":3208},[],{"categories":3210},[],{"categories":3212},[47],{"categories":3214},[],{"categories":3216},[],{"categories":3218},[47],{"categories":3220},[81],{"categories":3222},[],{"categories":3224},[47],{"categories":3226},[101],{"categories":3228},[139],{"categories":3230},[125],{"categories":3232},[47],{"categories":3234},[47],{"categories":3236},[],{"categories":3238},[],{"categories":3240},[],{"categories":3242},[101],{"categories":3244},[],{"categories":3246},[],{"categories":3248},[122],{"categories":3250},[75],{"categories":3252},[],{"categories":3254},[78],{"categories":3256},[139],{"categories":3258},[81],{"categories":3260},[132],{"categories":3262},[75],{"categories":3264},[125],{"categories":3266},[78],{"categories":3268},[132],{"categories":3270},[],{"categories":3272},[],{"categories":3274},[47],{"categories":3276},[75],{"categories":3278},[122],{"categories":3280},[75],{"categories":3282},[47],{"categories":3284},[396],{"categories":3286},[47],{"categories":3288},[],{"categories":3290},[81],{"categories":3292},[101],{"categories":3294},[132],{"categories":3296},[],{"categories":3298},[122],{"categories":3300},[101],{"categories":3302},[75],{"categories":3304},[47],{"categories":3306},[81],{"categories":3308},[78],{"categories":3310},[47,396],{"categories":3312},[47],{"categories":3314},[132],{"categories":3316},[81],{"categories":3318},[125],{"categories":3320},[139],{"categories":3322},[47],{"categories":3324},[],{"categories":3326},[47],{"categories":3328},[81],{"categories":3330},[78],{"categories":3332},[],{"categories":3334},[],{"categories":3336},[81],{"categories":3338},[125],{"categories":3340},[81],{"categories":3342},[],{"categories":3344},[101],{"categories":3346},[],{"categories":3348},[101],{"categories":3350},[132],{"categories":3352},[47],{"categories":3354},[81],{"categories":3356},[139],{"categories":3358},[132],{"categories":3360},[],{"categories":3362},[101],{"categories":3364},[81],{"categories":3366},[],{"categories":3368},[81],{"categories":3370},[47],{"categories":3372},[81],{"categories":3374},[47],{"categories":3376},[81],{"categories":3378},[81],{"categories":3380},[81],{"categories":3382},[81],{"categories":3384},[78],{"categories":3386},[],{"categories":3388},[86],{"categories":3390},[101],{"categories":3392},[81],{"categories":3394},[],{"categories":3396},[132],{"categories":3398},[81],{"categories":3400},[81],{"categories":3402},[47],{"categories":3404},[101],{"categories":3406},[81],{"categories":3408},[81],{"categories":3410},[78],{"categories":3412},[47],{"categories":3414},[122],{"categories":3416},[],{"categories":3418},[125],{"categories":3420},[81],{"categories":3422},[],{"categories":3424},[101],{"categories":3426},[139],{"categories":3428},[],{"categories":3430},[],{"categories":3432},[101],{"categories":3434},[101],{"categories":3436},[139],{"categories":3438},[75],{"categories":3440},[47],{"categories":3442},[47],{"categories":3444},[81],{"categories":3446},[78],{"categories":3448},[],{"categories":3450},[],{"categories":3452},[101],{"categories":3454},[125],{"categories":3456},[132],{"categories":3458},[47],{"categories":3460},[122],{"categories":3462},[125],{"categories":3464},[125],{"categories":3466},[],{"categories":3468},[101],{"categories":3470},[81],{"categories":3472},[81],{"categories":3474},[132],{"categories":3476},[],{"categories":3478},[101],{"categories":3480},[101],{"categories":3482},[101],{"categories":3484},[],{"categories":3486},[47],{"categories":3488},[81],{"categories":3490},[],{"categories":3492},[75],{"categories":3494},[78],{"categories":3496},[],{"categories":3498},[81],{"categories":3500},[81],{"categories":3502},[],{"categories":3504},[132],{"categories":3506},[],{"categories":3508},[],{"categories":3510},[],{"categories":3512},[],{"categories":3514},[81],{"categories":3516},[101],{"categories":3518},[],{"categories":3520},[],{"categories":3522},[81],{"categories":3524},[81],{"categories":3526},[81],{"categories":3528},[125],{"categories":3530},[81],{"categories":3532},[125],{"categories":3534},[],{"categories":3536},[125],{"categories":3538},[125],{"categories":3540},[396],{"categories":3542},[47],{"categories":3544},[132],{"categories":3546},[],{"categories":3548},[],{"categories":3550},[125],{"categories":3552},[132],{"categories":3554},[132],{"categories":3556},[132],{"categories":3558},[],{"categories":3560},[75],{"categories":3562},[132],{"categories":3564},[132],{"categories":3566},[75],{"categories":3568},[132],{"categories":3570},[78],{"categories":3572},[132],{"categories":3574},[132],{"categories":3576},[132],{"categories":3578},[125],{"categories":3580},[101],{"categories":3582},[101],{"categories":3584},[81],{"categories":3586},[132],{"categories":3588},[125],{"categories":3590},[396],{"categories":3592},[125],{"categories":3594},[125],{"categories":3596},[125],{"categories":3598},[],{"categories":3600},[78],{"categories":3602},[],{"categories":3604},[396],{"categories":3606},[132],{"categories":3608},[132],{"categories":3610},[132],{"categories":3612},[47],{"categories":3614},[101,78],{"categories":3616},[125],{"categories":3618},[],{"categories":3620},[],{"categories":3622},[125],{"categories":3624},[],{"categories":3626},[125],{"categories":3628},[101],{"categories":3630},[47],{"categories":3632},[],{"categories":3634},[132],{"categories":3636},[81],{"categories":3638},[122],{"categories":3640},[],{"categories":3642},[81],{"categories":3644},[],{"categories":3646},[101],{"categories":3648},[75],{"categories":3650},[125],{"categories":3652},[],{"categories":3654},[132],{"categories":3656},[101],[3658,3763,3901,3985],{"id":3659,"title":3660,"ai":3661,"body":3666,"categories":3730,"created_at":48,"date_modified":48,"description":40,"extension":50,"faq":48,"featured":51,"kicker_label":48,"meta":3731,"navigation":53,"path":3749,"published_at":3750,"question":48,"scraped_at":3751,"seo":3752,"sitemap":3753,"source_id":3754,"source_name":3755,"source_type":3756,"source_url":3757,"stem":3758,"tags":3759,"thumbnail_url":48,"tldr":3760,"tweet":48,"unknown_tags":3761,"__hash__":3762},"summaries\u002Fsummaries\u002F4d25079606be09fa-automate-business-process-maps-with-claude-cowork-summary.md","Automate Business Process Maps with Claude Cowork",{"provider":7,"model":8,"input_tokens":3662,"output_tokens":3663,"processing_time_ms":3664,"cost_usd":3665},5290,1708,7009,0.00188935,{"type":14,"value":3667,"toc":3725},[3668,3672,3680,3683,3690,3693,3697,3703,3706,3709,3712,3716,3719,3722],[17,3669,3671],{"id":3670},"build-reusable-business-mapping-skill-in-claude-cowork","Build Reusable Business Mapping Skill in Claude Cowork",[22,3673,3674,3675,3679],{},"Add a custom connector in Claude Cowork: Go to Customize > Connectors > Add Custom Connector, name it, and enter ",[3676,3677,3678],"code",{},"mcp.draw.io\u002Fmcp",". This enables AI-generated diagrams via draw.io integration.",[22,3681,3682],{},"Use a pre-built prompt (available at grow.vibeconsultant.com\u002Fn8n-template-yt) to create the skill. Claude generates 8 files with nearly 2,000 lines of code, including a 5-step swimlane placement algorithm, cross-map lane arrow parenting to pools, workflow breakdown, interview processing, XML map generation, and scoring. Save the skill natively by prompting Claude if the option doesn't appear automatically—e.g., \"Give me the save skill option without moving folders.\"",[22,3684,3685,3686,3689],{},"The skill handles seven key technical elements: breaking transcripts into workflows, processing interviews, algorithmic placement, XML output for diagrams, and scoring for accuracy. Once saved to your workspace (via Manage), invoke with ",[3676,3687,3688],{},"\u002Fbusiness workflow"," for instant reuse across audits.",[22,3691,3692],{},"This setup turns painful manual mapping into an automated plugin, producing production-ready outputs without coding from scratch.",[17,3694,3696],{"id":3695},"extract-workflows-from-transcripts-for-instant-diagrams","Extract Workflows from Transcripts for Instant Diagrams",[22,3698,3699,3700,3702],{},"Upload interview transcripts directly into Claude Cowork after invoking ",[3676,3701,3688],{},". Provide minimal context like \"Run the business workflow plugin with these transcripts,\" and let the skill process them.",[22,3704,3705],{},"For a SaaS company like Metaflow (185 employees), it auto-generates a master diagram plus department-specific ones: proposal creation, QBRs, sales cycles, engineering handoffs to CTO\u002Flead\u002Fproduction, and AI\u002Ftool futures. Outputs seven detailed swimlane maps showing roles (e.g., engineer to CTO) and processes with arrows for flow.",[22,3707,3708],{},"Processing takes ~15 minutes while you multitask, versus 5-7 hours manually. The skill identifies overlaps automatically but flags them for quick human tweaks, ensuring diagrams reflect real business flows without starting from blank canvases.",[22,3710,3711],{},"Trade-off: Raw outputs are XML code—import to diagrams.net (File > Import from Device) to visualize tabs for each map. Minor drags (e.g., overlapping elements) fix in seconds by nudging shapes, reclaiming massive time for consultants or owners auditing processes.",[17,3713,3715],{"id":3714},"refine-and-scale-for-ai-audits-and-client-wins","Refine and Scale for AI Audits and Client Wins",[22,3717,3718],{},"In diagrams.net, multi-tab files separate maps (e.g., prompt Claude for \"one file with different tabs\" to consolidate). Swimlanes clearly delineate responsibilities—engineer tasks feed to CTO, then production—highlighting AI integration opportunities like tool futures.",[22,3720,3721],{},"This automation scales for consistent client deliverables: visualize any business from transcripts alone, exposing inefficiencies for AI upgrades. For AI consultants, it streamlines audits, enabling 4-6 figure deals by focusing on strategy over grunt work.",[22,3723,3724],{},"Prompt Claude iteratively for refinements—\"fix overlaps\" or \"add more context\"—leveraging its self-knowledge. Result: Minutes to map complex orgs (185+ people), freeing capacity for high-value tasks like community-built tools in Vibe Consultant Community.",{"title":40,"searchDepth":41,"depth":41,"links":3726},[3727,3728,3729],{"id":3670,"depth":41,"text":3671},{"id":3695,"depth":41,"text":3696},{"id":3714,"depth":41,"text":3715},[47],{"content_references":3732,"triage":3744},[3733,3737,3739],{"type":3734,"title":3735,"context":3736},"tool","Claude Cowork","mentioned",{"type":3734,"title":3738,"context":3736},"diagrams.net",{"type":3740,"title":3741,"url":3742,"context":3743},"other","n8n Template (Prompt & Templates)","https:\u002F\u002Fgrow.vibeconsultant.com\u002Fn8n-template-yt","recommended",{"relevance":3745,"novelty":3746,"quality":3746,"actionability":3745,"composite":3747,"reasoning":3748},5,4,4.55,"Category: AI Automation. The article provides a detailed guide on automating business process mapping using Claude Cowork, addressing a specific pain point of time-consuming manual mapping. It includes actionable steps for setting up a custom connector and using a pre-built prompt, making it immediately applicable for users looking to streamline their workflows.","\u002Fsummaries\u002F4d25079606be09fa-automate-business-process-maps-with-claude-cowork-summary","2026-04-08 14:00:00","2026-04-21 15:25:22",{"title":3660,"description":40},{"loc":3749},"4d25079606be09fa","AI Summaries (evaluation playlist)","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=jG6qBIr17k4","summaries\u002F4d25079606be09fa-automate-business-process-maps-with-claude-cowork-summary",[65,67,66,68],"Generate swimlane diagrams from interview transcripts in Claude Cowork using a custom draw.io connector and pre-built skill, saving 5-7 hours per AI audit by automating workflow mapping.",[68],"SoGqtbHk38YX1TCwitI7fc_AdFN5wGTxVbeGJI9YBKc",{"id":3764,"title":3765,"ai":3766,"body":3771,"categories":3875,"created_at":48,"date_modified":48,"description":40,"extension":50,"faq":48,"featured":51,"kicker_label":48,"meta":3876,"navigation":53,"path":3889,"published_at":3890,"question":48,"scraped_at":3890,"seo":3891,"sitemap":3892,"source_id":3893,"source_name":3894,"source_type":3756,"source_url":3895,"stem":3896,"tags":3897,"thumbnail_url":48,"tldr":3898,"tweet":48,"unknown_tags":3899,"__hash__":3900},"summaries\u002Fsummaries\u002Fce943383d65893df-codex-prompts-automate-finance-reporting-and-model-summary.md","Codex Prompts Automate Finance Reporting and Models",{"provider":7,"model":8,"input_tokens":3767,"output_tokens":3768,"processing_time_ms":3769,"cost_usd":3770},7986,2056,33845,0.00211835,{"type":14,"value":3772,"toc":3870},[3773,3777,3780,3800,3803,3806,3810,3813,3827,3830,3847,3851,3854,3867],[17,3774,3776],{"id":3775},"generate-review-ready-narratives-and-reporting-packs","Generate Review-Ready Narratives and Reporting Packs",[22,3778,3779],{},"Finance teams draft executive narratives and refresh recurring CFO\u002Fboard packs by uploading close workbooks, revenue\u002Fexpense dashboards, prior MBRs\u002Fdecks, forecast updates, cash views, owner notes, and Slack\u002Femail threads. Codex analyzes variances from forecast, risks, CFO prep questions, and changes since last period, producing Word docs or updated PPTs\u002FPDFs with cited sources for every material number.",[22,3781,3782,3783,3787,3788,3791,3792,3795,3796,3799],{},"Core prompt structure: \"Prepare ",[3784,3785,3786],"span",{},"period"," ",[3784,3789,3790],{},"MBR\u002FCFO pack"," for ",[3784,3793,3794],{},"team\u002Fbusiness",". Use ",[3784,3797,3798],{},"list files\u002Fcontext",". Draft narrative\u002Fpack with key variances, changes since forecast, risks, questions, follow-ups. Cite tab\u002Fdashboard\u002Fnote for each number. Flag missing support or open items.\"",[22,3801,3802],{},"Customization: Specify audience, priority metrics, unchanged sections, and output format (e.g., Word doc named 'Monthly Business Review Narrative'). Plugins like Google Drive, SharePoint, Spreadsheets, Presentations, Slack, Teams, Gmail\u002FOutlook pull in files directly. Example for April Enterprise Sales MBR uses 'April Close Workbook.xlsx', 'April Revenue Dashboard', prior MBR deck, and #finance-close channel—outputs sourced narrative ready for owner review, saving hours on first drafts.",[22,3804,3805],{},"For packs: Refresh metrics, deltas, charts, commentary from latest KPI dashboard and forecast model; summarize changes and flag slides needing review. Do not invent metrics—unsupported numbers get flagged.",[17,3807,3809],{"id":3808},"clean-models-and-build-variance-bridges","Clean Models and Build Variance Bridges",[22,3811,3812],{},"Before leadership reviews, Codex audits workbooks for structure issues (hardcodes, broken links, circulars, sign errors, period labels, checks) and makes safe fixes while flagging business assumptions for owners. Outputs cleaned .xlsx plus QA memo ranked by severity, focusing on key tabs like Revenue Drivers, Headcount Plan, Cash Forecast.",[22,3814,3815,3816,3791,3819,3822,3823,3826],{},"Prompt: \"Clean\u002Freview ",[3784,3817,3818],{},"model",[3784,3820,3821],{},"audience",". Check ",[3784,3824,3825],{},"structure\u002Fformulas\u002Fetc.",". Make safe changes, flag assumptions. Return cleaned model + QA memo with risks, fixes, review needs.\"",[22,3828,3829],{},"Customization: Prioritize tabs, define safe changes. Example for FY27 Operating Plan pays special attention to Exec Summary tab.",[22,3831,3832,3833,3787,3835,3838,3839,3842,3843,3846],{},"For variances: Bridge actuals vs. budget\u002Fforecast across revenue, gross margin, opex, EBITDA, FCF, balance sheet using close books, trackers, dashboards. Reconciles breaks, drafts owner questions, cites drivers. Prompt: \"Explain ",[3784,3834,3786],{},[3784,3836,3837],{},"comparison"," variance. Use ",[3784,3840,3841],{},"files",". Build bridge across ",[3784,3844,3845],{},"lines",". Flag unsupported, cite sources.\" Example for April forecast-to-actual uses FY26 Budget.xlsx, March Forecast.xlsx, Opex Tracker—separates confirmed drivers from queries.",[17,3848,3850],{"id":3849},"refresh-forecasts-with-scenarios","Refresh Forecasts with Scenarios",[22,3852,3853],{},"Update operating\u002Fdriver models, headcount\u002Fcash plans against actuals and assumptions to build base\u002Fdownside\u002Fupside cases. Outputs scenarios with sensitivities, cash\u002Fhiring impacts, trigger points, recommendations, and approval lists—includes sensitivity tables.",[22,3855,3856,3857,3791,3860,3795,3863,3866],{},"Prompt: \"Refresh ",[3784,3858,3859],{},"plan",[3784,3861,3862],{},"business",[3784,3864,3865],{},"models\u002Factuals\u002Fnotes",". Create scenarios with drivers, impacts, triggers, rec. Include sensitivity table, flag assumptions.\"",[22,3868,3869],{},"Customization: Define scenarios, approval needs, leadership outputs. Example for FY27 Enterprise forecast uses Revenue Driver Model.xlsx, 13 Week Cash Forecast.xlsx, #fy27-planning notes—flags overwrites, summarizes implications. Plugins enable seamless spreadsheet\u002Fpresentation handling, turning weekly updates into minutes of prompting.",{"title":40,"searchDepth":41,"depth":41,"links":3871},[3872,3873,3874],{"id":3775,"depth":41,"text":3776},{"id":3808,"depth":41,"text":3809},{"id":3849,"depth":41,"text":3850},[47],{"content_references":3877,"triage":3887},[3878,3881,3884],{"type":3740,"title":3879,"url":3880,"context":3743},"Codex for everyday work on-demand webinar","https:\u002F\u002Facademy.openai.com\u002Fhome\u002Fclubs\u002Fwork-users-ynjqu\u002Fvideos\u002Fcodex-for-everyday-work-recording-2026-05-06",{"type":3740,"title":3882,"url":3883,"context":3743},"Codex for Work hub","https:\u002F\u002Fopenai.com\u002Facademy\u002Fcodex-for-work\u002F",{"type":3740,"title":3885,"url":3886,"context":3743},"Top 10 Codex for Work use cases","https:\u002F\u002Fopenai.com\u002Facademy\u002Ftop-10-use-cases-codex-for-work\u002F",{"relevance":3745,"novelty":3746,"quality":3746,"actionability":3745,"composite":3747,"reasoning":3888},"Category: AI Automation. The article provides a detailed explanation of how finance teams can leverage Codex for automating reporting and model cleanup, addressing a specific pain point of efficiency in finance workflows. It includes concrete examples of prompts and outputs, making it immediately actionable for users looking to implement these practices.","\u002Fsummaries\u002Fce943383d65893df-codex-prompts-automate-finance-reporting-and-model-summary","2026-05-13 12:01:01",{"title":3765,"description":40},{"loc":3889},"ce943383d65893df","OpenAI News","https:\u002F\u002Fopenai.com\u002Facademy\u002Fhow-finance-teams-use-codex","summaries\u002Fce943383d65893df-codex-prompts-automate-finance-reporting-and-model-summary",[67,65,66],"Finance teams cut assembly time on MBR narratives, model cleanups, CFO packs, variance bridges, and forecasts by feeding Codex existing spreadsheets, dashboards, and notes via copy-paste prompts that cite sources and flag risks—no coding required.",[],"FATmC96IjW_7Yem-_VCsjtsksQHU1eDjoZccndvcfqQ",{"id":3902,"title":3903,"ai":3904,"body":3909,"categories":3957,"created_at":48,"date_modified":48,"description":40,"extension":50,"faq":48,"featured":51,"kicker_label":48,"meta":3958,"navigation":53,"path":3972,"published_at":3973,"question":48,"scraped_at":3974,"seo":3975,"sitemap":3976,"source_id":3977,"source_name":3978,"source_type":3756,"source_url":3979,"stem":3980,"tags":3981,"thumbnail_url":48,"tldr":3982,"tweet":48,"unknown_tags":3983,"__hash__":3984},"summaries\u002Fsummaries\u002F92257ec79088fb0b-n8n-official-mcp-23-tools-for-ai-workflow-building-summary.md","n8n Official MCP: 23 Tools for AI Workflow Building",{"provider":7,"model":8,"input_tokens":3905,"output_tokens":3906,"processing_time_ms":3907,"cost_usd":3908},5645,1673,18612,0.00194285,{"type":14,"value":3910,"toc":3951},[3911,3915,3918,3921,3925,3928,3931,3935,3938,3941,3944,3948],[17,3912,3914],{"id":3913},"use-n8n-mcp-to-turn-prompts-into-runnable-workflows","Use n8n MCP to Turn Prompts into Runnable Workflows",[22,3916,3917],{},"n8n excels for small, deterministic workflows where you know inputs and outputs—no AI agency needed. It saves tokens and costs compared to agentic platforms, ideal for rationing AI usage as inference prices rise. Hybrid setups pipe n8n workflows to Claude via webhooks or smaller models from OpenRouter.",[22,3919,3920],{},"The MCP server bridges AI agents to n8n: prompt Claude to describe a workflow (e.g., daily Gmail check at noon for reply-needed threads, then Telegram summary if any). Agent uses SDK to generate TypeScript code, validates\u002Flints for errors, converts to JSON, imports to n8n canvas, and runs it. If specific enough, it works first try; otherwise, iterates on errors. Demo created a basic Gmail-to-Telegram workflow instantly, fixing credential issues on retry.",[17,3922,3924],{"id":3923},"quick-setup-for-remote-access-everywhere","Quick Setup for Remote Access Everywhere",[22,3926,3927],{},"Update n8n to enable MCP at instance level—opt-in per workflow via 'enable workflows' toggle. Get connection via OAuth (for Claude) or JSON access token (paste into MCP.json for IDEs like Cursor).",[22,3929,3930],{},"In Claude: Add as remote connector (customize > add custom > paste OAuth URL, authenticate). Gains 25 tools including getExecution, getWorkflowDetails, validateWorkflow, publishWorkflow, testWorkflow, createWorkflowFromCode, updateWorkflow. Remote setup works across Claude desktop\u002Fweb\u002Fmobile\u002Fcode—no local Docker needed, unlike alternatives.",[17,3932,3934],{"id":3933},"official-beats-unofficial-on-cleanliness-lags-on-efficiency","Official Beats Unofficial on Cleanliness, Lags on Efficiency",[22,3936,3937],{},"Official (public preview) adds 23 tools over prior version, cleaner context (no token-bloating docs), remote access. But updateWorkflow rebuilds entire workflow from scratch—wastes tokens, risks breaks (e.g., re-imported full JSON after logic fix).",[22,3939,3940],{},"Unofficial n8n-MCP (Czlonkowski) includes skills\u002Fdocs for better agent understanding, partial updates (n8nUpdatePartialWorkflow for surgical edits), full executions tooling (list\u002Fget\u002Fdelete by ID vs official's getExecution needing exact ID). Drawbacks: Docker required, bloats context. Official uses more tokens on iterations; unofficial token-efficient for building\u002Fdebugging.",[22,3942,3943],{},"They complement: official for quick remote builds, unofficial for precise iterations.",[17,3945,3947],{"id":3946},"verdict-official-advances-n8n-ai-integration-pair-with-unofficial","Verdict: Official Advances n8n AI Integration, Pair with Unofficial",[22,3949,3950],{},"Official MCP is a step forward—remote, validates pre-runtime—but rough edges make it less capable than unofficial for production iteration. Install both for scenarios: official shines remotely (even on phone), unofficial for token savings and partial fixes. n8n isn't dead; pick tools by need—workflows for deterministic tasks, agents when agency fits.",{"title":40,"searchDepth":41,"depth":41,"links":3952},[3953,3954,3955,3956],{"id":3913,"depth":41,"text":3914},{"id":3923,"depth":41,"text":3924},{"id":3933,"depth":41,"text":3934},{"id":3946,"depth":41,"text":3947},[47],{"content_references":3959,"triage":3969},[3960,3963,3966],{"type":3740,"title":3961,"url":3962,"context":3736},"Official n8n MCP Docs","https:\u002F\u002Fdocs.n8n.io\u002Fadvanced-ai\u002Fmcp\u002Faccessing-n8n-mcp-server\u002F",{"type":3740,"title":3964,"url":3965,"context":3736},"n8n MCP Server Announcement","https:\u002F\u002Fblog.n8n.io\u002Fn8n-mcp-server\u002F",{"type":3734,"title":3967,"url":3968,"context":3736},"n8n-MCP (Czlonkowski)","https:\u002F\u002Fgithub.com\u002Fczlonkowski\u002Fn8n-mcp",{"relevance":3745,"novelty":3746,"quality":3746,"actionability":3746,"composite":3970,"reasoning":3971},4.35,"Category: AI Automation. The article provides a detailed overview of n8n's MCP server and its new tools for AI workflow building, directly addressing the audience's need for practical automation solutions. It includes specific examples of how to set up and use the tools, making it actionable for developers looking to integrate AI into their workflows.","\u002Fsummaries\u002F92257ec79088fb0b-n8n-official-mcp-23-tools-for-ai-workflow-building-summary","2026-05-06 21:14:41","2026-05-07 11:04:32",{"title":3903,"description":40},{"loc":3972},"b18448d36c413fc2","JeredBlu","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=a9NmOJuFMX0","summaries\u002F92257ec79088fb0b-n8n-official-mcp-23-tools-for-ai-workflow-building-summary",[65,66,68],"n8n's upgraded official MCP server adds 23 tools to let AI agents like Claude build, validate, and deploy workflows remotely. It beats unofficial versions on accessibility but lags in token-efficient partial updates.",[68],"lLKgHCXz5daeax7AKf7F7GFYucwuyFEdvl4dB0OH4CU",{"id":3986,"title":3987,"ai":3988,"body":3993,"categories":4042,"created_at":48,"date_modified":48,"description":40,"extension":50,"faq":48,"featured":51,"kicker_label":48,"meta":4043,"navigation":53,"path":4060,"published_at":4061,"question":48,"scraped_at":4062,"seo":4063,"sitemap":4064,"source_id":4065,"source_name":4066,"source_type":3756,"source_url":4067,"stem":4068,"tags":4069,"thumbnail_url":48,"tldr":4070,"tweet":48,"unknown_tags":4071,"__hash__":4072},"summaries\u002Fsummaries\u002F7783931b86ccc4a9-hyperframes-ai-pipeline-for-website-to-cinematic-v-summary.md","Hyperframes: AI Pipeline for Website-to-Cinematic Videos",{"provider":7,"model":8,"input_tokens":3989,"output_tokens":3990,"processing_time_ms":3991,"cost_usd":3992},6240,1462,8861,0.00147215,{"type":14,"value":3994,"toc":4037},[3995,3999,4002,4017,4021,4024,4027,4031,4034],[17,3996,3998],{"id":3997},"html-beats-react-for-ai-driven-video-animations","HTML Beats React for AI-Driven Video Animations",[22,4000,4001],{},"Hyperframes outperforms Remotion for programmatic videos because it uses plain HTML compositions instead of React components, enabling smoother, more natural animations via AI agents. Paste any landing page, design system, or CodePen demo directly into HTML for animation—React's abstractions make visuals clunky (e.g., unnatural movements in side-by-side prompt tests). This DOM-based renderer suits AI writing videos and visual editors, as HTML expresses visuals more intuitively. Trade-off: Still early-stage AI quality, but user prompts and data improve outputs over time.",[22,4003,4004,4005,4008,4009,4012,4013,4016],{},"Setup takes minutes in Claude Code: Install via ",[3676,4006,4007],{},"npx create-hyperframes-app",", add GSAP skills for professional animations (smooth, playful effects from Webflow's library). Cold start with descriptive prompts (e.g., \"10-second intro with fade-outs, specific colors\u002Ftypography\") generates previewable compositions—run ",[3676,4010,4011],{},"hyperframes preview"," for editor view, ",[3676,4014,4015],{},"hyperframes render"," for MP4 export.",[17,4018,4020],{"id":4019},"_7-step-pipeline-transforms-websites-into-product-videos","7-Step Pipeline Transforms Websites into Product Videos",[22,4022,4023],{},"Warm start pulls any URL (e.g., linear.app, framer.com) through an automated 7-step agent pipeline: (1) Capture (DOM\u002Ftext summary), (2) Design, (3) Script, (4) Storyboard, (5) VO timing, (6) Build, (7) Validate. Each step outputs artifacts feeding the next—agents auto-trigger on URL + video requests like \"product launch\" or \"brand reel.\"",[22,4025,4026],{},"Prompt example: \"Create a 20-second product launch video from linear.app. Make it feel like an Apple Keynote announcement.\" Results: Logo SVG growth, UI popups, particle effects, purpose-built taglines—cinematic without manual keyframes. Works on Airbnb, Twitter, YouTube too. Pipeline runs in Claude Code, producing editable previews for iteration.",[17,4028,4030],{"id":4029},"gemini-vision-and-prompt-vocab-boost-quality","Gemini Vision and Prompt Vocab Boost Quality",[22,4032,4033],{},"Default captures use DOM context (text, headings, CSS); add Gemini API key (.env file) for vision-powered descriptions (e.g., detailed image breakdowns), yielding richer assets. Prompt tweaks from Hyperframes guide refine outputs: \"Swap to dark mode, add fade-out, lower third at 3s with name\u002Ftitle.\" Vocabulary shifts like \"Apple Keynote announcement,\" caption tones, transitions, audio-reactive animations elevate results—feed the full guide to Claude for custom skills.",[22,4035,4036],{},"Iterate by continuing chats (e.g., fix logos via Figma SVGs). For founders\u002Fdesigners\u002Fdevs, this cuts video production from hours to seconds, though high-end polish needs refinement.",{"title":40,"searchDepth":41,"depth":41,"links":4038},[4039,4040,4041],{"id":3997,"depth":41,"text":3998},{"id":4019,"depth":41,"text":4020},{"id":4029,"depth":41,"text":4030},[47],{"content_references":4044,"triage":4056},[4045,4048,4053],{"type":3734,"title":4046,"url":4047,"context":3736},"Hyperframes by HeyGen","https:\u002F\u002Fhyperframes.heygen.com\u002Fquickstart",{"type":3740,"title":4049,"author":4050,"url":4051,"context":4052},"Hyperframes vs Remotion article","Bin Liu","https:\u002F\u002Fx.com\u002Fliu8in\u002Fstatus\u002F2046337462604279828","cited",{"type":3734,"title":4054,"url":4055,"context":3736},"GSAP Animation Library","https:\u002F\u002Fgsap.com\u002F",{"relevance":3746,"novelty":4057,"quality":3746,"actionability":3746,"composite":4058,"reasoning":4059},3,3.8,"Category: AI Automation. The article discusses a specific AI pipeline for generating videos from websites, addressing practical applications for product builders. It provides a detailed 7-step process that can be directly applied, making it actionable for developers looking to integrate AI into their workflows.","\u002Fsummaries\u002F7783931b86ccc4a9-hyperframes-ai-pipeline-for-website-to-cinematic-v-summary","2026-04-21 04:30:46","2026-04-21 15:15:31",{"title":3987,"description":40},{"loc":4060},"e034abee2f06fb5e","Lukas Margerie","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DBqEpIktzwo","summaries\u002F7783931b86ccc4a9-hyperframes-ai-pipeline-for-website-to-cinematic-v-summary",[65,67,68],"Hyperframes uses HTML compositions and a 7-step AI agent pipeline in Claude Code to turn any website into a 20-second Apple Keynote-style video—no After Effects needed.",[68],"nNaARelHbgbuPd7pChLFQtQZA2wrIDSjRYnRbHSPmKU"]