[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-0f272317db7c95f1-neovim-ai-cli-tools-beats-cursor-for-complex-code-summary":3,"summaries-facets-categories":241,"summary-related-0f272317db7c95f1-neovim-ai-cli-tools-beats-cursor-for-complex-code-summary":3810},{"id":4,"title":5,"ai":6,"body":13,"categories":189,"created_at":191,"date_modified":191,"description":181,"extension":192,"faq":191,"featured":193,"kicker_label":191,"meta":194,"navigation":222,"path":223,"published_at":224,"question":191,"scraped_at":225,"seo":226,"sitemap":227,"source_id":228,"source_name":229,"source_type":230,"source_url":231,"stem":232,"tags":233,"thumbnail_url":191,"tldr":238,"tweet":191,"unknown_tags":239,"__hash__":240},"summaries\u002Fsummaries\u002F0f272317db7c95f1-neovim-ai-cli-tools-beats-cursor-for-complex-code--summary.md","Neovim + AI CLI Tools Beats Cursor for Complex Code Reviews",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",9053,2310,18435,0.00267475,{"type":14,"value":15,"toc":180},"minimark",[16,21,25,28,31,37,41,44,51,74,89,92,102,106,109,112,115,120,124,127,139,142,145,150,154],[17,18,20],"h2",{"id":19},"limitations-of-agentic-ai-ides-like-cursor-and-conductor","Limitations of Agentic AI IDEs Like Cursor and Conductor",[22,23,24],"p",{},"The author ditched Cursor (VS Code fork) and Conductor after heavy use, citing key pain points in agent workflows. Cursor excels for simple tasks but lacks robust multi-agent management. Conductor attaches GitHub repos to workspaces, spins up git worktrees, runs custom setup scripts (e.g., conductor-setup.sh for .env.local, seed data migration—ignored by git), and supports parallel agents with Opus\u002FGPT Codex switching. It provides inline code reviews via a basic text diff viewer (like GitHub PR), comment integration into AI chats, and PR status polling (CI\u002FCD, tests, Claude reviews).",[22,26,27],{},"However, Conductor's diff viewer is 'just a plain text viewer'—no LSP features like jump-to-definition or find-references. For complex changes (>3-4\u002F10 complexity), the author constantly context-switched to Cursor instances (Conductor supports this natively), copying conversations over. This broke flow: 'I was always forced to open up another application when things got a little bit too complicated.' PR automation also needs 'babysitting' due to failures in CI\u002FCD or merges.",[22,29,30],{},"Tradeoff: Agent tools prioritize AI code gen\u002Freview over engineer navigation, forcing hybrid setups that fragment workflows.",[32,33,34],"blockquote",{},[22,35,36],{},"'Every now and then... when the code change got a little bit too crazy... I was still forced to open up Cursor or VS Code or true text editor.' (Highlights why basic viewers fail at scale, pushing for full editors.)",[17,38,40],{"id":39},"replicating-agent-workflows-in-neovim-with-git-worktrees","Replicating Agent Workflows in Neovim with Git Worktrees",[22,42,43],{},"To fix app-switching, the author rebuilt everything in Neovim (Kickstart.nvim config by TJ DeVries)—a 'barebones' setup with Vim keybindings (retained from VS Code\u002FCursor). Core: Custom 'yw' script (Claude-generated) mimics Conductor workspaces.",[22,45,46,50],{},[47,48,49],"strong",{},"yw flow",":",[52,53,54,62,65,71],"ol",{},[55,56,57,61],"li",{},[58,59,60],"code",{},"yw test-workspace",": Fetches main, creates branch\u002Fworktree.",[55,63,64],{},"Runs conductor-setup.sh (.env, seed data, Vercel dir).",[55,66,67,70],{},[58,68,69],{},"npm install && npm run dev",".",[55,72,73],{},"Launches Claude Code CLI instance.",[22,75,76,77,80,81,84,85,88],{},"Neovim handles reviews: ",[58,78,79],{},"space gs"," (git status), ",[58,82,83],{},"space hd"," (horizontal diff), full LSP (gd=definition, grr=references). Added diffview.nvim plugin (",[58,86,87],{},"space do",") for VS Code-like file sidebar + side-by-side diffs—'literally the same exact thing.'",[22,90,91],{},"This scales to 7-8\u002F10 complexity natively (vs Conductor's 3-4\u002F10), using Neovim only as 'text reviewer' with LSP power. For 9-10\u002F10, fallback to Cursor ('skill issue,' expects improvement).",[32,93,94],{},[22,95,96,97,101],{},"'This is literally just a plain text ",[98,99,100],"span",{},"viewer in Conductor","... Now, within my new Neovim setup, I'm able to handle like a seven or eight out of 10 complex workflows.' (Quantifies LSP's edge for real engineering.)",[17,103,105],{"id":104},"terminal-choice-warp-over-tmuxcmux-for-ai-cli-integration","Terminal Choice: Warp Over tmux\u002FCMUX for AI CLI Integration",[22,107,108],{},"Initially used CMUX (tmux wrapper on Ghostty lib by HashiCorp co-founders)—vertical workspaces, horizontal tabs (Cmd+1-4 \u002F Ctrl+1-4), first-class Claude\u002FGPT Codex CLI with notifications (e.g., task complete alerts).",[22,110,111],{},"Switched to Warp (sponsor, but 'hear me out'): Better CLI detection (auto-senses Claude Code), notifications, multi-model support (Warp AI, but author prefers Claude\u002FGPT Codex CLI). Key win: 'Finer UI\u002FUX improvements' beyond pure terminal—e.g., progress tracking without full GUI bloat. Churned off Warp 2021-2025 for AI features, returned for Claude-first-class support.",[22,113,114],{},"Tradeoff: Warp > CMUX for polish; both beat iTerm2. No model preference lock-in.",[32,116,117],{},[22,118,119],{},"'The one feature that really makes me like Warp over CMUX... it's not just a pure terminal and it has a little bit of like finer UI UX improvements.' (Explains terminal evolution for AI agents.)",[17,121,123],{"id":122},"automating-prs-and-scaling-with-claude-code-skills","Automating PRs and Scaling with Claude Code Skills",[22,125,126],{},"Replicates Conductor's PR panel via Claude Code CLI 'babysit-pr' skill + \u002Floop (1-min cron):",[128,129,130,133,136],"ul",{},[55,131,132],{},"gh CLI pulls PR.",[55,134,135],{},"Checks CI\u002FCD statuses.",[55,137,138],{},"Auto-merges if green; fixes reds\u002Fcomments or pings author.",[22,140,141],{},"Used for Yorby.ai (social media tool: viral DB + script writer). Claude as 'cheat sheet': 'Explain how to do XYZ in Neovim like VS Code.' Ramped up fast despite 5-year Vim hiatus.",[22,143,144],{},"When Cursor helps: Rare mega-diffs. Overall: Faster\u002Fflexible for 'real development work.'",[32,146,147],{},[22,148,149],{},"'If it's all green and ready to go, then merge it automatically. If anything becomes red... ping me.' (Shows practical agent handoff limits.)",[17,151,153],{"id":152},"key-takeaways","Key Takeaways",[128,155,156,159,162,165,168,171,174,177],{},[55,157,158],{},"Use git worktrees + custom setup scripts (e.g., yw) for isolated AI agent workspaces—bypasses .gitignore for local data.",[55,160,161],{},"Neovim (Kickstart + diffview.nvim) + LSP crushes basic diff viewers for 70-80% of reviews; fallback to Cursor only for extremes.",[55,163,164],{},"Pick terminals by AI CLI support: Warp\u002FCMUX for notifications\u002Fprogress > plain tmux.",[55,166,167],{},"Build Claude skills like 'babysit-pr' + \u002Floop for hands-off PRs, but expect babysitting.",[55,169,170],{},"Leverage AI (Claude) to learn\u002Feditor configs—'hey look at my neovim config and explain...'",[55,172,173],{},"Rank tools by complexity handled: Neovim (7-8\u002F10) > Conductor (3-4\u002F10) > plain viewers.",[55,175,176],{},"Retain Vim bindings in VS Code\u002FCursor for smooth transitions.",[55,178,179],{},"Rebuild agent flows in familiar editors before buying new IDEs—'this is not that special.'",{"title":181,"searchDepth":182,"depth":182,"links":183},"",2,[184,185,186,187,188],{"id":19,"depth":182,"text":20},{"id":39,"depth":182,"text":40},{"id":104,"depth":182,"text":105},{"id":122,"depth":182,"text":123},{"id":152,"depth":182,"text":153},[190],"Developer Productivity",null,"md",false,{"content_references":195,"triage":217},[196,201,204,208,210,212,214],{"type":197,"title":198,"url":199,"context":200},"tool","Warp","https:\u002F\u002Fgo.warp.dev\u002Fyatbythoa","mentioned",{"type":197,"title":202,"url":203,"context":200},"Conductor","https:\u002F\u002Fconductor.build",{"type":197,"title":205,"author":206,"context":207},"Kickstart.nvim","TJ DeVries","recommended",{"type":197,"title":209,"context":200},"Diffview.nvim",{"type":197,"title":211,"context":200},"CMUX",{"type":197,"title":213,"context":200},"Ghostty",{"type":197,"title":215,"url":216,"context":200},"Yorby.ai","https:\u002F\u002Fwww.yorby.ai",{"relevance":218,"novelty":219,"quality":218,"actionability":218,"composite":220,"reasoning":221},4,3,3.8,"Category: Software Engineering. The article discusses practical workflows for code reviews using Neovim and AI tools, addressing the pain point of app-switching in complex coding tasks. It provides a specific workflow ('yw flow') that developers can implement to enhance their productivity.",true,"\u002Fsummaries\u002F0f272317db7c95f1-neovim-ai-cli-tools-beats-cursor-for-complex-code-summary","2026-04-20 16:30:04","2026-04-21 15:15:19",{"title":5,"description":181},{"loc":223},"757610c0b3f1bc18","Your Average Tech Bro","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=4z3fGyAeGaM","summaries\u002F0f272317db7c95f1-neovim-ai-cli-tools-beats-cursor-for-complex-code--summary",[234,235,236,237],"ai-tools","coding","dev-productivity","neovim","Switched from Cursor\u002FConductor to Neovim with Claude Code CLI, git worktrees, and Warp terminal: handles 7-8\u002F10 complexity reviews natively via LSP\u002Fdiffs, only needs IDE for 10\u002F10 cases, replicates agent workflows without app-switching.",[236,237],"3ZZdShmeA2ZtrzNhDE41ROyPpzsBsYQgBKi3uO0YTdg",[242,244,247,250,253,256,258,260,262,264,266,268,271,273,275,277,279,281,283,285,287,289,292,295,297,299,302,304,306,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808],{"categories":243},[190],{"categories":245},[246],"Business & SaaS",{"categories":248},[249],"AI & LLMs",{"categories":251},[252],"AI Automation",{"categories":254},[255],"Product Strategy",{"categories":257},[249],{"categories":259},[190],{"categories":261},[246],{"categories":263},[],{"categories":265},[249],{"categories":267},[],{"categories":269},[270],"AI News & Trends",{"categories":272},[252],{"categories":274},[270],{"categories":276},[252],{"categories":278},[252],{"categories":280},[249],{"categories":282},[249],{"categories":284},[270],{"categories":286},[249],{"categories":288},[],{"categories":290},[291],"Design & Frontend",{"categories":293},[294],"Data Science & Visualization",{"categories":296},[270],{"categories":298},[],{"categories":300},[301],"Software Engineering",{"categories":303},[249],{"categories":305},[252],{"categories":307},[308],"Marketing & Growth",{"categories":310},[249],{"categories":312},[252],{"categories":314},[],{"categories":316},[],{"categories":318},[291],{"categories":320},[252],{"categories":322},[190],{"categories":324},[291],{"categories":326},[249],{"categories":328},[252],{"categories":330},[270],{"categories":332},[],{"categories":334},[],{"categories":336},[252],{"categories":338},[301],{"categories":340},[],{"categories":342},[246],{"categories":344},[],{"categories":346},[],{"categories":348},[252],{"categories":350},[252],{"categories":352},[249],{"categories":354},[],{"categories":356},[301],{"categories":358},[],{"categories":360},[],{"categories":362},[],{"categories":364},[249],{"categories":366},[308],{"categories":368},[291],{"categories":370},[291],{"categories":372},[249],{"categories":374},[252],{"categories":376},[249],{"categories":378},[249],{"categories":380},[252],{"categories":382},[252],{"categories":384},[294],{"categories":386},[270],{"categories":388},[252],{"categories":390},[308],{"categories":392},[252],{"categories":394},[255],{"categories":396},[],{"categories":398},[252],{"categories":400},[],{"categories":402},[252],{"categories":404},[301],{"categories":406},[291],{"categories":408},[249],{"categories":410},[],{"categories":412},[],{"categories":414},[252],{"categories":416},[],{"categories":418},[249],{"categories":420},[],{"categories":422},[190],{"categories":424},[301],{"categories":426},[246],{"categories":428},[270],{"categories":430},[249],{"categories":432},[],{"categories":434},[249],{"categories":436},[],{"categories":438},[301],{"categories":440},[294],{"categories":442},[],{"categories":444},[249],{"categories":446},[291],{"categories":448},[],{"categories":450},[291],{"categories":452},[252],{"categories":454},[],{"categories":456},[252],{"categories":458},[270],{"categories":460},[249],{"categories":462},[],{"categories":464},[252],{"categories":466},[249],{"categories":468},[255],{"categories":470},[],{"categories":472},[249],{"categories":474},[252],{"categories":476},[252],{"categories":478},[],{"categories":480},[294],{"categories":482},[249],{"categories":484},[],{"categories":486},[190],{"categories":488},[246],{"categories":490},[249],{"categories":492},[252],{"categories":494},[301],{"categories":496},[249],{"categories":498},[],{"categories":500},[],{"categories":502},[249],{"categories":504},[],{"categories":506},[291],{"categories":508},[],{"categories":510},[249],{"categories":512},[],{"categories":514},[252],{"categories":516},[249],{"categories":518},[291],{"categories":520},[],{"categories":522},[249],{"categories":524},[249],{"categories":526},[246],{"categories":528},[252],{"categories":530},[249],{"categories":532},[291],{"categories":534},[252],{"categories":536},[],{"categories":538},[],{"categories":540},[270],{"categories":542},[],{"categories":544},[249],{"categories":546},[246,308],{"categories":548},[],{"categories":550},[249],{"categories":552},[],{"categories":554},[],{"categories":556},[249],{"categories":558},[],{"categories":560},[249],{"categories":562},[563],"DevOps & Cloud",{"categories":565},[],{"categories":567},[270],{"categories":569},[291],{"categories":571},[],{"categories":573},[270],{"categories":575},[270],{"categories":577},[249],{"categories":579},[308],{"categories":581},[],{"categories":583},[246],{"categories":585},[],{"categories":587},[249,563],{"categories":589},[249],{"categories":591},[249],{"categories":593},[252],{"categories":595},[249,301],{"categories":597},[294],{"categories":599},[249],{"categories":601},[308],{"categories":603},[252],{"categories":605},[252],{"categories":607},[],{"categories":609},[252],{"categories":611},[249,246],{"categories":613},[],{"categories":615},[291],{"categories":617},[291],{"categories":619},[],{"categories":621},[],{"categories":623},[270],{"categories":625},[],{"categories":627},[190],{"categories":629},[301],{"categories":631},[249],{"categories":633},[291],{"categories":635},[252],{"categories":637},[301],{"categories":639},[270],{"categories":641},[291],{"categories":643},[],{"categories":645},[249],{"categories":647},[249],{"categories":649},[249],{"categories":651},[270],{"categories":653},[190],{"categories":655},[249],{"categories":657},[252],{"categories":659},[563],{"categories":661},[291],{"categories":663},[252],{"categories":665},[],{"categories":667},[],{"categories":669},[291],{"categories":671},[270],{"categories":673},[294],{"categories":675},[],{"categories":677},[249],{"categories":679},[249],{"categories":681},[246],{"categories":683},[249],{"categories":685},[249],{"categories":687},[270],{"categories":689},[],{"categories":691},[252],{"categories":693},[301],{"categories":695},[],{"categories":697},[249],{"categories":699},[249],{"categories":701},[252],{"categories":703},[],{"categories":705},[],{"categories":707},[249],{"categories":709},[],{"categories":711},[246],{"categories":713},[252],{"categories":715},[],{"categories":717},[190],{"categories":719},[249],{"categories":721},[246],{"categories":723},[270],{"categories":725},[],{"categories":727},[],{"categories":729},[],{"categories":731},[270],{"categories":733},[270],{"categories":735},[],{"categories":737},[],{"categories":739},[246],{"categories":741},[],{"categories":743},[],{"categories":745},[190],{"categories":747},[],{"categories":749},[308],{"categories":751},[252],{"categories":753},[246],{"categories":755},[252],{"categories":757},[],{"categories":759},[255],{"categories":761},[291],{"categories":763},[301],{"categories":765},[249],{"categories":767},[252],{"categories":769},[246],{"categories":771},[249],{"categories":773},[],{"categories":775},[],{"categories":777},[301],{"categories":779},[294],{"categories":781},[255],{"categories":783},[252],{"categories":785},[249],{"categories":787},[],{"categories":789},[563],{"categories":791},[],{"categories":793},[252],{"categories":795},[],{"categories":797},[],{"categories":799},[249],{"categories":801},[291],{"categories":803},[308],{"categories":805},[252],{"categories":807},[],{"categories":809},[190],{"categories":811},[],{"categories":813},[270],{"categories":815},[249,563],{"categories":817},[270],{"categories":819},[249],{"categories":821},[246],{"categories":823},[249],{"categories":825},[],{"categories":827},[246],{"categories":829},[],{"categories":831},[301],{"categories":833},[291],{"categories":835},[270],{"categories":837},[294],{"categories":839},[190],{"categories":841},[249],{"categories":843},[301],{"categories":845},[],{"categories":847},[],{"categories":849},[255],{"categories":851},[],{"categories":853},[249],{"categories":855},[],{"categories":857},[291],{"categories":859},[291],{"categories":861},[291],{"categories":863},[],{"categories":865},[],{"categories":867},[270],{"categories":869},[252],{"categories":871},[249],{"categories":873},[249],{"categories":875},[249],{"categories":877},[246],{"categories":879},[249],{"categories":881},[],{"categories":883},[301],{"categories":885},[301],{"categories":887},[246],{"categories":889},[],{"categories":891},[249],{"categories":893},[249],{"categories":895},[246],{"categories":897},[270],{"categories":899},[308],{"categories":901},[252],{"categories":903},[],{"categories":905},[291],{"categories":907},[],{"categories":909},[249],{"categories":911},[],{"categories":913},[246],{"categories":915},[252],{"categories":917},[],{"categories":919},[563],{"categories":921},[294],{"categories":923},[301],{"categories":925},[308],{"categories":927},[301],{"categories":929},[252],{"categories":931},[],{"categories":933},[],{"categories":935},[252],{"categories":937},[190],{"categories":939},[252],{"categories":941},[255],{"categories":943},[246],{"categories":945},[],{"categories":947},[249],{"categories":949},[255],{"categories":951},[249],{"categories":953},[249],{"categories":955},[308],{"categories":957},[291],{"categories":959},[252],{"categories":961},[],{"categories":963},[],{"categories":965},[563],{"categories":967},[301],{"categories":969},[],{"categories":971},[252],{"categories":973},[249],{"categories":975},[291,249],{"categories":977},[190],{"categories":979},[],{"categories":981},[249],{"categories":983},[190],{"categories":985},[291],{"categories":987},[252],{"categories":989},[301],{"categories":991},[],{"categories":993},[249],{"categories":995},[],{"categories":997},[190],{"categories":999},[],{"categories":1001},[252],{"categories":1003},[255],{"categories":1005},[249],{"categories":1007},[249],{"categories":1009},[291],{"categories":1011},[252],{"categories":1013},[563],{"categories":1015},[291],{"categories":1017},[252],{"categories":1019},[249],{"categories":1021},[249],{"categories":1023},[249],{"categories":1025},[270],{"categories":1027},[],{"categories":1029},[255],{"categories":1031},[252],{"categories":1033},[291],{"categories":1035},[252],{"categories":1037},[301],{"categories":1039},[291],{"categories":1041},[252],{"categories":1043},[270],{"categories":1045},[],{"categories":1047},[249],{"categories":1049},[291],{"categories":1051},[249],{"categories":1053},[190],{"categories":1055},[270],{"categories":1057},[249],{"categories":1059},[308],{"categories":1061},[249],{"categories":1063},[249],{"categories":1065},[252],{"categories":1067},[252],{"categories":1069},[249],{"categories":1071},[252],{"categories":1073},[291],{"categories":1075},[249],{"categories":1077},[],{"categories":1079},[],{"categories":1081},[301],{"categories":1083},[],{"categories":1085},[190],{"categories":1087},[563],{"categories":1089},[],{"categories":1091},[190],{"categories":1093},[246],{"categories":1095},[308],{"categories":1097},[],{"categories":1099},[246],{"categories":1101},[],{"categories":1103},[],{"categories":1105},[],{"categories":1107},[],{"categories":1109},[],{"categories":1111},[249],{"categories":1113},[252],{"categories":1115},[563],{"categories":1117},[190],{"categories":1119},[249],{"categories":1121},[301],{"categories":1123},[255],{"categories":1125},[249],{"categories":1127},[308],{"categories":1129},[249],{"categories":1131},[249],{"categories":1133},[249],{"categories":1135},[249,190],{"categories":1137},[301],{"categories":1139},[301],{"categories":1141},[291],{"categories":1143},[249],{"categories":1145},[],{"categories":1147},[],{"categories":1149},[],{"categories":1151},[301],{"categories":1153},[294],{"categories":1155},[270],{"categories":1157},[291],{"categories":1159},[],{"categories":1161},[249],{"categories":1163},[249],{"categories":1165},[],{"categories":1167},[],{"categories":1169},[252],{"categories":1171},[249],{"categories":1173},[246],{"categories":1175},[],{"categories":1177},[190],{"categories":1179},[249],{"categories":1181},[190],{"categories":1183},[249],{"categories":1185},[301],{"categories":1187},[308],{"categories":1189},[249,291],{"categories":1191},[270],{"categories":1193},[291],{"categories":1195},[],{"categories":1197},[563],{"categories":1199},[291],{"categories":1201},[252],{"categories":1203},[],{"categories":1205},[],{"categories":1207},[],{"categories":1209},[],{"categories":1211},[301],{"categories":1213},[252],{"categories":1215},[252],{"categories":1217},[249],{"categories":1219},[249],{"categories":1221},[],{"categories":1223},[291],{"categories":1225},[],{"categories":1227},[],{"categories":1229},[252],{"categories":1231},[],{"categories":1233},[],{"categories":1235},[308],{"categories":1237},[308],{"categories":1239},[252],{"categories":1241},[],{"categories":1243},[249],{"categories":1245},[249],{"categories":1247},[301],{"categories":1249},[291],{"categories":1251},[291],{"categories":1253},[252],{"categories":1255},[190],{"categories":1257},[249],{"categories":1259},[291],{"categories":1261},[291],{"categories":1263},[252],{"categories":1265},[252],{"categories":1267},[249],{"categories":1269},[],{"categories":1271},[],{"categories":1273},[249],{"categories":1275},[252],{"categories":1277},[270],{"categories":1279},[301],{"categories":1281},[190],{"categories":1283},[249],{"categories":1285},[],{"categories":1287},[252],{"categories":1289},[252],{"categories":1291},[],{"categories":1293},[190],{"categories":1295},[249],{"categories":1297},[190],{"categories":1299},[190],{"categories":1301},[],{"categories":1303},[],{"categories":1305},[252],{"categories":1307},[252],{"categories":1309},[249],{"categories":1311},[249],{"categories":1313},[270],{"categories":1315},[294],{"categories":1317},[255],{"categories":1319},[270],{"categories":1321},[291],{"categories":1323},[],{"categories":1325},[270],{"categories":1327},[],{"categories":1329},[],{"categories":1331},[],{"categories":1333},[],{"categories":1335},[301],{"categories":1337},[294],{"categories":1339},[],{"categories":1341},[249],{"categories":1343},[249],{"categories":1345},[294],{"categories":1347},[301],{"categories":1349},[],{"categories":1351},[],{"categories":1353},[252],{"categories":1355},[270],{"categories":1357},[270],{"categories":1359},[252],{"categories":1361},[190],{"categories":1363},[249,563],{"categories":1365},[],{"categories":1367},[291],{"categories":1369},[190],{"categories":1371},[252],{"categories":1373},[291],{"categories":1375},[],{"categories":1377},[252],{"categories":1379},[252],{"categories":1381},[249],{"categories":1383},[308],{"categories":1385},[301],{"categories":1387},[291],{"categories":1389},[],{"categories":1391},[252],{"categories":1393},[249],{"categories":1395},[252],{"categories":1397},[252],{"categories":1399},[252],{"categories":1401},[308],{"categories":1403},[252],{"categories":1405},[249],{"categories":1407},[],{"categories":1409},[308],{"categories":1411},[270],{"categories":1413},[252],{"categories":1415},[],{"categories":1417},[],{"categories":1419},[249],{"categories":1421},[252],{"categories":1423},[270],{"categories":1425},[252],{"categories":1427},[],{"categories":1429},[],{"categories":1431},[],{"categories":1433},[252],{"categories":1435},[],{"categories":1437},[],{"categories":1439},[294],{"categories":1441},[249],{"categories":1443},[294],{"categories":1445},[270],{"categories":1447},[249],{"categories":1449},[249],{"categories":1451},[252],{"categories":1453},[249],{"categories":1455},[],{"categories":1457},[],{"categories":1459},[563],{"categories":1461},[],{"categories":1463},[],{"categories":1465},[190],{"categories":1467},[],{"categories":1469},[],{"categories":1471},[],{"categories":1473},[],{"categories":1475},[301],{"categories":1477},[270],{"categories":1479},[308],{"categories":1481},[246],{"categories":1483},[249],{"categories":1485},[249],{"categories":1487},[246],{"categories":1489},[],{"categories":1491},[291],{"categories":1493},[252],{"categories":1495},[246],{"categories":1497},[249],{"categories":1499},[249],{"categories":1501},[190],{"categories":1503},[],{"categories":1505},[190],{"categories":1507},[249],{"categories":1509},[308],{"categories":1511},[252],{"categories":1513},[270],{"categories":1515},[246],{"categories":1517},[249],{"categories":1519},[252],{"categories":1521},[],{"categories":1523},[249],{"categories":1525},[190],{"categories":1527},[249],{"categories":1529},[],{"categories":1531},[270],{"categories":1533},[249],{"categories":1535},[],{"categories":1537},[246],{"categories":1539},[249],{"categories":1541},[],{"categories":1543},[],{"categories":1545},[],{"categories":1547},[249],{"categories":1549},[],{"categories":1551},[563],{"categories":1553},[249],{"categories":1555},[],{"categories":1557},[249],{"categories":1559},[249],{"categories":1561},[249],{"categories":1563},[249,563],{"categories":1565},[249],{"categories":1567},[249],{"categories":1569},[291],{"categories":1571},[252],{"categories":1573},[],{"categories":1575},[252],{"categories":1577},[249],{"categories":1579},[249],{"categories":1581},[249],{"categories":1583},[190],{"categories":1585},[190],{"categories":1587},[301],{"categories":1589},[291],{"categories":1591},[252],{"categories":1593},[],{"categories":1595},[249],{"categories":1597},[270],{"categories":1599},[249],{"categories":1601},[246],{"categories":1603},[],{"categories":1605},[563],{"categories":1607},[291],{"categories":1609},[291],{"categories":1611},[252],{"categories":1613},[270],{"categories":1615},[252],{"categories":1617},[249],{"categories":1619},[],{"categories":1621},[249],{"categories":1623},[],{"categories":1625},[],{"categories":1627},[249],{"categories":1629},[249],{"categories":1631},[249],{"categories":1633},[252],{"categories":1635},[249],{"categories":1637},[],{"categories":1639},[294],{"categories":1641},[252],{"categories":1643},[],{"categories":1645},[249],{"categories":1647},[270],{"categories":1649},[],{"categories":1651},[291],{"categories":1653},[563],{"categories":1655},[270],{"categories":1657},[301],{"categories":1659},[301],{"categories":1661},[270],{"categories":1663},[270],{"categories":1665},[563],{"categories":1667},[],{"categories":1669},[270],{"categories":1671},[249],{"categories":1673},[190],{"categories":1675},[270],{"categories":1677},[],{"categories":1679},[294],{"categories":1681},[270],{"categories":1683},[301],{"categories":1685},[270],{"categories":1687},[563],{"categories":1689},[249],{"categories":1691},[249],{"categories":1693},[],{"categories":1695},[246],{"categories":1697},[],{"categories":1699},[],{"categories":1701},[249],{"categories":1703},[249],{"categories":1705},[249],{"categories":1707},[249],{"categories":1709},[],{"categories":1711},[294],{"categories":1713},[190],{"categories":1715},[],{"categories":1717},[249],{"categories":1719},[249],{"categories":1721},[563],{"categories":1723},[563],{"categories":1725},[],{"categories":1727},[252],{"categories":1729},[270],{"categories":1731},[270],{"categories":1733},[249],{"categories":1735},[252],{"categories":1737},[],{"categories":1739},[291],{"categories":1741},[249],{"categories":1743},[249],{"categories":1745},[],{"categories":1747},[],{"categories":1749},[563],{"categories":1751},[249],{"categories":1753},[301],{"categories":1755},[246],{"categories":1757},[249],{"categories":1759},[],{"categories":1761},[252],{"categories":1763},[190],{"categories":1765},[190],{"categories":1767},[],{"categories":1769},[249],{"categories":1771},[291],{"categories":1773},[252],{"categories":1775},[],{"categories":1777},[249],{"categories":1779},[249],{"categories":1781},[252],{"categories":1783},[],{"categories":1785},[252],{"categories":1787},[301],{"categories":1789},[],{"categories":1791},[249],{"categories":1793},[],{"categories":1795},[249],{"categories":1797},[],{"categories":1799},[249],{"categories":1801},[249],{"categories":1803},[],{"categories":1805},[249],{"categories":1807},[270],{"categories":1809},[249],{"categories":1811},[249],{"categories":1813},[190],{"categories":1815},[249],{"categories":1817},[270],{"categories":1819},[252],{"categories":1821},[],{"categories":1823},[249],{"categories":1825},[308],{"categories":1827},[],{"categories":1829},[],{"categories":1831},[],{"categories":1833},[190],{"categories":1835},[270],{"categories":1837},[252],{"categories":1839},[249],{"categories":1841},[291],{"categories":1843},[252],{"categories":1845},[],{"categories":1847},[252],{"categories":1849},[],{"categories":1851},[249],{"categories":1853},[252],{"categories":1855},[249],{"categories":1857},[],{"categories":1859},[249],{"categories":1861},[249],{"categories":1863},[270],{"categories":1865},[291],{"categories":1867},[252],{"categories":1869},[291],{"categories":1871},[246],{"categories":1873},[],{"categories":1875},[],{"categories":1877},[249],{"categories":1879},[190],{"categories":1881},[270],{"categories":1883},[],{"categories":1885},[],{"categories":1887},[301],{"categories":1889},[291],{"categories":1891},[],{"categories":1893},[249],{"categories":1895},[],{"categories":1897},[308],{"categories":1899},[249],{"categories":1901},[563],{"categories":1903},[301],{"categories":1905},[],{"categories":1907},[252],{"categories":1909},[249],{"categories":1911},[252],{"categories":1913},[252],{"categories":1915},[249],{"categories":1917},[],{"categories":1919},[190],{"categories":1921},[249],{"categories":1923},[246],{"categories":1925},[301],{"categories":1927},[291],{"categories":1929},[],{"categories":1931},[],{"categories":1933},[],{"categories":1935},[252],{"categories":1937},[291],{"categories":1939},[270],{"categories":1941},[249],{"categories":1943},[270],{"categories":1945},[291],{"categories":1947},[],{"categories":1949},[291],{"categories":1951},[270],{"categories":1953},[246],{"categories":1955},[249],{"categories":1957},[270],{"categories":1959},[308],{"categories":1961},[],{"categories":1963},[],{"categories":1965},[294],{"categories":1967},[249,301],{"categories":1969},[270],{"categories":1971},[249],{"categories":1973},[252],{"categories":1975},[252],{"categories":1977},[249],{"categories":1979},[],{"categories":1981},[301],{"categories":1983},[249],{"categories":1985},[294],{"categories":1987},[252],{"categories":1989},[308],{"categories":1991},[563],{"categories":1993},[],{"categories":1995},[190],{"categories":1997},[252],{"categories":1999},[252],{"categories":2001},[301],{"categories":2003},[249],{"categories":2005},[249],{"categories":2007},[],{"categories":2009},[],{"categories":2011},[],{"categories":2013},[563],{"categories":2015},[270],{"categories":2017},[249],{"categories":2019},[249],{"categories":2021},[249],{"categories":2023},[],{"categories":2025},[294],{"categories":2027},[246],{"categories":2029},[],{"categories":2031},[252],{"categories":2033},[563],{"categories":2035},[],{"categories":2037},[291],{"categories":2039},[291],{"categories":2041},[],{"categories":2043},[301],{"categories":2045},[291],{"categories":2047},[249],{"categories":2049},[],{"categories":2051},[270],{"categories":2053},[249],{"categories":2055},[291],{"categories":2057},[252],{"categories":2059},[270],{"categories":2061},[],{"categories":2063},[252],{"categories":2065},[291],{"categories":2067},[249],{"categories":2069},[],{"categories":2071},[249],{"categories":2073},[249],{"categories":2075},[563],{"categories":2077},[270],{"categories":2079},[294],{"categories":2081},[294],{"categories":2083},[],{"categories":2085},[],{"categories":2087},[],{"categories":2089},[252],{"categories":2091},[301],{"categories":2093},[301],{"categories":2095},[],{"categories":2097},[],{"categories":2099},[249],{"categories":2101},[],{"categories":2103},[252],{"categories":2105},[249],{"categories":2107},[],{"categories":2109},[249],{"categories":2111},[246],{"categories":2113},[249],{"categories":2115},[308],{"categories":2117},[252],{"categories":2119},[249],{"categories":2121},[301],{"categories":2123},[270],{"categories":2125},[252],{"categories":2127},[],{"categories":2129},[270],{"categories":2131},[252],{"categories":2133},[252],{"categories":2135},[],{"categories":2137},[246],{"categories":2139},[252],{"categories":2141},[],{"categories":2143},[249],{"categories":2145},[190],{"categories":2147},[270],{"categories":2149},[563],{"categories":2151},[252],{"categories":2153},[252],{"categories":2155},[190],{"categories":2157},[249],{"categories":2159},[],{"categories":2161},[],{"categories":2163},[291],{"categories":2165},[249,246],{"categories":2167},[],{"categories":2169},[190],{"categories":2171},[294],{"categories":2173},[249],{"categories":2175},[301],{"categories":2177},[249],{"categories":2179},[252],{"categories":2181},[249],{"categories":2183},[249],{"categories":2185},[270],{"categories":2187},[252],{"categories":2189},[],{"categories":2191},[],{"categories":2193},[252],{"categories":2195},[249],{"categories":2197},[563],{"categories":2199},[],{"categories":2201},[249],{"categories":2203},[252],{"categories":2205},[],{"categories":2207},[249],{"categories":2209},[308],{"categories":2211},[294],{"categories":2213},[252],{"categories":2215},[249],{"categories":2217},[563],{"categories":2219},[],{"categories":2221},[249],{"categories":2223},[308],{"categories":2225},[291],{"categories":2227},[249],{"categories":2229},[],{"categories":2231},[308],{"categories":2233},[270],{"categories":2235},[249],{"categories":2237},[249],{"categories":2239},[190],{"categories":2241},[],{"categories":2243},[],{"categories":2245},[291],{"categories":2247},[249],{"categories":2249},[294],{"categories":2251},[308],{"categories":2253},[308],{"categories":2255},[270],{"categories":2257},[],{"categories":2259},[],{"categories":2261},[249],{"categories":2263},[],{"categories":2265},[249,301],{"categories":2267},[270],{"categories":2269},[252],{"categories":2271},[301],{"categories":2273},[249],{"categories":2275},[190],{"categories":2277},[],{"categories":2279},[],{"categories":2281},[190],{"categories":2283},[308],{"categories":2285},[249],{"categories":2287},[],{"categories":2289},[291,249],{"categories":2291},[563],{"categories":2293},[190],{"categories":2295},[],{"categories":2297},[246],{"categories":2299},[246],{"categories":2301},[249],{"categories":2303},[301],{"categories":2305},[252],{"categories":2307},[270],{"categories":2309},[308],{"categories":2311},[291],{"categories":2313},[249],{"categories":2315},[249],{"categories":2317},[249],{"categories":2319},[190],{"categories":2321},[249],{"categories":2323},[252],{"categories":2325},[270],{"categories":2327},[],{"categories":2329},[],{"categories":2331},[294],{"categories":2333},[301],{"categories":2335},[249],{"categories":2337},[291],{"categories":2339},[294],{"categories":2341},[249],{"categories":2343},[249],{"categories":2345},[252],{"categories":2347},[252],{"categories":2349},[249,246],{"categories":2351},[],{"categories":2353},[291],{"categories":2355},[],{"categories":2357},[249],{"categories":2359},[270],{"categories":2361},[190],{"categories":2363},[190],{"categories":2365},[252],{"categories":2367},[249],{"categories":2369},[246],{"categories":2371},[301],{"categories":2373},[308],{"categories":2375},[],{"categories":2377},[270],{"categories":2379},[249],{"categories":2381},[249],{"categories":2383},[270],{"categories":2385},[301],{"categories":2387},[249],{"categories":2389},[252],{"categories":2391},[270],{"categories":2393},[249],{"categories":2395},[291],{"categories":2397},[249],{"categories":2399},[249],{"categories":2401},[563],{"categories":2403},[255],{"categories":2405},[252],{"categories":2407},[249],{"categories":2409},[270],{"categories":2411},[252],{"categories":2413},[308],{"categories":2415},[249],{"categories":2417},[],{"categories":2419},[249],{"categories":2421},[],{"categories":2423},[],{"categories":2425},[],{"categories":2427},[246],{"categories":2429},[249],{"categories":2431},[252],{"categories":2433},[270],{"categories":2435},[270],{"categories":2437},[270],{"categories":2439},[270],{"categories":2441},[],{"categories":2443},[190],{"categories":2445},[252],{"categories":2447},[270],{"categories":2449},[190],{"categories":2451},[252],{"categories":2453},[249],{"categories":2455},[249,252],{"categories":2457},[252],{"categories":2459},[563],{"categories":2461},[270],{"categories":2463},[270],{"categories":2465},[252],{"categories":2467},[249],{"categories":2469},[],{"categories":2471},[270],{"categories":2473},[308],{"categories":2475},[190],{"categories":2477},[249],{"categories":2479},[249],{"categories":2481},[],{"categories":2483},[301],{"categories":2485},[],{"categories":2487},[190],{"categories":2489},[252],{"categories":2491},[270],{"categories":2493},[249],{"categories":2495},[270],{"categories":2497},[190],{"categories":2499},[270],{"categories":2501},[270],{"categories":2503},[],{"categories":2505},[246],{"categories":2507},[252],{"categories":2509},[270],{"categories":2511},[270],{"categories":2513},[270],{"categories":2515},[270],{"categories":2517},[270],{"categories":2519},[270],{"categories":2521},[270],{"categories":2523},[270],{"categories":2525},[270],{"categories":2527},[270],{"categories":2529},[294],{"categories":2531},[190],{"categories":2533},[249],{"categories":2535},[249],{"categories":2537},[],{"categories":2539},[249,190],{"categories":2541},[],{"categories":2543},[252],{"categories":2545},[270],{"categories":2547},[252],{"categories":2549},[249],{"categories":2551},[249],{"categories":2553},[249],{"categories":2555},[249],{"categories":2557},[249],{"categories":2559},[252],{"categories":2561},[246],{"categories":2563},[291],{"categories":2565},[270],{"categories":2567},[249],{"categories":2569},[],{"categories":2571},[],{"categories":2573},[252],{"categories":2575},[291],{"categories":2577},[249],{"categories":2579},[],{"categories":2581},[],{"categories":2583},[308],{"categories":2585},[249],{"categories":2587},[],{"categories":2589},[],{"categories":2591},[190],{"categories":2593},[246],{"categories":2595},[249],{"categories":2597},[246],{"categories":2599},[291],{"categories":2601},[],{"categories":2603},[270],{"categories":2605},[],{"categories":2607},[291],{"categories":2609},[249],{"categories":2611},[308],{"categories":2613},[],{"categories":2615},[308],{"categories":2617},[],{"categories":2619},[],{"categories":2621},[252],{"categories":2623},[],{"categories":2625},[246],{"categories":2627},[190],{"categories":2629},[291],{"categories":2631},[301],{"categories":2633},[],{"categories":2635},[],{"categories":2637},[249],{"categories":2639},[190],{"categories":2641},[308],{"categories":2643},[],{"categories":2645},[252],{"categories":2647},[252],{"categories":2649},[270],{"categories":2651},[249],{"categories":2653},[252],{"categories":2655},[249],{"categories":2657},[252],{"categories":2659},[249],{"categories":2661},[255],{"categories":2663},[270],{"categories":2665},[],{"categories":2667},[308],{"categories":2669},[301],{"categories":2671},[252],{"categories":2673},[],{"categories":2675},[249],{"categories":2677},[252],{"categories":2679},[246],{"categories":2681},[190],{"categories":2683},[249],{"categories":2685},[291],{"categories":2687},[301],{"categories":2689},[301],{"categories":2691},[249],{"categories":2693},[294],{"categories":2695},[249],{"categories":2697},[252],{"categories":2699},[246],{"categories":2701},[252],{"categories":2703},[249],{"categories":2705},[249],{"categories":2707},[252],{"categories":2709},[270],{"categories":2711},[],{"categories":2713},[190],{"categories":2715},[249],{"categories":2717},[252],{"categories":2719},[249],{"categories":2721},[249],{"categories":2723},[],{"categories":2725},[291],{"categories":2727},[246],{"categories":2729},[270],{"categories":2731},[249],{"categories":2733},[249],{"categories":2735},[291],{"categories":2737},[308],{"categories":2739},[294],{"categories":2741},[249],{"categories":2743},[270],{"categories":2745},[249],{"categories":2747},[252],{"categories":2749},[563],{"categories":2751},[249],{"categories":2753},[252],{"categories":2755},[294],{"categories":2757},[],{"categories":2759},[252],{"categories":2761},[301],{"categories":2763},[291],{"categories":2765},[249],{"categories":2767},[190],{"categories":2769},[246],{"categories":2771},[301],{"categories":2773},[],{"categories":2775},[252],{"categories":2777},[249],{"categories":2779},[],{"categories":2781},[270],{"categories":2783},[],{"categories":2785},[270],{"categories":2787},[249],{"categories":2789},[252],{"categories":2791},[252],{"categories":2793},[252],{"categories":2795},[],{"categories":2797},[],{"categories":2799},[249],{"categories":2801},[249],{"categories":2803},[],{"categories":2805},[291],{"categories":2807},[252],{"categories":2809},[308],{"categories":2811},[190],{"categories":2813},[],{"categories":2815},[],{"categories":2817},[270],{"categories":2819},[301],{"categories":2821},[249],{"categories":2823},[249],{"categories":2825},[249],{"categories":2827},[301],{"categories":2829},[270],{"categories":2831},[291],{"categories":2833},[249],{"categories":2835},[249],{"categories":2837},[249],{"categories":2839},[270],{"categories":2841},[249],{"categories":2843},[270],{"categories":2845},[252],{"categories":2847},[252],{"categories":2849},[301],{"categories":2851},[252],{"categories":2853},[249],{"categories":2855},[301],{"categories":2857},[291],{"categories":2859},[],{"categories":2861},[252],{"categories":2863},[],{"categories":2865},[],{"categories":2867},[246],{"categories":2869},[249],{"categories":2871},[252],{"categories":2873},[190],{"categories":2875},[252],{"categories":2877},[308],{"categories":2879},[],{"categories":2881},[252],{"categories":2883},[],{"categories":2885},[190],{"categories":2887},[252],{"categories":2889},[],{"categories":2891},[252],{"categories":2893},[249],{"categories":2895},[270],{"categories":2897},[249],{"categories":2899},[252],{"categories":2901},[270],{"categories":2903},[252],{"categories":2905},[301],{"categories":2907},[291],{"categories":2909},[190],{"categories":2911},[],{"categories":2913},[252],{"categories":2915},[291],{"categories":2917},[270],{"categories":2919},[249],{"categories":2921},[291],{"categories":2923},[190],{"categories":2925},[],{"categories":2927},[252],{"categories":2929},[252],{"categories":2931},[249],{"categories":2933},[],{"categories":2935},[252],{"categories":2937},[255],{"categories":2939},[270],{"categories":2941},[252],{"categories":2943},[246],{"categories":2945},[],{"categories":2947},[249],{"categories":2949},[255],{"categories":2951},[249],{"categories":2953},[252],{"categories":2955},[270],{"categories":2957},[190],{"categories":2959},[563],{"categories":2961},[249],{"categories":2963},[249],{"categories":2965},[249],{"categories":2967},[270],{"categories":2969},[246],{"categories":2971},[249],{"categories":2973},[291],{"categories":2975},[270],{"categories":2977},[563],{"categories":2979},[249],{"categories":2981},[],{"categories":2983},[],{"categories":2985},[563],{"categories":2987},[294],{"categories":2989},[252],{"categories":2991},[252],{"categories":2993},[270],{"categories":2995},[249],{"categories":2997},[190],{"categories":2999},[291],{"categories":3001},[252],{"categories":3003},[249],{"categories":3005},[308],{"categories":3007},[249],{"categories":3009},[252],{"categories":3011},[],{"categories":3013},[249],{"categories":3015},[249],{"categories":3017},[270],{"categories":3019},[190],{"categories":3021},[],{"categories":3023},[249],{"categories":3025},[249],{"categories":3027},[301],{"categories":3029},[291],{"categories":3031},[249,252],{"categories":3033},[308,246],{"categories":3035},[249],{"categories":3037},[],{"categories":3039},[252],{"categories":3041},[],{"categories":3043},[301],{"categories":3045},[249],{"categories":3047},[270],{"categories":3049},[],{"categories":3051},[252],{"categories":3053},[],{"categories":3055},[252],{"categories":3057},[190],{"categories":3059},[252],{"categories":3061},[249],{"categories":3063},[563],{"categories":3065},[308],{"categories":3067},[246],{"categories":3069},[246],{"categories":3071},[190],{"categories":3073},[190],{"categories":3075},[249],{"categories":3077},[252],{"categories":3079},[249],{"categories":3081},[249],{"categories":3083},[190],{"categories":3085},[249],{"categories":3087},[308],{"categories":3089},[270],{"categories":3091},[249],{"categories":3093},[252],{"categories":3095},[249],{"categories":3097},[],{"categories":3099},[301],{"categories":3101},[],{"categories":3103},[252],{"categories":3105},[190],{"categories":3107},[],{"categories":3109},[563],{"categories":3111},[249],{"categories":3113},[],{"categories":3115},[270],{"categories":3117},[252],{"categories":3119},[301],{"categories":3121},[249],{"categories":3123},[252],{"categories":3125},[301],{"categories":3127},[252],{"categories":3129},[270],{"categories":3131},[190],{"categories":3133},[270],{"categories":3135},[301],{"categories":3137},[249],{"categories":3139},[291],{"categories":3141},[249],{"categories":3143},[249],{"categories":3145},[249],{"categories":3147},[249],{"categories":3149},[252],{"categories":3151},[249],{"categories":3153},[252],{"categories":3155},[249],{"categories":3157},[190],{"categories":3159},[249],{"categories":3161},[252],{"categories":3163},[291],{"categories":3165},[190],{"categories":3167},[252],{"categories":3169},[291],{"categories":3171},[],{"categories":3173},[249],{"categories":3175},[249],{"categories":3177},[301],{"categories":3179},[],{"categories":3181},[252],{"categories":3183},[308],{"categories":3185},[249],{"categories":3187},[270],{"categories":3189},[308],{"categories":3191},[252],{"categories":3193},[246],{"categories":3195},[246],{"categories":3197},[249],{"categories":3199},[190],{"categories":3201},[],{"categories":3203},[249],{"categories":3205},[],{"categories":3207},[190],{"categories":3209},[249],{"categories":3211},[252],{"categories":3213},[252],{"categories":3215},[],{"categories":3217},[301],{"categories":3219},[301],{"categories":3221},[308],{"categories":3223},[291],{"categories":3225},[],{"categories":3227},[249],{"categories":3229},[190],{"categories":3231},[249],{"categories":3233},[301],{"categories":3235},[190],{"categories":3237},[270],{"categories":3239},[270],{"categories":3241},[],{"categories":3243},[270],{"categories":3245},[252],{"categories":3247},[291],{"categories":3249},[294],{"categories":3251},[249],{"categories":3253},[],{"categories":3255},[270],{"categories":3257},[301],{"categories":3259},[246],{"categories":3261},[249],{"categories":3263},[190],{"categories":3265},[563],{"categories":3267},[190],{"categories":3269},[],{"categories":3271},[],{"categories":3273},[270],{"categories":3275},[],{"categories":3277},[252],{"categories":3279},[252],{"categories":3281},[252],{"categories":3283},[],{"categories":3285},[249],{"categories":3287},[],{"categories":3289},[270],{"categories":3291},[190],{"categories":3293},[291],{"categories":3295},[249],{"categories":3297},[270],{"categories":3299},[270],{"categories":3301},[],{"categories":3303},[270],{"categories":3305},[190],{"categories":3307},[249],{"categories":3309},[],{"categories":3311},[252],{"categories":3313},[252],{"categories":3315},[190],{"categories":3317},[],{"categories":3319},[],{"categories":3321},[],{"categories":3323},[291],{"categories":3325},[252],{"categories":3327},[249],{"categories":3329},[],{"categories":3331},[],{"categories":3333},[],{"categories":3335},[291],{"categories":3337},[],{"categories":3339},[190],{"categories":3341},[],{"categories":3343},[],{"categories":3345},[291],{"categories":3347},[249],{"categories":3349},[270],{"categories":3351},[],{"categories":3353},[308],{"categories":3355},[270],{"categories":3357},[308],{"categories":3359},[249],{"categories":3361},[],{"categories":3363},[],{"categories":3365},[252],{"categories":3367},[],{"categories":3369},[],{"categories":3371},[252],{"categories":3373},[249],{"categories":3375},[],{"categories":3377},[252],{"categories":3379},[270],{"categories":3381},[308],{"categories":3383},[294],{"categories":3385},[252],{"categories":3387},[252],{"categories":3389},[],{"categories":3391},[],{"categories":3393},[],{"categories":3395},[270],{"categories":3397},[],{"categories":3399},[],{"categories":3401},[291],{"categories":3403},[190],{"categories":3405},[],{"categories":3407},[246],{"categories":3409},[308],{"categories":3411},[249],{"categories":3413},[301],{"categories":3415},[190],{"categories":3417},[294],{"categories":3419},[246],{"categories":3421},[301],{"categories":3423},[],{"categories":3425},[],{"categories":3427},[252],{"categories":3429},[190],{"categories":3431},[291],{"categories":3433},[190],{"categories":3435},[252],{"categories":3437},[563],{"categories":3439},[252],{"categories":3441},[],{"categories":3443},[249],{"categories":3445},[270],{"categories":3447},[301],{"categories":3449},[],{"categories":3451},[291],{"categories":3453},[270],{"categories":3455},[190],{"categories":3457},[252],{"categories":3459},[249],{"categories":3461},[246],{"categories":3463},[252,563],{"categories":3465},[252],{"categories":3467},[301],{"categories":3469},[249],{"categories":3471},[294],{"categories":3473},[308],{"categories":3475},[252],{"categories":3477},[],{"categories":3479},[252],{"categories":3481},[249],{"categories":3483},[246],{"categories":3485},[],{"categories":3487},[],{"categories":3489},[249],{"categories":3491},[294],{"categories":3493},[249],{"categories":3495},[],{"categories":3497},[270],{"categories":3499},[],{"categories":3501},[270],{"categories":3503},[301],{"categories":3505},[252],{"categories":3507},[249],{"categories":3509},[308],{"categories":3511},[301],{"categories":3513},[],{"categories":3515},[270],{"categories":3517},[249],{"categories":3519},[],{"categories":3521},[249],{"categories":3523},[252],{"categories":3525},[249],{"categories":3527},[252],{"categories":3529},[249],{"categories":3531},[249],{"categories":3533},[249],{"categories":3535},[249],{"categories":3537},[246],{"categories":3539},[],{"categories":3541},[255],{"categories":3543},[270],{"categories":3545},[249],{"categories":3547},[],{"categories":3549},[301],{"categories":3551},[249],{"categories":3553},[249],{"categories":3555},[252],{"categories":3557},[270],{"categories":3559},[249],{"categories":3561},[249],{"categories":3563},[246],{"categories":3565},[252],{"categories":3567},[291],{"categories":3569},[],{"categories":3571},[294],{"categories":3573},[249],{"categories":3575},[],{"categories":3577},[270],{"categories":3579},[308],{"categories":3581},[],{"categories":3583},[],{"categories":3585},[270],{"categories":3587},[270],{"categories":3589},[308],{"categories":3591},[190],{"categories":3593},[252],{"categories":3595},[252],{"categories":3597},[249],{"categories":3599},[246],{"categories":3601},[],{"categories":3603},[],{"categories":3605},[270],{"categories":3607},[294],{"categories":3609},[301],{"categories":3611},[252],{"categories":3613},[291],{"categories":3615},[294],{"categories":3617},[294],{"categories":3619},[],{"categories":3621},[270],{"categories":3623},[249],{"categories":3625},[249],{"categories":3627},[301],{"categories":3629},[],{"categories":3631},[270],{"categories":3633},[270],{"categories":3635},[270],{"categories":3637},[],{"categories":3639},[252],{"categories":3641},[249],{"categories":3643},[],{"categories":3645},[190],{"categories":3647},[246],{"categories":3649},[],{"categories":3651},[249],{"categories":3653},[249],{"categories":3655},[],{"categories":3657},[301],{"categories":3659},[],{"categories":3661},[],{"categories":3663},[],{"categories":3665},[],{"categories":3667},[249],{"categories":3669},[270],{"categories":3671},[],{"categories":3673},[],{"categories":3675},[249],{"categories":3677},[249],{"categories":3679},[249],{"categories":3681},[294],{"categories":3683},[249],{"categories":3685},[294],{"categories":3687},[],{"categories":3689},[294],{"categories":3691},[294],{"categories":3693},[563],{"categories":3695},[252],{"categories":3697},[301],{"categories":3699},[],{"categories":3701},[],{"categories":3703},[294],{"categories":3705},[301],{"categories":3707},[301],{"categories":3709},[301],{"categories":3711},[],{"categories":3713},[190],{"categories":3715},[301],{"categories":3717},[301],{"categories":3719},[190],{"categories":3721},[301],{"categories":3723},[246],{"categories":3725},[301],{"categories":3727},[301],{"categories":3729},[301],{"categories":3731},[294],{"categories":3733},[270],{"categories":3735},[270],{"categories":3737},[249],{"categories":3739},[301],{"categories":3741},[294],{"categories":3743},[563],{"categories":3745},[294],{"categories":3747},[294],{"categories":3749},[294],{"categories":3751},[],{"categories":3753},[246],{"categories":3755},[],{"categories":3757},[563],{"categories":3759},[301],{"categories":3761},[301],{"categories":3763},[301],{"categories":3765},[252],{"categories":3767},[270,246],{"categories":3769},[294],{"categories":3771},[],{"categories":3773},[],{"categories":3775},[294],{"categories":3777},[],{"categories":3779},[294],{"categories":3781},[270],{"categories":3783},[252],{"categories":3785},[],{"categories":3787},[301],{"categories":3789},[249],{"categories":3791},[291],{"categories":3793},[],{"categories":3795},[249],{"categories":3797},[],{"categories":3799},[270],{"categories":3801},[190],{"categories":3803},[294],{"categories":3805},[],{"categories":3807},[301],{"categories":3809},[270],[3811,3871,3951,4026],{"id":3812,"title":3813,"ai":3814,"body":3819,"categories":3853,"created_at":191,"date_modified":191,"description":181,"extension":192,"faq":191,"featured":193,"kicker_label":191,"meta":3854,"navigation":222,"path":3858,"published_at":3859,"question":191,"scraped_at":3860,"seo":3861,"sitemap":3862,"source_id":3863,"source_name":3864,"source_type":230,"source_url":3865,"stem":3866,"tags":3867,"thumbnail_url":191,"tldr":3868,"tweet":191,"unknown_tags":3869,"__hash__":3870},"summaries\u002Fsummaries\u002F054dae682628596a-copilot-pro-plus-40-for-massive-agentic-compute-un-summary.md","Copilot Pro Plus: $40 for Massive Agentic Compute (Until 2026)",{"provider":7,"model":8,"input_tokens":3815,"output_tokens":3816,"processing_time_ms":3817,"cost_usd":3818},5465,1511,25298,0.00182585,{"type":14,"value":3820,"toc":3848},[3821,3825,3828,3831,3835,3838,3842,3845],[17,3822,3824],{"id":3823},"leverage-current-request-billing-for-high-compute-tasks","Leverage Current Request Billing for High-Compute Tasks",[22,3826,3827],{},"GitHub Copilot Pro Plus at $39-40\u002Fmonth provides 1,500 premium requests, where a single request can encompass massive agentic coding workloads that would cost $30-115+ via direct APIs like Claude or OpenAI. For example, one message processed over 60 million tokens (estimated $30 inference) and later hit $115 usage while using just 0.8% of the monthly allowance. This happens because the request-based model doesn't strictly meter tokens—tasks like \"analyze full codebase, fix bugs, update tests, explain changes\" bundle huge context reads, retries, caching, and outputs into one count. Run heavy lifts now (before June 1, 2026): refactor projects, generate tests, migrate apps, review PRs, or debug TypeScript\u002FUI—saving hours per task and yielding ROI far beyond $40 if you're building side projects or coding daily.",[22,3829,3830],{},"Unlimited code completions and next-edit suggestions don't burn premium requests on paid plans, so pair them with agentic bursts for workflows like codebase exploration, terminal help, or error fixes without limits anxiety.",[17,3832,3834],{"id":3833},"unlock-pro-plus-features-for-integrated-ai-coding","Unlock Pro Plus Features for Integrated AI Coding",[22,3836,3837],{},"Beyond raw compute, Pro Plus embeds AI deeply in VS Code: agent mode for autonomous tasks, chat\u002Fedits, terminal commands, code review, and premium models (e.g., frontier LLMs). Skip $10 Pro or free tier for basic autocomplete; Pro Plus shines for heavy users needing seamless editor integration—no API keys, context switching, or setup. Value compounds in convenience: query architecture mid-code, auto-fix components, or explain legacy files without leaving your IDE. Compared to $20-100\u002Fmonth tools with tight limits or pay-per-token APIs, this fixed cost enables risk-free experimentation on large contexts.",[17,3839,3841],{"id":3840},"navigate-2026-credit-switch-and-optimize-long-term","Navigate 2026 Credit Switch and Optimize Long-Term",[22,3843,3844],{},"On June 1, 2026, billing shifts to AI credits: $10 Pro gets ~10k credits, Pro Plus ~3,900 (scaled to $39 value). Costs vary by model\u002Ftokens (input\u002Foutput\u002Fcache)—cheap models for quick chats cost near-zero, but frontier agents on big codebases burn faster. Mitigate by selecting models strategically, avoiding full-codebase sends for minor edits, and relying on unlimited completions. Post-change, it's no loophole but a practical subscription: credits cover daily coding if used smartly, with editor perks intact. GitHub paused new individual signups and tweaks limits (e.g., model access), so treat as controlled, not infinite.",[22,3846,3847],{},"Opt out of data training in GitHub settings to protect privacy, as interactions may improve models otherwise. Recommendation: Heavy coders with access, max it now for big tasks; casuals stick to lower tiers. Post-switch, monitor dashboard—$39 credits + integration often justify for pros.",{"title":181,"searchDepth":182,"depth":182,"links":3849},[3850,3851,3852],{"id":3823,"depth":182,"text":3824},{"id":3833,"depth":182,"text":3834},{"id":3840,"depth":182,"text":3841},[190],{"content_references":3855,"triage":3856},[],{"relevance":218,"novelty":219,"quality":218,"actionability":218,"composite":220,"reasoning":3857},"Category: AI & LLMs. The article discusses GitHub Copilot Pro Plus, which directly relates to AI tools and developer productivity, addressing the audience's need for practical applications of AI in coding. It provides specific examples of how to leverage the service for high-compute tasks, making it actionable for developers.","\u002Fsummaries\u002F054dae682628596a-copilot-pro-plus-40-for-massive-agentic-compute-un-summary","2026-05-05 10:14:54","2026-05-05 16:06:39",{"title":3813,"description":181},{"loc":3858},"eac3f73e1136a00c","AICodeKing","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=vvSQSMGatZw","summaries\u002F054dae682628596a-copilot-pro-plus-40-for-massive-agentic-compute-un-summary",[234,235,236],"GitHub Copilot Pro Plus ($40\u002Fmo) delivers 1,500 premium requests where one can handle agentic tasks worth $115+ (e.g., 60M+ tokens), unlimited completions, and VS Code integration—insane value now, solid post-June 2026 credit switch.",[236],"TWVKWD8_90-1zzDw-mEzA-oPuaEaHoqpPtidofxdjY0",{"id":3872,"title":3873,"ai":3874,"body":3879,"categories":3913,"created_at":191,"date_modified":191,"description":181,"extension":192,"faq":191,"featured":193,"kicker_label":191,"meta":3914,"navigation":222,"path":3938,"published_at":3939,"question":191,"scraped_at":3940,"seo":3941,"sitemap":3942,"source_id":3943,"source_name":3944,"source_type":230,"source_url":3945,"stem":3946,"tags":3947,"thumbnail_url":191,"tldr":3948,"tweet":191,"unknown_tags":3949,"__hash__":3950},"summaries\u002Fsummaries\u002F67f342ebd637c468-ai-coding-spikes-volume-but-9x-code-churn-cancels--summary.md","AI Coding Spikes Volume but 9x Code Churn Cancels Gains",{"provider":7,"model":8,"input_tokens":3875,"output_tokens":3876,"processing_time_ms":3877,"cost_usd":3878},5938,1671,12806,0.00200045,{"type":14,"value":3880,"toc":3908},[3881,3885,3888,3891,3895,3898,3901,3905],[17,3882,3884],{"id":3883},"tokenmaxxing-measures-inputs-ignores-outputs","Tokenmaxxing Measures Inputs, Ignores Outputs",[22,3886,3887],{},"Focus on token budgets—AI processing limits—as a productivity badge encourages volume over value. Developers using tools like Claude Code, Cursor, and Codex see initial code acceptance rates of 80-90%, but real-world retention drops to 10-30% due to post-acceptance revisions. This churn erodes gains: GitClear data shows regular AI users average 9.4x higher code churn (deleted lines vs. added) than non-users, more than doubling away any productivity lift. Faros AI reports 861% churn increase under high AI adoption across two years of customer data. Jellyfish analyzed 7,548 engineers in Q1 2026: top token users hit 2x throughput via more pull requests, but at 10x token cost, failing to scale value.",[22,3889,3890],{},"Junior engineers accept more AI code initially, amplifying rewrite cycles and technical debt, while seniors are selective. Result: more code written, but disproportionate deletion stacks review burdens and slows shipping.",[17,3892,3894],{"id":3893},"analytics-platforms-expose-true-roi","Analytics Platforms Expose True ROI",[22,3896,3897],{},"Companies like Waydev (tracking 10,000+ engineers across 50 customers) reworked platforms to parse AI metadata for quality and cost insights. They reveal managers miss post-merge churn, leading to over-optimism. Atlassian bought DX for $1B to quantify coding agent ROI similarly. GitClear's January report confirms volume uptick but churn dominance; Faros' March 2026 analysis ties high adoption to whiplash effects; Jellyfish proves token-heavy workflows inefficient.",[22,3899,3900],{},"Trade-off: AI accelerates ideation and boilerplate, but generates brittle code needing fixes, inflating maintenance. Net effect undercuts claims of revolution—adapt by tracking churn, not tokens.",[17,3902,3904],{"id":3903},"shift-metrics-to-churn-and-retention-for-real-efficiency","Shift Metrics to Churn and Retention for Real Efficiency",[22,3906,3907],{},"Measure outputs like stable code retention and cycle time, not token spend or lines generated. Use tools like Waydev, GitClear, Faros, or Jellyfish to baseline pre-AI churn, then monitor deltas. Senior-led prompting and reviews cut junior pitfalls. This era forces adaptation: track AI efficacy to turn volume into velocity, avoiding debt traps while scaling adoption.",{"title":181,"searchDepth":182,"depth":182,"links":3909},[3910,3911,3912],{"id":3883,"depth":182,"text":3884},{"id":3893,"depth":182,"text":3894},{"id":3903,"depth":182,"text":3904},[190],{"content_references":3915,"triage":3936},[3916,3920,3925,3929,3933],{"type":197,"title":3917,"url":3918,"context":3919},"Waydev","https:\u002F\u002Fwaydev.co\u002F","cited",{"type":3921,"title":3922,"author":3923,"url":3924,"context":3919},"report","Developer Cohort Analysis AI Coding Output","GitClear","https:\u002F\u002Fgitclear-public.s3.us-west-2.amazonaws.com\u002FDeveloper_Cohort_Analysis_AI_Coding_Output.pdf",{"type":3921,"title":3926,"author":3927,"url":3928,"context":3919},"AI Acceleration Whiplash","Faros AI","https:\u002F\u002Fwww.faros.ai\u002Fresearch\u002Fai-acceleration-whiplash",{"type":3921,"title":3930,"author":3931,"url":3932,"context":3919},"Is Tokenmaxxing Cost-Effective? New Data from Jellyfish Explains","Jellyfish","https:\u002F\u002Fjellyfish.co\u002Fblog\u002Fis-tokenmaxxing-cost-effective-new-data-from-jellyfish-explains\u002F",{"type":3934,"title":3935,"context":200},"other","DX",{"relevance":218,"novelty":219,"quality":218,"actionability":218,"composite":220,"reasoning":3937},"Category: Developer Productivity. The article discusses the impact of AI tools on coding productivity, highlighting the issue of code churn, which directly addresses a pain point for developers looking to integrate AI effectively. It provides actionable insights on measuring outputs like stable code retention, making it relevant and practical for the target audience.","\u002Fsummaries\u002F67f342ebd637c468-ai-coding-spikes-volume-but-9x-code-churn-cancels-summary","2026-04-17 18:42:45","2026-04-19 01:22:34",{"title":3873,"description":181},{"loc":3938},"67f342ebd637c468","TechCrunch AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F04\u002F17\u002Ftokenmaxxing-is-making-developers-less-productive-than-they-think\u002F","summaries\u002F67f342ebd637c468-ai-coding-spikes-volume-but-9x-code-churn-cancels--summary",[234,235,236],"Developers chasing high token budgets produce 2x more pull requests at 10x cost, but face 9.4x higher churn rates, netting minimal productivity boosts per analytics from GitClear, Faros, and Jellyfish.",[236],"m1wOQ3IHJ_10OMi8b0m6AUa2bPJ1We3Nkr4isOUfN40",{"id":3952,"title":3953,"ai":3954,"body":3959,"categories":4009,"created_at":191,"date_modified":191,"description":4010,"extension":192,"faq":191,"featured":193,"kicker_label":191,"meta":4011,"navigation":222,"path":4012,"published_at":4013,"question":191,"scraped_at":4014,"seo":4015,"sitemap":4016,"source_id":4017,"source_name":4018,"source_type":4019,"source_url":4020,"stem":4021,"tags":4022,"thumbnail_url":191,"tldr":4023,"tweet":191,"unknown_tags":4024,"__hash__":4025},"summaries\u002Fsummaries\u002Fc0a69cdc891a3d41-claude-code-buddy-hatch-terminal-pets-that-critiqu-summary.md","Claude Code \u002Fbuddy: Hatch Terminal Pets That Critique Code",{"provider":7,"model":8,"input_tokens":3955,"output_tokens":3956,"processing_time_ms":3957,"cost_usd":3958},5238,1315,11407,0.00123785,{"type":14,"value":3960,"toc":4004},[3961,3965,3984,3987,3991,3994,3997,4001],[17,3962,3964],{"id":3963},"setup-and-core-commands-for-instant-hatching","Setup and Core Commands for Instant Hatching",[22,3966,3967,3968,3971,3972,3975,3976,3979,3980,3983],{},"Update Claude Code to version 2.1.89 and launch a session in your VS Code terminal (not the extension UI, where \u002Fbuddy won't register). Type ",[58,3969,3970],{},"\u002Fbuddy"," to hatch your companion—it generates deterministically from your user ID hash, so you get the same pet every session and can't reroll. Turn it off with ",[58,3973,3974],{},"\u002Fbuddy off",". Pet it via ",[58,3977,3978],{},"\u002Fbuddy pet"," for floating hearts. Address it by name (e.g., \"Hey Vortex\") for direct responses in chat bubbles. Use ",[58,3981,3982],{},"\u002Fbtw"," for one-off questions to Claude without interrupting tasks, saving tokens.",[22,3985,3986],{},"Pets appear in rainbow font prompts and speech bubbles, occasionally chiming in unprompted during coding (e.g., Vortex spun chaotically on a roguelike-to-shooter pivot: \"whoa whoa rog like becomes shooter. That's spin spin spin chaos.\"). No functional coding impact or token usage—purely for fun.",[17,3988,3990],{"id":3989},"rarity-tiers-species-and-visual-customizations","Rarity Tiers, Species, and Visual Customizations",[22,3992,3993],{},"18 species exist (duck, goose, blob, cat, dragon, octopus, owl, penguin, turtle, snail, ghost, axolotl, capybara, cactus, robot, rabbit, mushroom, trunk; possible extras like waffle unconfirmed). Rarities: common (60%), uncommon (25%), rare (10%), epic (4%), legendary (1%). Shiny variants at 1% odds. Higher rarities unlock hats (crowns, top hats, propellers, halos, wizard, beanie, tiny duck). Eye variations add flavor (e.g., stars).",[22,3995,3996],{},"Each pet gets a unique name, flavorful description, and 5 stats—debugging, patience, chaos, wisdom, snark—initialized from your coding history (chaotic coders get high chaos\u002Flow patience). First hatch generates personalized traits referencing past interactions. Examples: common turtle Vortex (chaotic spinner on bugs, zero patience); rare cat Vexel; epic shiny ghost; legendary robot.",[17,3998,4000],{"id":3999},"personalized-stats-and-rpg-like-persistence","Personalized Stats and RPG-Like Persistence",[22,4002,4003],{},"Stats mirror your habits for replay value—Claude analyzes history to assign values, making your pet a quirky reflection (e.g., author's high chaos\u002Flow patience yielded Vortex). Persistent across sessions, fostering Tamagotchi-style attachment. No grinding or evolution mentioned, but rarity influences base potential. Share your hatch in communities to compare—odds favor commons, but legends thrill. Ties into leaks like Entropic's Capiara model, blending fun with AI coding tools.",{"title":181,"searchDepth":182,"depth":182,"links":4005},[4006,4007,4008],{"id":3963,"depth":182,"text":3964},{"id":3989,"depth":182,"text":3990},{"id":3999,"depth":182,"text":4000},[190],"Full courses + unlimited support: https:\u002F\u002Fwww.skool.com\u002Fai-automation-society-plus\u002Fabout\nAll my FREE resources: https:\u002F\u002Fwww.skool.com\u002Fai-automation-society\u002Fabout\nApply for my YT podcast: https:\u002F\u002Fpodcast.nateherk.com\u002Fapply\nWork with me: https:\u002F\u002Fuppitai.com\u002F\n\nMy Tools💻\n14 day FREE n8n trial: https:\u002F\u002Fn8n.partnerlinks.io\u002F22crlu8afq5r\nCode NATEHERK to Self-Host Claude Code for 10% off (annual plan): https:\u002F\u002Fwww.hostinger.com\u002Fvps\u002Fclaude-code-hosting\nVoice to text: https:\u002F\u002Fref.wisprflow.ai\u002Fnateherk\n\nClaude Code just added a virtual pet to your terminal. Type \u002Fbuddy and it hatches a companion that watches you code, reacts to your mistakes, and has its own personality based on your coding history.\n \nThere are 18 species, rarity tiers, shiny variants, and stats like DEBUGGING and CHAOS. It costs nothing and does nothing useful. It's just fun. Here's how it works and what I hatched.\n\nSponsorship Inquiries:\n📧 sponsorships@nateherk.com\n\nTIMESTAMPS\n0:00 Intro\n0:34 Species & Rarities Overview\n1:10 Hatching My Pet Live\n2:31 How the Buddy System Works\n3:32 One Pet Per Account\n4:13 All 18 Species & Rarity Tiers\n5:07 Eye Variations & Unique Combos\n5:33 Stats Based on Your Coding Style\n6:08 Testing Buddy While Coding\n6:55 Outro",{},"\u002Fsummaries\u002Fc0a69cdc891a3d41-claude-code-buddy-hatch-terminal-pets-that-critiqu-summary","2026-04-01 14:00:54","2026-04-03 21:20:42",{"title":3953,"description":4010},{"loc":4012},"c0a69cdc891a3d41","Nate Herk | AI Automation","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=JoPmpwpRrBI","summaries\u002Fc0a69cdc891a3d41-claude-code-buddy-hatch-terminal-pets-that-critiqu-summary",[234,235,236],"In Claude Code v2.1.89, run \u002Fbuddy in terminal to hatch a unique virtual pet tied to your user ID—stats reflect your coding habits, it comments on your work via speech bubbles, zero token cost, one per account.",[236],"8gn1M2xaHqg03cE3C4h2xSDrukXokTkeGrWLFld2q5I",{"id":4027,"title":4028,"ai":4029,"body":4034,"categories":4070,"created_at":191,"date_modified":191,"description":4071,"extension":192,"faq":191,"featured":193,"kicker_label":191,"meta":4072,"navigation":222,"path":4073,"published_at":4074,"question":191,"scraped_at":4075,"seo":4076,"sitemap":4077,"source_id":4078,"source_name":3864,"source_type":4019,"source_url":4079,"stem":4080,"tags":4081,"thumbnail_url":191,"tldr":4082,"tweet":191,"unknown_tags":4083,"__hash__":4084},"summaries\u002Fsummaries\u002F51d9ca3f8bcf26a0-8-free-ai-tools-for-0-coding-workflow-summary.md","8 Free AI Tools for $0 Coding Workflow",{"provider":7,"model":8,"input_tokens":4030,"output_tokens":4031,"processing_time_ms":4032,"cost_usd":4033},6228,1251,10688,0.0018486,{"type":14,"value":4035,"toc":4064},[4036,4040,4043,4047,4050,4054,4057,4061],[17,4037,4039],{"id":4038},"start-with-ui-mocks-to-boost-code-quality","Start with UI Mocks to Boost Code Quality",[22,4041,4042],{},"Generate UI screens, flows, variants, and prototypes in Stitch (Google's free Labs tool) using prompts or screenshots. Export for handoff to coders, avoiding poor visual prompting that ruins agent outputs. Ideal for landing pages, dashboards, mobile screens, or onboarding—fits real workflows by organizing canvases and iterating designs before coding, directly improving generated app results.",[17,4044,4046],{"id":4045},"delegate-async-repo-tasks-without-constant-oversight","Delegate Async Repo Tasks Without Constant Oversight",[22,4048,4049],{},"Use Codex (OpenAI's free tier via ChatGPT, limited time) for cloud agents handling bug fixes, refactors, code reviews across app\u002FCLI\u002Fweb\u002FIDE. Pair with Jules (Google's no-cost tier) for GitHub-specific tasks like adding tests, fixing issues, improving docs, or refactoring components. Choose based on fit: Codex for broad ecosystems, Jules for clean batch GitHub work—frees you for other tasks while agents deliver changes.",[17,4051,4053],{"id":4052},"leverage-terminal-and-editor-tools-for-core-coding","Leverage Terminal and Editor Tools for Core Coding",[22,4055,4056],{},"Run Gemini CLI (open-source, local terminal) with 60 requests\u002Fminute and 1,000\u002Fday free tier after Google login—scriptable for MCP workflows, codebase work, outperforming paid options for heavy lifting. Complement with Gemini Code Assist (free IDE tier in VS Code\u002FJetBrains) for inline edits\u002Fexplanations\u002Fagent mode. For full agentic editors, Antigravity free tier offers unlimited tab completions, agent manager, browser integration, model choice despite weekly rate limits—beats many paid tools in value. GitHub Copilot free provides 2,000 completions\u002F50 premium requests monthly for quick VS Code multi-file assists, prioritizing setup ease.",[17,4058,4060],{"id":4059},"experimental-open-options-and-full-stack-assembly","Experimental Open Options and Full Stack Assembly",[22,4062,4063],{},"Qwen Code (open-source terminal agent) delivers 1,000 free daily requests via OAuth, mirroring Gemini CLI for codebase tasks. Test Devstral (Mistral free experiment) or Xiaomi Mimo V2 (zero-token in OpenClaw) for autonomous agents with browser\u002Ftools\u002Fplanning\u002Fmemory, slashing open ecosystem costs. Recommended zero-dollar stack: Stitch (UI), Codex\u002FJules (async), Gemini CLI\u002FQwen (terminal), Antigravity (agentic editor), Copilot\u002FCode Assist (casual). Mix per task—free tiers vary (previews\u002Flimits), but enable UI-to-deployment without subscriptions, ideal for students\u002Fhobbyists.",{"title":181,"searchDepth":182,"depth":182,"links":4065},[4066,4067,4068,4069],{"id":4038,"depth":182,"text":4039},{"id":4045,"depth":182,"text":4046},{"id":4052,"depth":182,"text":4053},{"id":4059,"depth":182,"text":4060},[190],"Visit OnDemand: https:\u002F\u002Fapp.on-demand.io\u002Fauth\u002Fsignup?refCode=AICODEKING_MI8\n\nIn this video, I'll be going through the best free AI coder tools you can use in 2026, including Stitch for UI design, Codex and Jules for async repo work, Gemini CLI and Qwen Code for terminal workflows, Antigravity for a full agentic editor setup, and more zero-dollar options worth trying right now.\n\n--\nKey Takeaways:\n\n🎨 Stitch is one of the best free tools for generating UI screens, flows, variants, and prototypes before you start coding.  \n☁️ Codex and Jules are both strong free options for async coding-agent workflows, especially for repo tasks and GitHub-based work.  \n💻 Gemini CLI remains one of the most powerful free terminal-native AI coding tools available right now.  \n🧩 Gemini Code Assist and GitHub Copilot Free are solid editor-native options if you want simple IDE help without paying.  \n🚀 Antigravity has one of the strongest free tiers in AI coding, with agent features, browser integration, and serious value.  \n🔓 Qwen Code and Devstral show that open and experimental free AI coding workflows are getting much better.  \n💸 Free does not always mean unlimited, but there are now enough strong options that you can build a powerful AI coding stack for zero dollars.",{},"\u002Fsummaries\u002F51d9ca3f8bcf26a0-8-free-ai-tools-for-0-coding-workflow-summary","2026-03-24 09:15:00","2026-04-04 23:36:55",{"title":4028,"description":4071},{"loc":4073},"51d9ca3f8bcf26a0","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=5m6NK4D2MkY","summaries\u002F51d9ca3f8bcf26a0-8-free-ai-tools-for-0-coding-workflow-summary",[234,235,236],"Stack Stitch for UI mocks, Codex\u002FJules for async repo tasks, Gemini CLI\u002FAntigravity for terminal\u002Feditor coding to run a full AI-assisted dev workflow at zero cost—rate limits apply but enable real production use.",[236],"S9EdaYrd20NFaF9i9aX7Rut-OGLz7yJrHtensyyKQv4"]