[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-491e422902beddbb-orchestrating-multi-agent-workflows-in-2026-summary":3,"summaries-facets-categories":176,"summary-related-491e422902beddbb-orchestrating-multi-agent-workflows-in-2026-summary":3746},{"id":4,"title":5,"ai":6,"body":13,"categories":125,"created_at":126,"date_modified":126,"description":117,"extension":127,"faq":126,"featured":128,"kicker_label":126,"meta":129,"navigation":157,"path":158,"published_at":159,"question":126,"scraped_at":160,"seo":161,"sitemap":162,"source_id":163,"source_name":164,"source_type":165,"source_url":166,"stem":167,"tags":168,"thumbnail_url":126,"tldr":173,"tweet":126,"unknown_tags":174,"__hash__":175},"summaries\u002Fsummaries\u002F491e422902beddbb-orchestrating-multi-agent-workflows-in-2026-summary.md","Orchestrating Multi-Agent Workflows in 2026",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8842,2389,26856,0.00267205,{"type":14,"value":15,"toc":116},"minimark",[16,21,25,28,32,35,38,41,45,60,71,74,78,81,85],[17,18,20],"h2",{"id":19},"workflow-evolution-unlocked-spec-driven-multitasking","Workflow Evolution Unlocked Spec-Driven Multitasking",[22,23,24],"p",{},"Brian Casel traces his shift from manual crafting in 2023—designing, coding, and writing by hand—to AI-enhanced work in 2024, collaborative spec-driven development in 2025, and full agent orchestration in 2026. The key insight: 90% of his time now shapes ambitious specs, with only 10% reviewing outputs. Single-agent workflows bottlenecked as specs grew complex, pushing him to multitask 2-4 agents across features or codebases simultaneously. This wasn't just better models (Claude 3.5+ or harnesses like Claude Code); it stemmed from reallocating creative energy to product thinking. \"Spec writing is a practice just like any other craft... once those specs became larger and more ambitious, working with just one agent at a time started to feel like a bottleneck.\"",[22,26,27],{},"He rejected sequential workflows for parallel execution using git worktrees, avoiding overwrites by isolating agent tasks in repo copies. Before: IDE + terminal for one task. After: Sidebar-driven interfaces flipping between worktrees\u002Fprojects. Result: Faster iteration, with commits\u002FPRs\u002Fmerges\u002Fdeployments streamlined (e.g., Cmd+Shift+P for PR setup, auto-deploy on main merge, optional staging).",[17,29,31],{"id":30},"tool-selection-prioritizes-native-claude-code-and-worktree-fluidity","Tool Selection Prioritizes Native Claude Code and Worktree Fluidity",[22,33,34],{},"Casel evaluated Cursor v3 (agent sidebar, multi-repo but no native Claude Code CLI), Claude Desktop (redesigned code tab, plan views, but inconsistent file access\u002Fskills\u002Fkeyboard shortcuts), Conductor (Claude wrapper, auto-worktree creation but secondary terminal\u002FClaude Code support), and Superset (current daily driver). Tradeoffs: Cursor\u002FConductor wrap Claude (losing native CLI sounds\u002Ficons); Claude Desktop lacks full file browser; Conductor hides local branch easily.",[22,36,37],{},"Superset wins for native Claude Code execution, default local branch access, Cmd+N for instant worktree spins (e.g., \"add a joke to the footer of homepage\"), full filetree visibility, and terminal tabs for git pulls\u002Fcommits. Layout convergence across tools (left sidebar repos\u002Fworktrees, center chat, right files\u002Fchanges) suits non-coding oversight. He still jumps tools (Superset v2 upcoming) but focuses sidebar multitasking. \"I like how in superset... at any given time I'm typically flipping between different work trees within one project and sometimes I'm even working on additional projects and I can flip between them uh just like that.\"",[22,39,40],{},"For research-heavy specs\u002Freviews, he recommends Consensus MCP server: queries 200M+ peer-reviewed papers with citable line-by-line sources, integrable via Claude\u002FCursor\u002Fetc. Superior to web-scraped noise for high-stakes (healthcare\u002Ffintech) decisions. Use cases: Validate UX\u002Fsecurity tradeoffs pre-spec; audit PR decisions post-build.",[17,42,44],{"id":43},"blending-product-and-marketing-via-reusable-agent-skills","Blending Product and Marketing via Reusable Agent Skills",[22,46,47,48,52,53,52,56,59],{},"Casel builds internal tools like Spark Drop (content idea pipeline\u002Fnewsletter scheduler) and Brain Down (Dropbox-integrated markdown editor\u002Fsharer), then extracts public assets in parallel worktrees. Reusable skills (e.g., ",[49,50,51],"code",{},"app-marketing-page",", ",[49,54,55],{},"starter-kit-generator",[49,57,58],{},"plan-videos-from-build",") analyze codebases, interview him, generate PRDs\u002Ftech stacks\u002Fprompts, design\u002Fimplement pages, outline videos.",[22,61,62,63,66,67,70],{},"Process: Main ",[49,64,65],{},"skill.md"," orchestrates phases; ",[49,68,69],{},"steps\u002F"," folder details instructions. For marketing pages: Analyze repo → interview messaging → frontend design → implement one-pager (e.g., braindown.app\u002Fsparkdrop.co homepages without SaaS sales, just explanations\u002Fstarter kit teasers). Starter kits for Pro members include his specs\u002Fprompts\u002FPRDs\u002Fvideo guides for customization. Video skill pulls code\u002Fconversations for YouTube outlines.",[22,72,73],{},"This fuses workflows: Product builds and marketing (pages\u002Fassets\u002Fvideos) run side-by-side, even same codebase. Tradeoff: More upfront skill crafting, but scales operations. \"Product and marketing used to be two totally separate workflows and now they run in parallel sometimes inside the same codebase.\"",[17,75,77],{"id":76},"mobile-enables-autonomous-overnight-agent-tasks","Mobile Enables Autonomous Overnight Agent Tasks",[22,79,80],{},"Mobile Claude Code (iOS app) addictively extends multitasking: Queue big tasks (codebase analysis\u002Fresearch\u002Fspec churn) pre-dinner\u002Fbedtime\u002Fmorning routine, optimizing wait times. Patterns: Evening office handoff → sleep work → morning review\u002Fqueue next. Blends with exercise\u002Fcoffee. Enables true autonomy as agents handle long-running tasks untethered from desktop.",[17,82,84],{"id":83},"key-takeaways","Key Takeaways",[86,87,88,92,95,98,101,104,107,110,113],"ul",{},[89,90,91],"li",{},"Allocate 90% effort to spec shaping; review 10%—push creative energy there to justify multi-agent scale.",[89,93,94],{},"Use git worktrees (via Superset Cmd+N) for safe parallel agent tasks across 2-4 features\u002Frepos.",[89,96,97],{},"Build reusable agent skills (main.md + steps\u002F) for ops like marketing pages\u002Fstarter kits\u002Fvideo plans to blend product\u002Fmarketing.",[89,99,100],{},"Prioritize native CLI tools (Superset > wrappers) for familiar DX; evaluate sidebar layouts for filetree\u002Fchat fluidity.",[89,102,103],{},"Integrate Consensus MCP for research-backed specs\u002FPR reviews in high-stakes builds.",[89,105,106],{},"Leverage mobile for autonomous tasks: Queue overnight to reclaim personal time.",[89,108,109],{},"Evolve sequentially: Hand-code → AI enhance → Collaborate → Orchestrate multitask.",[89,111,112],{},"Extract assets (starters\u002Fvideos) from builds to fuel marketing\u002Fcontent pipelines.",[89,114,115],{},"Default to local branch workspaces; merge via PRs for deploy safety.",{"title":117,"searchDepth":118,"depth":118,"links":119},"",2,[120,121,122,123,124],{"id":19,"depth":118,"text":20},{"id":30,"depth":118,"text":31},{"id":43,"depth":118,"text":44},{"id":76,"depth":118,"text":77},{"id":83,"depth":118,"text":84},[],null,"md",false,{"content_references":130,"triage":152},[131,136,140,143,145,149],{"type":132,"title":133,"url":134,"context":135},"tool","Consensus","https:\u002F\u002Fget.consensus.app\u002Fbriancasel","recommended",{"type":132,"title":137,"url":138,"context":139},"Agent-OS","https:\u002F\u002Fbuildermethods.com\u002Fagent-os","mentioned",{"type":132,"title":141,"url":142,"context":139},"Design-OS","https:\u002F\u002Fbuildermethods.com\u002Fdesign-os",{"type":132,"title":144,"context":139},"Superset",{"type":146,"title":147,"url":148,"context":139},"other","Using Claude Code on Mobile","https:\u002F\u002Fyoutu.be\u002F_Yqds3bzO5k",{"type":146,"title":150,"url":151,"context":139},"My Multi-Agent Team with OpenClaw","https:\u002F\u002Fyoutu.be\u002FbzWI3Dil9Ig",{"relevance":153,"novelty":154,"quality":154,"actionability":154,"composite":155,"reasoning":156},5,4,4.35,"Category: AI Automation. The article discusses the evolution of agent orchestration and multitasking in AI workflows, addressing a specific pain point of single-agent bottlenecks, which is highly relevant for product builders. It provides actionable insights on using git worktrees for parallel execution, making it practical for developers looking to enhance their productivity.",true,"\u002Fsummaries\u002F491e422902beddbb-orchestrating-multi-agent-workflows-in-2026-summary","2026-04-29 12:01:10","2026-05-03 16:57:01",{"title":5,"description":117},{"loc":158},"e65946035b4e0311","Brian Casel","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=eFf2NszosQo","summaries\u002F491e422902beddbb-orchestrating-multi-agent-workflows-in-2026-summary",[169,170,171,172],"agents","ai-tools","ai-automation","dev-productivity","Evolved from hand-coding to spec-driven agent orchestration, multitasking 2-4 agents via git worktrees in Superset, blending product\u002Fmarketing tasks to overcome single-agent bottlenecks.",[171,172],"6SprdDVxBzdpm4GJSvD7hv0G89GmnBihN0tQx7TK9c0",[177,180,183,186,189,192,194,196,198,200,202,204,207,209,211,213,215,217,219,221,223,225,228,231,233,235,238,240,242,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744],{"categories":178},[179],"Developer Productivity",{"categories":181},[182],"Business & SaaS",{"categories":184},[185],"AI & LLMs",{"categories":187},[188],"AI Automation",{"categories":190},[191],"Product Strategy",{"categories":193},[185],{"categories":195},[179],{"categories":197},[182],{"categories":199},[],{"categories":201},[185],{"categories":203},[],{"categories":205},[206],"AI News & Trends",{"categories":208},[188],{"categories":210},[206],{"categories":212},[188],{"categories":214},[188],{"categories":216},[185],{"categories":218},[185],{"categories":220},[206],{"categories":222},[185],{"categories":224},[],{"categories":226},[227],"Design & Frontend",{"categories":229},[230],"Data Science & Visualization",{"categories":232},[206],{"categories":234},[],{"categories":236},[237],"Software Engineering",{"categories":239},[185],{"categories":241},[188],{"categories":243},[244],"Marketing & Growth",{"categories":246},[185],{"categories":248},[188],{"categories":250},[],{"categories":252},[],{"categories":254},[227],{"categories":256},[188],{"categories":258},[179],{"categories":260},[227],{"categories":262},[185],{"categories":264},[188],{"categories":266},[206],{"categories":268},[],{"categories":270},[],{"categories":272},[188],{"categories":274},[237],{"categories":276},[],{"categories":278},[182],{"categories":280},[],{"categories":282},[],{"categories":284},[188],{"categories":286},[188],{"categories":288},[185],{"categories":290},[],{"categories":292},[237],{"categories":294},[],{"categories":296},[],{"categories":298},[],{"categories":300},[185],{"categories":302},[244],{"categories":304},[227],{"categories":306},[227],{"categories":308},[185],{"categories":310},[188],{"categories":312},[185],{"categories":314},[185],{"categories":316},[188],{"categories":318},[188],{"categories":320},[230],{"categories":322},[206],{"categories":324},[188],{"categories":326},[244],{"categories":328},[188],{"categories":330},[191],{"categories":332},[],{"categories":334},[188],{"categories":336},[],{"categories":338},[188],{"categories":340},[237],{"categories":342},[227],{"categories":344},[185],{"categories":346},[],{"categories":348},[],{"categories":350},[188],{"categories":352},[],{"categories":354},[185],{"categories":356},[],{"categories":358},[179],{"categories":360},[237],{"categories":362},[182],{"categories":364},[206],{"categories":366},[185],{"categories":368},[],{"categories":370},[185],{"categories":372},[],{"categories":374},[237],{"categories":376},[230],{"categories":378},[],{"categories":380},[185],{"categories":382},[227],{"categories":384},[],{"categories":386},[227],{"categories":388},[188],{"categories":390},[],{"categories":392},[188],{"categories":394},[206],{"categories":396},[185],{"categories":398},[],{"categories":400},[188],{"categories":402},[185],{"categories":404},[191],{"categories":406},[],{"categories":408},[185],{"categories":410},[188],{"categories":412},[188],{"categories":414},[],{"categories":416},[230],{"categories":418},[185],{"categories":420},[],{"categories":422},[179],{"categories":424},[182],{"categories":426},[185],{"categories":428},[188],{"categories":430},[237],{"categories":432},[185],{"categories":434},[],{"categories":436},[],{"categories":438},[185],{"categories":440},[],{"categories":442},[227],{"categories":444},[],{"categories":446},[185],{"categories":448},[],{"categories":450},[188],{"categories":452},[185],{"categories":454},[227],{"categories":456},[],{"categories":458},[185],{"categories":460},[185],{"categories":462},[182],{"categories":464},[188],{"categories":466},[185],{"categories":468},[227],{"categories":470},[188],{"categories":472},[],{"categories":474},[],{"categories":476},[206],{"categories":478},[],{"categories":480},[185],{"categories":482},[182,244],{"categories":484},[],{"categories":486},[185],{"categories":488},[],{"categories":490},[],{"categories":492},[185],{"categories":494},[],{"categories":496},[185],{"categories":498},[499],"DevOps & Cloud",{"categories":501},[],{"categories":503},[206],{"categories":505},[227],{"categories":507},[],{"categories":509},[206],{"categories":511},[206],{"categories":513},[185],{"categories":515},[244],{"categories":517},[],{"categories":519},[182],{"categories":521},[],{"categories":523},[185,499],{"categories":525},[185],{"categories":527},[185],{"categories":529},[188],{"categories":531},[185,237],{"categories":533},[230],{"categories":535},[185],{"categories":537},[244],{"categories":539},[188],{"categories":541},[188],{"categories":543},[],{"categories":545},[188],{"categories":547},[185,182],{"categories":549},[],{"categories":551},[227],{"categories":553},[227],{"categories":555},[],{"categories":557},[],{"categories":559},[206],{"categories":561},[],{"categories":563},[179],{"categories":565},[237],{"categories":567},[185],{"categories":569},[227],{"categories":571},[188],{"categories":573},[237],{"categories":575},[206],{"categories":577},[227],{"categories":579},[],{"categories":581},[185],{"categories":583},[185],{"categories":585},[185],{"categories":587},[206],{"categories":589},[179],{"categories":591},[185],{"categories":593},[188],{"categories":595},[499],{"categories":597},[227],{"categories":599},[188],{"categories":601},[],{"categories":603},[],{"categories":605},[227],{"categories":607},[206],{"categories":609},[230],{"categories":611},[],{"categories":613},[185],{"categories":615},[185],{"categories":617},[182],{"categories":619},[185],{"categories":621},[185],{"categories":623},[206],{"categories":625},[],{"categories":627},[188],{"categories":629},[237],{"categories":631},[],{"categories":633},[185],{"categories":635},[185],{"categories":637},[188],{"categories":639},[],{"categories":641},[],{"categories":643},[185],{"categories":645},[],{"categories":647},[182],{"categories":649},[188],{"categories":651},[],{"categories":653},[179],{"categories":655},[185],{"categories":657},[182],{"categories":659},[206],{"categories":661},[],{"categories":663},[],{"categories":665},[],{"categories":667},[206],{"categories":669},[206],{"categories":671},[],{"categories":673},[],{"categories":675},[182],{"categories":677},[],{"categories":679},[],{"categories":681},[179],{"categories":683},[],{"categories":685},[244],{"categories":687},[188],{"categories":689},[182],{"categories":691},[188],{"categories":693},[],{"categories":695},[191],{"categories":697},[227],{"categories":699},[237],{"categories":701},[185],{"categories":703},[188],{"categories":705},[182],{"categories":707},[185],{"categories":709},[],{"categories":711},[],{"categories":713},[237],{"categories":715},[230],{"categories":717},[191],{"categories":719},[188],{"categories":721},[185],{"categories":723},[],{"categories":725},[499],{"categories":727},[],{"categories":729},[188],{"categories":731},[],{"categories":733},[],{"categories":735},[185],{"categories":737},[227],{"categories":739},[244],{"categories":741},[188],{"categories":743},[],{"categories":745},[179],{"categories":747},[],{"categories":749},[206],{"categories":751},[185,499],{"categories":753},[206],{"categories":755},[185],{"categories":757},[182],{"categories":759},[185],{"categories":761},[],{"categories":763},[182],{"categories":765},[],{"categories":767},[237],{"categories":769},[227],{"categories":771},[206],{"categories":773},[230],{"categories":775},[179],{"categories":777},[185],{"categories":779},[237],{"categories":781},[],{"categories":783},[],{"categories":785},[191],{"categories":787},[],{"categories":789},[185],{"categories":791},[],{"categories":793},[227],{"categories":795},[227],{"categories":797},[227],{"categories":799},[],{"categories":801},[],{"categories":803},[206],{"categories":805},[188],{"categories":807},[185],{"categories":809},[185],{"categories":811},[185],{"categories":813},[182],{"categories":815},[185],{"categories":817},[],{"categories":819},[237],{"categories":821},[237],{"categories":823},[182],{"categories":825},[],{"categories":827},[185],{"categories":829},[185],{"categories":831},[182],{"categories":833},[206],{"categories":835},[244],{"categories":837},[188],{"categories":839},[],{"categories":841},[227],{"categories":843},[],{"categories":845},[185],{"categories":847},[],{"categories":849},[182],{"categories":851},[188],{"categories":853},[],{"categories":855},[499],{"categories":857},[230],{"categories":859},[237],{"categories":861},[244],{"categories":863},[237],{"categories":865},[188],{"categories":867},[],{"categories":869},[],{"categories":871},[188],{"categories":873},[179],{"categories":875},[188],{"categories":877},[191],{"categories":879},[182],{"categories":881},[],{"categories":883},[185],{"categories":885},[191],{"categories":887},[185],{"categories":889},[185],{"categories":891},[244],{"categories":893},[227],{"categories":895},[188],{"categories":897},[],{"categories":899},[],{"categories":901},[499],{"categories":903},[237],{"categories":905},[],{"categories":907},[188],{"categories":909},[185],{"categories":911},[227,185],{"categories":913},[179],{"categories":915},[],{"categories":917},[185],{"categories":919},[179],{"categories":921},[227],{"categories":923},[188],{"categories":925},[237],{"categories":927},[],{"categories":929},[185],{"categories":931},[],{"categories":933},[179],{"categories":935},[],{"categories":937},[188],{"categories":939},[191],{"categories":941},[185],{"categories":943},[185],{"categories":945},[227],{"categories":947},[188],{"categories":949},[499],{"categories":951},[227],{"categories":953},[188],{"categories":955},[185],{"categories":957},[185],{"categories":959},[185],{"categories":961},[206],{"categories":963},[],{"categories":965},[191],{"categories":967},[188],{"categories":969},[227],{"categories":971},[188],{"categories":973},[237],{"categories":975},[227],{"categories":977},[188],{"categories":979},[206],{"categories":981},[],{"categories":983},[185],{"categories":985},[227],{"categories":987},[185],{"categories":989},[179],{"categories":991},[206],{"categories":993},[185],{"categories":995},[244],{"categories":997},[185],{"categories":999},[185],{"categories":1001},[188],{"categories":1003},[188],{"categories":1005},[185],{"categories":1007},[188],{"categories":1009},[227],{"categories":1011},[185],{"categories":1013},[],{"categories":1015},[],{"categories":1017},[237],{"categories":1019},[],{"categories":1021},[179],{"categories":1023},[499],{"categories":1025},[],{"categories":1027},[179],{"categories":1029},[182],{"categories":1031},[244],{"categories":1033},[],{"categories":1035},[182],{"categories":1037},[],{"categories":1039},[],{"categories":1041},[],{"categories":1043},[],{"categories":1045},[],{"categories":1047},[185],{"categories":1049},[188],{"categories":1051},[499],{"categories":1053},[179],{"categories":1055},[185],{"categories":1057},[237],{"categories":1059},[191],{"categories":1061},[185],{"categories":1063},[244],{"categories":1065},[185],{"categories":1067},[185],{"categories":1069},[185],{"categories":1071},[185,179],{"categories":1073},[237],{"categories":1075},[237],{"categories":1077},[227],{"categories":1079},[185],{"categories":1081},[],{"categories":1083},[],{"categories":1085},[],{"categories":1087},[237],{"categories":1089},[230],{"categories":1091},[206],{"categories":1093},[227],{"categories":1095},[],{"categories":1097},[185],{"categories":1099},[185],{"categories":1101},[],{"categories":1103},[],{"categories":1105},[188],{"categories":1107},[185],{"categories":1109},[182],{"categories":1111},[],{"categories":1113},[179],{"categories":1115},[185],{"categories":1117},[179],{"categories":1119},[185],{"categories":1121},[237],{"categories":1123},[244],{"categories":1125},[185,227],{"categories":1127},[206],{"categories":1129},[227],{"categories":1131},[],{"categories":1133},[499],{"categories":1135},[227],{"categories":1137},[188],{"categories":1139},[],{"categories":1141},[],{"categories":1143},[],{"categories":1145},[],{"categories":1147},[237],{"categories":1149},[188],{"categories":1151},[188],{"categories":1153},[185],{"categories":1155},[185],{"categories":1157},[],{"categories":1159},[227],{"categories":1161},[],{"categories":1163},[],{"categories":1165},[188],{"categories":1167},[],{"categories":1169},[],{"categories":1171},[244],{"categories":1173},[244],{"categories":1175},[188],{"categories":1177},[],{"categories":1179},[185],{"categories":1181},[185],{"categories":1183},[237],{"categories":1185},[227],{"categories":1187},[227],{"categories":1189},[188],{"categories":1191},[179],{"categories":1193},[185],{"categories":1195},[227],{"categories":1197},[227],{"categories":1199},[188],{"categories":1201},[188],{"categories":1203},[185],{"categories":1205},[],{"categories":1207},[],{"categories":1209},[185],{"categories":1211},[188],{"categories":1213},[206],{"categories":1215},[237],{"categories":1217},[179],{"categories":1219},[185],{"categories":1221},[],{"categories":1223},[188],{"categories":1225},[188],{"categories":1227},[],{"categories":1229},[179],{"categories":1231},[185],{"categories":1233},[179],{"categories":1235},[179],{"categories":1237},[],{"categories":1239},[],{"categories":1241},[188],{"categories":1243},[188],{"categories":1245},[185],{"categories":1247},[185],{"categories":1249},[206],{"categories":1251},[230],{"categories":1253},[191],{"categories":1255},[206],{"categories":1257},[227],{"categories":1259},[],{"categories":1261},[206],{"categories":1263},[],{"categories":1265},[],{"categories":1267},[],{"categories":1269},[],{"categories":1271},[237],{"categories":1273},[230],{"categories":1275},[],{"categories":1277},[185],{"categories":1279},[185],{"categories":1281},[230],{"categories":1283},[237],{"categories":1285},[],{"categories":1287},[],{"categories":1289},[188],{"categories":1291},[206],{"categories":1293},[206],{"categories":1295},[188],{"categories":1297},[179],{"categories":1299},[185,499],{"categories":1301},[],{"categories":1303},[227],{"categories":1305},[179],{"categories":1307},[188],{"categories":1309},[227],{"categories":1311},[],{"categories":1313},[188],{"categories":1315},[188],{"categories":1317},[185],{"categories":1319},[244],{"categories":1321},[237],{"categories":1323},[227],{"categories":1325},[],{"categories":1327},[188],{"categories":1329},[185],{"categories":1331},[188],{"categories":1333},[188],{"categories":1335},[188],{"categories":1337},[244],{"categories":1339},[188],{"categories":1341},[185],{"categories":1343},[],{"categories":1345},[244],{"categories":1347},[206],{"categories":1349},[188],{"categories":1351},[],{"categories":1353},[],{"categories":1355},[185],{"categories":1357},[188],{"categories":1359},[206],{"categories":1361},[188],{"categories":1363},[],{"categories":1365},[],{"categories":1367},[],{"categories":1369},[188],{"categories":1371},[],{"categories":1373},[],{"categories":1375},[230],{"categories":1377},[185],{"categories":1379},[230],{"categories":1381},[206],{"categories":1383},[185],{"categories":1385},[185],{"categories":1387},[188],{"categories":1389},[185],{"categories":1391},[],{"categories":1393},[],{"categories":1395},[499],{"categories":1397},[],{"categories":1399},[],{"categories":1401},[179],{"categories":1403},[],{"categories":1405},[],{"categories":1407},[],{"categories":1409},[],{"categories":1411},[237],{"categories":1413},[206],{"categories":1415},[244],{"categories":1417},[182],{"categories":1419},[185],{"categories":1421},[185],{"categories":1423},[182],{"categories":1425},[],{"categories":1427},[227],{"categories":1429},[188],{"categories":1431},[182],{"categories":1433},[185],{"categories":1435},[185],{"categories":1437},[179],{"categories":1439},[],{"categories":1441},[179],{"categories":1443},[185],{"categories":1445},[244],{"categories":1447},[188],{"categories":1449},[206],{"categories":1451},[182],{"categories":1453},[185],{"categories":1455},[188],{"categories":1457},[],{"categories":1459},[185],{"categories":1461},[179],{"categories":1463},[185],{"categories":1465},[],{"categories":1467},[206],{"categories":1469},[185],{"categories":1471},[],{"categories":1473},[182],{"categories":1475},[185],{"categories":1477},[],{"categories":1479},[],{"categories":1481},[],{"categories":1483},[185],{"categories":1485},[],{"categories":1487},[499],{"categories":1489},[185],{"categories":1491},[],{"categories":1493},[185],{"categories":1495},[185],{"categories":1497},[185],{"categories":1499},[185,499],{"categories":1501},[185],{"categories":1503},[185],{"categories":1505},[227],{"categories":1507},[188],{"categories":1509},[],{"categories":1511},[188],{"categories":1513},[185],{"categories":1515},[185],{"categories":1517},[185],{"categories":1519},[179],{"categories":1521},[179],{"categories":1523},[237],{"categories":1525},[227],{"categories":1527},[188],{"categories":1529},[],{"categories":1531},[185],{"categories":1533},[206],{"categories":1535},[185],{"categories":1537},[182],{"categories":1539},[],{"categories":1541},[499],{"categories":1543},[227],{"categories":1545},[227],{"categories":1547},[188],{"categories":1549},[206],{"categories":1551},[188],{"categories":1553},[185],{"categories":1555},[],{"categories":1557},[185],{"categories":1559},[],{"categories":1561},[],{"categories":1563},[185],{"categories":1565},[185],{"categories":1567},[185],{"categories":1569},[188],{"categories":1571},[185],{"categories":1573},[],{"categories":1575},[230],{"categories":1577},[188],{"categories":1579},[],{"categories":1581},[185],{"categories":1583},[206],{"categories":1585},[],{"categories":1587},[227],{"categories":1589},[499],{"categories":1591},[206],{"categories":1593},[237],{"categories":1595},[237],{"categories":1597},[206],{"categories":1599},[206],{"categories":1601},[499],{"categories":1603},[],{"categories":1605},[206],{"categories":1607},[185],{"categories":1609},[179],{"categories":1611},[206],{"categories":1613},[],{"categories":1615},[230],{"categories":1617},[206],{"categories":1619},[237],{"categories":1621},[206],{"categories":1623},[499],{"categories":1625},[185],{"categories":1627},[185],{"categories":1629},[],{"categories":1631},[182],{"categories":1633},[],{"categories":1635},[],{"categories":1637},[185],{"categories":1639},[185],{"categories":1641},[185],{"categories":1643},[185],{"categories":1645},[],{"categories":1647},[230],{"categories":1649},[179],{"categories":1651},[],{"categories":1653},[185],{"categories":1655},[185],{"categories":1657},[499],{"categories":1659},[499],{"categories":1661},[],{"categories":1663},[188],{"categories":1665},[206],{"categories":1667},[206],{"categories":1669},[185],{"categories":1671},[188],{"categories":1673},[],{"categories":1675},[227],{"categories":1677},[185],{"categories":1679},[185],{"categories":1681},[],{"categories":1683},[],{"categories":1685},[499],{"categories":1687},[185],{"categories":1689},[237],{"categories":1691},[182],{"categories":1693},[185],{"categories":1695},[],{"categories":1697},[188],{"categories":1699},[179],{"categories":1701},[179],{"categories":1703},[],{"categories":1705},[185],{"categories":1707},[227],{"categories":1709},[188],{"categories":1711},[],{"categories":1713},[185],{"categories":1715},[185],{"categories":1717},[188],{"categories":1719},[],{"categories":1721},[188],{"categories":1723},[237],{"categories":1725},[],{"categories":1727},[185],{"categories":1729},[],{"categories":1731},[185],{"categories":1733},[],{"categories":1735},[185],{"categories":1737},[185],{"categories":1739},[],{"categories":1741},[185],{"categories":1743},[206],{"categories":1745},[185],{"categories":1747},[185],{"categories":1749},[179],{"categories":1751},[185],{"categories":1753},[206],{"categories":1755},[188],{"categories":1757},[],{"categories":1759},[185],{"categories":1761},[244],{"categories":1763},[],{"categories":1765},[],{"categories":1767},[],{"categories":1769},[179],{"categories":1771},[206],{"categories":1773},[188],{"categories":1775},[185],{"categories":1777},[227],{"categories":1779},[188],{"categories":1781},[],{"categories":1783},[188],{"categories":1785},[],{"categories":1787},[185],{"categories":1789},[188],{"categories":1791},[185],{"categories":1793},[],{"categories":1795},[185],{"categories":1797},[185],{"categories":1799},[206],{"categories":1801},[227],{"categories":1803},[188],{"categories":1805},[227],{"categories":1807},[182],{"categories":1809},[],{"categories":1811},[],{"categories":1813},[185],{"categories":1815},[179],{"categories":1817},[206],{"categories":1819},[],{"categories":1821},[],{"categories":1823},[237],{"categories":1825},[227],{"categories":1827},[],{"categories":1829},[185],{"categories":1831},[],{"categories":1833},[244],{"categories":1835},[185],{"categories":1837},[499],{"categories":1839},[237],{"categories":1841},[],{"categories":1843},[188],{"categories":1845},[185],{"categories":1847},[188],{"categories":1849},[188],{"categories":1851},[185],{"categories":1853},[],{"categories":1855},[179],{"categories":1857},[185],{"categories":1859},[182],{"categories":1861},[237],{"categories":1863},[227],{"categories":1865},[],{"categories":1867},[],{"categories":1869},[],{"categories":1871},[188],{"categories":1873},[227],{"categories":1875},[206],{"categories":1877},[185],{"categories":1879},[206],{"categories":1881},[227],{"categories":1883},[],{"categories":1885},[227],{"categories":1887},[206],{"categories":1889},[182],{"categories":1891},[185],{"categories":1893},[206],{"categories":1895},[244],{"categories":1897},[],{"categories":1899},[],{"categories":1901},[230],{"categories":1903},[185,237],{"categories":1905},[206],{"categories":1907},[185],{"categories":1909},[188],{"categories":1911},[188],{"categories":1913},[185],{"categories":1915},[],{"categories":1917},[237],{"categories":1919},[185],{"categories":1921},[230],{"categories":1923},[188],{"categories":1925},[244],{"categories":1927},[499],{"categories":1929},[],{"categories":1931},[179],{"categories":1933},[188],{"categories":1935},[188],{"categories":1937},[237],{"categories":1939},[185],{"categories":1941},[185],{"categories":1943},[],{"categories":1945},[],{"categories":1947},[],{"categories":1949},[499],{"categories":1951},[206],{"categories":1953},[185],{"categories":1955},[185],{"categories":1957},[185],{"categories":1959},[],{"categories":1961},[230],{"categories":1963},[182],{"categories":1965},[],{"categories":1967},[188],{"categories":1969},[499],{"categories":1971},[],{"categories":1973},[227],{"categories":1975},[227],{"categories":1977},[],{"categories":1979},[237],{"categories":1981},[227],{"categories":1983},[185],{"categories":1985},[],{"categories":1987},[206],{"categories":1989},[185],{"categories":1991},[227],{"categories":1993},[188],{"categories":1995},[206],{"categories":1997},[],{"categories":1999},[188],{"categories":2001},[227],{"categories":2003},[185],{"categories":2005},[],{"categories":2007},[185],{"categories":2009},[185],{"categories":2011},[499],{"categories":2013},[206],{"categories":2015},[230],{"categories":2017},[230],{"categories":2019},[],{"categories":2021},[],{"categories":2023},[],{"categories":2025},[188],{"categories":2027},[237],{"categories":2029},[237],{"categories":2031},[],{"categories":2033},[],{"categories":2035},[185],{"categories":2037},[],{"categories":2039},[188],{"categories":2041},[185],{"categories":2043},[],{"categories":2045},[185],{"categories":2047},[182],{"categories":2049},[185],{"categories":2051},[244],{"categories":2053},[188],{"categories":2055},[185],{"categories":2057},[237],{"categories":2059},[206],{"categories":2061},[188],{"categories":2063},[],{"categories":2065},[206],{"categories":2067},[188],{"categories":2069},[188],{"categories":2071},[],{"categories":2073},[182],{"categories":2075},[188],{"categories":2077},[],{"categories":2079},[185],{"categories":2081},[179],{"categories":2083},[206],{"categories":2085},[499],{"categories":2087},[188],{"categories":2089},[188],{"categories":2091},[179],{"categories":2093},[185],{"categories":2095},[],{"categories":2097},[],{"categories":2099},[227],{"categories":2101},[185,182],{"categories":2103},[],{"categories":2105},[179],{"categories":2107},[230],{"categories":2109},[185],{"categories":2111},[237],{"categories":2113},[185],{"categories":2115},[188],{"categories":2117},[185],{"categories":2119},[185],{"categories":2121},[206],{"categories":2123},[188],{"categories":2125},[],{"categories":2127},[],{"categories":2129},[188],{"categories":2131},[185],{"categories":2133},[499],{"categories":2135},[],{"categories":2137},[185],{"categories":2139},[188],{"categories":2141},[],{"categories":2143},[185],{"categories":2145},[244],{"categories":2147},[230],{"categories":2149},[188],{"categories":2151},[185],{"categories":2153},[499],{"categories":2155},[],{"categories":2157},[185],{"categories":2159},[244],{"categories":2161},[227],{"categories":2163},[185],{"categories":2165},[],{"categories":2167},[244],{"categories":2169},[206],{"categories":2171},[185],{"categories":2173},[185],{"categories":2175},[179],{"categories":2177},[],{"categories":2179},[],{"categories":2181},[227],{"categories":2183},[185],{"categories":2185},[230],{"categories":2187},[244],{"categories":2189},[244],{"categories":2191},[206],{"categories":2193},[],{"categories":2195},[],{"categories":2197},[185],{"categories":2199},[],{"categories":2201},[185,237],{"categories":2203},[206],{"categories":2205},[188],{"categories":2207},[237],{"categories":2209},[185],{"categories":2211},[179],{"categories":2213},[],{"categories":2215},[],{"categories":2217},[179],{"categories":2219},[244],{"categories":2221},[185],{"categories":2223},[],{"categories":2225},[227,185],{"categories":2227},[499],{"categories":2229},[179],{"categories":2231},[],{"categories":2233},[182],{"categories":2235},[182],{"categories":2237},[185],{"categories":2239},[237],{"categories":2241},[188],{"categories":2243},[206],{"categories":2245},[244],{"categories":2247},[227],{"categories":2249},[185],{"categories":2251},[185],{"categories":2253},[185],{"categories":2255},[179],{"categories":2257},[185],{"categories":2259},[188],{"categories":2261},[206],{"categories":2263},[],{"categories":2265},[],{"categories":2267},[230],{"categories":2269},[237],{"categories":2271},[185],{"categories":2273},[227],{"categories":2275},[230],{"categories":2277},[185],{"categories":2279},[185],{"categories":2281},[188],{"categories":2283},[188],{"categories":2285},[185,182],{"categories":2287},[],{"categories":2289},[227],{"categories":2291},[],{"categories":2293},[185],{"categories":2295},[206],{"categories":2297},[179],{"categories":2299},[179],{"categories":2301},[188],{"categories":2303},[185],{"categories":2305},[182],{"categories":2307},[237],{"categories":2309},[244],{"categories":2311},[],{"categories":2313},[206],{"categories":2315},[185],{"categories":2317},[185],{"categories":2319},[206],{"categories":2321},[237],{"categories":2323},[185],{"categories":2325},[188],{"categories":2327},[206],{"categories":2329},[185],{"categories":2331},[227],{"categories":2333},[185],{"categories":2335},[185],{"categories":2337},[499],{"categories":2339},[191],{"categories":2341},[188],{"categories":2343},[185],{"categories":2345},[206],{"categories":2347},[188],{"categories":2349},[244],{"categories":2351},[185],{"categories":2353},[],{"categories":2355},[185],{"categories":2357},[],{"categories":2359},[],{"categories":2361},[],{"categories":2363},[182],{"categories":2365},[185],{"categories":2367},[188],{"categories":2369},[206],{"categories":2371},[206],{"categories":2373},[206],{"categories":2375},[206],{"categories":2377},[],{"categories":2379},[179],{"categories":2381},[188],{"categories":2383},[206],{"categories":2385},[179],{"categories":2387},[188],{"categories":2389},[185],{"categories":2391},[185,188],{"categories":2393},[188],{"categories":2395},[499],{"categories":2397},[206],{"categories":2399},[206],{"categories":2401},[188],{"categories":2403},[185],{"categories":2405},[],{"categories":2407},[206],{"categories":2409},[244],{"categories":2411},[179],{"categories":2413},[185],{"categories":2415},[185],{"categories":2417},[],{"categories":2419},[237],{"categories":2421},[],{"categories":2423},[179],{"categories":2425},[188],{"categories":2427},[206],{"categories":2429},[185],{"categories":2431},[206],{"categories":2433},[179],{"categories":2435},[206],{"categories":2437},[206],{"categories":2439},[],{"categories":2441},[182],{"categories":2443},[188],{"categories":2445},[206],{"categories":2447},[206],{"categories":2449},[206],{"categories":2451},[206],{"categories":2453},[206],{"categories":2455},[206],{"categories":2457},[206],{"categories":2459},[206],{"categories":2461},[206],{"categories":2463},[206],{"categories":2465},[230],{"categories":2467},[179],{"categories":2469},[185],{"categories":2471},[185],{"categories":2473},[],{"categories":2475},[185,179],{"categories":2477},[],{"categories":2479},[188],{"categories":2481},[206],{"categories":2483},[188],{"categories":2485},[185],{"categories":2487},[185],{"categories":2489},[185],{"categories":2491},[185],{"categories":2493},[185],{"categories":2495},[188],{"categories":2497},[182],{"categories":2499},[227],{"categories":2501},[206],{"categories":2503},[185],{"categories":2505},[],{"categories":2507},[],{"categories":2509},[188],{"categories":2511},[227],{"categories":2513},[185],{"categories":2515},[],{"categories":2517},[],{"categories":2519},[244],{"categories":2521},[185],{"categories":2523},[],{"categories":2525},[],{"categories":2527},[179],{"categories":2529},[182],{"categories":2531},[185],{"categories":2533},[182],{"categories":2535},[227],{"categories":2537},[],{"categories":2539},[206],{"categories":2541},[],{"categories":2543},[227],{"categories":2545},[185],{"categories":2547},[244],{"categories":2549},[],{"categories":2551},[244],{"categories":2553},[],{"categories":2555},[],{"categories":2557},[188],{"categories":2559},[],{"categories":2561},[182],{"categories":2563},[179],{"categories":2565},[227],{"categories":2567},[237],{"categories":2569},[],{"categories":2571},[],{"categories":2573},[185],{"categories":2575},[179],{"categories":2577},[244],{"categories":2579},[],{"categories":2581},[188],{"categories":2583},[188],{"categories":2585},[206],{"categories":2587},[185],{"categories":2589},[188],{"categories":2591},[185],{"categories":2593},[188],{"categories":2595},[185],{"categories":2597},[191],{"categories":2599},[206],{"categories":2601},[],{"categories":2603},[244],{"categories":2605},[237],{"categories":2607},[188],{"categories":2609},[],{"categories":2611},[185],{"categories":2613},[188],{"categories":2615},[182],{"categories":2617},[179],{"categories":2619},[185],{"categories":2621},[227],{"categories":2623},[237],{"categories":2625},[237],{"categories":2627},[185],{"categories":2629},[230],{"categories":2631},[185],{"categories":2633},[188],{"categories":2635},[182],{"categories":2637},[188],{"categories":2639},[185],{"categories":2641},[185],{"categories":2643},[188],{"categories":2645},[206],{"categories":2647},[],{"categories":2649},[179],{"categories":2651},[185],{"categories":2653},[188],{"categories":2655},[185],{"categories":2657},[185],{"categories":2659},[],{"categories":2661},[227],{"categories":2663},[182],{"categories":2665},[206],{"categories":2667},[185],{"categories":2669},[185],{"categories":2671},[227],{"categories":2673},[244],{"categories":2675},[230],{"categories":2677},[185],{"categories":2679},[206],{"categories":2681},[185],{"categories":2683},[188],{"categories":2685},[499],{"categories":2687},[185],{"categories":2689},[188],{"categories":2691},[230],{"categories":2693},[],{"categories":2695},[188],{"categories":2697},[237],{"categories":2699},[227],{"categories":2701},[185],{"categories":2703},[179],{"categories":2705},[182],{"categories":2707},[237],{"categories":2709},[],{"categories":2711},[188],{"categories":2713},[185],{"categories":2715},[],{"categories":2717},[206],{"categories":2719},[],{"categories":2721},[206],{"categories":2723},[185],{"categories":2725},[188],{"categories":2727},[188],{"categories":2729},[188],{"categories":2731},[],{"categories":2733},[],{"categories":2735},[185],{"categories":2737},[185],{"categories":2739},[],{"categories":2741},[227],{"categories":2743},[188],{"categories":2745},[244],{"categories":2747},[179],{"categories":2749},[],{"categories":2751},[],{"categories":2753},[206],{"categories":2755},[237],{"categories":2757},[185],{"categories":2759},[185],{"categories":2761},[185],{"categories":2763},[237],{"categories":2765},[206],{"categories":2767},[227],{"categories":2769},[185],{"categories":2771},[185],{"categories":2773},[185],{"categories":2775},[206],{"categories":2777},[185],{"categories":2779},[206],{"categories":2781},[188],{"categories":2783},[188],{"categories":2785},[237],{"categories":2787},[188],{"categories":2789},[185],{"categories":2791},[237],{"categories":2793},[227],{"categories":2795},[],{"categories":2797},[188],{"categories":2799},[],{"categories":2801},[],{"categories":2803},[182],{"categories":2805},[185],{"categories":2807},[188],{"categories":2809},[179],{"categories":2811},[188],{"categories":2813},[244],{"categories":2815},[],{"categories":2817},[188],{"categories":2819},[],{"categories":2821},[179],{"categories":2823},[188],{"categories":2825},[],{"categories":2827},[188],{"categories":2829},[185],{"categories":2831},[206],{"categories":2833},[185],{"categories":2835},[188],{"categories":2837},[206],{"categories":2839},[188],{"categories":2841},[237],{"categories":2843},[227],{"categories":2845},[179],{"categories":2847},[],{"categories":2849},[188],{"categories":2851},[227],{"categories":2853},[206],{"categories":2855},[185],{"categories":2857},[227],{"categories":2859},[179],{"categories":2861},[],{"categories":2863},[188],{"categories":2865},[188],{"categories":2867},[185],{"categories":2869},[],{"categories":2871},[188],{"categories":2873},[191],{"categories":2875},[206],{"categories":2877},[188],{"categories":2879},[182],{"categories":2881},[],{"categories":2883},[185],{"categories":2885},[191],{"categories":2887},[185],{"categories":2889},[188],{"categories":2891},[206],{"categories":2893},[179],{"categories":2895},[499],{"categories":2897},[185],{"categories":2899},[185],{"categories":2901},[185],{"categories":2903},[206],{"categories":2905},[182],{"categories":2907},[185],{"categories":2909},[227],{"categories":2911},[206],{"categories":2913},[499],{"categories":2915},[185],{"categories":2917},[],{"categories":2919},[],{"categories":2921},[499],{"categories":2923},[230],{"categories":2925},[188],{"categories":2927},[188],{"categories":2929},[206],{"categories":2931},[185],{"categories":2933},[179],{"categories":2935},[227],{"categories":2937},[188],{"categories":2939},[185],{"categories":2941},[244],{"categories":2943},[185],{"categories":2945},[188],{"categories":2947},[],{"categories":2949},[185],{"categories":2951},[185],{"categories":2953},[206],{"categories":2955},[179],{"categories":2957},[],{"categories":2959},[185],{"categories":2961},[185],{"categories":2963},[237],{"categories":2965},[227],{"categories":2967},[185,188],{"categories":2969},[244,182],{"categories":2971},[185],{"categories":2973},[],{"categories":2975},[188],{"categories":2977},[],{"categories":2979},[237],{"categories":2981},[185],{"categories":2983},[206],{"categories":2985},[],{"categories":2987},[188],{"categories":2989},[],{"categories":2991},[188],{"categories":2993},[179],{"categories":2995},[188],{"categories":2997},[185],{"categories":2999},[499],{"categories":3001},[244],{"categories":3003},[182],{"categories":3005},[182],{"categories":3007},[179],{"categories":3009},[179],{"categories":3011},[185],{"categories":3013},[188],{"categories":3015},[185],{"categories":3017},[185],{"categories":3019},[179],{"categories":3021},[185],{"categories":3023},[244],{"categories":3025},[206],{"categories":3027},[185],{"categories":3029},[188],{"categories":3031},[185],{"categories":3033},[],{"categories":3035},[237],{"categories":3037},[],{"categories":3039},[188],{"categories":3041},[179],{"categories":3043},[],{"categories":3045},[499],{"categories":3047},[185],{"categories":3049},[],{"categories":3051},[206],{"categories":3053},[188],{"categories":3055},[237],{"categories":3057},[185],{"categories":3059},[188],{"categories":3061},[237],{"categories":3063},[188],{"categories":3065},[206],{"categories":3067},[179],{"categories":3069},[206],{"categories":3071},[237],{"categories":3073},[185],{"categories":3075},[227],{"categories":3077},[185],{"categories":3079},[185],{"categories":3081},[185],{"categories":3083},[185],{"categories":3085},[188],{"categories":3087},[185],{"categories":3089},[188],{"categories":3091},[185],{"categories":3093},[179],{"categories":3095},[185],{"categories":3097},[188],{"categories":3099},[227],{"categories":3101},[179],{"categories":3103},[188],{"categories":3105},[227],{"categories":3107},[],{"categories":3109},[185],{"categories":3111},[185],{"categories":3113},[237],{"categories":3115},[],{"categories":3117},[188],{"categories":3119},[244],{"categories":3121},[185],{"categories":3123},[206],{"categories":3125},[244],{"categories":3127},[188],{"categories":3129},[182],{"categories":3131},[182],{"categories":3133},[185],{"categories":3135},[179],{"categories":3137},[],{"categories":3139},[185],{"categories":3141},[],{"categories":3143},[179],{"categories":3145},[185],{"categories":3147},[188],{"categories":3149},[188],{"categories":3151},[],{"categories":3153},[237],{"categories":3155},[237],{"categories":3157},[244],{"categories":3159},[227],{"categories":3161},[],{"categories":3163},[185],{"categories":3165},[179],{"categories":3167},[185],{"categories":3169},[237],{"categories":3171},[179],{"categories":3173},[206],{"categories":3175},[206],{"categories":3177},[],{"categories":3179},[206],{"categories":3181},[188],{"categories":3183},[227],{"categories":3185},[230],{"categories":3187},[185],{"categories":3189},[],{"categories":3191},[206],{"categories":3193},[237],{"categories":3195},[182],{"categories":3197},[185],{"categories":3199},[179],{"categories":3201},[499],{"categories":3203},[179],{"categories":3205},[],{"categories":3207},[],{"categories":3209},[206],{"categories":3211},[],{"categories":3213},[188],{"categories":3215},[188],{"categories":3217},[188],{"categories":3219},[],{"categories":3221},[185],{"categories":3223},[],{"categories":3225},[206],{"categories":3227},[179],{"categories":3229},[227],{"categories":3231},[185],{"categories":3233},[206],{"categories":3235},[206],{"categories":3237},[],{"categories":3239},[206],{"categories":3241},[179],{"categories":3243},[185],{"categories":3245},[],{"categories":3247},[188],{"categories":3249},[188],{"categories":3251},[179],{"categories":3253},[],{"categories":3255},[],{"categories":3257},[],{"categories":3259},[227],{"categories":3261},[188],{"categories":3263},[185],{"categories":3265},[],{"categories":3267},[],{"categories":3269},[],{"categories":3271},[227],{"categories":3273},[],{"categories":3275},[179],{"categories":3277},[],{"categories":3279},[],{"categories":3281},[227],{"categories":3283},[185],{"categories":3285},[206],{"categories":3287},[],{"categories":3289},[244],{"categories":3291},[206],{"categories":3293},[244],{"categories":3295},[185],{"categories":3297},[],{"categories":3299},[],{"categories":3301},[188],{"categories":3303},[],{"categories":3305},[],{"categories":3307},[188],{"categories":3309},[185],{"categories":3311},[],{"categories":3313},[188],{"categories":3315},[206],{"categories":3317},[244],{"categories":3319},[230],{"categories":3321},[188],{"categories":3323},[188],{"categories":3325},[],{"categories":3327},[],{"categories":3329},[],{"categories":3331},[206],{"categories":3333},[],{"categories":3335},[],{"categories":3337},[227],{"categories":3339},[179],{"categories":3341},[],{"categories":3343},[182],{"categories":3345},[244],{"categories":3347},[185],{"categories":3349},[237],{"categories":3351},[179],{"categories":3353},[230],{"categories":3355},[182],{"categories":3357},[237],{"categories":3359},[],{"categories":3361},[],{"categories":3363},[188],{"categories":3365},[179],{"categories":3367},[227],{"categories":3369},[179],{"categories":3371},[188],{"categories":3373},[499],{"categories":3375},[188],{"categories":3377},[],{"categories":3379},[185],{"categories":3381},[206],{"categories":3383},[237],{"categories":3385},[],{"categories":3387},[227],{"categories":3389},[206],{"categories":3391},[179],{"categories":3393},[188],{"categories":3395},[185],{"categories":3397},[182],{"categories":3399},[188,499],{"categories":3401},[188],{"categories":3403},[237],{"categories":3405},[185],{"categories":3407},[230],{"categories":3409},[244],{"categories":3411},[188],{"categories":3413},[],{"categories":3415},[188],{"categories":3417},[185],{"categories":3419},[182],{"categories":3421},[],{"categories":3423},[],{"categories":3425},[185],{"categories":3427},[230],{"categories":3429},[185],{"categories":3431},[],{"categories":3433},[206],{"categories":3435},[],{"categories":3437},[206],{"categories":3439},[237],{"categories":3441},[188],{"categories":3443},[185],{"categories":3445},[244],{"categories":3447},[237],{"categories":3449},[],{"categories":3451},[206],{"categories":3453},[185],{"categories":3455},[],{"categories":3457},[185],{"categories":3459},[188],{"categories":3461},[185],{"categories":3463},[188],{"categories":3465},[185],{"categories":3467},[185],{"categories":3469},[185],{"categories":3471},[185],{"categories":3473},[182],{"categories":3475},[],{"categories":3477},[191],{"categories":3479},[206],{"categories":3481},[185],{"categories":3483},[],{"categories":3485},[237],{"categories":3487},[185],{"categories":3489},[185],{"categories":3491},[188],{"categories":3493},[206],{"categories":3495},[185],{"categories":3497},[185],{"categories":3499},[182],{"categories":3501},[188],{"categories":3503},[227],{"categories":3505},[],{"categories":3507},[230],{"categories":3509},[185],{"categories":3511},[],{"categories":3513},[206],{"categories":3515},[244],{"categories":3517},[],{"categories":3519},[],{"categories":3521},[206],{"categories":3523},[206],{"categories":3525},[244],{"categories":3527},[179],{"categories":3529},[188],{"categories":3531},[188],{"categories":3533},[185],{"categories":3535},[182],{"categories":3537},[],{"categories":3539},[],{"categories":3541},[206],{"categories":3543},[230],{"categories":3545},[237],{"categories":3547},[188],{"categories":3549},[227],{"categories":3551},[230],{"categories":3553},[230],{"categories":3555},[],{"categories":3557},[206],{"categories":3559},[185],{"categories":3561},[185],{"categories":3563},[237],{"categories":3565},[],{"categories":3567},[206],{"categories":3569},[206],{"categories":3571},[206],{"categories":3573},[],{"categories":3575},[188],{"categories":3577},[185],{"categories":3579},[],{"categories":3581},[179],{"categories":3583},[182],{"categories":3585},[],{"categories":3587},[185],{"categories":3589},[185],{"categories":3591},[],{"categories":3593},[237],{"categories":3595},[],{"categories":3597},[],{"categories":3599},[],{"categories":3601},[],{"categories":3603},[185],{"categories":3605},[206],{"categories":3607},[],{"categories":3609},[],{"categories":3611},[185],{"categories":3613},[185],{"categories":3615},[185],{"categories":3617},[230],{"categories":3619},[185],{"categories":3621},[230],{"categories":3623},[],{"categories":3625},[230],{"categories":3627},[230],{"categories":3629},[499],{"categories":3631},[188],{"categories":3633},[237],{"categories":3635},[],{"categories":3637},[],{"categories":3639},[230],{"categories":3641},[237],{"categories":3643},[237],{"categories":3645},[237],{"categories":3647},[],{"categories":3649},[179],{"categories":3651},[237],{"categories":3653},[237],{"categories":3655},[179],{"categories":3657},[237],{"categories":3659},[182],{"categories":3661},[237],{"categories":3663},[237],{"categories":3665},[237],{"categories":3667},[230],{"categories":3669},[206],{"categories":3671},[206],{"categories":3673},[185],{"categories":3675},[237],{"categories":3677},[230],{"categories":3679},[499],{"categories":3681},[230],{"categories":3683},[230],{"categories":3685},[230],{"categories":3687},[],{"categories":3689},[182],{"categories":3691},[],{"categories":3693},[499],{"categories":3695},[237],{"categories":3697},[237],{"categories":3699},[237],{"categories":3701},[188],{"categories":3703},[206,182],{"categories":3705},[230],{"categories":3707},[],{"categories":3709},[],{"categories":3711},[230],{"categories":3713},[],{"categories":3715},[230],{"categories":3717},[206],{"categories":3719},[188],{"categories":3721},[],{"categories":3723},[237],{"categories":3725},[185],{"categories":3727},[227],{"categories":3729},[],{"categories":3731},[185],{"categories":3733},[],{"categories":3735},[206],{"categories":3737},[179],{"categories":3739},[230],{"categories":3741},[],{"categories":3743},[237],{"categories":3745},[206],[3747,3804,3872,3961],{"id":3748,"title":3749,"ai":3750,"body":3755,"categories":3783,"created_at":126,"date_modified":126,"description":117,"extension":127,"faq":126,"featured":128,"kicker_label":126,"meta":3784,"navigation":157,"path":3788,"published_at":3789,"question":126,"scraped_at":3790,"seo":3791,"sitemap":3792,"source_id":3793,"source_name":3794,"source_type":3795,"source_url":3796,"stem":3797,"tags":3798,"thumbnail_url":3799,"tldr":3800,"tweet":3801,"unknown_tags":3802,"__hash__":3803},"summaries\u002Fsummaries\u002F2c14e40aaddd97d2-codex-chrome-extension-bridges-code-to-real-browse-summary.md","Codex Chrome Extension Bridges Code to Real Browser Workflows",{"provider":7,"model":8,"input_tokens":3751,"output_tokens":3752,"processing_time_ms":3753,"cost_usd":3754},6091,1217,15694,0.00180405,{"type":14,"value":3756,"toc":3778},[3757,3761,3764,3768,3771,3775],[17,3758,3760],{"id":3759},"secure-real-world-browser-access-via-chrome-extension","Secure Real-World Browser Access via Chrome Extension",[22,3762,3763],{},"Use Codex's Chrome extension to run browser tasks in your actual signed-in sessions, ideal for authenticated sites like Salesforce, LinkedIn, Gmail, or internal dashboards where re-logging in an in-app browser fails. Install via Codex plugins: add Chrome plugin, connect extension, approve permissions. Codex opens Chrome tabs in groups for parallel tasks without hijacking your session—read pages, click forms, compare content in background. Reserve in-app browser for local dev (e.g., localhost React testing). Invoke directly: \"@chrome open Salesforce and update account from notes.\" Permissions prevent risks: host-based prompts (allow current chat, always allow host, or decline), plus global allow\u002Fblock lists in settings. Browser history access is task-scoped with no 'always allow,' and OpenAI stores only task-relevant context (text, screenshots), not full recordings. Start with low-risk sites, review actions, block sensitive ones—enables loops like reproduce staging bug in dashboard, fix code, verify locally.",[17,3765,3767],{"id":3766},"cli-upgrades-for-resumable-vim-friendly-terminal-workflows","CLI Upgrades for Resumable, Vim-Friendly Terminal Workflows",[22,3769,3770],{},"Versions 0.128 and 0.129 add terminal polish for heavy users: enable Vim-style editing in composer (\u002Fvim, custom keymaps), redesigned resume\u002Ffork picker with raw scrollback, IDE context injection, workspace-aware diffs. Status line shows theme colors, PR\u002Fbranch summaries; debug keymaps with keymap debug. Persisted goals (v0.128) support long-running intents: create\u002Fpause\u002Fresume\u002Fclear via TUI or APIs, with validation\u002Fduration output—opt-in on resume. Update via 'codex update'; configurable keymaps, plan mode nudges, live titles. These make Codex handle interruptions reliably, turning isolated prompts into deliberate, multi-session pursuits without losing state.",[17,3772,3774],{"id":3773},"team-ready-plugins-hooks-and-permission-profiles","Team-Ready Plugins, Hooks, and Permission Profiles",[22,3776,3777],{},"Plugins gain workspace sharing, access controls, source filtering, marketplace sync, admin disables—standardize across teams (e.g., approved plugins per project). Hooks (\u002Fhooks) run pre\u002Fpost-compaction or pre-tool for injecting rules\u002Fchecks\u002Fcontext, enforcing consistency. Permissions expand: sandbox profiles, working directory controls, metadata for clients—crucial as agents edit files, run shell, invoke plugins. Defaults cover production needs; always confirm for browsers\u002Ffiles. Fixes improve Windows\u002FLinux sandboxing, network, MCP cleanup. Result: Codex evolves from solo coder to controllable agent workspace linking repo, terminal, browser, plugins—superior for hybrid code\u002Fbrowser dev ops, outpacing model-only rivals.",{"title":117,"searchDepth":118,"depth":118,"links":3779},[3780,3781,3782],{"id":3759,"depth":118,"text":3760},{"id":3766,"depth":118,"text":3767},{"id":3773,"depth":118,"text":3774},[185],{"content_references":3785,"triage":3786},[],{"relevance":153,"novelty":154,"quality":154,"actionability":154,"composite":155,"reasoning":3787},"Category: AI Automation. The article discusses a practical tool (Codex Chrome extension) that enhances developer productivity by enabling AI agents to interact with real browser workflows, addressing a specific pain point of managing authenticated sessions. It provides actionable steps for installation and usage, making it relevant for developers looking to integrate AI into their workflows.","\u002Fsummaries\u002F2c14e40aaddd97d2-codex-chrome-extension-bridges-code-to-real-browse-summary","2026-05-10 09:19:08","2026-05-10 15:15:31",{"title":3749,"description":117},{"loc":3788},"a7fbdf22c0ad2f02","AICodeKing","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=hQkmShTSdN8","summaries\u002F2c14e40aaddd97d2-codex-chrome-extension-bridges-code-to-real-browse-summary",[170,169,172,171],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FhQkmShTSdN8\u002Fhqdefault.jpg","Codex's new Chrome extension lets AI agents access signed-in browser sessions for tasks in Gmail, Salesforce, or dashboards, with host-based permissions to control risks—paired with CLI upgrades in v0.128\u002F0.129 for resumable, team-friendly agent workflows.","Narrator walks through Codex's new Chrome extension for signed-in browser automation (e.g., Gmail, Salesforce) plus CLI upgrades in v0.128\u002F0.129 like Vim editing, better permissions, plugin sharing, hooks, and persisted goals—mostly explaining release notes.",[172,171],"8MNmbc3JIaRML2xxQwO-RVZneK6SGobbsb4Cr1uB0-c",{"id":3805,"title":3806,"ai":3807,"body":3812,"categories":3840,"created_at":126,"date_modified":126,"description":117,"extension":127,"faq":126,"featured":128,"kicker_label":126,"meta":3841,"navigation":157,"path":3859,"published_at":3860,"question":126,"scraped_at":3861,"seo":3862,"sitemap":3863,"source_id":3864,"source_name":3794,"source_type":165,"source_url":3865,"stem":3866,"tags":3867,"thumbnail_url":126,"tldr":3868,"tweet":3869,"unknown_tags":3870,"__hash__":3871},"summaries\u002Fsummaries\u002Fd65f2a40a441061a-verdent-manager-ai-cto-builds-apps-from-one-prompt-summary.md","Verdent Manager: AI CTO Builds Apps from One Prompt",{"provider":7,"model":8,"input_tokens":3808,"output_tokens":3809,"processing_time_ms":3810,"cost_usd":3811},5621,1512,27348,0.0018577,{"type":14,"value":3813,"toc":3835},[3814,3818,3821,3825,3828,3832],[17,3815,3817],{"id":3816},"delegate-full-project-execution-to-escape-manual-oversight","Delegate Full Project Execution to Escape Manual Oversight",[22,3819,3820],{},"Verdent Manager sits above standard agent workflows, transforming vague ideas like \"build a waitlist app with landing page, email capture, admin view, and deployment\" into structured plans. It breaks work into phases—requirements, UI, logic, storage, testing—then dispatches parallel workers for each, tracking progress on a board (in progress, review, done). This shifts you from micromanaging steps (picking modes, fixing outputs, running tests) to high-level outcomes, mimicking a tiny software team. Non-technical founders validate ideas quickly without debating stacks (e.g., Next.js, Supabase) or order (landing page first?), while technical users offload coordination noise. Result: Order an app, get it shipped and ready for review, freeing time for business decisions like customer fit and monetization.",[17,3822,3824],{"id":3823},"long-term-memory-and-auto-specialist-skills-apply-your-preferences-consistently","Long-Term Memory and Auto-Specialist Skills Apply Your Preferences Consistently",[22,3826,3827],{},"Manager's persistent memory stores your stack (e.g., TypeScript, Tailwind, Supabase, Vercel), naming styles, pet peeves (overengineered architecture), and feedback across projects, eliminating repetitive explanations. It applies this automatically—e.g., always adding tests pre-deployment or enforcing code style—making repeated use smarter, like a familiar intern who improves. Pair this with \"skills\" (reusable packs for testing, deployment, frontend polish, security, GitHub workflows): Manager detects needs and invokes the right one without your input, as a CTO would assign specialists. Say \"ship it,\" and it knows your full process (style, tests, deploy). Trade-off: Relies on Verdent's ecosystem; custom skills need setup, but built-ins cover common flows like QA checklists or security reviews.",[17,3829,3831],{"id":3830},"remote-access-and-cost-controls-make-it-a-practical-teammate","Remote Access and Cost Controls Make It a Practical Teammate",[22,3833,3834],{},"Connect Manager to Slack or Telegram for on-the-go tasks: Ping from a meeting (\"quick dashboard change\"), lunch (bug fix), or bed (prep tomorrow's work), and it structures into tasks, reports back (e.g., \"deploy to staging, risks?\"). Personalize with nickname\u002Favatar for team recognition in channels, building trust over generic bots. Cost-wise, Eco Mode uses cheaper models for iterative\u002Fpolishing work (copy, ideas, light changes), preserving credits for heavy lifts—advanced features may skip it. BYOK supports your Anthropic, OpenAI, or OpenRouter keys in chats, agents, reviewers, giving direct cost control without full unlimited access. Access via Discord\u002Fwebsite invites. Overall, for prototypes, PR reviews, internal tools, or routine work, this enables async execution; still review critical deploys manually.",{"title":117,"searchDepth":118,"depth":118,"links":3836},[3837,3838,3839],{"id":3816,"depth":118,"text":3817},{"id":3823,"depth":118,"text":3824},{"id":3830,"depth":118,"text":3831},[188],{"content_references":3842,"triage":3856},[3843,3846,3848,3850,3852,3854],{"type":132,"title":3844,"url":3845,"context":135},"Verdent","https:\u002F\u002Fwww.verdent.ai\u002F?id=700712",{"type":132,"title":3847,"context":139},"Slack",{"type":132,"title":3849,"context":139},"Telegram",{"type":132,"title":3851,"context":139},"Anthropic",{"type":132,"title":3853,"context":139},"OpenAI",{"type":132,"title":3855,"context":139},"OpenRouter",{"relevance":153,"novelty":154,"quality":154,"actionability":153,"composite":3857,"reasoning":3858},4.55,"Category: AI Automation. The article discusses Verdent Manager, an AI tool that automates project management and app development, addressing the pain point of non-technical founders needing to validate ideas quickly. It provides actionable insights on how to delegate tasks and manage projects efficiently, making it highly relevant for builders looking to streamline their workflows.","\u002Fsummaries\u002Fd65f2a40a441061a-verdent-manager-ai-cto-builds-apps-from-one-prompt-summary","2026-05-09 09:41:09","2026-05-09 15:19:29",{"title":3806,"description":117},{"loc":3859},"4e21d3a8298b7b4a","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=LftNThg_0jk","summaries\u002Fd65f2a40a441061a-verdent-manager-ai-cto-builds-apps-from-one-prompt-summary",[170,169,171,172],"Verdent Manager decomposes high-level ideas into parallel tasks, remembers your stack and preferences, pulls specialist skills, integrates with Slack\u002FTelegram, and deploys apps—handling project management so you focus on business.","Overview of [Verdent Manager](https:\u002F\u002Fwww.verdent.ai\u002F?id=700712), a coordinator layer for Verdent's AI coding agents that decomposes ideas into parallel tasks, applies long-term memory and specialist skills (testing, deployment), and supports Slack\u002FTelegram messaging plus Eco Mode\u002FBYOK for costs. Speaker explains features without demoing app builds.",[171,172],"jQmDyO8v-eJPpfHbwtdmeM5849yMWeuhqUwqJ3tVjEo",{"id":3873,"title":3874,"ai":3875,"body":3880,"categories":3933,"created_at":126,"date_modified":126,"description":117,"extension":127,"faq":126,"featured":128,"kicker_label":126,"meta":3934,"navigation":157,"path":3947,"published_at":3948,"question":126,"scraped_at":3949,"seo":3950,"sitemap":3951,"source_id":3952,"source_name":3953,"source_type":165,"source_url":3954,"stem":3955,"tags":3956,"thumbnail_url":126,"tldr":3957,"tweet":3958,"unknown_tags":3959,"__hash__":3960},"summaries\u002Fsummaries\u002Fbbf050635537d2a7-printing-press-cli-factory-for-token-efficient-age-summary.md","Printing Press: CLI Factory for Token-Efficient Agents",{"provider":7,"model":8,"input_tokens":3876,"output_tokens":3877,"processing_time_ms":3878,"cost_usd":3879},7907,1617,20655,0.00236725,{"type":14,"value":3881,"toc":3928},[3882,3886,3889,3892,3896,3899,3910,3914,3925],[17,3883,3885],{"id":3884},"clis-deliver-token-savings-and-reliability-gains-over-apis-and-mcps","CLIs Deliver Token Savings and Reliability Gains Over APIs and MCPs",[22,3887,3888],{},"CLIs (command line interfaces) excel for AI agents like Claude Code because they return concise, pre-formatted text (typically 200 tokens) instead of raw JSON from APIs or bloated tool descriptions from MCP servers. APIs dump massive JSON bodies that inflate context windows and complicate pagination, while MCPs load 50+ tool descriptions upfront, wasting tokens even when unused—benchmarks show MCPs consume 35x more tokens than CLIs on the same task, with reliability dropping to 72% (vs. CLI's 100%) as complexity rises. CLIs run locally with SQLite mirroring for zero round-trips, no rate limits on execution, and composable chaining for workflows. Example: Fetching 10 Skool community posts (no API) used 260 input tokens and returned 132,000 output tokens routed outside context, adding only 2,000 tokens to the session vs. full pollution.",[22,3890,3891],{},"Prioritize CLIs as tier-1 for agent-tool interactions: if unavailable, fall back to APIs (convertible to CLIs), then MCPs last. Official CLIs often fail agents due to inefficiency; custom ones built for agents win.",[17,3893,3895],{"id":3894},"printing-press-unlocks-instant-cli-access-and-custom-builds","Printing Press Unlocks Instant CLI Access and Custom Builds",[22,3897,3898],{},"Printing Press (printingpress.dev) offers a library of 50+ ready CLIs for sites without APIs—like ESPN (NBA games), Craigslist, eBay, Shopify, Linear, Airbnb—plus a factory to generate new ones in minutes via natural language in Claude Code. Install starter pack (ESPN, Flight Goat, Movie Goat, Recipe Goat) or clone individuals from GitHub (mvanhorn\u002Fprinting-press-library). Requires Go (free Google language for CLI tools; Claude Code installs it in ~1 minute).",[22,3900,3901,3902,3905,3906,3909],{},"Post-setup, query ",[49,3903,3904],{},"pp catalog"," for installed\u002Favailable CLIs, then invoke naturally: \"NBA games tonight\" triggers ",[49,3907,3908],{},"pp-espn"," for precise results (e.g., Knicks-Sixers at 7 ET, Spurs-Timberwolves at 9:30 ET). Built CLIs like custom Skool (pull wins by category with links), YouTube, Tally reverse-engineer sites, bypassing anti-scraping via real Chrome sessions while respecting quotas\u002FOAuth.",[17,3911,3913],{"id":3912},"factory-builds-and-shares-production-clis-effortlessly","Factory Builds and Shares Production CLIs Effortlessly",[22,3915,3916,3917,3920,3921,3924],{},"Use factory (",[49,3918,3919],{},"pp factory",") for custom CLIs: Prompt Claude Code with target site\u002FURL (e.g., Hacker News), and it researches endpoints, catalogs features, generates Go code, verifies via dogfooding, and wraps in agent skills—completes in ~2 minutes despite 30-60 min estimates. Output: Binary with commands like ",[49,3922,3923],{},"hn top"," for top stories (e.g., last 24h, 100+ points ranked).",[22,3926,3927],{},"Share via private GitHub repos: Prompt to package CLI+skill, invite team to clone\u002Fswap keys (never commit secrets). Publish to public library for community use. Chain CLIs for skills (e.g., Contact Goat verifies emails via LinkedIn\u002FHunter.io\u002FDeepLine). Result: Agents handle no-API sites efficiently, saving tokens and enabling daily insights like community wins or HN trends.",{"title":117,"searchDepth":118,"depth":118,"links":3929},[3930,3931,3932],{"id":3884,"depth":118,"text":3885},{"id":3894,"depth":118,"text":3895},{"id":3912,"depth":118,"text":3913},[188],{"content_references":3935,"triage":3945},[3936,3939,3942],{"type":132,"title":3937,"url":3938,"context":135},"Printing Press","https:\u002F\u002Fprintingpress.dev\u002F",{"type":132,"title":3940,"url":3941,"context":139},"cli-printing-press","https:\u002F\u002Fgithub.com\u002Fmvanhorn\u002Fcli-printing-press",{"type":132,"title":3943,"url":3944,"context":139},"printing-press-library","https:\u002F\u002Fgithub.com\u002Fmvanhorn\u002Fprinting-press-library",{"relevance":153,"novelty":154,"quality":154,"actionability":153,"composite":3857,"reasoning":3946},"Category: AI Automation. The article provides a detailed exploration of how command line interfaces (CLIs) can enhance the efficiency of AI agents, addressing a specific pain point for developers looking to optimize token usage and reliability in AI interactions. It offers actionable steps for using the Printing Press tool to create and utilize CLIs effectively.","\u002Fsummaries\u002Fbbf050635537d2a7-printing-press-cli-factory-for-token-efficient-age-summary","2026-05-09 01:55:16","2026-05-09 15:27:12",{"title":3874,"description":117},{"loc":3947},"ce43155c89475169","Nate Herk | AI Automation","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=YHk45NEpspE","summaries\u002Fbbf050635537d2a7-printing-press-cli-factory-for-token-efficient-age-summary",[169,170,171,172],"Printing Press provides 50+ pre-built CLIs and a factory to turn any tool into a CLI, outperforming APIs (massive JSON) and MCPs (35x more tokens, 72% reliability vs CLI's 100%) for Claude Code agents by delivering clean 200-token outputs without context bloat.","Demo of [Printing Press](https:\u002F\u002Fprintingpress.dev\u002F), a Go-based CLI factory ([factory repo](https:\u002F\u002Fgithub.com\u002Fmvanhorn\u002Fcli-printing-press)) and library ([library repo](https:\u002F\u002Fgithub.com\u002Fmvanhorn\u002Fprinting-press-library)) for AI agents in Claude Code. Explains CLI benefits over APIs\u002FMCPs (token efficiency, no rate limits), shows starter pack install\u002Fsetup, and demos building\u002Fsharing custom CLIs for sites like Skool.",[171,172],"fnNjCv6bWUE4Ly61mi5vxKKAnYjPI11Hv2Utz8CtgF0",{"id":3962,"title":3963,"ai":3964,"body":3969,"categories":4005,"created_at":126,"date_modified":126,"description":117,"extension":127,"faq":126,"featured":128,"kicker_label":126,"meta":4006,"navigation":157,"path":4015,"published_at":4016,"question":126,"scraped_at":4017,"seo":4018,"sitemap":4019,"source_id":4020,"source_name":4021,"source_type":165,"source_url":4022,"stem":4023,"tags":4024,"thumbnail_url":126,"tldr":4025,"tweet":126,"unknown_tags":4026,"__hash__":4027},"summaries\u002Fsummaries\u002Fd9a9755bf2f52667-claude-code-s-90-day-sprint-35-updates-to-autonomo-summary.md","Claude Code's 90-Day Sprint: 35 Updates to Autonomous OS",{"provider":7,"model":8,"input_tokens":3965,"output_tokens":3966,"processing_time_ms":3967,"cost_usd":3968},8470,1963,16355,0.00265285,{"type":14,"value":3970,"toc":3999},[3971,3975,3978,3982,3985,3989,3992,3996],[17,3972,3974],{"id":3973},"remote-access-transforms-workflow-independence","Remote Access Transforms Workflow Independence",[22,3976,3977],{},"Claude Code now supports four ways to operate without desk presence, shipped in four weeks: (1) Remote control via QR code scan (30-second setup) lets you prompt, view actions, and approve from phone, but limited to one session with manual approvals. (2) Dispatch orchestrates multiple sessions, spinning up tools like Claude Code as needed, delivering push notifications on completion—one user achieved 3.5 hours of parallel work from 25 minutes of phone input, enabling tasks like competitive analysis over coffee. (3) Channels connect sessions to Telegram, Discord, iMessage (2-minute setup) for two-way chats and event triggers (e.g., new leads auto-start tasks). (4) Computer Use (research preview, Pro\u002FMax plans, Mac\u002FWindows) lets Claude view screens, move mouse, click, and automate legacy\u002Fenterprise apps via screenshots and reasoning, pairing with dispatch for phone-initiated desktop control. These fix Open Claw's edge—remote messaging—while adding screen control for un-API'd tools.",[17,3979,3981],{"id":3980},"auto-mode-and-loops-enable-trustworthy-autonomy","Auto-Mode and Loops Enable Trustworthy Autonomy",[22,3983,3984],{},"Permissions previously halted 93% of safe actions (file writes, installs, tests); now Auto Mode (Teams plans) uses a classifier to auto-approve them, flagging only 7% risky ones (deletes, main pushes). Workaround for Pro\u002FMax: settings.json rules allow reads\u002Fwrites\u002Ftests while blocking installs\u002Fdeletes (80% effective). Loops run recurring prompts up to 3 days (e.g., \u002Floop for CI checks); cloud scheduled tasks execute on Anthropic infra (e.g., daily mornings with Auto Mode), checkable via phone channels—no local machine needed. Result: always-on workflows without babysitting, impossible 90 days ago.",[17,3986,3988],{"id":3987},"model-upgrades-and-quality-boost-reliability","Model Upgrades and Quality Boost Reliability",[22,3990,3991],{},"Opus 4.6 (Feb 5) delivers 1M token context (full large codebases), 128k output tokens, and adaptive thinking (task-complexity-based reasoning depth), eliminating mid-task forgetting—don't max 1M tokens (performance drops), but headroom handles production code. Auto Dream consolidates memory overnight (after 24h\u002F5 sessions), fixing contradictions, updating dates, pruning stale refs, keeping index \u003C200 lines for efficient recall. Security review reasons like a human (traces flows, cuts false positives), uncovering 500+ long-undetected vulns in open-source repos missed by scanners. Revert to high effort level (from rushed medium) reduces hallucinations; \u002Fcosts shows per-model breakdowns; MCP tool search defers loading (85-95% context savings).",[17,3993,3995],{"id":3994},"production-tools-and-overlooked-power-moves","Production Tools and Overlooked Power Moves",[22,3997,3998],{},"Managed Agents (public beta, Apr 8) offloads infra: API-define agent\u002Ftools\u002Ftask, Anthropic sandboxes\u002Fruns (8¢\u002Fruntime hour + tokens), returns traces—ship production agents for \u003C$1\u002Fhour without custom setup. Ultra Plan (preview) offloads 30-min cloud planning (Opus 4.6) for complex architecture, reviewable in browser before local\u002Fcloud exec. Agent teams enable parallel Cluade instances coordinating via shared lists\u002Fmailbox. Hooks inject context\u002Fpre-tool webhooks for tech stack integration. Source leak (Mar 31, 500k TypeScript lines) revealed solid architecture, earning community respect. Big picture: Claude Code (84k GitHub stars, 75% startups, doubled WAU) evolves from terminal to multi-interface OS (terminal\u002Fphone\u002Fcloud\u002FVUI), writing 4% GitHub commits.",{"title":117,"searchDepth":118,"depth":118,"links":4000},[4001,4002,4003,4004],{"id":3973,"depth":118,"text":3974},{"id":3980,"depth":118,"text":3981},{"id":3987,"depth":118,"text":3988},{"id":3994,"depth":118,"text":3995},[185],{"content_references":4007,"triage":4011},[4008],{"type":132,"title":4009,"author":4010,"context":139},"Open Claw","Peter Steinberger",{"relevance":154,"novelty":4012,"quality":154,"actionability":4012,"composite":4013,"reasoning":4014},3,3.6,"Category: AI Automation. The article discusses significant updates to Claude Code that enhance its functionality for autonomous operations, addressing practical applications for developers looking to integrate AI tools into their workflows. It provides specific features like remote access and auto-mode that can directly impact productivity, though it lacks detailed implementation steps.","\u002Fsummaries\u002Fd9a9755bf2f52667-claude-code-s-90-day-sprint-35-updates-to-autonomo-summary","2026-04-30 15:27:54","2026-05-03 16:46:54",{"title":3963,"description":117},{"loc":4015},"580d654ef5387a4c","Nick Puru | AI Automation","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=gCizF3dtBXU","summaries\u002Fd9a9755bf2f52667-claude-code-s-90-day-sprint-35-updates-to-autonomo-summary",[170,169,171,172],"Anthropic shipped 35 updates in 90 days, turning Claude Code from a babysat terminal tool into a hands-free OS that runs autonomously, controls desktops, and powers 4% of GitHub commits (135k daily)—via remote phone access, auto-permissions, 1M context, and managed agents at 8¢\u002Fhour.",[171,172],"1S10ez0uKJQvJ4Lu41PKoPV0YGyiYK-NYmtraYiQ5XA"]