[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-3b533cf270250e02-vs-code-agents-evolve-persistent-sessions-and-visu-summary":3,"summaries-facets-categories":195,"summary-related-3b533cf270250e02-vs-code-agents-evolve-persistent-sessions-and-visu-summary":3764},{"id":4,"title":5,"ai":6,"body":13,"categories":169,"created_at":171,"date_modified":171,"description":172,"extension":173,"faq":171,"featured":174,"kicker_label":171,"meta":175,"navigation":176,"path":177,"published_at":178,"question":171,"scraped_at":179,"seo":180,"sitemap":181,"source_id":182,"source_name":183,"source_type":184,"source_url":185,"stem":186,"tags":187,"thumbnail_url":171,"tldr":192,"tweet":171,"unknown_tags":193,"__hash__":194},"summaries\u002Fsummaries\u002F3b533cf270250e02-vs-code-agents-evolve-persistent-sessions-and-visu-summary.md","VS Code Agents Evolve: Persistent Sessions and Visual Tools",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8657,2167,21044,0.0027924,{"type":14,"value":15,"toc":161},"minimark",[16,21,30,33,36,40,43,46,53,60,64,67,70,77,80,84,128,134],[17,18,20],"h2",{"id":19},"visualizing-agent-outputs-speeds-validation","Visualizing Agent Outputs Speeds Validation",[22,23,24,25,29],"p",{},"Panelists demoed the new image and video carousel in agent chats, addressing the pain of scrolling through long threads after agents generate screenshots or videos (e.g., Playwright tests or app store mocks). Enabled via the experimental ",[26,27,28],"code",{},"chat.imageCarousel"," setting, it centralizes media for quick review—first check visuals, then code. Burke noted: \"You want to pop into a chat and be like, did the thing do what I want? And quickly validate that as a first thing.\"",[22,31,32],{},"James extended this by showing inline artifacts in prototypes, where markdown, images, or videos appear at response ends, opening full carousels on click. For Tiny Tool Town or research tasks producing multiple assets, this prevents clutter. Trade-off: Experimental status allows A\u002FB testing prompts, but expect default enablement soon.",[22,34,35],{},"Copy buttons enhance sharing: \"Copy all\" grabs full threads, \"Copy final response\" isolates outputs. Burke explored gists or web pages (like Coil CLI's share), tying to PR workflows: regenerate PRs from copied prompts instead of editing, as \"sometimes it's easier to just regenerate it rather than iterate.\"",[17,37,39],{"id":38},"custom-agents-and-plan-modes-unlock-flexibility","Custom Agents and Plan Modes Unlock Flexibility",[22,41,42],{},"James live-coded a \"plan-save-md\" agent by copying the built-in plan prompt, adding a rule: \"At the very end... always save the plan in a plans folder.\" This persists plans across sessions, solving requests like auto-saving MVP summit plans. Handoffs (e.g., \"start implementation\") and tool configs (add documentation) make it workspace-specific.",[22,44,45],{},"Built-in plan mode limits tools for planning; custom copies let users override. Pierce emphasized ongoing prompt improvements via telemetry: \"We actually have like our plan agent... receiving regular updates... based off what we see with... resolution rates and time to complete.\"",[22,47,48,49,52],{},"Troubleshoot skill (",[26,50,51],{},"\u002Ftroubleshoot",") analyzes chat logs for errors, distinguishing user vs. agent faults. James: \"When something goes wrong... who you gonna call? Hashtag troubleshoot.\" Viewable in real-time via skills explorer, it scales debugging without release notes.",[22,54,55,56,59],{},"Workspace search now defaults to semantic indexing for ",[26,57,58],{},"#codebase"," (vs. prior TF local), leveraging Copilot embeddings for large repos. GitHub and Azure DevOps supported; arbitrary remotes incoming. Blog charts prove accuracy gains, foundational for agent code understanding.",[17,61,63],{"id":62},"agent-host-protocol-enables-cross-device-continuity","Agent Host Protocol Enables Cross-Device Continuity",[22,65,66],{},"Core innovation: Decouple agent runtime from client UX. Burke explained: \"What if we separated out the actual agent runtime... from the UX?\" Agents persist post-VS Code close, resume on reopen. Extend to cloud (Azure Container Apps): Access sessions from laptop, desktop, VS Code.dev via SSH.",[22,68,69],{},"Solves multi-device gaps—no state on new machines, unlike session-share links lacking full history. James tied to cross-OS builds: Mac apps on Windows via persistent environments, dodging Linux runner limits for Xcode\u002FMSBuild.",[22,71,72,73,76],{},"Sandboxing adds background notifications for terminal commands, ensuring agents run isolated. Changelog parsing (AI-generated Insiders notes from 200 daily PRs) surfaces these: ",[26,74,75],{},"mscode-loginsiders"," or docs repo. Double-AI refines for VS Code changelog.",[22,78,79],{},"Sneak peeks hint browser integration (drag command palette center), TypeScript agent support, and PR prompt distillation.",[17,81,83],{"id":82},"key-takeaways","Key Takeaways",[85,86,87,94,97,103,109,112,122,125],"ul",{},[88,89,90,91,93],"li",{},"Enable ",[26,92,28],{}," now for agent media review; prototype inline artifacts for seamless in-chat previews.",[88,95,96],{},"Copy built-in plan prompts to create custom savers: Append rules like \"always save the plan in \u002Fplans\" for persistence.",[88,98,99,100,102],{},"Use ",[26,101,51],{}," on failed agent turns; customize plan tools (e.g., add docs) but update from upstream.",[88,104,105,106,108],{},"Leverage semantic ",[26,107,58],{}," search for large repos; check GitHub Copilot embeddings blog for benchmarks.",[88,110,111],{},"Experiment with Agent Host Protocol alphas for session continuity—deploy to cloud for true anywhere access.",[88,113,114,115,117,118,121],{},"Parse changelogs via ",[26,116,75],{}," or ",[26,119,120],{},"Show Release Notes"," for daily Insiders insights.",[88,123,124],{},"Regenerate PRs from copied prompts over manual fixes for faster iteration.",[88,126,127],{},"Drag command palette to center for better UX; feedback on default browser globe icon.",[22,129,130],{},[131,132,133],"strong",{},"Notable Quotes:",[135,136,137,140,143,146,158],"ol",{},[88,138,139],{},"Burke on carousels: \"If the agent works for like 5-10 minutes... you don't want to be scrolling up through the chat thread. That's not really a good way to partner with agents.\"",[88,141,142],{},"James on custom plans: \"Hit this little copy button... paste that in... at the very end... always save the plan... Now I'm in plan, save, plan mode.\"",[88,144,145],{},"Pierce on plan evolution: \"The built-in plan mode is also like receiving regular updates... how can we build you a better plan that will give you better outcomes.\"",[88,147,148,149,153,154,157],{},"Burke on Agent Host Protocol: \"You could say... this could just run on my machine... close VS Code and the agents keep running... deploy this to... Azure ",[150,151,152],"span",{},"Container Apps",". Now... it's there ",[150,155,156],{},"everywhere",".\"",[88,159,160],{},"Burke on PRs: \"If something's wrong with the PR it's actually easier to just regenerate it rather than iterate... if you have the initial prompt then you can... clean up these two things... Regenerate it. Great code looks good boom merged.\"",{"title":162,"searchDepth":163,"depth":163,"links":164},"",2,[165,166,167,168],{"id":19,"depth":163,"text":20},{"id":38,"depth":163,"text":39},{"id":62,"depth":163,"text":63},{"id":82,"depth":163,"text":83},[170],"Developer Productivity",null,"Discover the latest enhancements to VS Code's Agent Host Protocol in version 1.115! Join James, Burke, and Pierce as they showcase intelligent agent session management including file edit tracking, undo\u002Fredo capabilities, browser tab linking, and client state restoration. Explore how agents can now respond to client switches and interact with background terminals. Perfect for developers building agent-powered VS Code extensions and automation workflows.\n\n🔗 Links: \nhttps:\u002F\u002Fcode.visualstudio.com\nhttps:\u002F\u002Fcode.visualstudio.com\u002Fupdates\u002Fv1_114#_preview-videos-in-the-image-carousel\nhttps:\u002F\u002Fgithub.blog\u002Fnews-insights\u002Fproduct-news\u002Fcopilot-new-embedding-model-vs-code\u002F\n\n🎙️ Featuring: Burke Holland, Pierce Boggan, James Montemagno\n\n#vscode","md",false,{},true,"\u002Fsummaries\u002F3b533cf270250e02-vs-code-agents-evolve-persistent-sessions-and-visu-summary","2026-04-04 04:18:55","2026-04-05 16:13:40",{"title":5,"description":172},{"loc":177},"3b533cf270250e02","Visual Studio Code","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=XjkuVPyc9b4","summaries\u002F3b533cf270250e02-vs-code-agents-evolve-persistent-sessions-and-visu-summary",[188,189,190,191],"agents","ai-tools","automation","open-source","VS Code 1.115 introduces Agent Host Protocol for cross-device session continuity, video carousels for agent outputs, semantic search, and troubleshoot skills—boosting agent reliability and developer workflows.",[],"xxVCLQB2rZtZsvEA_CTB5Bm8jFEwrL5GmH6IZW3SRMk",[196,198,201,204,207,210,212,214,216,218,220,222,225,227,229,231,233,235,237,239,241,243,246,249,251,253,256,258,260,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762],{"categories":197},[170],{"categories":199},[200],"Business & SaaS",{"categories":202},[203],"AI & LLMs",{"categories":205},[206],"AI Automation",{"categories":208},[209],"Product Strategy",{"categories":211},[203],{"categories":213},[170],{"categories":215},[200],{"categories":217},[],{"categories":219},[203],{"categories":221},[],{"categories":223},[224],"AI News & Trends",{"categories":226},[206],{"categories":228},[224],{"categories":230},[206],{"categories":232},[206],{"categories":234},[203],{"categories":236},[203],{"categories":238},[224],{"categories":240},[203],{"categories":242},[],{"categories":244},[245],"Design & Frontend",{"categories":247},[248],"Data Science & Visualization",{"categories":250},[224],{"categories":252},[],{"categories":254},[255],"Software Engineering",{"categories":257},[203],{"categories":259},[206],{"categories":261},[262],"Marketing & Growth",{"categories":264},[203],{"categories":266},[206],{"categories":268},[],{"categories":270},[],{"categories":272},[245],{"categories":274},[206],{"categories":276},[170],{"categories":278},[245],{"categories":280},[203],{"categories":282},[206],{"categories":284},[224],{"categories":286},[],{"categories":288},[],{"categories":290},[206],{"categories":292},[255],{"categories":294},[],{"categories":296},[200],{"categories":298},[],{"categories":300},[],{"categories":302},[206],{"categories":304},[206],{"categories":306},[203],{"categories":308},[],{"categories":310},[255],{"categories":312},[],{"categories":314},[],{"categories":316},[],{"categories":318},[203],{"categories":320},[262],{"categories":322},[245],{"categories":324},[245],{"categories":326},[203],{"categories":328},[206],{"categories":330},[203],{"categories":332},[203],{"categories":334},[206],{"categories":336},[206],{"categories":338},[248],{"categories":340},[224],{"categories":342},[206],{"categories":344},[262],{"categories":346},[206],{"categories":348},[209],{"categories":350},[],{"categories":352},[206],{"categories":354},[],{"categories":356},[206],{"categories":358},[255],{"categories":360},[245],{"categories":362},[203],{"categories":364},[],{"categories":366},[],{"categories":368},[206],{"categories":370},[],{"categories":372},[203],{"categories":374},[],{"categories":376},[170],{"categories":378},[255],{"categories":380},[200],{"categories":382},[224],{"categories":384},[203],{"categories":386},[],{"categories":388},[203],{"categories":390},[],{"categories":392},[255],{"categories":394},[248],{"categories":396},[],{"categories":398},[203],{"categories":400},[245],{"categories":402},[],{"categories":404},[245],{"categories":406},[206],{"categories":408},[],{"categories":410},[206],{"categories":412},[224],{"categories":414},[203],{"categories":416},[],{"categories":418},[206],{"categories":420},[203],{"categories":422},[209],{"categories":424},[],{"categories":426},[203],{"categories":428},[206],{"categories":430},[206],{"categories":432},[],{"categories":434},[248],{"categories":436},[203],{"categories":438},[],{"categories":440},[170],{"categories":442},[200],{"categories":444},[203],{"categories":446},[206],{"categories":448},[255],{"categories":450},[203],{"categories":452},[],{"categories":454},[],{"categories":456},[203],{"categories":458},[],{"categories":460},[245],{"categories":462},[],{"categories":464},[203],{"categories":466},[],{"categories":468},[206],{"categories":470},[203],{"categories":472},[245],{"categories":474},[],{"categories":476},[203],{"categories":478},[203],{"categories":480},[200],{"categories":482},[206],{"categories":484},[203],{"categories":486},[245],{"categories":488},[206],{"categories":490},[],{"categories":492},[],{"categories":494},[224],{"categories":496},[],{"categories":498},[203],{"categories":500},[200,262],{"categories":502},[],{"categories":504},[203],{"categories":506},[],{"categories":508},[],{"categories":510},[203],{"categories":512},[],{"categories":514},[203],{"categories":516},[517],"DevOps & Cloud",{"categories":519},[],{"categories":521},[224],{"categories":523},[245],{"categories":525},[],{"categories":527},[224],{"categories":529},[224],{"categories":531},[203],{"categories":533},[262],{"categories":535},[],{"categories":537},[200],{"categories":539},[],{"categories":541},[203,517],{"categories":543},[203],{"categories":545},[203],{"categories":547},[206],{"categories":549},[203,255],{"categories":551},[248],{"categories":553},[203],{"categories":555},[262],{"categories":557},[206],{"categories":559},[206],{"categories":561},[],{"categories":563},[206],{"categories":565},[203,200],{"categories":567},[],{"categories":569},[245],{"categories":571},[245],{"categories":573},[],{"categories":575},[],{"categories":577},[224],{"categories":579},[],{"categories":581},[170],{"categories":583},[255],{"categories":585},[203],{"categories":587},[245],{"categories":589},[206],{"categories":591},[255],{"categories":593},[224],{"categories":595},[245],{"categories":597},[],{"categories":599},[203],{"categories":601},[203],{"categories":603},[203],{"categories":605},[224],{"categories":607},[170],{"categories":609},[203],{"categories":611},[206],{"categories":613},[517],{"categories":615},[245],{"categories":617},[206],{"categories":619},[],{"categories":621},[],{"categories":623},[245],{"categories":625},[224],{"categories":627},[248],{"categories":629},[],{"categories":631},[203],{"categories":633},[203],{"categories":635},[200],{"categories":637},[203],{"categories":639},[203],{"categories":641},[224],{"categories":643},[],{"categories":645},[206],{"categories":647},[255],{"categories":649},[],{"categories":651},[203],{"categories":653},[203],{"categories":655},[206],{"categories":657},[],{"categories":659},[],{"categories":661},[203],{"categories":663},[],{"categories":665},[200],{"categories":667},[206],{"categories":669},[],{"categories":671},[170],{"categories":673},[203],{"categories":675},[200],{"categories":677},[224],{"categories":679},[],{"categories":681},[],{"categories":683},[],{"categories":685},[224],{"categories":687},[224],{"categories":689},[],{"categories":691},[],{"categories":693},[200],{"categories":695},[],{"categories":697},[],{"categories":699},[170],{"categories":701},[],{"categories":703},[262],{"categories":705},[206],{"categories":707},[200],{"categories":709},[206],{"categories":711},[],{"categories":713},[209],{"categories":715},[245],{"categories":717},[255],{"categories":719},[203],{"categories":721},[206],{"categories":723},[200],{"categories":725},[203],{"categories":727},[],{"categories":729},[],{"categories":731},[255],{"categories":733},[248],{"categories":735},[209],{"categories":737},[206],{"categories":739},[203],{"categories":741},[],{"categories":743},[517],{"categories":745},[],{"categories":747},[206],{"categories":749},[],{"categories":751},[],{"categories":753},[203],{"categories":755},[245],{"categories":757},[262],{"categories":759},[206],{"categories":761},[],{"categories":763},[170],{"categories":765},[],{"categories":767},[224],{"categories":769},[203,517],{"categories":771},[224],{"categories":773},[203],{"categories":775},[200],{"categories":777},[203],{"categories":779},[],{"categories":781},[200],{"categories":783},[],{"categories":785},[255],{"categories":787},[245],{"categories":789},[224],{"categories":791},[248],{"categories":793},[170],{"categories":795},[203],{"categories":797},[255],{"categories":799},[],{"categories":801},[],{"categories":803},[209],{"categories":805},[],{"categories":807},[203],{"categories":809},[],{"categories":811},[245],{"categories":813},[245],{"categories":815},[245],{"categories":817},[],{"categories":819},[],{"categories":821},[224],{"categories":823},[206],{"categories":825},[203],{"categories":827},[203],{"categories":829},[203],{"categories":831},[200],{"categories":833},[203],{"categories":835},[],{"categories":837},[255],{"categories":839},[255],{"categories":841},[200],{"categories":843},[],{"categories":845},[203],{"categories":847},[203],{"categories":849},[200],{"categories":851},[224],{"categories":853},[262],{"categories":855},[206],{"categories":857},[],{"categories":859},[245],{"categories":861},[],{"categories":863},[203],{"categories":865},[],{"categories":867},[200],{"categories":869},[206],{"categories":871},[],{"categories":873},[517],{"categories":875},[248],{"categories":877},[255],{"categories":879},[262],{"categories":881},[255],{"categories":883},[206],{"categories":885},[],{"categories":887},[],{"categories":889},[206],{"categories":891},[170],{"categories":893},[206],{"categories":895},[209],{"categories":897},[200],{"categories":899},[],{"categories":901},[203],{"categories":903},[209],{"categories":905},[203],{"categories":907},[203],{"categories":909},[262],{"categories":911},[245],{"categories":913},[206],{"categories":915},[],{"categories":917},[],{"categories":919},[517],{"categories":921},[255],{"categories":923},[],{"categories":925},[206],{"categories":927},[203],{"categories":929},[245,203],{"categories":931},[170],{"categories":933},[],{"categories":935},[203],{"categories":937},[170],{"categories":939},[245],{"categories":941},[206],{"categories":943},[255],{"categories":945},[],{"categories":947},[203],{"categories":949},[],{"categories":951},[170],{"categories":953},[],{"categories":955},[206],{"categories":957},[209],{"categories":959},[203],{"categories":961},[203],{"categories":963},[245],{"categories":965},[206],{"categories":967},[517],{"categories":969},[245],{"categories":971},[206],{"categories":973},[203],{"categories":975},[203],{"categories":977},[203],{"categories":979},[224],{"categories":981},[],{"categories":983},[209],{"categories":985},[206],{"categories":987},[245],{"categories":989},[206],{"categories":991},[255],{"categories":993},[245],{"categories":995},[206],{"categories":997},[224],{"categories":999},[],{"categories":1001},[203],{"categories":1003},[245],{"categories":1005},[203],{"categories":1007},[170],{"categories":1009},[224],{"categories":1011},[203],{"categories":1013},[262],{"categories":1015},[203],{"categories":1017},[203],{"categories":1019},[206],{"categories":1021},[206],{"categories":1023},[203],{"categories":1025},[206],{"categories":1027},[245],{"categories":1029},[203],{"categories":1031},[],{"categories":1033},[],{"categories":1035},[255],{"categories":1037},[],{"categories":1039},[170],{"categories":1041},[517],{"categories":1043},[],{"categories":1045},[170],{"categories":1047},[200],{"categories":1049},[262],{"categories":1051},[],{"categories":1053},[200],{"categories":1055},[],{"categories":1057},[],{"categories":1059},[],{"categories":1061},[],{"categories":1063},[],{"categories":1065},[203],{"categories":1067},[206],{"categories":1069},[517],{"categories":1071},[170],{"categories":1073},[203],{"categories":1075},[255],{"categories":1077},[209],{"categories":1079},[203],{"categories":1081},[262],{"categories":1083},[203],{"categories":1085},[203],{"categories":1087},[203],{"categories":1089},[203,170],{"categories":1091},[255],{"categories":1093},[255],{"categories":1095},[245],{"categories":1097},[203],{"categories":1099},[],{"categories":1101},[],{"categories":1103},[],{"categories":1105},[255],{"categories":1107},[248],{"categories":1109},[224],{"categories":1111},[245],{"categories":1113},[],{"categories":1115},[203],{"categories":1117},[203],{"categories":1119},[],{"categories":1121},[],{"categories":1123},[206],{"categories":1125},[203],{"categories":1127},[200],{"categories":1129},[],{"categories":1131},[170],{"categories":1133},[203],{"categories":1135},[170],{"categories":1137},[203],{"categories":1139},[255],{"categories":1141},[262],{"categories":1143},[203,245],{"categories":1145},[224],{"categories":1147},[245],{"categories":1149},[],{"categories":1151},[517],{"categories":1153},[245],{"categories":1155},[206],{"categories":1157},[],{"categories":1159},[],{"categories":1161},[],{"categories":1163},[],{"categories":1165},[255],{"categories":1167},[206],{"categories":1169},[206],{"categories":1171},[203],{"categories":1173},[203],{"categories":1175},[],{"categories":1177},[245],{"categories":1179},[],{"categories":1181},[],{"categories":1183},[206],{"categories":1185},[],{"categories":1187},[],{"categories":1189},[262],{"categories":1191},[262],{"categories":1193},[206],{"categories":1195},[],{"categories":1197},[203],{"categories":1199},[203],{"categories":1201},[255],{"categories":1203},[245],{"categories":1205},[245],{"categories":1207},[206],{"categories":1209},[170],{"categories":1211},[203],{"categories":1213},[245],{"categories":1215},[245],{"categories":1217},[206],{"categories":1219},[206],{"categories":1221},[203],{"categories":1223},[],{"categories":1225},[],{"categories":1227},[203],{"categories":1229},[206],{"categories":1231},[224],{"categories":1233},[255],{"categories":1235},[170],{"categories":1237},[203],{"categories":1239},[],{"categories":1241},[206],{"categories":1243},[206],{"categories":1245},[],{"categories":1247},[170],{"categories":1249},[203],{"categories":1251},[170],{"categories":1253},[170],{"categories":1255},[],{"categories":1257},[],{"categories":1259},[206],{"categories":1261},[206],{"categories":1263},[203],{"categories":1265},[203],{"categories":1267},[224],{"categories":1269},[248],{"categories":1271},[209],{"categories":1273},[224],{"categories":1275},[245],{"categories":1277},[],{"categories":1279},[224],{"categories":1281},[],{"categories":1283},[],{"categories":1285},[],{"categories":1287},[],{"categories":1289},[255],{"categories":1291},[248],{"categories":1293},[],{"categories":1295},[203],{"categories":1297},[203],{"categories":1299},[248],{"categories":1301},[255],{"categories":1303},[],{"categories":1305},[],{"categories":1307},[206],{"categories":1309},[224],{"categories":1311},[224],{"categories":1313},[206],{"categories":1315},[170],{"categories":1317},[203,517],{"categories":1319},[],{"categories":1321},[245],{"categories":1323},[170],{"categories":1325},[206],{"categories":1327},[245],{"categories":1329},[],{"categories":1331},[206],{"categories":1333},[206],{"categories":1335},[203],{"categories":1337},[262],{"categories":1339},[255],{"categories":1341},[245],{"categories":1343},[],{"categories":1345},[206],{"categories":1347},[203],{"categories":1349},[206],{"categories":1351},[206],{"categories":1353},[206],{"categories":1355},[262],{"categories":1357},[206],{"categories":1359},[203],{"categories":1361},[],{"categories":1363},[262],{"categories":1365},[224],{"categories":1367},[206],{"categories":1369},[],{"categories":1371},[],{"categories":1373},[203],{"categories":1375},[206],{"categories":1377},[224],{"categories":1379},[206],{"categories":1381},[],{"categories":1383},[],{"categories":1385},[],{"categories":1387},[206],{"categories":1389},[],{"categories":1391},[],{"categories":1393},[248],{"categories":1395},[203],{"categories":1397},[248],{"categories":1399},[224],{"categories":1401},[203],{"categories":1403},[203],{"categories":1405},[206],{"categories":1407},[203],{"categories":1409},[],{"categories":1411},[],{"categories":1413},[517],{"categories":1415},[],{"categories":1417},[],{"categories":1419},[170],{"categories":1421},[],{"categories":1423},[],{"categories":1425},[],{"categories":1427},[],{"categories":1429},[255],{"categories":1431},[224],{"categories":1433},[262],{"categories":1435},[200],{"categories":1437},[203],{"categories":1439},[203],{"categories":1441},[200],{"categories":1443},[],{"categories":1445},[245],{"categories":1447},[206],{"categories":1449},[200],{"categories":1451},[203],{"categories":1453},[203],{"categories":1455},[170],{"categories":1457},[],{"categories":1459},[170],{"categories":1461},[203],{"categories":1463},[262],{"categories":1465},[206],{"categories":1467},[224],{"categories":1469},[200],{"categories":1471},[203],{"categories":1473},[206],{"categories":1475},[],{"categories":1477},[203],{"categories":1479},[170],{"categories":1481},[203],{"categories":1483},[],{"categories":1485},[224],{"categories":1487},[203],{"categories":1489},[],{"categories":1491},[200],{"categories":1493},[203],{"categories":1495},[],{"categories":1497},[],{"categories":1499},[],{"categories":1501},[203],{"categories":1503},[],{"categories":1505},[517],{"categories":1507},[203],{"categories":1509},[],{"categories":1511},[203],{"categories":1513},[203],{"categories":1515},[203],{"categories":1517},[203,517],{"categories":1519},[203],{"categories":1521},[203],{"categories":1523},[245],{"categories":1525},[206],{"categories":1527},[],{"categories":1529},[206],{"categories":1531},[203],{"categories":1533},[203],{"categories":1535},[203],{"categories":1537},[170],{"categories":1539},[170],{"categories":1541},[255],{"categories":1543},[245],{"categories":1545},[206],{"categories":1547},[],{"categories":1549},[203],{"categories":1551},[224],{"categories":1553},[203],{"categories":1555},[200],{"categories":1557},[],{"categories":1559},[517],{"categories":1561},[245],{"categories":1563},[245],{"categories":1565},[206],{"categories":1567},[224],{"categories":1569},[206],{"categories":1571},[203],{"categories":1573},[],{"categories":1575},[203],{"categories":1577},[],{"categories":1579},[],{"categories":1581},[203],{"categories":1583},[203],{"categories":1585},[203],{"categories":1587},[206],{"categories":1589},[203],{"categories":1591},[],{"categories":1593},[248],{"categories":1595},[206],{"categories":1597},[],{"categories":1599},[203],{"categories":1601},[224],{"categories":1603},[],{"categories":1605},[245],{"categories":1607},[517],{"categories":1609},[224],{"categories":1611},[255],{"categories":1613},[255],{"categories":1615},[224],{"categories":1617},[224],{"categories":1619},[517],{"categories":1621},[],{"categories":1623},[224],{"categories":1625},[203],{"categories":1627},[170],{"categories":1629},[224],{"categories":1631},[],{"categories":1633},[248],{"categories":1635},[224],{"categories":1637},[255],{"categories":1639},[224],{"categories":1641},[517],{"categories":1643},[203],{"categories":1645},[203],{"categories":1647},[],{"categories":1649},[200],{"categories":1651},[],{"categories":1653},[],{"categories":1655},[203],{"categories":1657},[203],{"categories":1659},[203],{"categories":1661},[203],{"categories":1663},[],{"categories":1665},[248],{"categories":1667},[170],{"categories":1669},[],{"categories":1671},[203],{"categories":1673},[203],{"categories":1675},[517],{"categories":1677},[517],{"categories":1679},[],{"categories":1681},[206],{"categories":1683},[224],{"categories":1685},[224],{"categories":1687},[203],{"categories":1689},[206],{"categories":1691},[],{"categories":1693},[245],{"categories":1695},[203],{"categories":1697},[203],{"categories":1699},[],{"categories":1701},[],{"categories":1703},[517],{"categories":1705},[203],{"categories":1707},[255],{"categories":1709},[200],{"categories":1711},[203],{"categories":1713},[],{"categories":1715},[206],{"categories":1717},[170],{"categories":1719},[170],{"categories":1721},[],{"categories":1723},[203],{"categories":1725},[245],{"categories":1727},[206],{"categories":1729},[],{"categories":1731},[203],{"categories":1733},[203],{"categories":1735},[206],{"categories":1737},[],{"categories":1739},[206],{"categories":1741},[255],{"categories":1743},[],{"categories":1745},[203],{"categories":1747},[],{"categories":1749},[203],{"categories":1751},[],{"categories":1753},[203],{"categories":1755},[203],{"categories":1757},[],{"categories":1759},[203],{"categories":1761},[224],{"categories":1763},[203],{"categories":1765},[203],{"categories":1767},[170],{"categories":1769},[203],{"categories":1771},[224],{"categories":1773},[206],{"categories":1775},[],{"categories":1777},[203],{"categories":1779},[262],{"categories":1781},[],{"categories":1783},[],{"categories":1785},[],{"categories":1787},[170],{"categories":1789},[224],{"categories":1791},[206],{"categories":1793},[203],{"categories":1795},[245],{"categories":1797},[206],{"categories":1799},[],{"categories":1801},[206],{"categories":1803},[],{"categories":1805},[203],{"categories":1807},[206],{"categories":1809},[203],{"categories":1811},[],{"categories":1813},[203],{"categories":1815},[203],{"categories":1817},[224],{"categories":1819},[245],{"categories":1821},[206],{"categories":1823},[245],{"categories":1825},[200],{"categories":1827},[],{"categories":1829},[],{"categories":1831},[203],{"categories":1833},[170],{"categories":1835},[224],{"categories":1837},[],{"categories":1839},[],{"categories":1841},[255],{"categories":1843},[245],{"categories":1845},[],{"categories":1847},[203],{"categories":1849},[],{"categories":1851},[262],{"categories":1853},[203],{"categories":1855},[517],{"categories":1857},[255],{"categories":1859},[],{"categories":1861},[206],{"categories":1863},[203],{"categories":1865},[206],{"categories":1867},[206],{"categories":1869},[203],{"categories":1871},[],{"categories":1873},[170],{"categories":1875},[203],{"categories":1877},[200],{"categories":1879},[255],{"categories":1881},[245],{"categories":1883},[],{"categories":1885},[],{"categories":1887},[],{"categories":1889},[206],{"categories":1891},[245],{"categories":1893},[224],{"categories":1895},[203],{"categories":1897},[224],{"categories":1899},[245],{"categories":1901},[],{"categories":1903},[245],{"categories":1905},[224],{"categories":1907},[200],{"categories":1909},[203],{"categories":1911},[224],{"categories":1913},[262],{"categories":1915},[],{"categories":1917},[],{"categories":1919},[248],{"categories":1921},[203,255],{"categories":1923},[224],{"categories":1925},[203],{"categories":1927},[206],{"categories":1929},[206],{"categories":1931},[203],{"categories":1933},[],{"categories":1935},[255],{"categories":1937},[203],{"categories":1939},[248],{"categories":1941},[206],{"categories":1943},[262],{"categories":1945},[517],{"categories":1947},[],{"categories":1949},[170],{"categories":1951},[206],{"categories":1953},[206],{"categories":1955},[255],{"categories":1957},[203],{"categories":1959},[203],{"categories":1961},[],{"categories":1963},[],{"categories":1965},[],{"categories":1967},[517],{"categories":1969},[224],{"categories":1971},[203],{"categories":1973},[203],{"categories":1975},[203],{"categories":1977},[],{"categories":1979},[248],{"categories":1981},[200],{"categories":1983},[],{"categories":1985},[206],{"categories":1987},[517],{"categories":1989},[],{"categories":1991},[245],{"categories":1993},[245],{"categories":1995},[],{"categories":1997},[255],{"categories":1999},[245],{"categories":2001},[203],{"categories":2003},[],{"categories":2005},[224],{"categories":2007},[203],{"categories":2009},[245],{"categories":2011},[206],{"categories":2013},[224],{"categories":2015},[],{"categories":2017},[206],{"categories":2019},[245],{"categories":2021},[203],{"categories":2023},[],{"categories":2025},[203],{"categories":2027},[203],{"categories":2029},[517],{"categories":2031},[224],{"categories":2033},[248],{"categories":2035},[248],{"categories":2037},[],{"categories":2039},[],{"categories":2041},[],{"categories":2043},[206],{"categories":2045},[255],{"categories":2047},[255],{"categories":2049},[],{"categories":2051},[],{"categories":2053},[203],{"categories":2055},[],{"categories":2057},[206],{"categories":2059},[203],{"categories":2061},[],{"categories":2063},[203],{"categories":2065},[200],{"categories":2067},[203],{"categories":2069},[262],{"categories":2071},[206],{"categories":2073},[203],{"categories":2075},[255],{"categories":2077},[224],{"categories":2079},[206],{"categories":2081},[],{"categories":2083},[224],{"categories":2085},[206],{"categories":2087},[206],{"categories":2089},[],{"categories":2091},[200],{"categories":2093},[206],{"categories":2095},[],{"categories":2097},[203],{"categories":2099},[170],{"categories":2101},[224],{"categories":2103},[517],{"categories":2105},[206],{"categories":2107},[206],{"categories":2109},[170],{"categories":2111},[203],{"categories":2113},[],{"categories":2115},[],{"categories":2117},[245],{"categories":2119},[203,200],{"categories":2121},[],{"categories":2123},[170],{"categories":2125},[248],{"categories":2127},[203],{"categories":2129},[255],{"categories":2131},[203],{"categories":2133},[206],{"categories":2135},[203],{"categories":2137},[203],{"categories":2139},[224],{"categories":2141},[206],{"categories":2143},[],{"categories":2145},[],{"categories":2147},[206],{"categories":2149},[203],{"categories":2151},[517],{"categories":2153},[],{"categories":2155},[203],{"categories":2157},[206],{"categories":2159},[],{"categories":2161},[203],{"categories":2163},[262],{"categories":2165},[248],{"categories":2167},[206],{"categories":2169},[203],{"categories":2171},[517],{"categories":2173},[],{"categories":2175},[203],{"categories":2177},[262],{"categories":2179},[245],{"categories":2181},[203],{"categories":2183},[],{"categories":2185},[262],{"categories":2187},[224],{"categories":2189},[203],{"categories":2191},[203],{"categories":2193},[170],{"categories":2195},[],{"categories":2197},[],{"categories":2199},[245],{"categories":2201},[203],{"categories":2203},[248],{"categories":2205},[262],{"categories":2207},[262],{"categories":2209},[224],{"categories":2211},[],{"categories":2213},[],{"categories":2215},[203],{"categories":2217},[],{"categories":2219},[203,255],{"categories":2221},[224],{"categories":2223},[206],{"categories":2225},[255],{"categories":2227},[203],{"categories":2229},[170],{"categories":2231},[],{"categories":2233},[],{"categories":2235},[170],{"categories":2237},[262],{"categories":2239},[203],{"categories":2241},[],{"categories":2243},[245,203],{"categories":2245},[517],{"categories":2247},[170],{"categories":2249},[],{"categories":2251},[200],{"categories":2253},[200],{"categories":2255},[203],{"categories":2257},[255],{"categories":2259},[206],{"categories":2261},[224],{"categories":2263},[262],{"categories":2265},[245],{"categories":2267},[203],{"categories":2269},[203],{"categories":2271},[203],{"categories":2273},[170],{"categories":2275},[203],{"categories":2277},[206],{"categories":2279},[224],{"categories":2281},[],{"categories":2283},[],{"categories":2285},[248],{"categories":2287},[255],{"categories":2289},[203],{"categories":2291},[245],{"categories":2293},[248],{"categories":2295},[203],{"categories":2297},[203],{"categories":2299},[206],{"categories":2301},[206],{"categories":2303},[203,200],{"categories":2305},[],{"categories":2307},[245],{"categories":2309},[],{"categories":2311},[203],{"categories":2313},[224],{"categories":2315},[170],{"categories":2317},[170],{"categories":2319},[206],{"categories":2321},[203],{"categories":2323},[200],{"categories":2325},[255],{"categories":2327},[262],{"categories":2329},[],{"categories":2331},[224],{"categories":2333},[203],{"categories":2335},[203],{"categories":2337},[224],{"categories":2339},[255],{"categories":2341},[203],{"categories":2343},[206],{"categories":2345},[224],{"categories":2347},[203],{"categories":2349},[245],{"categories":2351},[203],{"categories":2353},[203],{"categories":2355},[517],{"categories":2357},[209],{"categories":2359},[206],{"categories":2361},[203],{"categories":2363},[224],{"categories":2365},[206],{"categories":2367},[262],{"categories":2369},[203],{"categories":2371},[],{"categories":2373},[203],{"categories":2375},[],{"categories":2377},[],{"categories":2379},[],{"categories":2381},[200],{"categories":2383},[203],{"categories":2385},[206],{"categories":2387},[224],{"categories":2389},[224],{"categories":2391},[224],{"categories":2393},[224],{"categories":2395},[],{"categories":2397},[170],{"categories":2399},[206],{"categories":2401},[224],{"categories":2403},[170],{"categories":2405},[206],{"categories":2407},[203],{"categories":2409},[203,206],{"categories":2411},[206],{"categories":2413},[517],{"categories":2415},[224],{"categories":2417},[224],{"categories":2419},[206],{"categories":2421},[203],{"categories":2423},[],{"categories":2425},[224],{"categories":2427},[262],{"categories":2429},[170],{"categories":2431},[203],{"categories":2433},[203],{"categories":2435},[],{"categories":2437},[255],{"categories":2439},[],{"categories":2441},[170],{"categories":2443},[206],{"categories":2445},[224],{"categories":2447},[203],{"categories":2449},[224],{"categories":2451},[170],{"categories":2453},[224],{"categories":2455},[224],{"categories":2457},[],{"categories":2459},[200],{"categories":2461},[206],{"categories":2463},[224],{"categories":2465},[224],{"categories":2467},[224],{"categories":2469},[224],{"categories":2471},[224],{"categories":2473},[224],{"categories":2475},[224],{"categories":2477},[224],{"categories":2479},[224],{"categories":2481},[224],{"categories":2483},[248],{"categories":2485},[170],{"categories":2487},[203],{"categories":2489},[203],{"categories":2491},[],{"categories":2493},[203,170],{"categories":2495},[],{"categories":2497},[206],{"categories":2499},[224],{"categories":2501},[206],{"categories":2503},[203],{"categories":2505},[203],{"categories":2507},[203],{"categories":2509},[203],{"categories":2511},[203],{"categories":2513},[206],{"categories":2515},[200],{"categories":2517},[245],{"categories":2519},[224],{"categories":2521},[203],{"categories":2523},[],{"categories":2525},[],{"categories":2527},[206],{"categories":2529},[245],{"categories":2531},[203],{"categories":2533},[],{"categories":2535},[],{"categories":2537},[262],{"categories":2539},[203],{"categories":2541},[],{"categories":2543},[],{"categories":2545},[170],{"categories":2547},[200],{"categories":2549},[203],{"categories":2551},[200],{"categories":2553},[245],{"categories":2555},[],{"categories":2557},[224],{"categories":2559},[],{"categories":2561},[245],{"categories":2563},[203],{"categories":2565},[262],{"categories":2567},[],{"categories":2569},[262],{"categories":2571},[],{"categories":2573},[],{"categories":2575},[206],{"categories":2577},[],{"categories":2579},[200],{"categories":2581},[170],{"categories":2583},[245],{"categories":2585},[255],{"categories":2587},[],{"categories":2589},[],{"categories":2591},[203],{"categories":2593},[170],{"categories":2595},[262],{"categories":2597},[],{"categories":2599},[206],{"categories":2601},[206],{"categories":2603},[224],{"categories":2605},[203],{"categories":2607},[206],{"categories":2609},[203],{"categories":2611},[206],{"categories":2613},[203],{"categories":2615},[209],{"categories":2617},[224],{"categories":2619},[],{"categories":2621},[262],{"categories":2623},[255],{"categories":2625},[206],{"categories":2627},[],{"categories":2629},[203],{"categories":2631},[206],{"categories":2633},[200],{"categories":2635},[170],{"categories":2637},[203],{"categories":2639},[245],{"categories":2641},[255],{"categories":2643},[255],{"categories":2645},[203],{"categories":2647},[248],{"categories":2649},[203],{"categories":2651},[206],{"categories":2653},[200],{"categories":2655},[206],{"categories":2657},[203],{"categories":2659},[203],{"categories":2661},[206],{"categories":2663},[224],{"categories":2665},[],{"categories":2667},[170],{"categories":2669},[203],{"categories":2671},[206],{"categories":2673},[203],{"categories":2675},[203],{"categories":2677},[],{"categories":2679},[245],{"categories":2681},[200],{"categories":2683},[224],{"categories":2685},[203],{"categories":2687},[203],{"categories":2689},[245],{"categories":2691},[262],{"categories":2693},[248],{"categories":2695},[203],{"categories":2697},[224],{"categories":2699},[203],{"categories":2701},[206],{"categories":2703},[517],{"categories":2705},[203],{"categories":2707},[206],{"categories":2709},[248],{"categories":2711},[],{"categories":2713},[206],{"categories":2715},[255],{"categories":2717},[245],{"categories":2719},[203],{"categories":2721},[170],{"categories":2723},[200],{"categories":2725},[255],{"categories":2727},[],{"categories":2729},[206],{"categories":2731},[203],{"categories":2733},[],{"categories":2735},[224],{"categories":2737},[],{"categories":2739},[224],{"categories":2741},[203],{"categories":2743},[206],{"categories":2745},[206],{"categories":2747},[206],{"categories":2749},[],{"categories":2751},[],{"categories":2753},[203],{"categories":2755},[203],{"categories":2757},[],{"categories":2759},[245],{"categories":2761},[206],{"categories":2763},[262],{"categories":2765},[170],{"categories":2767},[],{"categories":2769},[],{"categories":2771},[224],{"categories":2773},[255],{"categories":2775},[203],{"categories":2777},[203],{"categories":2779},[203],{"categories":2781},[255],{"categories":2783},[224],{"categories":2785},[245],{"categories":2787},[203],{"categories":2789},[203],{"categories":2791},[203],{"categories":2793},[224],{"categories":2795},[203],{"categories":2797},[224],{"categories":2799},[206],{"categories":2801},[206],{"categories":2803},[255],{"categories":2805},[206],{"categories":2807},[203],{"categories":2809},[255],{"categories":2811},[245],{"categories":2813},[],{"categories":2815},[206],{"categories":2817},[],{"categories":2819},[],{"categories":2821},[200],{"categories":2823},[203],{"categories":2825},[206],{"categories":2827},[170],{"categories":2829},[206],{"categories":2831},[262],{"categories":2833},[],{"categories":2835},[206],{"categories":2837},[],{"categories":2839},[170],{"categories":2841},[206],{"categories":2843},[],{"categories":2845},[206],{"categories":2847},[203],{"categories":2849},[224],{"categories":2851},[203],{"categories":2853},[206],{"categories":2855},[224],{"categories":2857},[206],{"categories":2859},[255],{"categories":2861},[245],{"categories":2863},[170],{"categories":2865},[],{"categories":2867},[206],{"categories":2869},[245],{"categories":2871},[224],{"categories":2873},[203],{"categories":2875},[245],{"categories":2877},[170],{"categories":2879},[],{"categories":2881},[206],{"categories":2883},[206],{"categories":2885},[203],{"categories":2887},[],{"categories":2889},[206],{"categories":2891},[209],{"categories":2893},[224],{"categories":2895},[206],{"categories":2897},[200],{"categories":2899},[],{"categories":2901},[203],{"categories":2903},[209],{"categories":2905},[203],{"categories":2907},[206],{"categories":2909},[224],{"categories":2911},[170],{"categories":2913},[517],{"categories":2915},[203],{"categories":2917},[203],{"categories":2919},[203],{"categories":2921},[224],{"categories":2923},[200],{"categories":2925},[203],{"categories":2927},[245],{"categories":2929},[224],{"categories":2931},[517],{"categories":2933},[203],{"categories":2935},[],{"categories":2937},[],{"categories":2939},[517],{"categories":2941},[248],{"categories":2943},[206],{"categories":2945},[206],{"categories":2947},[224],{"categories":2949},[203],{"categories":2951},[170],{"categories":2953},[245],{"categories":2955},[206],{"categories":2957},[203],{"categories":2959},[262],{"categories":2961},[203],{"categories":2963},[206],{"categories":2965},[],{"categories":2967},[203],{"categories":2969},[203],{"categories":2971},[224],{"categories":2973},[170],{"categories":2975},[],{"categories":2977},[203],{"categories":2979},[203],{"categories":2981},[255],{"categories":2983},[245],{"categories":2985},[203,206],{"categories":2987},[262,200],{"categories":2989},[203],{"categories":2991},[],{"categories":2993},[206],{"categories":2995},[],{"categories":2997},[255],{"categories":2999},[203],{"categories":3001},[224],{"categories":3003},[],{"categories":3005},[206],{"categories":3007},[],{"categories":3009},[206],{"categories":3011},[170],{"categories":3013},[206],{"categories":3015},[203],{"categories":3017},[517],{"categories":3019},[262],{"categories":3021},[200],{"categories":3023},[200],{"categories":3025},[170],{"categories":3027},[170],{"categories":3029},[203],{"categories":3031},[206],{"categories":3033},[203],{"categories":3035},[203],{"categories":3037},[170],{"categories":3039},[203],{"categories":3041},[262],{"categories":3043},[224],{"categories":3045},[203],{"categories":3047},[206],{"categories":3049},[203],{"categories":3051},[],{"categories":3053},[255],{"categories":3055},[],{"categories":3057},[206],{"categories":3059},[170],{"categories":3061},[],{"categories":3063},[517],{"categories":3065},[203],{"categories":3067},[],{"categories":3069},[224],{"categories":3071},[206],{"categories":3073},[255],{"categories":3075},[203],{"categories":3077},[206],{"categories":3079},[255],{"categories":3081},[206],{"categories":3083},[224],{"categories":3085},[170],{"categories":3087},[224],{"categories":3089},[255],{"categories":3091},[203],{"categories":3093},[245],{"categories":3095},[203],{"categories":3097},[203],{"categories":3099},[203],{"categories":3101},[203],{"categories":3103},[206],{"categories":3105},[203],{"categories":3107},[206],{"categories":3109},[203],{"categories":3111},[170],{"categories":3113},[203],{"categories":3115},[206],{"categories":3117},[245],{"categories":3119},[170],{"categories":3121},[206],{"categories":3123},[245],{"categories":3125},[],{"categories":3127},[203],{"categories":3129},[203],{"categories":3131},[255],{"categories":3133},[],{"categories":3135},[206],{"categories":3137},[262],{"categories":3139},[203],{"categories":3141},[224],{"categories":3143},[262],{"categories":3145},[206],{"categories":3147},[200],{"categories":3149},[200],{"categories":3151},[203],{"categories":3153},[170],{"categories":3155},[],{"categories":3157},[203],{"categories":3159},[],{"categories":3161},[170],{"categories":3163},[203],{"categories":3165},[206],{"categories":3167},[206],{"categories":3169},[],{"categories":3171},[255],{"categories":3173},[255],{"categories":3175},[262],{"categories":3177},[245],{"categories":3179},[],{"categories":3181},[203],{"categories":3183},[170],{"categories":3185},[203],{"categories":3187},[255],{"categories":3189},[170],{"categories":3191},[224],{"categories":3193},[224],{"categories":3195},[],{"categories":3197},[224],{"categories":3199},[206],{"categories":3201},[245],{"categories":3203},[248],{"categories":3205},[203],{"categories":3207},[],{"categories":3209},[224],{"categories":3211},[255],{"categories":3213},[200],{"categories":3215},[203],{"categories":3217},[170],{"categories":3219},[517],{"categories":3221},[170],{"categories":3223},[],{"categories":3225},[],{"categories":3227},[224],{"categories":3229},[],{"categories":3231},[206],{"categories":3233},[206],{"categories":3235},[206],{"categories":3237},[],{"categories":3239},[203],{"categories":3241},[],{"categories":3243},[224],{"categories":3245},[170],{"categories":3247},[245],{"categories":3249},[203],{"categories":3251},[224],{"categories":3253},[224],{"categories":3255},[],{"categories":3257},[224],{"categories":3259},[170],{"categories":3261},[203],{"categories":3263},[],{"categories":3265},[206],{"categories":3267},[206],{"categories":3269},[170],{"categories":3271},[],{"categories":3273},[],{"categories":3275},[],{"categories":3277},[245],{"categories":3279},[206],{"categories":3281},[203],{"categories":3283},[],{"categories":3285},[],{"categories":3287},[],{"categories":3289},[245],{"categories":3291},[],{"categories":3293},[170],{"categories":3295},[],{"categories":3297},[],{"categories":3299},[245],{"categories":3301},[203],{"categories":3303},[224],{"categories":3305},[],{"categories":3307},[262],{"categories":3309},[224],{"categories":3311},[262],{"categories":3313},[203],{"categories":3315},[],{"categories":3317},[],{"categories":3319},[206],{"categories":3321},[],{"categories":3323},[],{"categories":3325},[206],{"categories":3327},[203],{"categories":3329},[],{"categories":3331},[206],{"categories":3333},[224],{"categories":3335},[262],{"categories":3337},[248],{"categories":3339},[206],{"categories":3341},[206],{"categories":3343},[],{"categories":3345},[],{"categories":3347},[],{"categories":3349},[224],{"categories":3351},[],{"categories":3353},[],{"categories":3355},[245],{"categories":3357},[170],{"categories":3359},[],{"categories":3361},[200],{"categories":3363},[262],{"categories":3365},[203],{"categories":3367},[255],{"categories":3369},[170],{"categories":3371},[248],{"categories":3373},[200],{"categories":3375},[255],{"categories":3377},[],{"categories":3379},[],{"categories":3381},[206],{"categories":3383},[170],{"categories":3385},[245],{"categories":3387},[170],{"categories":3389},[206],{"categories":3391},[517],{"categories":3393},[206],{"categories":3395},[],{"categories":3397},[203],{"categories":3399},[224],{"categories":3401},[255],{"categories":3403},[],{"categories":3405},[245],{"categories":3407},[224],{"categories":3409},[170],{"categories":3411},[206],{"categories":3413},[203],{"categories":3415},[200],{"categories":3417},[206,517],{"categories":3419},[206],{"categories":3421},[255],{"categories":3423},[203],{"categories":3425},[248],{"categories":3427},[262],{"categories":3429},[206],{"categories":3431},[],{"categories":3433},[206],{"categories":3435},[203],{"categories":3437},[200],{"categories":3439},[],{"categories":3441},[],{"categories":3443},[203],{"categories":3445},[248],{"categories":3447},[203],{"categories":3449},[],{"categories":3451},[224],{"categories":3453},[],{"categories":3455},[224],{"categories":3457},[255],{"categories":3459},[206],{"categories":3461},[203],{"categories":3463},[262],{"categories":3465},[255],{"categories":3467},[],{"categories":3469},[224],{"categories":3471},[203],{"categories":3473},[],{"categories":3475},[203],{"categories":3477},[206],{"categories":3479},[203],{"categories":3481},[206],{"categories":3483},[203],{"categories":3485},[203],{"categories":3487},[203],{"categories":3489},[203],{"categories":3491},[200],{"categories":3493},[],{"categories":3495},[209],{"categories":3497},[224],{"categories":3499},[203],{"categories":3501},[],{"categories":3503},[255],{"categories":3505},[203],{"categories":3507},[203],{"categories":3509},[206],{"categories":3511},[224],{"categories":3513},[203],{"categories":3515},[203],{"categories":3517},[200],{"categories":3519},[206],{"categories":3521},[245],{"categories":3523},[],{"categories":3525},[248],{"categories":3527},[203],{"categories":3529},[],{"categories":3531},[224],{"categories":3533},[262],{"categories":3535},[],{"categories":3537},[],{"categories":3539},[224],{"categories":3541},[224],{"categories":3543},[262],{"categories":3545},[170],{"categories":3547},[206],{"categories":3549},[206],{"categories":3551},[203],{"categories":3553},[200],{"categories":3555},[],{"categories":3557},[],{"categories":3559},[224],{"categories":3561},[248],{"categories":3563},[255],{"categories":3565},[206],{"categories":3567},[245],{"categories":3569},[248],{"categories":3571},[248],{"categories":3573},[],{"categories":3575},[224],{"categories":3577},[203],{"categories":3579},[203],{"categories":3581},[255],{"categories":3583},[],{"categories":3585},[224],{"categories":3587},[224],{"categories":3589},[224],{"categories":3591},[],{"categories":3593},[206],{"categories":3595},[203],{"categories":3597},[],{"categories":3599},[170],{"categories":3601},[200],{"categories":3603},[],{"categories":3605},[203],{"categories":3607},[203],{"categories":3609},[],{"categories":3611},[255],{"categories":3613},[],{"categories":3615},[],{"categories":3617},[],{"categories":3619},[],{"categories":3621},[203],{"categories":3623},[224],{"categories":3625},[],{"categories":3627},[],{"categories":3629},[203],{"categories":3631},[203],{"categories":3633},[203],{"categories":3635},[248],{"categories":3637},[203],{"categories":3639},[248],{"categories":3641},[],{"categories":3643},[248],{"categories":3645},[248],{"categories":3647},[517],{"categories":3649},[206],{"categories":3651},[255],{"categories":3653},[],{"categories":3655},[],{"categories":3657},[248],{"categories":3659},[255],{"categories":3661},[255],{"categories":3663},[255],{"categories":3665},[],{"categories":3667},[170],{"categories":3669},[255],{"categories":3671},[255],{"categories":3673},[170],{"categories":3675},[255],{"categories":3677},[200],{"categories":3679},[255],{"categories":3681},[255],{"categories":3683},[255],{"categories":3685},[248],{"categories":3687},[224],{"categories":3689},[224],{"categories":3691},[203],{"categories":3693},[255],{"categories":3695},[248],{"categories":3697},[517],{"categories":3699},[248],{"categories":3701},[248],{"categories":3703},[248],{"categories":3705},[],{"categories":3707},[200],{"categories":3709},[],{"categories":3711},[517],{"categories":3713},[255],{"categories":3715},[255],{"categories":3717},[255],{"categories":3719},[206],{"categories":3721},[224,200],{"categories":3723},[248],{"categories":3725},[],{"categories":3727},[],{"categories":3729},[248],{"categories":3731},[],{"categories":3733},[248],{"categories":3735},[224],{"categories":3737},[206],{"categories":3739},[],{"categories":3741},[255],{"categories":3743},[203],{"categories":3745},[245],{"categories":3747},[],{"categories":3749},[203],{"categories":3751},[],{"categories":3753},[224],{"categories":3755},[170],{"categories":3757},[248],{"categories":3759},[],{"categories":3761},[255],{"categories":3763},[224],[3765,3839,3913,4005],{"id":3766,"title":3767,"ai":3768,"body":3773,"categories":3807,"created_at":171,"date_modified":171,"description":162,"extension":173,"faq":171,"featured":174,"kicker_label":171,"meta":3808,"navigation":176,"path":3824,"published_at":3825,"question":171,"scraped_at":3826,"seo":3827,"sitemap":3828,"source_id":3829,"source_name":3830,"source_type":3831,"source_url":3832,"stem":3833,"tags":3834,"thumbnail_url":171,"tldr":3835,"tweet":3836,"unknown_tags":3837,"__hash__":3838},"summaries\u002Fsummaries\u002Fd0e971554e468892-symphony-agents-autonomously-claim-and-complete-ta-summary.md","Symphony: Agents Autonomously Claim and Complete Tasks",{"provider":7,"model":8,"input_tokens":3769,"output_tokens":3770,"processing_time_ms":3771,"cost_usd":3772},5327,1436,20519,0.0017609,{"type":14,"value":3774,"toc":3802},[3775,3779,3782,3785,3789,3792,3795,3799],[17,3776,3778],{"id":3777},"bypass-human-bottlenecks-with-autonomous-task-orchestration","Bypass Human Bottlenecks with Autonomous Task Orchestration",[22,3780,3781],{},"OpenAI built Symphony to address engineers supervising only 3-5 Codex CLI sessions concurrently before context-switching hurt productivity. Instead of manual oversight, Symphony integrates with issue trackers like Linear: agents poll for tasks in 'to-do' states, claim them by updating status, create isolated workspaces matching issue IDs, run Codex to complete work, then mark issues 'done' with comments linking outputs. This scales agent teams without human managers—agents handle routine coding autonomously, flagging humans only for reviews. In demos, it builds a TypeScript Bun 'Hello World' app from scratch, validating GraphQL errors via Codex self-fixes.",[22,3783,3784],{},"Trade-offs: Barebones by design, lacking built-in repo cloning or PR creation, so not production-ready out-of-box. But this enables customization: users add pre\u002Fpost-hooks in workflow YAML. For example, a 'create after' hook clones a repo to the workspace and checks out a new branch; a 'run after' hook stages changes, commits, pushes, and opens a PR with issue links—transforming Symphony into a full CI\u002FCD agent for apps like film emulation tools.",[17,3786,3788],{"id":3787},"prompt-driven-installation-builds-ownership","Prompt-Driven Installation Builds Ownership",[22,3790,3791],{},"Skip cloning Elixir repo (traditional Option 2: clone, build, run via workflow). Use Option 1: Feed agents OpenAI's 2000+ line spec prompt detailing Symphony's architecture. Agents recreate it in any language—Python (easy for LLMs), Go (with Charm CLI), or Claude SDK variants. This genius chaos ensures no two installs match: users own their version, fixing bugs and adding features themselves, reducing OpenAI maintenance. Requires Linear personal API key in YAML workflow (active states like 'to-do', workspace root, Codex command). Tools like UV run Python versions; access OpenAI's YAML from repo.",[22,3793,3794],{},"Why it works: Forces deep understanding, customizes to needs (e.g., swap Linear\u002FCodex). Downside: Chaos for support, but fosters community forks.",[17,3796,3798],{"id":3797},"symphony-as-customizable-base-vs-polished-alternatives","Symphony as Customizable Base vs. Polished Alternatives",[22,3800,3801],{},"Position Symphony as 'Pi harness'—minimal orchestrator for exact needs, unlike feature-rich MultiOn (easier setup, multi-agents, scheduling) or Conductor ('Claw Code'). Ideal if using Linear\u002FCodex: leverage existing MCP tools\u002Fplugins. Vision: Central agent hub for 'AI dev teams'—shared workflows\u002Ftools across tasks, visibility into others' prompts\u002Ffeatures to spot conflicts. Extend via Codex for better PR descriptions\u002Flinks. Not for non-Linear\u002FCodex users yet, but proves agent orchestration scales coding without humans.",{"title":162,"searchDepth":163,"depth":163,"links":3803},[3804,3805,3806],{"id":3777,"depth":163,"text":3778},{"id":3787,"depth":163,"text":3788},{"id":3797,"depth":163,"text":3798},[206],{"content_references":3809,"triage":3819},[3810,3815],{"type":3811,"title":3812,"url":3813,"context":3814},"other","Open-source Codex orchestration: Symphony","https:\u002F\u002Fopenai.com\u002Findex\u002Fopen-source-codex-orchestration-symphony\u002F","mentioned",{"type":3816,"title":3817,"url":3818,"context":3814},"tool","Symphony","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fsymphony",{"relevance":3820,"novelty":3821,"quality":3821,"actionability":3821,"composite":3822,"reasoning":3823},5,4,4.35,"Category: AI Automation. The article discusses Symphony, an AI tool that autonomously manages coding tasks, addressing a specific pain point of human bottlenecks in supervision. It provides actionable insights on how to implement Symphony using a prompt-driven installation, which is directly applicable for developers looking to enhance productivity.","\u002Fsummaries\u002Fd0e971554e468892-symphony-agents-autonomously-claim-and-complete-ta-summary","2026-05-09 09:45:06","2026-05-09 15:12:07",{"title":3767,"description":162},{"loc":3824},"7ddadf38929851d3","Better Stack","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=n8qDKMPpLXc","summaries\u002Fd0e971554e468892-symphony-agents-autonomously-claim-and-complete-ta-summary",[188,189,190,191],"OpenAI's Symphony uses issue trackers like Linear to let coding agents claim tasks, spin up isolated workspaces, and only ping humans for reviews—solving the 3-5 session supervision bottleneck. Install by prompting an agent with a 2000+ line spec to build it.","Walkthrough of [Symphony](https:\u002F\u002Fgithub.com\u002Fopenai\u002Fsymphony) ([announcement](https:\u002F\u002Fopenai.com\u002Findex\u002Fopen-source-codex-orchestration-symphony\u002F)), OpenAI's open-source tool for letting coding agents autonomously claim and complete Linear issues in isolated workspaces. Demos basic setup via repo clone or agent-built from a 2k-line spec, plus hooks for PRs, and calls it barebones vs. MultiOn or Conductor—not production-ready yet.",[],"rtC7pWzZ7ssomNPT_4ZwybZ9r5bVqZfUkki8xhnZNos",{"id":3840,"title":3841,"ai":3842,"body":3847,"categories":3887,"created_at":171,"date_modified":171,"description":162,"extension":173,"faq":171,"featured":174,"kicker_label":171,"meta":3888,"navigation":176,"path":3901,"published_at":3902,"question":171,"scraped_at":3903,"seo":3904,"sitemap":3905,"source_id":3906,"source_name":3830,"source_type":3831,"source_url":3907,"stem":3908,"tags":3909,"thumbnail_url":171,"tldr":3910,"tweet":171,"unknown_tags":3911,"__hash__":3912},"summaries\u002Fsummaries\u002F1678e4778ac4cae9-hermes-self-improving-agent-builds-skills-from-con-summary.md","Hermes: Self-Improving Agent Builds Skills from Conversations",{"provider":7,"model":8,"input_tokens":3843,"output_tokens":3844,"processing_time_ms":3845,"cost_usd":3846},5366,1663,9984,0.0018822,{"type":14,"value":3848,"toc":3882},[3849,3853,3856,3860,3871,3875],[17,3850,3852],{"id":3851},"memory-system-enables-cross-session-recall-without-token-burn","Memory System Enables Cross-Session Recall Without Token Burn",[22,3854,3855],{},"Hermes persists all conversations in an SQLite database using FTS5 full-text search, allowing queries like \"recall yesterday's discussion\" to fetch exact matches without loading full history. Memory loads as a pre-compacted ~3,500-character snippet (~700 tokens) per session, avoiding context overflow. At 50% context window usage, it compresses by stripping old tool call outputs, retaining session head\u002Ftail, and middle summaries—more aggressive than OpenClaw's 80% threshold. External processors like Supermemory, Mem0, or OpenVikings can replace the default memory.md file. Hermes auto-nudges every ~10 turns to extract and save key facts or skills, ensuring long-term retention for tasks like matching your exact tweet style (e.g., pragmatic\u002Fdeveloper-centric voice, 400-char length, specific emojis, avoiding hype like \"incredible\").",[17,3857,3859],{"id":3858},"auto-skill-creation-turns-feedback-into-reusable-tools","Auto-Skill Creation Turns Feedback into Reusable Tools",[22,3861,3862,3863,3866,3867,3870],{},"Interact once, and Hermes generates persistent skills via its Skill Manager—no manual coding needed. In a demo, it analyzed video scripts, internalized feedback (e.g., swap \"breaking a sweat\" for neutral phrasing, prefer \"really good\"), then built a \"tweet generator\" skill outputting 3+ options or threads. Invoke with ",[26,3864,3865],{},"\u002Fskill tweet"," in new sessions; it recalls preferences without prompts. Switch models mid-chat via ",[26,3868,3869],{},"model \u002Fglm-4-turbo"," for speed\u002Fcost (e.g., from Gemma 2 to GLM-4-Turbo). Skills evolve from experience, making Hermes self-improving: use it daily, and it handles repetitive tasks like content promotion autonomously.",[17,3872,3874],{"id":3873},"practical-trade-offs-vs-mature-agents-like-openclaw","Practical Trade-offs vs. Mature Agents Like OpenClaw",[22,3876,3877,3878,3881],{},"Install via simple CLI (",[26,3879,3880],{},"pip install hermes-agent","), supports local\u002FVPS runs with any OpenAI-compatible model. Demo generated tweet threads from YouTube scripts in one session, fully recalled in a fresh one. Strengths: zero re-uploads, automatic evolution for personal workflows. Limits: immature vs. OpenClaw (fewer channels, weaker sandboxing); sessions start new unless specified; higher context use early on. Run cheap models like GLM-4 for daily assistance—test for 1 month to build production habits, as it extrapolates from short interactions to complex recall.",{"title":162,"searchDepth":163,"depth":163,"links":3883},[3884,3885,3886],{"id":3851,"depth":163,"text":3852},{"id":3858,"depth":163,"text":3859},{"id":3873,"depth":163,"text":3874},[203],{"content_references":3889,"triage":3899},[3890,3893,3895,3897],{"type":3816,"title":3891,"url":3892,"context":3814},"Hermes Agent","https:\u002F\u002Fgithub.com\u002Fnousresearch\u002Fhermes-agent",{"type":3816,"title":3894,"context":3814},"OpenClaw",{"type":3816,"title":3896,"context":3814},"NanoClaw",{"type":3816,"title":3898,"context":3814},"Claw Agent SDK",{"relevance":3821,"novelty":3821,"quality":3821,"actionability":3821,"composite":3821,"reasoning":3900},"Category: AI & LLMs. The article provides a detailed overview of the Hermes agent's capabilities, addressing specific pain points like memory management and skill generation, which are relevant for developers looking to implement AI features. It includes practical implementation details, such as using SQLite for memory storage and the command-line installation process, making it actionable for the audience.","\u002Fsummaries\u002F1678e4778ac4cae9-hermes-self-improving-agent-builds-skills-from-con-summary","2026-04-15 19:00:26","2026-04-19 03:29:44",{"title":3841,"description":162},{"loc":3901},"1678e4778ac4cae9","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=HdxtLpL9CC8","summaries\u002F1678e4778ac4cae9-hermes-self-improving-agent-builds-skills-from-con-summary",[188,189,191,190],"Hermes stores sessions in SQLite with FTS5 for full-text search, compresses context at 50% window to save tokens, and auto-generates reusable skills every 10 turns, recalling your style across sessions without re-uploads.",[],"7AtXcNVFxUUl8C1Gy1GMSD55E-DdrpmuBUGNT4OYRUM",{"id":3914,"title":3915,"ai":3916,"body":3921,"categories":3978,"created_at":171,"date_modified":171,"description":162,"extension":173,"faq":171,"featured":174,"kicker_label":171,"meta":3979,"navigation":176,"path":3992,"published_at":3993,"question":171,"scraped_at":3994,"seo":3995,"sitemap":3996,"source_id":3997,"source_name":3998,"source_type":3831,"source_url":3999,"stem":4000,"tags":4001,"thumbnail_url":171,"tldr":4002,"tweet":171,"unknown_tags":4003,"__hash__":4004},"summaries\u002Fsummaries\u002Ff4283f14580121c6-hermes-v0-9-0-polished-cross-platform-agent-with-d-summary.md","Hermes v0.9.0: Polished Cross-Platform Agent with Dashboard & Mobile",{"provider":7,"model":8,"input_tokens":3917,"output_tokens":3918,"processing_time_ms":3919,"cost_usd":3920},6132,1656,12645,0.00154755,{"type":14,"value":3922,"toc":3972},[3923,3927,3930,3933,3937,3940,3943,3946,3950,3953,3956,3959,3962,3966,3969],[17,3924,3926],{"id":3925},"local-dashboard-and-qol-tools-eliminate-config-friction","Local Dashboard and QoL Tools Eliminate Config Friction",[22,3928,3929],{},"Manage Hermes settings, sessions, skills, and gateway via a browser-based local web dashboard instead of editing YAML files or environment variables. This reduces setup friction for non-terminal users while keeping everything self-hosted—no cloud dependency. Pair it with new backup\u002Fimport commands to migrate configs, sessions, skills, and memory across machines without data loss. Add slash debug and Hermes debug share for streamlined troubleshooting, preventing users from abandoning the tool due to opaque errors.",[22,3931,3932],{},"These changes make Hermes approachable for broader adoption: terminal pros gain efficiency, newcomers skip config hell, and teams handle maintenance reliably.",[17,3934,3936],{"id":3935},"androidtermux-and-16-platform-integrations-enable-anywhere-access","Android\u002FTermux and 16-Platform Integrations Enable Anywhere Access",[22,3938,3939],{},"Run Hermes natively on Android via Termux with mobile-optimized install paths, smaller-screen TUI, voice backend, and on-device image commands (slash image). This creates a portable open-source agent for monitoring, quick commands, or messaging workflows on phones\u002Ftablets—ideal for always-available setups without proprietary apps.",[22,3941,3942],{},"Expands to 16 platforms out-of-box: Telegram, Discord, Slack, WhatsApp, Signal, Matrix, email, SMS, DingTalk, Feishu, WeCom, Mattermost, Home Assistant, webhooks, plus new iMessage (via BlueBubbles with setup wizard and crash resilience) and WeChat\u002FWeCom callbacks. Use Hermes where communications happen, bridging Apple\u002FChinese ecosystems ignored by most tools.",[22,3944,3945],{},"Outcome: Agents become ecosystem-agnostic assistants, notifying via your preferred channels for true portability.",[17,3947,3949],{"id":3948},"fast-mode-monitoring-and-pluggable-context-boost-workflow-speed","Fast Mode, Monitoring, and Pluggable Context Boost Workflow Speed",[22,3951,3952],{},"Activate slash fast mode for lower-latency routing on OpenAI\u002FAnthropic models like GPT-5.4, Codex, Claude via priority queues—perfect for rapid agent turns in messaging or multi-model workflows, though prioritize local\u002Ffree providers for cost savings.",[22,3954,3955],{},"Background process monitoring watches task outputs for patterns (e.g., server port bind, build failure, success logs) and notifies in real-time, eliminating manual checks on long-running jobs. Combine with messaging for event-driven alerts.",[22,3957,3958],{},"Pluggable context engine via plugins allows custom filtering, summarization, or domain-specific injection—solves noisy\u002Fsloppy context issues, enabling smarter turns without losing details. Expanded providers (XAI Grok, Xiaomi MiMO, QNOAuth) plus improved error classification, fallbacks, and model switching ensure reliable multi-provider use.",[22,3960,3961],{},"Impact: Transforms agents from autocomplete into proactive assistants for production workflows.",[17,3963,3965],{"id":3964},"security-hardening-builds-production-trust","Security Hardening Builds Production Trust",[22,3967,3968],{},"Deepest security pass fixes path traversal, shell injection (with sandboxing), SSRF guards (Slack images), Twilio webhook validation, API auth enforcement, Git arg injection, and approval button auth. Essential for tools handling commands, files, webhooks, and integrations—prevents exploits in real workflows.",[22,3970,3971],{},"Released April 13, 2026, v0.9.0 matures Hermes beyond experiments: flexible paths (local, messaging, speed-focused) suit budgets\u002Fadvanced users, though setup complexity remains for power features.",{"title":162,"searchDepth":163,"depth":163,"links":3973},[3974,3975,3976,3977],{"id":3925,"depth":163,"text":3926},{"id":3935,"depth":163,"text":3936},{"id":3948,"depth":163,"text":3949},{"id":3964,"depth":163,"text":3965},[206],{"content_references":3980,"triage":3988},[3981,3984,3986],{"type":3816,"title":3982,"context":3983},"Hermes Agent v0.9.0","reviewed",{"type":3816,"title":3985,"context":3814},"Termux",{"type":3816,"title":3987,"context":3814},"BlueBubbles",{"relevance":3989,"novelty":3989,"quality":3821,"actionability":3821,"composite":3990,"reasoning":3991},3,3.45,"Category: AI & LLMs. The article discusses the features of the Hermes Agent, which is relevant to AI tools and automation, particularly for developers looking to integrate AI agents into their products. It provides actionable insights on how to manage configurations and utilize the agent across multiple platforms, making it practical for users.","\u002Fsummaries\u002Ff4283f14580121c6-hermes-v0-9-0-polished-cross-platform-agent-with-d-summary","2026-04-15 09:15:05","2026-04-19 03:33:42",{"title":3915,"description":162},{"loc":3992},"f4283f14580121c6","AICodeKing","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=dQVga8MAC7Q","summaries\u002Ff4283f14580121c6-hermes-v0-9-0-polished-cross-platform-agent-with-d-summary",[188,189,191,190],"Hermes Agent v0.9.0 upgrades deliver local web dashboard for easy management, Android\u002FTermux support, 16 messaging platforms including iMessage\u002FWeChat, Fast Mode for low-latency LLMs, background monitoring, pluggable context, and security hardening—turning it into a mature, flexible agent ecosystem.",[],"fk3680AMPMrqC-BP8glM992bhGzfmpheycdEbIUBjIY",{"id":4006,"title":4007,"ai":4008,"body":4013,"categories":4049,"created_at":171,"date_modified":171,"description":162,"extension":173,"faq":171,"featured":174,"kicker_label":171,"meta":4050,"navigation":176,"path":4065,"published_at":4066,"question":171,"scraped_at":4067,"seo":4068,"sitemap":4069,"source_id":4070,"source_name":4071,"source_type":3831,"source_url":4072,"stem":4073,"tags":4074,"thumbnail_url":171,"tldr":4075,"tweet":171,"unknown_tags":4076,"__hash__":4077},"summaries\u002Fsummaries\u002Fd71def49839107de-surfagent-fast-browser-automation-for-ai-agents-summary.md","Surfagent: Fast Browser Automation for AI Agents",{"provider":7,"model":8,"input_tokens":4009,"output_tokens":4010,"processing_time_ms":4011,"cost_usd":4012},7231,1362,10055,0.0021047,{"type":14,"value":4014,"toc":4044},[4015,4019,4022,4026,4029,4033],[17,4016,4018],{"id":4017},"recon-command-unlocks-rapid-page-adaptation","Recon Command Unlocks Rapid Page Adaptation",[22,4020,4021],{},"Surfagent's core strength is the 'recon' command, which scans a page to map elements like channels, posts, search fields, and buttons, allowing AI agents to navigate dynamically without predefined selectors. This cuts action speed dramatically—tasks like searching X for 'Claude Mitous', switching to 'latest' tab, or finding YouTube transcripts complete in seconds. For Discord, recon identifies servers and channels to fetch the last 200 messages from 'general' chat, providing full context for agents without API keys. On Hacker News, it lists top posts and clicks into specifics like 'distributed DuckDB instance'. Trade-off: requires a visible browser instance (e.g., Mac mini), not headless yet.",[17,4023,4025],{"id":4024},"autonomous-research-and-data-entry-workflows","Autonomous Research and Data Entry Workflows",[22,4027,4028],{},"Combine recon with instructions for end-to-end tasks: agents research API prices for Claude 3.5 Sonnet ($3\u002F$15 per million tokens input\u002Foutput), GPT-4o ($5\u002F$15), Opus, and Gemini 1.5 Pro, then navigate to a pre-opened Google Sheets, enter data into columns (model, input price, output price), and insert charts comparing costs. It handles scrolling, cell selection (e.g., A1 value commands), and error recovery like page reloads. On YouTube, agents play videos, click 'show transcript', extract full text (e.g., 'Claude 3.5 Sonnet preview autonomously finds zero-day vulnerabilities'), and summarize. For X.com (logged in), search trends, read posts, or draft\u002Fpost short content like creative takes on Claude Mitous. These skip APIs entirely by leveraging existing sessions.",[17,4030,4032],{"id":4031},"simple-setup-powers-custom-pipelines","Simple Setup Powers Custom Pipelines",[22,4034,4035,4036,4039,4040,4043],{},"Install globally with ",[26,4037,4038],{},"npm i g surf-agent",", then run ",[26,4041,4042],{},"surf-agent start"," (auto-picks ports if 3000 busy). Integrate into Node.js or agent setups—no extra config for basic use. Open-source on GitHub (AllAboutAI-YT\u002Fsurfagent) with agent.md and Claude.md files for prompts; contribute PRs for improvements. Demoed in VS Code\u002FCursor on Cloud Code, it reads docs via recon for self-onboarding. Limitations: non-headless needs display; early-stage with minor glitches (e.g., incomplete Sheets fills). Ideal for passive income pipelines like content recon or social automation on personal hardware.",{"title":162,"searchDepth":163,"depth":163,"links":4045},[4046,4047,4048],{"id":4017,"depth":163,"text":4018},{"id":4024,"depth":163,"text":4025},{"id":4031,"depth":163,"text":4032},[206],{"content_references":4051,"triage":4062},[4052,4056,4059],{"type":3816,"title":4053,"url":4054,"context":4055},"Surfagent","https:\u002F\u002Fsurfagent-site.vercel.app\u002F","recommended",{"type":3816,"title":4057,"url":4058,"context":4055},"Freebuff","https:\u002F\u002Fwww.freebuff.com\u002Fb\u002FyxdML",{"type":3811,"title":4060,"url":4061,"context":3814},"GitHub Repo","https:\u002F\u002Fgithub.com\u002FAllAboutAI-YT\u002F",{"relevance":3820,"novelty":3821,"quality":3821,"actionability":3820,"composite":4063,"reasoning":4064},4.55,"Category: AI Automation. The article provides a detailed overview of Surfagent, an open-source tool that enhances browser automation for AI agents, addressing practical applications like navigating logged-in sites and performing data entry tasks. The step-by-step setup instructions and examples of use cases make it immediately actionable for developers looking to integrate AI automation into their workflows.","\u002Fsummaries\u002Fd71def49839107de-surfagent-fast-browser-automation-for-ai-agents-summary","2026-04-14 17:01:20","2026-04-19 03:26:47",{"title":4007,"description":162},{"loc":4065},"d71def49839107de","All About AI","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=tkDIdH62yq8","summaries\u002Fd71def49839107de-surfagent-fast-browser-automation-for-ai-agents-summary",[188,190,189,191],"Surfagent is an open-source NPM package using Chrome CDP for non-headless browser control, enabling AI agents to navigate logged-in sites like Discord, X, YouTube, and Google Sheets via a 'recon' command that maps pages for quick, autonomous actions without APIs.",[],"AE7gP6I4hMRyOAXwlpxq0yCBxHz8qUyHLNvsmYLB45w"]