[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-dfabc8f4c3e95381-night-shift-agents-run-recurring-jobs-automaticall-summary":3,"summaries-facets-categories":145,"summary-related-dfabc8f4c3e95381-night-shift-agents-run-recurring-jobs-automaticall-summary":3714},{"id":4,"title":5,"ai":6,"body":13,"categories":94,"created_at":96,"date_modified":96,"description":87,"extension":97,"faq":96,"featured":98,"kicker_label":96,"meta":99,"navigation":124,"path":125,"published_at":126,"question":96,"scraped_at":127,"seo":128,"sitemap":129,"source_id":130,"source_name":131,"source_type":132,"source_url":133,"stem":134,"tags":135,"thumbnail_url":140,"tldr":141,"tweet":142,"unknown_tags":143,"__hash__":144},"summaries\u002Fsummaries\u002Fdfabc8f4c3e95381-night-shift-agents-run-recurring-jobs-automaticall-summary.md","Night Shift: Agents Run Recurring Jobs Automatically",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8131,1874,27921,0.0025407,{"type":14,"value":15,"toc":86},"minimark",[16,21,38,41,44,48,51,54,57,60,64,67,70,73,76,79,83],[17,18,20],"h2",{"id":19},"night-shift-pattern-three-part-loop-for-autonomous-agents","Night Shift Pattern: Three-Part Loop for Autonomous Agents",[22,23,24,25,29,30,33,34,37],"p",{},"Shift from chat-based AI use to treating agents as scheduled teammates. The pattern has three parts: (1) ",[26,27,28],"strong",{},"Shared interface"," as the single source of truth (e.g., Markdown file with checklists or custom app with API for read\u002Fwrite access); (2) ",[26,31,32],{},"Human in the loop"," for short sessions (2-20 minutes) to review, comment, approve, or check boxes; (3) ",[26,35,36],{},"Agent skill"," (step-by-step Markdown instructions) running on a recurring schedule (daily, weekly, every other Tuesday, or overnight at 2 a.m.).",[22,39,40],{},"Agents pick up from prior state, act on feedback, advance work, and flag items for review—no manual invocation needed. Design upfront: define interface, skill process, and schedule. This frees you from chat windows, where you otherwise reprompt endlessly. Spot candidates by asking: Have I done this before? Will I do it again? Delegate recurring tasks like reports, reviews, or maintenance.",[22,42,43],{},"Trade-offs: Initial system design takes effort, but scales across jobs. Portable to any platform (Claude, OpenClaw)—focus on patterns over specific tools, as ecosystems evolve fast.",[17,45,47],{"id":46},"seo-agent-maintains-site-health-every-two-weeks","SEO Agent Maintains Site Health Every Two Weeks",[22,49,50],{},"For websites with growing pages (videos, courses, build kits), optimal meta title and description tags boost Google and AI chatbot visibility—low-hanging fruit that drifts without maintenance.",[22,52,53],{},"Setup: Custom backend dashboard manages tags per page (e.g., collections of videos\u002Farticles\u002Fbuild kits); expose via private API for agents. Agent skill (Markdown file with phases\u002Frules) scans all pages, identifies suboptimal\u002Fgeneric titles, auto-fixes via API if minor, drafts report listing issues with before\u002Fafter examples.",[22,55,56],{},"Schedule: Runs biweekly Tuesdays at 2 a.m. via custom tasks dashboard (dispatches skill to Claude Max on Mac Mini; alternatives: Claude Co-work scheduling or OpenClaw cron). Outputs Markdown report (viewable in custom Brainown editor) with fixes applied (e.g., retitled two generic pages) and checkboxes for approval on key changes. Human review: Scan report (often no action needed); next run incorporates feedback.",[22,58,59],{},"Outcome: Plugs SEO holes automatically, preventing damage from neglected pages—no manual audits or agencies required.",[17,61,63],{"id":62},"github-pr-agent-triage-increases-review-speed","GitHub PR Agent Triage Increases Review Speed",[22,65,66],{},"Open-source repos (e.g., Agent OS, Design OS, PRD Creator) attract pull requests (bug fixes, features) that pile up, demanding tedious code reviews and decisions (merge, edit, decline).",[22,68,69],{},"Setup: Agent skill with decision rules\u002Freasoning mirrors your style; checks repo for unreviewed PRs, analyzes code, recommends (merge\u002Fclose) with rationale, drafts contributor comments (non-boilerplate, tags user).",[22,71,72],{},"Schedule: Every Wednesday via devbot tasks dashboard. Outputs Telegram-linked Markdown report listing PRs, recommendations, checkboxes (e.g., 'Merge with comment', link to PR), suggested close comments.",[22,74,75],{},"Human review: Check boxes (e.g., approve merges for two fixes); agent executes next run (merges, posts comment like 'Thanks for the fix @contributor'). Closed duplicates with descriptive notes.",[22,77,78],{},"Outcome: Handles pile-ups (e.g., multiple PRs) without you inspecting every line; accepts good contributions faster, maintains clean repo.",[17,80,82],{"id":81},"scaling-with-custom-tools-and-platform-flexibility","Scaling with Custom Tools and Platform Flexibility",[22,84,85],{},"Build interfaces via free open-source templates (tasks dashboard, Brainown Markdown editor, skills)—guides\u002Fbuild kits available. Migrate easily (e.g., OpenClaw to Claude Max). Expand to email sequences (biweekly checks for updates\u002Fmissing products). Ask: Delegate to agents, not speed up manually.",{"title":87,"searchDepth":88,"depth":88,"links":89},"",2,[90,91,92,93],{"id":19,"depth":88,"text":20},{"id":46,"depth":88,"text":47},{"id":62,"depth":88,"text":63},{"id":81,"depth":88,"text":82},[95],"AI Automation",null,"md",false,{"content_references":100,"triage":119},[101,106,110,113,116],{"type":102,"title":103,"url":104,"context":105},"tool","Tools for builders","https:\u002F\u002Fbuildermethods.com\u002Ftools","mentioned",{"type":107,"title":108,"url":109,"context":105},"other","Multi-tasking with Agents: My 2026 Workflow","https:\u002F\u002Fyoutu.be\u002FeFf2NszosQo",{"type":107,"title":111,"url":112,"context":105},"4 Agent Skills I use for Marketing","https:\u002F\u002Fyoutu.be\u002FQ2C9WLsxFJA",{"type":107,"title":114,"url":115,"context":105},"Your Builder Briefing","https:\u002F\u002Fbuildermethods.com",{"type":107,"title":117,"url":118,"context":105},"Builder Methods Pro","https:\u002F\u002Fbuildermethods.com\u002Fpro",{"relevance":120,"novelty":121,"quality":121,"actionability":120,"composite":122,"reasoning":123},5,4,4.55,"Category: AI Automation. The article provides a detailed framework for using AI agents to automate recurring tasks, addressing a specific pain point for product builders who want to streamline workflows. It includes actionable steps for implementation, such as defining a shared interface and scheduling agent skills, making it highly relevant and practical.",true,"\u002Fsummaries\u002Fdfabc8f4c3e95381-night-shift-agents-run-recurring-jobs-automaticall-summary","2026-05-12 12:01:07","2026-05-12 15:00:46",{"title":5,"description":87},{"loc":125},"dfabc8f4c3e95381","Brian Casel","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=eqbfokhLioY","summaries\u002Fdfabc8f4c3e95381-night-shift-agents-run-recurring-jobs-automaticall-summary",[136,137,138,139],"agents","automation","indie-hacking","ai-automation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FeqbfokhLioY\u002Fhqdefault.jpg","Delegate repetitive tasks to AI agents using the Night Shift pattern—shared interface + scheduled skills + brief human reviews—so agents handle work overnight, surfacing only decisions needing your input.","Explains a simple three-part pattern for scheduling AI agents on recurring business tasks—shared interface for status, short human reviews, automated skills—then demos two examples (SEO meta audits via custom API, PR reviews) from the creator's setup using [open-source tools](https:\u002F\u002Fbuildermethods.com\u002Ftools).",[139],"GKVC-ghX6sDPa_5co7x-tNSuQ-Hy-VDTt6F3QhCXZH4",[146,149,152,155,157,160,162,164,166,168,170,172,175,177,179,181,183,185,187,189,191,193,196,199,201,203,206,208,210,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712],{"categories":147},[148],"Developer Productivity",{"categories":150},[151],"Business & SaaS",{"categories":153},[154],"AI & LLMs",{"categories":156},[95],{"categories":158},[159],"Product Strategy",{"categories":161},[154],{"categories":163},[148],{"categories":165},[151],{"categories":167},[],{"categories":169},[154],{"categories":171},[],{"categories":173},[174],"AI News & Trends",{"categories":176},[95],{"categories":178},[174],{"categories":180},[95],{"categories":182},[95],{"categories":184},[154],{"categories":186},[154],{"categories":188},[174],{"categories":190},[154],{"categories":192},[],{"categories":194},[195],"Design & Frontend",{"categories":197},[198],"Data Science & Visualization",{"categories":200},[174],{"categories":202},[],{"categories":204},[205],"Software Engineering",{"categories":207},[154],{"categories":209},[95],{"categories":211},[212],"Marketing & Growth",{"categories":214},[154],{"categories":216},[95],{"categories":218},[],{"categories":220},[],{"categories":222},[195],{"categories":224},[95],{"categories":226},[148],{"categories":228},[195],{"categories":230},[154],{"categories":232},[95],{"categories":234},[174],{"categories":236},[],{"categories":238},[],{"categories":240},[95],{"categories":242},[205],{"categories":244},[],{"categories":246},[151],{"categories":248},[],{"categories":250},[],{"categories":252},[95],{"categories":254},[95],{"categories":256},[154],{"categories":258},[],{"categories":260},[205],{"categories":262},[],{"categories":264},[],{"categories":266},[],{"categories":268},[154],{"categories":270},[212],{"categories":272},[195],{"categories":274},[195],{"categories":276},[154],{"categories":278},[95],{"categories":280},[154],{"categories":282},[154],{"categories":284},[95],{"categories":286},[95],{"categories":288},[198],{"categories":290},[174],{"categories":292},[95],{"categories":294},[212],{"categories":296},[95],{"categories":298},[159],{"categories":300},[],{"categories":302},[95],{"categories":304},[],{"categories":306},[95],{"categories":308},[205],{"categories":310},[195],{"categories":312},[154],{"categories":314},[],{"categories":316},[],{"categories":318},[95],{"categories":320},[],{"categories":322},[154],{"categories":324},[],{"categories":326},[148],{"categories":328},[205],{"categories":330},[151],{"categories":332},[174],{"categories":334},[154],{"categories":336},[],{"categories":338},[154],{"categories":340},[],{"categories":342},[205],{"categories":344},[198],{"categories":346},[],{"categories":348},[154],{"categories":350},[195],{"categories":352},[],{"categories":354},[195],{"categories":356},[95],{"categories":358},[],{"categories":360},[95],{"categories":362},[174],{"categories":364},[154],{"categories":366},[],{"categories":368},[95],{"categories":370},[154],{"categories":372},[159],{"categories":374},[],{"categories":376},[154],{"categories":378},[95],{"categories":380},[95],{"categories":382},[],{"categories":384},[198],{"categories":386},[154],{"categories":388},[],{"categories":390},[148],{"categories":392},[151],{"categories":394},[154],{"categories":396},[95],{"categories":398},[205],{"categories":400},[154],{"categories":402},[],{"categories":404},[],{"categories":406},[154],{"categories":408},[],{"categories":410},[195],{"categories":412},[],{"categories":414},[154],{"categories":416},[],{"categories":418},[95],{"categories":420},[154],{"categories":422},[195],{"categories":424},[],{"categories":426},[154],{"categories":428},[154],{"categories":430},[151],{"categories":432},[95],{"categories":434},[154],{"categories":436},[195],{"categories":438},[95],{"categories":440},[],{"categories":442},[],{"categories":444},[174],{"categories":446},[],{"categories":448},[154],{"categories":450},[151,212],{"categories":452},[],{"categories":454},[154],{"categories":456},[],{"categories":458},[],{"categories":460},[154],{"categories":462},[],{"categories":464},[154],{"categories":466},[467],"DevOps & Cloud",{"categories":469},[],{"categories":471},[174],{"categories":473},[195],{"categories":475},[],{"categories":477},[174],{"categories":479},[174],{"categories":481},[154],{"categories":483},[212],{"categories":485},[],{"categories":487},[151],{"categories":489},[],{"categories":491},[154,467],{"categories":493},[154],{"categories":495},[154],{"categories":497},[95],{"categories":499},[154,205],{"categories":501},[198],{"categories":503},[154],{"categories":505},[212],{"categories":507},[95],{"categories":509},[95],{"categories":511},[],{"categories":513},[95],{"categories":515},[154,151],{"categories":517},[],{"categories":519},[195],{"categories":521},[195],{"categories":523},[],{"categories":525},[],{"categories":527},[174],{"categories":529},[],{"categories":531},[148],{"categories":533},[205],{"categories":535},[154],{"categories":537},[195],{"categories":539},[95],{"categories":541},[205],{"categories":543},[174],{"categories":545},[195],{"categories":547},[],{"categories":549},[154],{"categories":551},[154],{"categories":553},[154],{"categories":555},[174],{"categories":557},[148],{"categories":559},[154],{"categories":561},[95],{"categories":563},[467],{"categories":565},[195],{"categories":567},[95],{"categories":569},[],{"categories":571},[],{"categories":573},[195],{"categories":575},[174],{"categories":577},[198],{"categories":579},[],{"categories":581},[154],{"categories":583},[154],{"categories":585},[151],{"categories":587},[154],{"categories":589},[154],{"categories":591},[174],{"categories":593},[],{"categories":595},[95],{"categories":597},[205],{"categories":599},[],{"categories":601},[154],{"categories":603},[154],{"categories":605},[95],{"categories":607},[],{"categories":609},[],{"categories":611},[154],{"categories":613},[],{"categories":615},[151],{"categories":617},[95],{"categories":619},[],{"categories":621},[148],{"categories":623},[154],{"categories":625},[151],{"categories":627},[174],{"categories":629},[],{"categories":631},[],{"categories":633},[],{"categories":635},[174],{"categories":637},[174],{"categories":639},[],{"categories":641},[],{"categories":643},[151],{"categories":645},[],{"categories":647},[],{"categories":649},[148],{"categories":651},[],{"categories":653},[212],{"categories":655},[95],{"categories":657},[151],{"categories":659},[95],{"categories":661},[],{"categories":663},[159],{"categories":665},[195],{"categories":667},[205],{"categories":669},[154],{"categories":671},[95],{"categories":673},[151],{"categories":675},[154],{"categories":677},[],{"categories":679},[],{"categories":681},[205],{"categories":683},[198],{"categories":685},[159],{"categories":687},[95],{"categories":689},[154],{"categories":691},[],{"categories":693},[467],{"categories":695},[],{"categories":697},[95],{"categories":699},[],{"categories":701},[],{"categories":703},[154],{"categories":705},[195],{"categories":707},[212],{"categories":709},[95],{"categories":711},[],{"categories":713},[148],{"categories":715},[],{"categories":717},[174],{"categories":719},[154,467],{"categories":721},[174],{"categories":723},[154],{"categories":725},[151],{"categories":727},[154],{"categories":729},[],{"categories":731},[151],{"categories":733},[],{"categories":735},[205],{"categories":737},[195],{"categories":739},[174],{"categories":741},[198],{"categories":743},[148],{"categories":745},[154],{"categories":747},[205],{"categories":749},[],{"categories":751},[],{"categories":753},[159],{"categories":755},[],{"categories":757},[154],{"categories":759},[],{"categories":761},[195],{"categories":763},[195],{"categories":765},[195],{"categories":767},[],{"categories":769},[],{"categories":771},[174],{"categories":773},[95],{"categories":775},[154],{"categories":777},[154],{"categories":779},[154],{"categories":781},[151],{"categories":783},[154],{"categories":785},[],{"categories":787},[205],{"categories":789},[205],{"categories":791},[151],{"categories":793},[],{"categories":795},[154],{"categories":797},[154],{"categories":799},[151],{"categories":801},[174],{"categories":803},[212],{"categories":805},[95],{"categories":807},[],{"categories":809},[195],{"categories":811},[],{"categories":813},[154],{"categories":815},[],{"categories":817},[151],{"categories":819},[95],{"categories":821},[],{"categories":823},[467],{"categories":825},[198],{"categories":827},[205],{"categories":829},[212],{"categories":831},[205],{"categories":833},[95],{"categories":835},[],{"categories":837},[],{"categories":839},[95],{"categories":841},[148],{"categories":843},[95],{"categories":845},[159],{"categories":847},[151],{"categories":849},[],{"categories":851},[154],{"categories":853},[159],{"categories":855},[154],{"categories":857},[154],{"categories":859},[212],{"categories":861},[195],{"categories":863},[95],{"categories":865},[],{"categories":867},[],{"categories":869},[467],{"categories":871},[205],{"categories":873},[],{"categories":875},[95],{"categories":877},[154],{"categories":879},[195,154],{"categories":881},[148],{"categories":883},[],{"categories":885},[154],{"categories":887},[148],{"categories":889},[195],{"categories":891},[95],{"categories":893},[205],{"categories":895},[],{"categories":897},[154],{"categories":899},[],{"categories":901},[148],{"categories":903},[],{"categories":905},[95],{"categories":907},[159],{"categories":909},[154],{"categories":911},[154],{"categories":913},[195],{"categories":915},[95],{"categories":917},[467],{"categories":919},[195],{"categories":921},[95],{"categories":923},[154],{"categories":925},[154],{"categories":927},[154],{"categories":929},[174],{"categories":931},[],{"categories":933},[159],{"categories":935},[95],{"categories":937},[195],{"categories":939},[95],{"categories":941},[205],{"categories":943},[195],{"categories":945},[95],{"categories":947},[174],{"categories":949},[],{"categories":951},[154],{"categories":953},[195],{"categories":955},[154],{"categories":957},[148],{"categories":959},[174],{"categories":961},[154],{"categories":963},[212],{"categories":965},[154],{"categories":967},[154],{"categories":969},[95],{"categories":971},[95],{"categories":973},[154],{"categories":975},[95],{"categories":977},[195],{"categories":979},[154],{"categories":981},[],{"categories":983},[],{"categories":985},[205],{"categories":987},[],{"categories":989},[148],{"categories":991},[467],{"categories":993},[],{"categories":995},[148],{"categories":997},[151],{"categories":999},[212],{"categories":1001},[],{"categories":1003},[151],{"categories":1005},[],{"categories":1007},[],{"categories":1009},[],{"categories":1011},[],{"categories":1013},[],{"categories":1015},[154],{"categories":1017},[95],{"categories":1019},[467],{"categories":1021},[148],{"categories":1023},[154],{"categories":1025},[205],{"categories":1027},[159],{"categories":1029},[154],{"categories":1031},[212],{"categories":1033},[154],{"categories":1035},[154],{"categories":1037},[154],{"categories":1039},[154,148],{"categories":1041},[205],{"categories":1043},[205],{"categories":1045},[195],{"categories":1047},[154],{"categories":1049},[],{"categories":1051},[],{"categories":1053},[],{"categories":1055},[205],{"categories":1057},[198],{"categories":1059},[174],{"categories":1061},[195],{"categories":1063},[],{"categories":1065},[154],{"categories":1067},[154],{"categories":1069},[],{"categories":1071},[],{"categories":1073},[95],{"categories":1075},[154],{"categories":1077},[151],{"categories":1079},[],{"categories":1081},[148],{"categories":1083},[154],{"categories":1085},[148],{"categories":1087},[154],{"categories":1089},[205],{"categories":1091},[212],{"categories":1093},[154,195],{"categories":1095},[174],{"categories":1097},[195],{"categories":1099},[],{"categories":1101},[467],{"categories":1103},[195],{"categories":1105},[95],{"categories":1107},[],{"categories":1109},[],{"categories":1111},[],{"categories":1113},[],{"categories":1115},[205],{"categories":1117},[95],{"categories":1119},[95],{"categories":1121},[154],{"categories":1123},[154],{"categories":1125},[],{"categories":1127},[195],{"categories":1129},[],{"categories":1131},[],{"categories":1133},[95],{"categories":1135},[],{"categories":1137},[],{"categories":1139},[212],{"categories":1141},[212],{"categories":1143},[95],{"categories":1145},[],{"categories":1147},[154],{"categories":1149},[154],{"categories":1151},[205],{"categories":1153},[195],{"categories":1155},[195],{"categories":1157},[95],{"categories":1159},[148],{"categories":1161},[154],{"categories":1163},[195],{"categories":1165},[195],{"categories":1167},[95],{"categories":1169},[95],{"categories":1171},[154],{"categories":1173},[],{"categories":1175},[],{"categories":1177},[154],{"categories":1179},[95],{"categories":1181},[174],{"categories":1183},[205],{"categories":1185},[148],{"categories":1187},[154],{"categories":1189},[],{"categories":1191},[95],{"categories":1193},[95],{"categories":1195},[],{"categories":1197},[148],{"categories":1199},[154],{"categories":1201},[148],{"categories":1203},[148],{"categories":1205},[],{"categories":1207},[],{"categories":1209},[95],{"categories":1211},[95],{"categories":1213},[154],{"categories":1215},[154],{"categories":1217},[174],{"categories":1219},[198],{"categories":1221},[159],{"categories":1223},[174],{"categories":1225},[195],{"categories":1227},[],{"categories":1229},[174],{"categories":1231},[],{"categories":1233},[],{"categories":1235},[],{"categories":1237},[],{"categories":1239},[205],{"categories":1241},[198],{"categories":1243},[],{"categories":1245},[154],{"categories":1247},[154],{"categories":1249},[198],{"categories":1251},[205],{"categories":1253},[],{"categories":1255},[],{"categories":1257},[95],{"categories":1259},[174],{"categories":1261},[174],{"categories":1263},[95],{"categories":1265},[148],{"categories":1267},[154,467],{"categories":1269},[],{"categories":1271},[195],{"categories":1273},[148],{"categories":1275},[95],{"categories":1277},[195],{"categories":1279},[],{"categories":1281},[95],{"categories":1283},[95],{"categories":1285},[154],{"categories":1287},[212],{"categories":1289},[205],{"categories":1291},[195],{"categories":1293},[],{"categories":1295},[95],{"categories":1297},[154],{"categories":1299},[95],{"categories":1301},[95],{"categories":1303},[95],{"categories":1305},[212],{"categories":1307},[95],{"categories":1309},[154],{"categories":1311},[],{"categories":1313},[212],{"categories":1315},[174],{"categories":1317},[95],{"categories":1319},[],{"categories":1321},[],{"categories":1323},[154],{"categories":1325},[95],{"categories":1327},[174],{"categories":1329},[95],{"categories":1331},[],{"categories":1333},[],{"categories":1335},[],{"categories":1337},[95],{"categories":1339},[],{"categories":1341},[],{"categories":1343},[198],{"categories":1345},[154],{"categories":1347},[198],{"categories":1349},[174],{"categories":1351},[154],{"categories":1353},[154],{"categories":1355},[95],{"categories":1357},[154],{"categories":1359},[],{"categories":1361},[],{"categories":1363},[467],{"categories":1365},[],{"categories":1367},[],{"categories":1369},[148],{"categories":1371},[],{"categories":1373},[],{"categories":1375},[],{"categories":1377},[],{"categories":1379},[205],{"categories":1381},[174],{"categories":1383},[212],{"categories":1385},[151],{"categories":1387},[154],{"categories":1389},[154],{"categories":1391},[151],{"categories":1393},[],{"categories":1395},[195],{"categories":1397},[95],{"categories":1399},[151],{"categories":1401},[154],{"categories":1403},[154],{"categories":1405},[148],{"categories":1407},[],{"categories":1409},[148],{"categories":1411},[154],{"categories":1413},[212],{"categories":1415},[95],{"categories":1417},[174],{"categories":1419},[151],{"categories":1421},[154],{"categories":1423},[95],{"categories":1425},[],{"categories":1427},[154],{"categories":1429},[148],{"categories":1431},[154],{"categories":1433},[],{"categories":1435},[174],{"categories":1437},[154],{"categories":1439},[],{"categories":1441},[151],{"categories":1443},[154],{"categories":1445},[],{"categories":1447},[],{"categories":1449},[],{"categories":1451},[154],{"categories":1453},[],{"categories":1455},[467],{"categories":1457},[154],{"categories":1459},[],{"categories":1461},[154],{"categories":1463},[154],{"categories":1465},[154],{"categories":1467},[154,467],{"categories":1469},[154],{"categories":1471},[154],{"categories":1473},[195],{"categories":1475},[95],{"categories":1477},[],{"categories":1479},[95],{"categories":1481},[154],{"categories":1483},[154],{"categories":1485},[154],{"categories":1487},[148],{"categories":1489},[148],{"categories":1491},[205],{"categories":1493},[195],{"categories":1495},[95],{"categories":1497},[],{"categories":1499},[154],{"categories":1501},[174],{"categories":1503},[154],{"categories":1505},[151],{"categories":1507},[],{"categories":1509},[467],{"categories":1511},[195],{"categories":1513},[195],{"categories":1515},[95],{"categories":1517},[174],{"categories":1519},[95],{"categories":1521},[154],{"categories":1523},[],{"categories":1525},[154],{"categories":1527},[],{"categories":1529},[],{"categories":1531},[154],{"categories":1533},[154],{"categories":1535},[154],{"categories":1537},[95],{"categories":1539},[154],{"categories":1541},[],{"categories":1543},[198],{"categories":1545},[95],{"categories":1547},[],{"categories":1549},[154],{"categories":1551},[174],{"categories":1553},[],{"categories":1555},[195],{"categories":1557},[467],{"categories":1559},[174],{"categories":1561},[205],{"categories":1563},[205],{"categories":1565},[174],{"categories":1567},[174],{"categories":1569},[467],{"categories":1571},[],{"categories":1573},[174],{"categories":1575},[154],{"categories":1577},[148],{"categories":1579},[174],{"categories":1581},[],{"categories":1583},[198],{"categories":1585},[174],{"categories":1587},[205],{"categories":1589},[174],{"categories":1591},[467],{"categories":1593},[154],{"categories":1595},[154],{"categories":1597},[],{"categories":1599},[151],{"categories":1601},[],{"categories":1603},[],{"categories":1605},[154],{"categories":1607},[154],{"categories":1609},[154],{"categories":1611},[154],{"categories":1613},[],{"categories":1615},[198],{"categories":1617},[148],{"categories":1619},[],{"categories":1621},[154],{"categories":1623},[154],{"categories":1625},[467],{"categories":1627},[467],{"categories":1629},[],{"categories":1631},[95],{"categories":1633},[174],{"categories":1635},[174],{"categories":1637},[154],{"categories":1639},[95],{"categories":1641},[],{"categories":1643},[195],{"categories":1645},[154],{"categories":1647},[154],{"categories":1649},[],{"categories":1651},[],{"categories":1653},[467],{"categories":1655},[154],{"categories":1657},[205],{"categories":1659},[151],{"categories":1661},[154],{"categories":1663},[],{"categories":1665},[95],{"categories":1667},[148],{"categories":1669},[148],{"categories":1671},[],{"categories":1673},[154],{"categories":1675},[195],{"categories":1677},[95],{"categories":1679},[],{"categories":1681},[154],{"categories":1683},[154],{"categories":1685},[95],{"categories":1687},[],{"categories":1689},[95],{"categories":1691},[205],{"categories":1693},[],{"categories":1695},[154],{"categories":1697},[],{"categories":1699},[154],{"categories":1701},[],{"categories":1703},[154],{"categories":1705},[154],{"categories":1707},[],{"categories":1709},[154],{"categories":1711},[174],{"categories":1713},[154],{"categories":1715},[154],{"categories":1717},[148],{"categories":1719},[154],{"categories":1721},[174],{"categories":1723},[95],{"categories":1725},[],{"categories":1727},[154],{"categories":1729},[212],{"categories":1731},[],{"categories":1733},[],{"categories":1735},[],{"categories":1737},[148],{"categories":1739},[174],{"categories":1741},[95],{"categories":1743},[154],{"categories":1745},[195],{"categories":1747},[95],{"categories":1749},[],{"categories":1751},[95],{"categories":1753},[],{"categories":1755},[154],{"categories":1757},[95],{"categories":1759},[154],{"categories":1761},[],{"categories":1763},[154],{"categories":1765},[154],{"categories":1767},[174],{"categories":1769},[195],{"categories":1771},[95],{"categories":1773},[195],{"categories":1775},[151],{"categories":1777},[],{"categories":1779},[],{"categories":1781},[154],{"categories":1783},[148],{"categories":1785},[174],{"categories":1787},[],{"categories":1789},[],{"categories":1791},[205],{"categories":1793},[195],{"categories":1795},[],{"categories":1797},[154],{"categories":1799},[],{"categories":1801},[212],{"categories":1803},[154],{"categories":1805},[467],{"categories":1807},[205],{"categories":1809},[],{"categories":1811},[95],{"categories":1813},[154],{"categories":1815},[95],{"categories":1817},[95],{"categories":1819},[154],{"categories":1821},[],{"categories":1823},[148],{"categories":1825},[154],{"categories":1827},[151],{"categories":1829},[205],{"categories":1831},[195],{"categories":1833},[],{"categories":1835},[],{"categories":1837},[],{"categories":1839},[95],{"categories":1841},[195],{"categories":1843},[174],{"categories":1845},[154],{"categories":1847},[174],{"categories":1849},[195],{"categories":1851},[],{"categories":1853},[195],{"categories":1855},[174],{"categories":1857},[151],{"categories":1859},[154],{"categories":1861},[174],{"categories":1863},[212],{"categories":1865},[],{"categories":1867},[],{"categories":1869},[198],{"categories":1871},[154,205],{"categories":1873},[174],{"categories":1875},[154],{"categories":1877},[95],{"categories":1879},[95],{"categories":1881},[154],{"categories":1883},[],{"categories":1885},[205],{"categories":1887},[154],{"categories":1889},[198],{"categories":1891},[95],{"categories":1893},[212],{"categories":1895},[467],{"categories":1897},[],{"categories":1899},[148],{"categories":1901},[95],{"categories":1903},[95],{"categories":1905},[205],{"categories":1907},[154],{"categories":1909},[154],{"categories":1911},[],{"categories":1913},[],{"categories":1915},[],{"categories":1917},[467],{"categories":1919},[174],{"categories":1921},[154],{"categories":1923},[154],{"categories":1925},[154],{"categories":1927},[],{"categories":1929},[198],{"categories":1931},[151],{"categories":1933},[],{"categories":1935},[95],{"categories":1937},[467],{"categories":1939},[],{"categories":1941},[195],{"categories":1943},[195],{"categories":1945},[],{"categories":1947},[205],{"categories":1949},[195],{"categories":1951},[154],{"categories":1953},[],{"categories":1955},[174],{"categories":1957},[154],{"categories":1959},[195],{"categories":1961},[95],{"categories":1963},[174],{"categories":1965},[],{"categories":1967},[95],{"categories":1969},[195],{"categories":1971},[154],{"categories":1973},[],{"categories":1975},[154],{"categories":1977},[154],{"categories":1979},[467],{"categories":1981},[174],{"categories":1983},[198],{"categories":1985},[198],{"categories":1987},[],{"categories":1989},[],{"categories":1991},[],{"categories":1993},[95],{"categories":1995},[205],{"categories":1997},[205],{"categories":1999},[],{"categories":2001},[],{"categories":2003},[154],{"categories":2005},[],{"categories":2007},[95],{"categories":2009},[154],{"categories":2011},[],{"categories":2013},[154],{"categories":2015},[151],{"categories":2017},[154],{"categories":2019},[212],{"categories":2021},[95],{"categories":2023},[154],{"categories":2025},[205],{"categories":2027},[174],{"categories":2029},[95],{"categories":2031},[],{"categories":2033},[174],{"categories":2035},[95],{"categories":2037},[95],{"categories":2039},[],{"categories":2041},[151],{"categories":2043},[95],{"categories":2045},[],{"categories":2047},[154],{"categories":2049},[148],{"categories":2051},[174],{"categories":2053},[467],{"categories":2055},[95],{"categories":2057},[95],{"categories":2059},[148],{"categories":2061},[154],{"categories":2063},[],{"categories":2065},[],{"categories":2067},[195],{"categories":2069},[154,151],{"categories":2071},[],{"categories":2073},[148],{"categories":2075},[198],{"categories":2077},[154],{"categories":2079},[205],{"categories":2081},[154],{"categories":2083},[95],{"categories":2085},[154],{"categories":2087},[154],{"categories":2089},[174],{"categories":2091},[95],{"categories":2093},[],{"categories":2095},[],{"categories":2097},[95],{"categories":2099},[154],{"categories":2101},[467],{"categories":2103},[],{"categories":2105},[154],{"categories":2107},[95],{"categories":2109},[],{"categories":2111},[154],{"categories":2113},[212],{"categories":2115},[198],{"categories":2117},[95],{"categories":2119},[154],{"categories":2121},[467],{"categories":2123},[],{"categories":2125},[154],{"categories":2127},[212],{"categories":2129},[195],{"categories":2131},[154],{"categories":2133},[],{"categories":2135},[212],{"categories":2137},[174],{"categories":2139},[154],{"categories":2141},[154],{"categories":2143},[148],{"categories":2145},[],{"categories":2147},[],{"categories":2149},[195],{"categories":2151},[154],{"categories":2153},[198],{"categories":2155},[212],{"categories":2157},[212],{"categories":2159},[174],{"categories":2161},[],{"categories":2163},[],{"categories":2165},[154],{"categories":2167},[],{"categories":2169},[154,205],{"categories":2171},[174],{"categories":2173},[95],{"categories":2175},[205],{"categories":2177},[154],{"categories":2179},[148],{"categories":2181},[],{"categories":2183},[],{"categories":2185},[148],{"categories":2187},[212],{"categories":2189},[154],{"categories":2191},[],{"categories":2193},[195,154],{"categories":2195},[467],{"categories":2197},[148],{"categories":2199},[],{"categories":2201},[151],{"categories":2203},[151],{"categories":2205},[154],{"categories":2207},[205],{"categories":2209},[95],{"categories":2211},[174],{"categories":2213},[212],{"categories":2215},[195],{"categories":2217},[154],{"categories":2219},[154],{"categories":2221},[154],{"categories":2223},[148],{"categories":2225},[154],{"categories":2227},[95],{"categories":2229},[174],{"categories":2231},[],{"categories":2233},[],{"categories":2235},[198],{"categories":2237},[205],{"categories":2239},[154],{"categories":2241},[195],{"categories":2243},[198],{"categories":2245},[154],{"categories":2247},[154],{"categories":2249},[95],{"categories":2251},[95],{"categories":2253},[154,151],{"categories":2255},[],{"categories":2257},[195],{"categories":2259},[],{"categories":2261},[154],{"categories":2263},[174],{"categories":2265},[148],{"categories":2267},[148],{"categories":2269},[95],{"categories":2271},[154],{"categories":2273},[151],{"categories":2275},[205],{"categories":2277},[212],{"categories":2279},[],{"categories":2281},[174],{"categories":2283},[154],{"categories":2285},[154],{"categories":2287},[174],{"categories":2289},[205],{"categories":2291},[154],{"categories":2293},[95],{"categories":2295},[174],{"categories":2297},[154],{"categories":2299},[195],{"categories":2301},[154],{"categories":2303},[154],{"categories":2305},[467],{"categories":2307},[159],{"categories":2309},[95],{"categories":2311},[154],{"categories":2313},[174],{"categories":2315},[95],{"categories":2317},[212],{"categories":2319},[154],{"categories":2321},[],{"categories":2323},[154],{"categories":2325},[],{"categories":2327},[],{"categories":2329},[],{"categories":2331},[151],{"categories":2333},[154],{"categories":2335},[95],{"categories":2337},[174],{"categories":2339},[174],{"categories":2341},[174],{"categories":2343},[174],{"categories":2345},[],{"categories":2347},[148],{"categories":2349},[95],{"categories":2351},[174],{"categories":2353},[148],{"categories":2355},[95],{"categories":2357},[154],{"categories":2359},[154,95],{"categories":2361},[95],{"categories":2363},[467],{"categories":2365},[174],{"categories":2367},[174],{"categories":2369},[95],{"categories":2371},[154],{"categories":2373},[],{"categories":2375},[174],{"categories":2377},[212],{"categories":2379},[148],{"categories":2381},[154],{"categories":2383},[154],{"categories":2385},[],{"categories":2387},[205],{"categories":2389},[],{"categories":2391},[148],{"categories":2393},[95],{"categories":2395},[174],{"categories":2397},[154],{"categories":2399},[174],{"categories":2401},[148],{"categories":2403},[174],{"categories":2405},[174],{"categories":2407},[],{"categories":2409},[151],{"categories":2411},[95],{"categories":2413},[174],{"categories":2415},[174],{"categories":2417},[174],{"categories":2419},[174],{"categories":2421},[174],{"categories":2423},[174],{"categories":2425},[174],{"categories":2427},[174],{"categories":2429},[174],{"categories":2431},[174],{"categories":2433},[198],{"categories":2435},[148],{"categories":2437},[154],{"categories":2439},[154],{"categories":2441},[],{"categories":2443},[154,148],{"categories":2445},[],{"categories":2447},[95],{"categories":2449},[174],{"categories":2451},[95],{"categories":2453},[154],{"categories":2455},[154],{"categories":2457},[154],{"categories":2459},[154],{"categories":2461},[154],{"categories":2463},[95],{"categories":2465},[151],{"categories":2467},[195],{"categories":2469},[174],{"categories":2471},[154],{"categories":2473},[],{"categories":2475},[],{"categories":2477},[95],{"categories":2479},[195],{"categories":2481},[154],{"categories":2483},[],{"categories":2485},[],{"categories":2487},[212],{"categories":2489},[154],{"categories":2491},[],{"categories":2493},[],{"categories":2495},[148],{"categories":2497},[151],{"categories":2499},[154],{"categories":2501},[151],{"categories":2503},[195],{"categories":2505},[],{"categories":2507},[174],{"categories":2509},[],{"categories":2511},[195],{"categories":2513},[154],{"categories":2515},[212],{"categories":2517},[],{"categories":2519},[212],{"categories":2521},[],{"categories":2523},[],{"categories":2525},[95],{"categories":2527},[],{"categories":2529},[151],{"categories":2531},[148],{"categories":2533},[195],{"categories":2535},[205],{"categories":2537},[],{"categories":2539},[],{"categories":2541},[154],{"categories":2543},[148],{"categories":2545},[212],{"categories":2547},[],{"categories":2549},[95],{"categories":2551},[95],{"categories":2553},[174],{"categories":2555},[154],{"categories":2557},[95],{"categories":2559},[154],{"categories":2561},[95],{"categories":2563},[154],{"categories":2565},[159],{"categories":2567},[174],{"categories":2569},[],{"categories":2571},[212],{"categories":2573},[205],{"categories":2575},[95],{"categories":2577},[],{"categories":2579},[154],{"categories":2581},[95],{"categories":2583},[151],{"categories":2585},[148],{"categories":2587},[154],{"categories":2589},[195],{"categories":2591},[205],{"categories":2593},[205],{"categories":2595},[154],{"categories":2597},[198],{"categories":2599},[154],{"categories":2601},[95],{"categories":2603},[151],{"categories":2605},[95],{"categories":2607},[154],{"categories":2609},[154],{"categories":2611},[95],{"categories":2613},[174],{"categories":2615},[],{"categories":2617},[148],{"categories":2619},[154],{"categories":2621},[95],{"categories":2623},[154],{"categories":2625},[154],{"categories":2627},[],{"categories":2629},[195],{"categories":2631},[151],{"categories":2633},[174],{"categories":2635},[154],{"categories":2637},[154],{"categories":2639},[195],{"categories":2641},[212],{"categories":2643},[198],{"categories":2645},[154],{"categories":2647},[174],{"categories":2649},[154],{"categories":2651},[95],{"categories":2653},[467],{"categories":2655},[154],{"categories":2657},[95],{"categories":2659},[198],{"categories":2661},[],{"categories":2663},[95],{"categories":2665},[205],{"categories":2667},[195],{"categories":2669},[154],{"categories":2671},[148],{"categories":2673},[151],{"categories":2675},[205],{"categories":2677},[],{"categories":2679},[95],{"categories":2681},[154],{"categories":2683},[],{"categories":2685},[174],{"categories":2687},[],{"categories":2689},[174],{"categories":2691},[154],{"categories":2693},[95],{"categories":2695},[95],{"categories":2697},[95],{"categories":2699},[],{"categories":2701},[],{"categories":2703},[154],{"categories":2705},[154],{"categories":2707},[],{"categories":2709},[195],{"categories":2711},[95],{"categories":2713},[212],{"categories":2715},[148],{"categories":2717},[],{"categories":2719},[],{"categories":2721},[174],{"categories":2723},[205],{"categories":2725},[154],{"categories":2727},[154],{"categories":2729},[154],{"categories":2731},[205],{"categories":2733},[174],{"categories":2735},[195],{"categories":2737},[154],{"categories":2739},[154],{"categories":2741},[154],{"categories":2743},[174],{"categories":2745},[154],{"categories":2747},[174],{"categories":2749},[95],{"categories":2751},[95],{"categories":2753},[205],{"categories":2755},[95],{"categories":2757},[154],{"categories":2759},[205],{"categories":2761},[195],{"categories":2763},[],{"categories":2765},[95],{"categories":2767},[],{"categories":2769},[],{"categories":2771},[151],{"categories":2773},[154],{"categories":2775},[95],{"categories":2777},[148],{"categories":2779},[95],{"categories":2781},[212],{"categories":2783},[],{"categories":2785},[95],{"categories":2787},[],{"categories":2789},[148],{"categories":2791},[95],{"categories":2793},[],{"categories":2795},[95],{"categories":2797},[154],{"categories":2799},[174],{"categories":2801},[154],{"categories":2803},[95],{"categories":2805},[174],{"categories":2807},[95],{"categories":2809},[205],{"categories":2811},[195],{"categories":2813},[148],{"categories":2815},[],{"categories":2817},[95],{"categories":2819},[195],{"categories":2821},[174],{"categories":2823},[154],{"categories":2825},[195],{"categories":2827},[148],{"categories":2829},[],{"categories":2831},[95],{"categories":2833},[95],{"categories":2835},[154],{"categories":2837},[],{"categories":2839},[95],{"categories":2841},[159],{"categories":2843},[174],{"categories":2845},[95],{"categories":2847},[151],{"categories":2849},[],{"categories":2851},[154],{"categories":2853},[159],{"categories":2855},[154],{"categories":2857},[95],{"categories":2859},[174],{"categories":2861},[148],{"categories":2863},[467],{"categories":2865},[154],{"categories":2867},[154],{"categories":2869},[154],{"categories":2871},[174],{"categories":2873},[151],{"categories":2875},[154],{"categories":2877},[195],{"categories":2879},[174],{"categories":2881},[467],{"categories":2883},[154],{"categories":2885},[],{"categories":2887},[],{"categories":2889},[467],{"categories":2891},[198],{"categories":2893},[95],{"categories":2895},[95],{"categories":2897},[174],{"categories":2899},[154],{"categories":2901},[148],{"categories":2903},[195],{"categories":2905},[95],{"categories":2907},[154],{"categories":2909},[212],{"categories":2911},[154],{"categories":2913},[95],{"categories":2915},[],{"categories":2917},[154],{"categories":2919},[154],{"categories":2921},[174],{"categories":2923},[148],{"categories":2925},[],{"categories":2927},[154],{"categories":2929},[154],{"categories":2931},[205],{"categories":2933},[195],{"categories":2935},[154,95],{"categories":2937},[212,151],{"categories":2939},[154],{"categories":2941},[],{"categories":2943},[95],{"categories":2945},[],{"categories":2947},[205],{"categories":2949},[154],{"categories":2951},[174],{"categories":2953},[],{"categories":2955},[95],{"categories":2957},[],{"categories":2959},[95],{"categories":2961},[148],{"categories":2963},[95],{"categories":2965},[154],{"categories":2967},[467],{"categories":2969},[212],{"categories":2971},[151],{"categories":2973},[151],{"categories":2975},[148],{"categories":2977},[148],{"categories":2979},[154],{"categories":2981},[95],{"categories":2983},[154],{"categories":2985},[154],{"categories":2987},[148],{"categories":2989},[154],{"categories":2991},[212],{"categories":2993},[174],{"categories":2995},[154],{"categories":2997},[95],{"categories":2999},[154],{"categories":3001},[],{"categories":3003},[205],{"categories":3005},[],{"categories":3007},[95],{"categories":3009},[148],{"categories":3011},[],{"categories":3013},[467],{"categories":3015},[154],{"categories":3017},[],{"categories":3019},[174],{"categories":3021},[95],{"categories":3023},[205],{"categories":3025},[154],{"categories":3027},[95],{"categories":3029},[205],{"categories":3031},[95],{"categories":3033},[174],{"categories":3035},[148],{"categories":3037},[174],{"categories":3039},[205],{"categories":3041},[154],{"categories":3043},[195],{"categories":3045},[154],{"categories":3047},[154],{"categories":3049},[154],{"categories":3051},[154],{"categories":3053},[95],{"categories":3055},[154],{"categories":3057},[95],{"categories":3059},[154],{"categories":3061},[148],{"categories":3063},[154],{"categories":3065},[95],{"categories":3067},[195],{"categories":3069},[148],{"categories":3071},[95],{"categories":3073},[195],{"categories":3075},[],{"categories":3077},[154],{"categories":3079},[154],{"categories":3081},[205],{"categories":3083},[],{"categories":3085},[95],{"categories":3087},[212],{"categories":3089},[154],{"categories":3091},[174],{"categories":3093},[212],{"categories":3095},[95],{"categories":3097},[151],{"categories":3099},[151],{"categories":3101},[154],{"categories":3103},[148],{"categories":3105},[],{"categories":3107},[154],{"categories":3109},[],{"categories":3111},[148],{"categories":3113},[154],{"categories":3115},[95],{"categories":3117},[95],{"categories":3119},[],{"categories":3121},[205],{"categories":3123},[205],{"categories":3125},[212],{"categories":3127},[195],{"categories":3129},[],{"categories":3131},[154],{"categories":3133},[148],{"categories":3135},[154],{"categories":3137},[205],{"categories":3139},[148],{"categories":3141},[174],{"categories":3143},[174],{"categories":3145},[],{"categories":3147},[174],{"categories":3149},[95],{"categories":3151},[195],{"categories":3153},[198],{"categories":3155},[154],{"categories":3157},[],{"categories":3159},[174],{"categories":3161},[205],{"categories":3163},[151],{"categories":3165},[154],{"categories":3167},[148],{"categories":3169},[467],{"categories":3171},[148],{"categories":3173},[],{"categories":3175},[],{"categories":3177},[174],{"categories":3179},[],{"categories":3181},[95],{"categories":3183},[95],{"categories":3185},[95],{"categories":3187},[],{"categories":3189},[154],{"categories":3191},[],{"categories":3193},[174],{"categories":3195},[148],{"categories":3197},[195],{"categories":3199},[154],{"categories":3201},[174],{"categories":3203},[174],{"categories":3205},[],{"categories":3207},[174],{"categories":3209},[148],{"categories":3211},[154],{"categories":3213},[],{"categories":3215},[95],{"categories":3217},[95],{"categories":3219},[148],{"categories":3221},[],{"categories":3223},[],{"categories":3225},[],{"categories":3227},[195],{"categories":3229},[95],{"categories":3231},[154],{"categories":3233},[],{"categories":3235},[],{"categories":3237},[],{"categories":3239},[195],{"categories":3241},[],{"categories":3243},[148],{"categories":3245},[],{"categories":3247},[],{"categories":3249},[195],{"categories":3251},[154],{"categories":3253},[174],{"categories":3255},[],{"categories":3257},[212],{"categories":3259},[174],{"categories":3261},[212],{"categories":3263},[154],{"categories":3265},[],{"categories":3267},[],{"categories":3269},[95],{"categories":3271},[],{"categories":3273},[],{"categories":3275},[95],{"categories":3277},[154],{"categories":3279},[],{"categories":3281},[95],{"categories":3283},[174],{"categories":3285},[212],{"categories":3287},[198],{"categories":3289},[95],{"categories":3291},[95],{"categories":3293},[],{"categories":3295},[],{"categories":3297},[],{"categories":3299},[174],{"categories":3301},[],{"categories":3303},[],{"categories":3305},[195],{"categories":3307},[148],{"categories":3309},[],{"categories":3311},[151],{"categories":3313},[212],{"categories":3315},[154],{"categories":3317},[205],{"categories":3319},[148],{"categories":3321},[198],{"categories":3323},[151],{"categories":3325},[205],{"categories":3327},[],{"categories":3329},[],{"categories":3331},[95],{"categories":3333},[148],{"categories":3335},[195],{"categories":3337},[148],{"categories":3339},[95],{"categories":3341},[467],{"categories":3343},[95],{"categories":3345},[],{"categories":3347},[154],{"categories":3349},[174],{"categories":3351},[205],{"categories":3353},[],{"categories":3355},[195],{"categories":3357},[174],{"categories":3359},[148],{"categories":3361},[95],{"categories":3363},[154],{"categories":3365},[151],{"categories":3367},[95,467],{"categories":3369},[95],{"categories":3371},[205],{"categories":3373},[154],{"categories":3375},[198],{"categories":3377},[212],{"categories":3379},[95],{"categories":3381},[],{"categories":3383},[95],{"categories":3385},[154],{"categories":3387},[151],{"categories":3389},[],{"categories":3391},[],{"categories":3393},[154],{"categories":3395},[198],{"categories":3397},[154],{"categories":3399},[],{"categories":3401},[174],{"categories":3403},[],{"categories":3405},[174],{"categories":3407},[205],{"categories":3409},[95],{"categories":3411},[154],{"categories":3413},[212],{"categories":3415},[205],{"categories":3417},[],{"categories":3419},[174],{"categories":3421},[154],{"categories":3423},[],{"categories":3425},[154],{"categories":3427},[95],{"categories":3429},[154],{"categories":3431},[95],{"categories":3433},[154],{"categories":3435},[154],{"categories":3437},[154],{"categories":3439},[154],{"categories":3441},[151],{"categories":3443},[],{"categories":3445},[159],{"categories":3447},[174],{"categories":3449},[154],{"categories":3451},[],{"categories":3453},[205],{"categories":3455},[154],{"categories":3457},[154],{"categories":3459},[95],{"categories":3461},[174],{"categories":3463},[154],{"categories":3465},[154],{"categories":3467},[151],{"categories":3469},[95],{"categories":3471},[195],{"categories":3473},[],{"categories":3475},[198],{"categories":3477},[154],{"categories":3479},[],{"categories":3481},[174],{"categories":3483},[212],{"categories":3485},[],{"categories":3487},[],{"categories":3489},[174],{"categories":3491},[174],{"categories":3493},[212],{"categories":3495},[148],{"categories":3497},[95],{"categories":3499},[95],{"categories":3501},[154],{"categories":3503},[151],{"categories":3505},[],{"categories":3507},[],{"categories":3509},[174],{"categories":3511},[198],{"categories":3513},[205],{"categories":3515},[95],{"categories":3517},[195],{"categories":3519},[198],{"categories":3521},[198],{"categories":3523},[],{"categories":3525},[174],{"categories":3527},[154],{"categories":3529},[154],{"categories":3531},[205],{"categories":3533},[],{"categories":3535},[174],{"categories":3537},[174],{"categories":3539},[174],{"categories":3541},[],{"categories":3543},[95],{"categories":3545},[154],{"categories":3547},[],{"categories":3549},[148],{"categories":3551},[151],{"categories":3553},[],{"categories":3555},[154],{"categories":3557},[154],{"categories":3559},[],{"categories":3561},[205],{"categories":3563},[],{"categories":3565},[],{"categories":3567},[],{"categories":3569},[],{"categories":3571},[154],{"categories":3573},[174],{"categories":3575},[],{"categories":3577},[],{"categories":3579},[154],{"categories":3581},[154],{"categories":3583},[154],{"categories":3585},[198],{"categories":3587},[154],{"categories":3589},[198],{"categories":3591},[],{"categories":3593},[198],{"categories":3595},[198],{"categories":3597},[467],{"categories":3599},[95],{"categories":3601},[205],{"categories":3603},[],{"categories":3605},[],{"categories":3607},[198],{"categories":3609},[205],{"categories":3611},[205],{"categories":3613},[205],{"categories":3615},[],{"categories":3617},[148],{"categories":3619},[205],{"categories":3621},[205],{"categories":3623},[148],{"categories":3625},[205],{"categories":3627},[151],{"categories":3629},[205],{"categories":3631},[205],{"categories":3633},[205],{"categories":3635},[198],{"categories":3637},[174],{"categories":3639},[174],{"categories":3641},[154],{"categories":3643},[205],{"categories":3645},[198],{"categories":3647},[467],{"categories":3649},[198],{"categories":3651},[198],{"categories":3653},[198],{"categories":3655},[],{"categories":3657},[151],{"categories":3659},[],{"categories":3661},[467],{"categories":3663},[205],{"categories":3665},[205],{"categories":3667},[205],{"categories":3669},[95],{"categories":3671},[174,151],{"categories":3673},[198],{"categories":3675},[],{"categories":3677},[],{"categories":3679},[198],{"categories":3681},[],{"categories":3683},[198],{"categories":3685},[174],{"categories":3687},[95],{"categories":3689},[],{"categories":3691},[205],{"categories":3693},[154],{"categories":3695},[195],{"categories":3697},[],{"categories":3699},[154],{"categories":3701},[],{"categories":3703},[174],{"categories":3705},[148],{"categories":3707},[198],{"categories":3709},[],{"categories":3711},[205],{"categories":3713},[174],[3715,3868,3979,4186],{"id":3716,"title":3717,"ai":3718,"body":3723,"categories":3839,"created_at":96,"date_modified":96,"description":87,"extension":97,"faq":96,"featured":98,"kicker_label":96,"meta":3840,"navigation":124,"path":3854,"published_at":3855,"question":96,"scraped_at":3856,"seo":3857,"sitemap":3858,"source_id":3859,"source_name":3860,"source_type":3861,"source_url":3862,"stem":3863,"tags":3864,"thumbnail_url":96,"tldr":3865,"tweet":96,"unknown_tags":3866,"__hash__":3867},"summaries\u002Fsummaries\u002Fc25b9752831e2960-incremental-permissions-unlock-powerful-personal-a-summary.md","Incremental Permissions Unlock Powerful Personal AI Agent",{"provider":7,"model":8,"input_tokens":3719,"output_tokens":3720,"processing_time_ms":3721,"cost_usd":3722},6756,1526,13850,0.00209155,{"type":14,"value":3724,"toc":3833},[3725,3729,3732,3736,3739,3761,3764,3768,3771,3823,3826,3830],[17,3726,3728],{"id":3727},"incremental-growth-builds-reliable-agent-trust","Incremental Growth Builds Reliable Agent Trust",[22,3730,3731],{},"Start with a single chat channel like WhatsApp, Telegram, or Discord, then add one simple workflow at a time to avoid overwhelming leaps that could brick your system. This step-by-step approach—adding Obsidian access for 3,000+ markdown notes on work, personal tasks, projects, and research—creates interconnected knowledge via QMD search, normal search, and workspace memory. Agent analyzes inbox links (tweets, articles, YouTube videos), adds tags\u002Fcontext, connects to existing vault clusters (project-related big nodes vs. one-off bookmarks), and surfaces forgotten notes, turning passive bookmarks into active knowledge resurfacing. Overnight (3-6am), it indexes\u002Fbackups everything, refreshes indexes, verifies updates before restarting gateway, ensuring fresh morning summaries of emails\u002Fcalendars. Small steps prevent big breaks: encounter error, submit PR, step back\u002Ffix, add guardrails.",[17,3733,3735],{"id":3734},"core-jobs-ambient-ops-attention-filtering-execution","Core Jobs: Ambient Ops, Attention Filtering, Execution",[22,3737,3738],{},"Agent handles three job types via Discord channels (general chats evolve into specifics like inbox, consulting\u002Fclients, video research, briefing, Instagram\u002FYouTube posting, OpenClaw maintainer tasks, playground testing).",[3740,3741,3742,3749,3755],"ul",{},[3743,3744,3745,3748],"li",{},[26,3746,3747],{},"Ambient Operations",": Plumbing like updates, backups, indexing—runs autonomously while sleeping.",[3743,3750,3751,3754],{},[26,3752,3753],{},"Attention Filtering",": Scans emails\u002Fcalendars with Obsidian context; notifies urgently (e.g., Netflix payment failure fixed in 5min, domain renewal), drafts project replies using background (quotes, deadlines, tasks).",[3743,3756,3757,3760],{},[26,3758,3759],{},"Execution",": Processes inbox drops, synthesizes knowledge; promotes tested setups from playground.",[22,3762,3763],{},"Real channels: Inbox auto-builds vault; Consulting tracks client projects; Briefing for mornings; YouTube for video scripting\u002Fresearch.",[17,3765,3767],{"id":3766},"architecture-and-memory-optimization-prevents-compounding-issues","Architecture and Memory Optimization Prevents Compounding Issues",[22,3769,3770],{},"LLMs judge context (emails, connections); scripts handle if-this-then-that without LLM; markdown files (agent.md, solm\u002Fmemory folder, critical-rules.md prioritized high) enable inspectability\u002Fediting. Use dreaming\u002Fpromoting for memory growth. Challenges compound if ignored:",[3772,3773,3774,3787],"table",{},[3775,3776,3777],"thead",{},[3778,3779,3780,3784],"tr",{},[3781,3782,3783],"th",{},"Issue",[3781,3785,3786],{},"Fix",[3788,3789,3790,3799,3807,3815],"tbody",{},[3778,3791,3792,3796],{},[3793,3794,3795],"td",{},"Bad memory (thousands of nodes)",[3793,3797,3798],{},"Actively clean\u002Fpromote; split complex automations",[3778,3800,3801,3804],{},[3793,3802,3803],{},"Brittle 10-step automations",[3793,3805,3806],{},"Add guardrails, simplify",[3778,3808,3809,3812],{},[3793,3810,3811],{},"Noisy nodes",[3793,3813,3814],{},"Regular cleanup",[3778,3816,3817,3820],{},[3793,3818,3819],{},"Weak boundaries",[3793,3821,3822],{},"Critical rules override",[22,3824,3825],{},"Vault visualization shows clusters; optimize files for needs.",[17,3827,3829],{"id":3828},"optimize-for-future-self-through-agent-partnership","Optimize for Future Self Through Agent Partnership",[22,3831,3832],{},"Treat agent as ally to future self: past self lazy (leaves messes), present self cleans up, future self all-powerful. Agent offloads to help future you—wake to done work (backups, drafts, summaries). Move everything to markdown for connections; inspect\u002Fiterate since OpenClaw files are editable markdown.",{"title":87,"searchDepth":88,"depth":88,"links":3834},[3835,3836,3837,3838],{"id":3727,"depth":88,"text":3728},{"id":3734,"depth":88,"text":3735},{"id":3766,"depth":88,"text":3767},{"id":3828,"depth":88,"text":3829},[95],{"content_references":3841,"triage":3850},[3842,3845,3847],{"type":102,"title":3843,"url":3844,"context":105},"OpenClaw","https:\u002F\u002Fgithub.com\u002Fvelvetshark",{"type":102,"title":3846,"context":105},"Obsidian",{"type":107,"title":3848,"author":3849,"context":105},"Tweet about LLM knowledge bases","Andrej Karpathy",{"relevance":121,"novelty":3851,"quality":121,"actionability":121,"composite":3852,"reasoning":3853},3,3.8,"Category: AI Automation. The article discusses a practical approach to building AI agents incrementally, which addresses the audience's pain point of integrating AI features without overwhelming complexity. It provides actionable steps for setting up workflows and permissions, making it relevant for developers looking to implement AI in their products.","\u002Fsummaries\u002Fc25b9752831e2960-incremental-permissions-unlock-powerful-personal-a-summary","2026-05-02 22:00:06","2026-05-03 16:41:33",{"title":3717,"description":87},{"loc":3854},"f4c220d3c5ff28e5","AI Engineer","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=sJ2jc7leKBk","summaries\u002Fc25b9752831e2960-incremental-permissions-unlock-powerful-personal-a-summary",[136,137,139],"Grant AI agent access one permission at a time—from chat to emails, notes, and OS—to enable ambient overnight ops, attention filtering, task execution, and self-maintenance without breaking your setup.",[139],"w9dz4M15sU02ZGURq6b4cqznO0jRns40jdNS94cji-U",{"id":3869,"title":3870,"ai":3871,"body":3876,"categories":3944,"created_at":96,"date_modified":96,"description":87,"extension":97,"faq":96,"featured":98,"kicker_label":96,"meta":3945,"navigation":124,"path":3966,"published_at":3967,"question":96,"scraped_at":3968,"seo":3969,"sitemap":3970,"source_id":3971,"source_name":3972,"source_type":3861,"source_url":3973,"stem":3974,"tags":3975,"thumbnail_url":96,"tldr":3976,"tweet":96,"unknown_tags":3977,"__hash__":3978},"summaries\u002Fsummaries\u002F0d7e90011cf1a84d-symphony-orchestrator-layer-scales-ai-agents-past--summary.md","Symphony: Orchestrator Layer Scales AI Agents Past Human Bottlenecks",{"provider":7,"model":8,"input_tokens":3872,"output_tokens":3873,"processing_time_ms":3874,"cost_usd":3875},6533,1954,18773,0.0022611,{"type":14,"value":3877,"toc":3939},[3878,3882,3885,3896,3907,3910,3914,3921,3932,3936],[17,3879,3881],{"id":3880},"harness-engineering-replaces-prompting-as-ais-core-work","Harness Engineering Replaces Prompting as AI's Core Work",[22,3883,3884],{},"AI models act like CPUs—great at reasoning and output generation—but handle only narrow tasks. The harness infrastructure around them manages memory, sub-agents, tool execution, chat history, and more, doing the bulk of the work. As agents scale, humans become the bottleneck, shifting engineering from prompts to scaffolding.",[22,3886,3887,3888,3891,3892,3895],{},"Divide harnesses into ",[26,3889,3890],{},"inner"," (built into tools like Claude Code, Cursor, or Codex: sub-agents, sandboxing, tools) and ",[26,3893,3894],{},"outer"," (custom code controlling lifecycle: terminate sessions, clear context, inject files from disk). Metaprompting frameworks like Superpowers, GSD, or BMAD improve first attempts but fall short for reliability.",[22,3897,3898,3899,3902,3903,3906],{},"Use ",[26,3900,3901],{},"guides"," (feedforward: agent.md files, skills, playbooks, examples) to steer agents initially. Add ",[26,3904,3905],{},"sensors"," (feedback): deterministic computational ones (linters, type checks, schemas—underused by builders) run without AI, feeding failures back. Inferential sensors use LLMs as judges (e.g., different model reviews code). This cybernetic loop regulates toward desired states, as in external Ralph Wigum loops spawning sessions until goals met (e.g., human approval). Examples: Gas Town for parallel loops; Archon for custom workflows with parallelism.",[22,3908,3909],{},"Harnesses span deterministic (fixed workflows, e.g., contract review with doc checks) to probabilistic (open-ended research with citation validation, multi-LLM reviews). OpenAI reports 500% increase in landed pull requests via such systems.",[17,3911,3913],{"id":3912},"symphonys-orchestrator-layer-enables-multi-agent-scale","Symphony's Orchestrator Layer Enables Multi-Agent Scale",[22,3915,3916,3917,3920],{},"Build atop harnesses with an ",[26,3918,3919],{},"orchestrator\u002Fscheduler layer"," for multi-agent coordination. Symphony turns issue trackers like Linear into triggers: open tickets spawn isolated agent workspaces (e.g., Codex in app server mode via CLI), running state machines until done. Humans interact at high abstraction via tickets, not tab-supervision; less technical staff can participate.",[22,3922,3923,3924,3927,3928,3931],{},"Solves parallel agent issues: ",[26,3925,3926],{},"clashing"," (isolate workspaces) and ",[26,3929,3930],{},"human-in-loop"," (tickets for oversight without micromanaging). GitHub repo is mostly spec.md—prompt your agent to implement in any language against any coder (even Claude). Reference Elixir prototype uses Linear API to pull tickets.",[17,3933,3935],{"id":3934},"apply-layers-to-production-ai-apps","Apply Layers to Production AI Apps",[22,3937,3938],{},"Extend to custom apps: core agentic system as inner harness; outer adds guides\u002Fsensors (e.g., automated doc checks + LLM judge in contract review). Avoid chaos in parallel setups by blurring lines thoughtfully—e.g., Gas Town orchestrates multiple Ralph loops. Future AI engineering prioritizes scaffolding over prompting for reliable autonomy.",{"title":87,"searchDepth":88,"depth":88,"links":3940},[3941,3942,3943],{"id":3880,"depth":88,"text":3881},{"id":3912,"depth":88,"text":3913},{"id":3934,"depth":88,"text":3935},[95],{"content_references":3946,"triage":3963},[3947,3952,3957,3960],{"type":107,"title":3948,"author":3949,"url":3950,"context":3951},"Harness Engineering","Brigetta Berkeler","https:\u002F\u002Fmartinfowler.com\u002Farticles\u002Fharness-engineering.html","cited",{"type":102,"title":3953,"publisher":3954,"url":3955,"context":3956},"Symphony","OpenAI","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fsymphony","recommended",{"type":107,"title":3958,"publisher":3954,"url":3959,"context":3951},"OpenAI Harness Engineering","https:\u002F\u002Fopenai.com\u002Findex\u002Fharness-engineering\u002F",{"type":107,"title":3961,"publisher":3954,"url":3962,"context":105},"Open-Source Codex Orchestration Symphony","https:\u002F\u002Fopenai.com\u002Findex\u002Fopen-source-codex-orchestration-symphony\u002F",{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":3964,"reasoning":3965},4.35,"Category: AI Automation. The article discusses the orchestration of AI agents and the shift from prompting to harness engineering, addressing a key pain point for builders looking to scale AI features effectively. It provides specific examples of tools and frameworks that can be implemented, making it actionable for the audience.","\u002Fsummaries\u002F0d7e90011cf1a84d-symphony-orchestrator-layer-scales-ai-agents-past-summary","2026-04-30 12:09:17","2026-05-03 16:59:38",{"title":3870,"description":87},{"loc":3966},"0d7e90011cf1a84d","AI Summaries (evaluation playlist)","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=5p6h23Md4Zw","summaries\u002F0d7e90011cf1a84d-symphony-orchestrator-layer-scales-ai-agents-past--summary",[136,137,139],"OpenAI's Symphony open-sources ticket-driven orchestration for coding agents, layering an orchestrator above inner\u002Fouter harnesses with guides\u002Fsensors to handle parallel work without clashing or constant supervision.",[139],"fBONYkU0140xSQEjUqX8KGGtEaCNtYqunENpl-wz1vA",{"id":3980,"title":3981,"ai":3982,"body":3987,"categories":4159,"created_at":96,"date_modified":96,"description":87,"extension":97,"faq":96,"featured":98,"kicker_label":96,"meta":4160,"navigation":124,"path":4173,"published_at":4174,"question":96,"scraped_at":4175,"seo":4176,"sitemap":4177,"source_id":4178,"source_name":4179,"source_type":3861,"source_url":4180,"stem":4181,"tags":4182,"thumbnail_url":96,"tldr":4183,"tweet":96,"unknown_tags":4184,"__hash__":4185},"summaries\u002Fsummaries\u002Fa13644b19f3b0e61-workspace-agents-automate-repeatable-team-workflow-summary.md","Workspace Agents Automate Repeatable Team Workflows",{"provider":7,"model":8,"input_tokens":3983,"output_tokens":3984,"processing_time_ms":3985,"cost_usd":3986},8628,2569,25949,0.0029876,{"type":14,"value":3988,"toc":4150},[3989,3993,3996,3999,4002,4008,4012,4015,4018,4021,4024,4029,4033,4036,4039,4042,4045,4050,4054,4060,4066,4072,4078,4081,4085,4088,4091,4094,4097,4102,4106,4109,4112,4115,4120,4124],[17,3990,3992],{"id":3991},"plain-english-builder-displaces-low-code-glue","Plain-English Builder Displaces Low-Code Glue",[22,3994,3995],{},"OpenAI launched Workspace Agents on April 22 as a research preview for business, enterprise, education, and teacher plans. Admins must enable it, and it's free until May 6 before credit-based pricing. Users describe a workflow in plain English; ChatGPT drafts the agent profile, selects tools (e.g., Google Calendar, Drive, Slack, SharePoint), adds skills or custom MCP servers, and previews before publishing. Templates cover product feedback routing, weekly metrics, lead outreach, and software reviews.",[22,3997,3998],{},"This shifts from engineer-dependent or low-code platforms like Zapier, Make, n8n, Copilot Studio. Previously, shared agents crossing Slack, drives, calendars required engineering or low-code commitment. Now, first drafts take an afternoon, running in ChatGPT workspaces or Slack via the ChatGPT app—where work happens, not a separate tab. Tradeoff: Non-technical users aren't instant architects; outputs still need review.",[22,4000,4001],{},"\"The first useful build is not a six-month transformation project. It's probably just an afternoon.\"",[22,4003,4004],{},[4005,4006,4007],"em",{},"Nate Jones, explaining why Workspace Agents threaten lightweight automation layers by enabling quick prototypes without separate projects.",[17,4009,4011],{"id":4010},"surpasses-custom-gpts-and-projects-by-carrying-the-process","Surpasses Custom GPTs and Projects by Carrying the Process",[22,4013,4014],{},"Custom GPTs were \"a prompt in a suit\": instructions, files, actions, but quality hinged on prompt skills. Teams abandoned them for ticket triage as outputs created more second-guessing than value. Projects added shared workspaces, files, memory—better for context-heavy tasks like RFP responses—but required humans to curate, start sessions, drive progress.",[22,4016,4017],{},"Workspace Agents handle coordination: pull context across systems, apply rubrics, deliver outputs. One team shifted RFP workflow: agent reads inbound RFP, pulls prior responses from SharePoint, drafts per playbook, flags gaps, posts to AE's Slack DM—cutting hours to 20 minutes of editing. Failed Custom GPTs\u002FProject tasks now succeed: ticket triage, lead qual, reporting, feedback summaries, sales prep.",[22,4019,4020],{},"Reasoning: These aren't text generation; they're multi-step coordination. Custom GPTs forced teams to carry the product; Projects, the context; Agents lift the process, hiding prompts.",[22,4022,4023],{},"\"Custom GPTs made the team carry the product. Projects made the team carry the context. Workspace agents... actually lift the load. They carry more of the process.\"",[22,4025,4026],{},[4005,4027,4028],{},"Nate Jones, contrasting evolution and why agents enable autonomous first passes on shared work.",[17,4030,4032],{"id":4031},"repeatable-tool-crossing-patterns-unlock-value","Repeatable, Tool-Crossing Patterns Unlock Value",[22,4034,4035],{},"Success requires: weekly\u002Fdaily repetition, clear good\u002Fbad output, describable in a paragraph, spans 2-3 tools. Agent automates coordination around judgment, not invention.",[22,4037,4038],{},"Rippling example: Sales consultant built opportunity agent—no engineers. Researches accounts, summarizes Gong calls, posts deal briefs to Slack. Saved 5-6 hours\u002Fweek per rep. Structure: recurring object (opportunity), known inputs (research, notes), useful output (brief), delivery (Slack), reviewer (rep).",[22,4040,4041],{},"Tradeoffs: Unknown paths fail; no long-horizon autonomy. Eval wrong by testing hard tasks (Q3 strategy); right by drafting existing weekly outputs for review.",[22,4043,4044],{},"\"If the path is known, it gets really interesting. If the path is unknown, you should be careful.\"",[22,4046,4047],{},[4005,4048,4049],{},"Nate Jones, defining the core pattern separating wins from blamed-product failures.",[17,4051,4053],{"id":4052},"tailored-use-cases-by-function","Tailored Use Cases by Function",[22,4055,4056,4059],{},[26,4057,4058],{},"Sales:"," Inbound lead qualifier, pipeline hygiene, post-call CRM updater, competitive intel to Slack. Leverages existing rhythms.",[22,4061,4062,4065],{},[26,4063,4064],{},"Ops\u002FCoordination:"," Overnight feedback synthesizer—scans channels for themes\u002Fblockers, morning brief to chief of staff\u002Fexec assistant. Obvious failures (missed threads) enable quick signal.",[22,4067,4068,4071],{},[26,4069,4070],{},"Product\u002FOps:"," Feedback router—monitors Slack\u002Ftickets\u002Fpublic channels, dedups, groups by area, weekly digest with links. Clears pile for PM judgment.",[22,4073,4074,4077],{},[26,4075,4076],{},"CS\u002FSupport:"," Ticket router—dedups queue, tags, checks issues, drafts\u002Fescalates. Extensions: health digests, renewal prep (usage trends, history).",[22,4079,4080],{},"All share: known process\u002Fcadence, human-judged output. Start here for 1-week signal.",[17,4082,4084],{"id":4083},"governance-enables-enterprise-adoption","Governance Enables Enterprise Adoption",[22,4086,4087],{},"Admins control: who builds\u002Fpublishes\u002Fuses, allowed apps\u002Factions\u002Fapprovals. Version history, run analytics, compliance APIs, suspend capability. Critical for multi-tool access.",[22,4089,4090],{},"Key risk: Personal connections—builder's auth shared; others act as creator. Mitigate: service accounts, least privilege, scope access, limit audience, audit. Bigger blast radius than SaaS zaps since agents execute via codecs (tools\u002Ffiles\u002Fcode\u002Fmemory\u002Fmulti-steps).",[22,4092,4093],{},"Review assumes actions beyond text. CIOs prioritize this checklist over demos.",[22,4095,4096],{},"\"Most agent products don't fail because the demo is bad. They fail because the security and the governance story are thin.\"",[22,4098,4099],{},[4005,4100,4101],{},"Nate Jones, highlighting why governance is the enterprise unlock, not an afterthought.",[17,4103,4105],{"id":4104},"reshapes-automation-landscape","Reshapes Automation Landscape",[22,4107,4108],{},"Competes with Zapier\u002FMake\u002Fn8n\u002FRetool\u002Finternal glue for recurring Slack-docs-calendar-summary-ticket flows. Default shifts: Try agent first; escalate to platforms for depth. Ops roles evolve to agent designers\u002Ftesters\u002Fgovernors—higher leverage.",[22,4110,4111],{},"Not Claude\u002FPerplexity (depth\u002Fartifacts); not solo productivity. Broader pattern: AI absorbs lightweight automation.",[22,4113,4114],{},"\"The default answer is no longer obviously go build a zap... The default answer might be build the workspace agent first.\"",[22,4116,4117],{},[4005,4118,4119],{},"Nate Jones, on competitive squeeze and ops job upgrade.",[17,4121,4123],{"id":4122},"key-takeaways","Key Takeaways",[3740,4125,4126,4129,4132,4135,4138,4141,4144,4147],{},[3743,4127,4128],{},"Target weekly workflows crossing 2-3 tools (Slack, Drive, Calendar) with clear outputs and reviewers—e.g., sales briefs saving 5-6 hours\u002Fweek.",[3743,4130,4131],{},"Describe in plain English; use templates; preview before publishing; run in Slack for adoption.",[3743,4133,4134],{},"Avoid novel\u002Fjudgment-heavy work; eval by drafting existing outputs for 1-week human review vs. baseline.",[3743,4136,4137],{},"Prioritize governance: service accounts, least privilege, audit personal connections.",[3743,4139,4140],{},"Build first: Sales (deal briefs), Ops (feedback synth), Product (feedback router), CS (ticket router).",[3743,4142,4143],{},"Free until May 6—test now on eligible workspaces; post-pricing is credits.",[3743,4145,4146],{},"Shifts ops from brittle zaps to agent orchestration; try before hiring automation specialists.",[3743,4148,4149],{},"Success metric: Time saved on first pass exceeds review burden.",{"title":87,"searchDepth":88,"depth":88,"links":4151},[4152,4153,4154,4155,4156,4157,4158],{"id":3991,"depth":88,"text":3992},{"id":4010,"depth":88,"text":4011},{"id":4031,"depth":88,"text":4032},{"id":4052,"depth":88,"text":4053},{"id":4083,"depth":88,"text":4084},{"id":4104,"depth":88,"text":4105},{"id":4122,"depth":88,"text":4123},[],{"content_references":4161,"triage":4171},[4162,4165,4169],{"type":107,"title":4163,"url":4164,"context":105},"Your team spends 5 hours a week on","https:\u002F\u002Fnatesnewsletter.substack.com\u002Fp\u002Fyour-team-spends-5-hours-a-week-on?r=1z4sm5&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true",{"type":4166,"title":4167,"url":4168,"context":105},"podcast","AI News & Strategy Daily with Nate B Jones","https:\u002F\u002Fopen.spotify.com\u002Fshow\u002F0gkFdjd1wptEKJKLu9LbZ4",{"type":4166,"title":4167,"url":4170,"context":105},"https:\u002F\u002Fpodcasts.apple.com\u002Fus\u002Fpodcast\u002Fai-news-strategy-daily-with-nate-b-jones\u002Fid1877109372",{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":3964,"reasoning":4172},"Category: AI Automation. The article discusses OpenAI's Workspace Agents, which directly relates to automation and AI tools for improving team workflows, addressing the audience's need for practical applications of AI in product development. It provides specific examples of how these agents can save time and streamline processes, making it actionable for builders looking to implement such solutions.","\u002Fsummaries\u002Fa13644b19f3b0e61-workspace-agents-automate-repeatable-team-workflow-summary","2026-04-27 14:00:47","2026-05-03 16:40:06",{"title":3981,"description":87},{"loc":4173},"2347894f28694b42","AI News & Strategy Daily | Nate B Jones","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=QrvVkm-8Jx4","summaries\u002Fa13644b19f3b0e61-workspace-agents-automate-repeatable-team-workflow-summary",[136,137,139],"OpenAI's Workspace Agents let non-engineers build agents in plain English for weekly, tool-crossing tasks like sales briefs or feedback routing, saving 5-6 hours\u002Fweek per rep—but only shine on known paths with human review.",[139],"YCDF8I_9d9hOlvv0NCVkjS-BTlbNtY9cPzkxqbXT0qE",{"id":4187,"title":4188,"ai":4189,"body":4194,"categories":4764,"created_at":96,"date_modified":96,"description":87,"extension":97,"faq":96,"featured":98,"kicker_label":96,"meta":4765,"navigation":124,"path":4783,"published_at":4784,"question":96,"scraped_at":4785,"seo":4786,"sitemap":4787,"source_id":4788,"source_name":4789,"source_type":132,"source_url":4790,"stem":4791,"tags":4792,"thumbnail_url":4794,"tldr":4795,"tweet":4796,"unknown_tags":4797,"__hash__":4798},"summaries\u002Fsummaries\u002Ffe0a5dd69976e317-build-hermes-ai-agent-vps-setup-to-scaled-automati-summary.md","Build Hermes AI Agent: VPS Setup to Scaled Automations",{"provider":7,"model":8,"input_tokens":4190,"output_tokens":4191,"processing_time_ms":4192,"cost_usd":4193},8468,2608,33021,0.0029751,{"type":14,"value":4195,"toc":4761},[4196,4200,4203,4206,4238,4757],[17,4197,4199],{"id":4198},"hermes-core-five-pillars-for-self-improving-agents","Hermes Core: Five Pillars for Self-Improving Agents",[22,4201,4202],{},"Hermes Agent, an open-source project from Noose Research with 140k+ GitHub stars (MIT licensed), runs on your infrastructure (VPS, laptop, Docker, even Android via Termux). It excels at self-improvement via a loop that persists experience into memory, skills, and history. Unlike stateless LLMs, Hermes wakes with context from key files, enabling consistent, personalized behavior.",[22,4204,4205],{},"The five pillars form its foundation:",[4207,4208,4209,4228],"ol",{},[3743,4210,4211,4214,4215,4219,4220,4223,4224,4227],{},[26,4212,4213],{},"Memory",": Durable context across sessions via ",[4216,4217,4218],"code",{},"user.md"," (your preferences, style) and ",[4216,4221,4222],{},"memory.md"," (projects, business context). Loaded at session start. Use session search (SQLite DB) for past conversations. Principle: Agents are amnesiac like in ",[4005,4225,4226],{},"Memento","—feed holistic context upfront. Hermes auto-extracts\u002Fupdates these; manually reinforce with \"Chuck this into memory.md\" or \"Never do X again—add to user.md\". Avoid secrets or temp status here.",[3743,4229,4230,4233,4234,4237],{},[26,4231,4232],{},"Skills",": Procedural playbooks in ",[4216,4235,4236],{},"skills.md"," with YAML frontmatter for progressive disclosure (e.g., ```yaml\nwhen_to_use: \"For image generation\"",[4239,4240,4245],"pre",{"className":4241,"code":4242,"language":4243,"meta":4244,"style":87},"language-). shiki shiki-themes github-light github-dark","\n3. **Soul**: Shapes personality in `soul.md` (no YAML). Evolves with feedback for vibe (e.g., sarcastic but not rude for YouTube comments). Makes multi-agents distinct.\n\n4. **Crons**: Proactive scheduling turns reactive agent into autonomous worker. Natural language: \"Daily 6AM briefing.\" Creates isolated sessions; outputs to original chat\u002Ffiles. Flags: `context_from` chains jobs, `work_dir` for project tools, `--no-agent` for scripts. Safety: No recursive crons—prompts must be self-contained.\n\n5. **Self-Improving Loop**: Work → Learn → Persist (memory\u002Fskills\u002Fhistory) → Repeat. User corrects, saves, skill-ifies. Not magic—guide it.\n\nBonus: `agents.md` (global project goals, like Claude's `claw.md`). Use for multi-project terminal work.\n\n**Common Mistake**: Overloading context—keep files lean; let progressive disclosure handle skills. **Quality Check**: Does it repeat itself? Update memory. Feels impersonal? Tune soul.\n\n## Deployment: VPS Setup and Telegram Onboarding\n\nAssumes basic terminal comfort (SSH, git). No Mac Mini needed—use Hostinger VPS (code NATEHERK for 10% off annual).\n\n### Step 1: VPS Provisioning (16:30 timestamp)\n- Sign up Hostinger VPS (Ubuntu 24.04 recommended, 2-4 vCPU, 4-8GB RAM for Hermes).\n- SSH in: `ssh root@your-ip`.\n- Update: `apt update && apt upgrade -y`.\n- Install Docker: `curl -fsSL https:\u002F\u002Fget.docker.com -o get-docker.sh && sh get-docker.sh`.\n- Add user: `adduser hermes && usermod -aG sudo,docker hermes`.\n- Firewall: `ufw allow OpenSSH && ufw allow 80,443 && ufw enable`.\n\n### Step 2: Hermes Install\n- Switch to hermes user: `su - hermes`.\n- Clone repo: `git clone https:\u002F\u002Fgithub.com\u002FNooseResearch\u002FHermes.git && cd Hermes`.\n- Docker compose: Edit `docker-compose.yml` for models (e.g., Claude via API keys), volumes.\n- Secrets: Use `.env` for API keys (Anthropic, etc.)—**never** in memory files.\n- Start: `docker compose up -d`.\n\n### Step 3: Telegram Integration (25:30)\n- Create Telegram bot via @BotFather: Get token.\n- In Hermes web UI (http:\u002F\u002Fyour-ip:3000), onboard: Paste bot token, chat ID (msg \u002Fstart to bot, copy ID).\n- Test: Message bot—Hermes responds.\n\nHermes auto-builds initial `user.md`\u002F`memory.md` from chats. **Pitfall**: Expose only necessary ports; use Cloudflare Tunnel for security.\n\n## Skills, Crons, Backup, and Scaling\n\n### First Skill and Cron (33:00)\n- **Skill Example**: Paste Skills Hub URL: \"Install this generate-image skill.\"\n- YAML frontmatter ensures targeted loading.\n- **First Cron**: \"Create daily AI news briefing to Skool at 6AM.\" Hermes crafts cron.yaml, schedules via tools.\n\n### GitHub Backup (33:00)\n- Init repo: `git init`, add all (`git add .`), commit, remote: `git remote add origin your-repo`.\n- Cron backup: \"Daily GitHub push.\"\n- **Pro Tip**: Use Claude Code to manage multi-agent repos—sync skills\u002Fmemory across Hermes\u002FOpenClaw.\n\n### Best Practices & Security (46:30)\n- **Security**: API keys in `.env` only. Rate limits. No recursive crons. Isolate agents in subdirs.\n- **DX**: Terminal for deep work (Claude Code better); Telegram for mobile\u002Fproactive.\n- **Trade-offs**: Lighter\u002Ffaster than OpenClaw (350k stars, Nvidia NemoClaw fork); less breakage. Not for desk coding—pair with Claude.\n\n### Scaling Multiple Agents (50:30)\n- Subdirs per agent: `agents\u002Fyt-comments`, `agents\u002Fnews`.\n- Shared GitHub repo; distinct `soul.md`\u002F`memory.md`.\n- VPS: Multiple Docker instances or subdomains.\n- **Pitfall**: Context bloat—use `agents.md` for project silos.\n\n**Before\u002FAfter**: Raw request → poor video (bad spacing); feedback → Hyperframes install, polished output.\n\n**Exercise**: Install Excalidraw skill, generate pillar diagrams: \"Use Excal to diagram five pillars.\"\n\n## Comparisons and Workflow Fit\n\n| Tool | Use Case | Why Hermes? |\n|------|----------|-------------|\n| Claude Code | Desk\u002Fterminal coding (90% Nate's work) | Mobile, crons unlimited vs 15\u002Fday limit |\n| OpenClaw | Similar mobile, but heavier\u002Fbreaks more | Lighter, self-improving, OSS models ready |\n\nFits indie builders: On-the-go automations (YouTube replies, news briefs) without infra always-on.\n\n**Quotes**:\n1. \"Hermes probably understands it the best and it can also look up its own documentation so just ask it hey can you do this.\" (On troubleshooting.)\n2. \"Memory equals what to remember, skill equals how to do it again.\" (Pillar distinction.)\n3. \"Crons turn Hermes from reactive into a proactive scheduled automation.\" (Key value prop.)\n4. \"Automatic does not mean magic—the loop works best when the user corrects Hermes.\" (Self-improvement reality check.)\n\n## Key Takeaways\n- Start with VPS (Hostinger Ubuntu), Docker install Hermes, Telegram bot for instant access.\n- Prime memory\u002Fsoul files early; let Hermes auto-update but manually reinforce.\n- Build skills via hub or convos; use YAML for efficiency.\n- Schedule crons in natural language—self-contained prompts only.\n- GitHub backup everything; scale via subdirs for multi-agents.\n- Pair with Claude Code: Hermes for mobile\u002Fproactive, Claude for deep work.\n- Avoid: Secrets in MD files, recursive crons, ignoring feedback loops.\n- Test: Natural request → skill install → cron → iterate.\n- Resource: Free Skool guide for copy-paste setup.\n",").","Only loads full skill if relevant. Analogy: Recipes for consistent pancakes—prevents variability. Hermes auto-creates\u002Fpatches skills from workflows; pull 520+ from Skills Hub (e.g., Anthropic's Canvas, skill creator). Install via URL or command.",[4216,4246,4247,4255,4260,4264,4269,4273,4279,4284,4290,4295,4301,4306,4312,4317,4323,4328,4334,4340,4346,4352,4358,4364,4370,4375,4381,4387,4393,4399,4405,4411,4416,4422,4428,4434,4440,4445,4451,4456,4462,4467,4473,4479,4485,4491,4496,4502,4508,4514,4520,4525,4531,4537,4543,4549,4554,4560,4566,4572,4578,4584,4589,4595,4600,4606,4611,4617,4622,4628,4634,4640,4646,4651,4657,4662,4668,4674,4680,4686,4692,4697,4703,4709,4715,4721,4727,4733,4739,4745,4751],{"__ignoreMap":87},[4248,4249,4252],"span",{"class":4250,"line":4251},"line",1,[4248,4253,4254],{"emptyLinePlaceholder":124},"\n",[4248,4256,4257],{"class":4250,"line":88},[4248,4258,4259],{},"3. **Soul**: Shapes personality in `soul.md` (no YAML). Evolves with feedback for vibe (e.g., sarcastic but not rude for YouTube comments). Makes multi-agents distinct.\n",[4248,4261,4262],{"class":4250,"line":3851},[4248,4263,4254],{"emptyLinePlaceholder":124},[4248,4265,4266],{"class":4250,"line":121},[4248,4267,4268],{},"4. **Crons**: Proactive scheduling turns reactive agent into autonomous worker. Natural language: \"Daily 6AM briefing.\" Creates isolated sessions; outputs to original chat\u002Ffiles. Flags: `context_from` chains jobs, `work_dir` for project tools, `--no-agent` for scripts. Safety: No recursive crons—prompts must be self-contained.\n",[4248,4270,4271],{"class":4250,"line":120},[4248,4272,4254],{"emptyLinePlaceholder":124},[4248,4274,4276],{"class":4250,"line":4275},6,[4248,4277,4278],{},"5. **Self-Improving Loop**: Work → Learn → Persist (memory\u002Fskills\u002Fhistory) → Repeat. User corrects, saves, skill-ifies. Not magic—guide it.\n",[4248,4280,4282],{"class":4250,"line":4281},7,[4248,4283,4254],{"emptyLinePlaceholder":124},[4248,4285,4287],{"class":4250,"line":4286},8,[4248,4288,4289],{},"Bonus: `agents.md` (global project goals, like Claude's `claw.md`). Use for multi-project terminal work.\n",[4248,4291,4293],{"class":4250,"line":4292},9,[4248,4294,4254],{"emptyLinePlaceholder":124},[4248,4296,4298],{"class":4250,"line":4297},10,[4248,4299,4300],{},"**Common Mistake**: Overloading context—keep files lean; let progressive disclosure handle skills. **Quality Check**: Does it repeat itself? Update memory. Feels impersonal? Tune soul.\n",[4248,4302,4304],{"class":4250,"line":4303},11,[4248,4305,4254],{"emptyLinePlaceholder":124},[4248,4307,4309],{"class":4250,"line":4308},12,[4248,4310,4311],{},"## Deployment: VPS Setup and Telegram Onboarding\n",[4248,4313,4315],{"class":4250,"line":4314},13,[4248,4316,4254],{"emptyLinePlaceholder":124},[4248,4318,4320],{"class":4250,"line":4319},14,[4248,4321,4322],{},"Assumes basic terminal comfort (SSH, git). No Mac Mini needed—use Hostinger VPS (code NATEHERK for 10% off annual).\n",[4248,4324,4326],{"class":4250,"line":4325},15,[4248,4327,4254],{"emptyLinePlaceholder":124},[4248,4329,4331],{"class":4250,"line":4330},16,[4248,4332,4333],{},"### Step 1: VPS Provisioning (16:30 timestamp)\n",[4248,4335,4337],{"class":4250,"line":4336},17,[4248,4338,4339],{},"- Sign up Hostinger VPS (Ubuntu 24.04 recommended, 2-4 vCPU, 4-8GB RAM for Hermes).\n",[4248,4341,4343],{"class":4250,"line":4342},18,[4248,4344,4345],{},"- SSH in: `ssh root@your-ip`.\n",[4248,4347,4349],{"class":4250,"line":4348},19,[4248,4350,4351],{},"- Update: `apt update && apt upgrade -y`.\n",[4248,4353,4355],{"class":4250,"line":4354},20,[4248,4356,4357],{},"- Install Docker: `curl -fsSL https:\u002F\u002Fget.docker.com -o get-docker.sh && sh get-docker.sh`.\n",[4248,4359,4361],{"class":4250,"line":4360},21,[4248,4362,4363],{},"- Add user: `adduser hermes && usermod -aG sudo,docker hermes`.\n",[4248,4365,4367],{"class":4250,"line":4366},22,[4248,4368,4369],{},"- Firewall: `ufw allow OpenSSH && ufw allow 80,443 && ufw enable`.\n",[4248,4371,4373],{"class":4250,"line":4372},23,[4248,4374,4254],{"emptyLinePlaceholder":124},[4248,4376,4378],{"class":4250,"line":4377},24,[4248,4379,4380],{},"### Step 2: Hermes Install\n",[4248,4382,4384],{"class":4250,"line":4383},25,[4248,4385,4386],{},"- Switch to hermes user: `su - hermes`.\n",[4248,4388,4390],{"class":4250,"line":4389},26,[4248,4391,4392],{},"- Clone repo: `git clone https:\u002F\u002Fgithub.com\u002FNooseResearch\u002FHermes.git && cd Hermes`.\n",[4248,4394,4396],{"class":4250,"line":4395},27,[4248,4397,4398],{},"- Docker compose: Edit `docker-compose.yml` for models (e.g., Claude via API keys), volumes.\n",[4248,4400,4402],{"class":4250,"line":4401},28,[4248,4403,4404],{},"- Secrets: Use `.env` for API keys (Anthropic, etc.)—**never** in memory files.\n",[4248,4406,4408],{"class":4250,"line":4407},29,[4248,4409,4410],{},"- Start: `docker compose up -d`.\n",[4248,4412,4414],{"class":4250,"line":4413},30,[4248,4415,4254],{"emptyLinePlaceholder":124},[4248,4417,4419],{"class":4250,"line":4418},31,[4248,4420,4421],{},"### Step 3: Telegram Integration (25:30)\n",[4248,4423,4425],{"class":4250,"line":4424},32,[4248,4426,4427],{},"- Create Telegram bot via @BotFather: Get token.\n",[4248,4429,4431],{"class":4250,"line":4430},33,[4248,4432,4433],{},"- In Hermes web UI (http:\u002F\u002Fyour-ip:3000), onboard: Paste bot token, chat ID (msg \u002Fstart to bot, copy ID).\n",[4248,4435,4437],{"class":4250,"line":4436},34,[4248,4438,4439],{},"- Test: Message bot—Hermes responds.\n",[4248,4441,4443],{"class":4250,"line":4442},35,[4248,4444,4254],{"emptyLinePlaceholder":124},[4248,4446,4448],{"class":4250,"line":4447},36,[4248,4449,4450],{},"Hermes auto-builds initial `user.md`\u002F`memory.md` from chats. **Pitfall**: Expose only necessary ports; use Cloudflare Tunnel for security.\n",[4248,4452,4454],{"class":4250,"line":4453},37,[4248,4455,4254],{"emptyLinePlaceholder":124},[4248,4457,4459],{"class":4250,"line":4458},38,[4248,4460,4461],{},"## Skills, Crons, Backup, and Scaling\n",[4248,4463,4465],{"class":4250,"line":4464},39,[4248,4466,4254],{"emptyLinePlaceholder":124},[4248,4468,4470],{"class":4250,"line":4469},40,[4248,4471,4472],{},"### First Skill and Cron (33:00)\n",[4248,4474,4476],{"class":4250,"line":4475},41,[4248,4477,4478],{},"- **Skill Example**: Paste Skills Hub URL: \"Install this generate-image skill.\"\n",[4248,4480,4482],{"class":4250,"line":4481},42,[4248,4483,4484],{},"- YAML frontmatter ensures targeted loading.\n",[4248,4486,4488],{"class":4250,"line":4487},43,[4248,4489,4490],{},"- **First Cron**: \"Create daily AI news briefing to Skool at 6AM.\" Hermes crafts cron.yaml, schedules via tools.\n",[4248,4492,4494],{"class":4250,"line":4493},44,[4248,4495,4254],{"emptyLinePlaceholder":124},[4248,4497,4499],{"class":4250,"line":4498},45,[4248,4500,4501],{},"### GitHub Backup (33:00)\n",[4248,4503,4505],{"class":4250,"line":4504},46,[4248,4506,4507],{},"- Init repo: `git init`, add all (`git add .`), commit, remote: `git remote add origin your-repo`.\n",[4248,4509,4511],{"class":4250,"line":4510},47,[4248,4512,4513],{},"- Cron backup: \"Daily GitHub push.\"\n",[4248,4515,4517],{"class":4250,"line":4516},48,[4248,4518,4519],{},"- **Pro Tip**: Use Claude Code to manage multi-agent repos—sync skills\u002Fmemory across Hermes\u002FOpenClaw.\n",[4248,4521,4523],{"class":4250,"line":4522},49,[4248,4524,4254],{"emptyLinePlaceholder":124},[4248,4526,4528],{"class":4250,"line":4527},50,[4248,4529,4530],{},"### Best Practices & Security (46:30)\n",[4248,4532,4534],{"class":4250,"line":4533},51,[4248,4535,4536],{},"- **Security**: API keys in `.env` only. Rate limits. No recursive crons. Isolate agents in subdirs.\n",[4248,4538,4540],{"class":4250,"line":4539},52,[4248,4541,4542],{},"- **DX**: Terminal for deep work (Claude Code better); Telegram for mobile\u002Fproactive.\n",[4248,4544,4546],{"class":4250,"line":4545},53,[4248,4547,4548],{},"- **Trade-offs**: Lighter\u002Ffaster than OpenClaw (350k stars, Nvidia NemoClaw fork); less breakage. Not for desk coding—pair with Claude.\n",[4248,4550,4552],{"class":4250,"line":4551},54,[4248,4553,4254],{"emptyLinePlaceholder":124},[4248,4555,4557],{"class":4250,"line":4556},55,[4248,4558,4559],{},"### Scaling Multiple Agents (50:30)\n",[4248,4561,4563],{"class":4250,"line":4562},56,[4248,4564,4565],{},"- Subdirs per agent: `agents\u002Fyt-comments`, `agents\u002Fnews`.\n",[4248,4567,4569],{"class":4250,"line":4568},57,[4248,4570,4571],{},"- Shared GitHub repo; distinct `soul.md`\u002F`memory.md`.\n",[4248,4573,4575],{"class":4250,"line":4574},58,[4248,4576,4577],{},"- VPS: Multiple Docker instances or subdomains.\n",[4248,4579,4581],{"class":4250,"line":4580},59,[4248,4582,4583],{},"- **Pitfall**: Context bloat—use `agents.md` for project silos.\n",[4248,4585,4587],{"class":4250,"line":4586},60,[4248,4588,4254],{"emptyLinePlaceholder":124},[4248,4590,4592],{"class":4250,"line":4591},61,[4248,4593,4594],{},"**Before\u002FAfter**: Raw request → poor video (bad spacing); feedback → Hyperframes install, polished output.\n",[4248,4596,4598],{"class":4250,"line":4597},62,[4248,4599,4254],{"emptyLinePlaceholder":124},[4248,4601,4603],{"class":4250,"line":4602},63,[4248,4604,4605],{},"**Exercise**: Install Excalidraw skill, generate pillar diagrams: \"Use Excal to diagram five pillars.\"\n",[4248,4607,4609],{"class":4250,"line":4608},64,[4248,4610,4254],{"emptyLinePlaceholder":124},[4248,4612,4614],{"class":4250,"line":4613},65,[4248,4615,4616],{},"## Comparisons and Workflow Fit\n",[4248,4618,4620],{"class":4250,"line":4619},66,[4248,4621,4254],{"emptyLinePlaceholder":124},[4248,4623,4625],{"class":4250,"line":4624},67,[4248,4626,4627],{},"| Tool | Use Case | Why Hermes? |\n",[4248,4629,4631],{"class":4250,"line":4630},68,[4248,4632,4633],{},"|------|----------|-------------|\n",[4248,4635,4637],{"class":4250,"line":4636},69,[4248,4638,4639],{},"| Claude Code | Desk\u002Fterminal coding (90% Nate's work) | Mobile, crons unlimited vs 15\u002Fday limit |\n",[4248,4641,4643],{"class":4250,"line":4642},70,[4248,4644,4645],{},"| OpenClaw | Similar mobile, but heavier\u002Fbreaks more | Lighter, self-improving, OSS models ready |\n",[4248,4647,4649],{"class":4250,"line":4648},71,[4248,4650,4254],{"emptyLinePlaceholder":124},[4248,4652,4654],{"class":4250,"line":4653},72,[4248,4655,4656],{},"Fits indie builders: On-the-go automations (YouTube replies, news briefs) without infra always-on.\n",[4248,4658,4660],{"class":4250,"line":4659},73,[4248,4661,4254],{"emptyLinePlaceholder":124},[4248,4663,4665],{"class":4250,"line":4664},74,[4248,4666,4667],{},"**Quotes**:\n",[4248,4669,4671],{"class":4250,"line":4670},75,[4248,4672,4673],{},"1. \"Hermes probably understands it the best and it can also look up its own documentation so just ask it hey can you do this.\" (On troubleshooting.)\n",[4248,4675,4677],{"class":4250,"line":4676},76,[4248,4678,4679],{},"2. \"Memory equals what to remember, skill equals how to do it again.\" (Pillar distinction.)\n",[4248,4681,4683],{"class":4250,"line":4682},77,[4248,4684,4685],{},"3. \"Crons turn Hermes from reactive into a proactive scheduled automation.\" (Key value prop.)\n",[4248,4687,4689],{"class":4250,"line":4688},78,[4248,4690,4691],{},"4. \"Automatic does not mean magic—the loop works best when the user corrects Hermes.\" (Self-improvement reality check.)\n",[4248,4693,4695],{"class":4250,"line":4694},79,[4248,4696,4254],{"emptyLinePlaceholder":124},[4248,4698,4700],{"class":4250,"line":4699},80,[4248,4701,4702],{},"## Key Takeaways\n",[4248,4704,4706],{"class":4250,"line":4705},81,[4248,4707,4708],{},"- Start with VPS (Hostinger Ubuntu), Docker install Hermes, Telegram bot for instant access.\n",[4248,4710,4712],{"class":4250,"line":4711},82,[4248,4713,4714],{},"- Prime memory\u002Fsoul files early; let Hermes auto-update but manually reinforce.\n",[4248,4716,4718],{"class":4250,"line":4717},83,[4248,4719,4720],{},"- Build skills via hub or convos; use YAML for efficiency.\n",[4248,4722,4724],{"class":4250,"line":4723},84,[4248,4725,4726],{},"- Schedule crons in natural language—self-contained prompts only.\n",[4248,4728,4730],{"class":4250,"line":4729},85,[4248,4731,4732],{},"- GitHub backup everything; scale via subdirs for multi-agents.\n",[4248,4734,4736],{"class":4250,"line":4735},86,[4248,4737,4738],{},"- Pair with Claude Code: Hermes for mobile\u002Fproactive, Claude for deep work.\n",[4248,4740,4742],{"class":4250,"line":4741},87,[4248,4743,4744],{},"- Avoid: Secrets in MD files, recursive crons, ignoring feedback loops.\n",[4248,4746,4748],{"class":4250,"line":4747},88,[4248,4749,4750],{},"- Test: Natural request → skill install → cron → iterate.\n",[4248,4752,4754],{"class":4250,"line":4753},89,[4248,4755,4756],{},"- Resource: Free Skool guide for copy-paste setup.\n",[4758,4759,4760],"style",{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":87,"searchDepth":88,"depth":88,"links":4762},[4763],{"id":4198,"depth":88,"text":4199},[95],{"content_references":4766,"triage":4781},[4767,4771,4774,4777,4779],{"type":102,"title":4768,"author":4769,"url":4770,"context":105},"Hermes Agent","Noose Research","https:\u002F\u002Fgithub.com\u002FNooseResearch\u002FHermes",{"type":102,"title":4772,"url":4773,"context":3956},"Hostinger VPS","https:\u002F\u002Fwww.hostinger.com\u002Fvps\u002Fclaude-code-hosting",{"type":102,"title":4775,"author":4776,"context":105},"Claude Code","Anthropic",{"type":102,"title":3843,"author":4778,"context":105},"Peter Steinberger",{"type":102,"title":4780,"context":105},"Skills Hub",{"relevance":120,"novelty":121,"quality":121,"actionability":120,"composite":122,"reasoning":4782},"Category: AI Automation. The article provides a detailed, step-by-step guide on deploying the Hermes AI Agent, which directly addresses the audience's need for practical applications in AI automation. It includes specific instructions for setting up and scaling the agent, making it immediately actionable for builders.","\u002Fsummaries\u002Ffe0a5dd69976e317-build-hermes-ai-agent-vps-setup-to-scaled-automati-summary","2026-05-10 02:42:25","2026-05-10 15:22:01",{"title":4188,"description":87},{"loc":4783},"c931d1c171f90d29","Nate Herk | AI Automation","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=gb5TlGw6Uks","summaries\u002Ffe0a5dd69976e317-build-hermes-ai-agent-vps-setup-to-scaled-automati-summary",[136,4793,137,139],"open-source","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fgb5TlGw6Uks\u002Fhqdefault.jpg","Follow this step-by-step guide to deploy Hermes Agent on a VPS, integrate Telegram, create skills\u002Fcrons, backup to GitHub, and scale multiple agents for proactive AI assistance.","A hands-on 1-hour screen-share tutorial deploying open-source [Hermes Agent](http:\u002F\u002Fhostinger.com\u002Fnatehermes) to a [Hostinger VPS](https:\u002F\u002Fwww.hostinger.com\u002Fvps\u002Fclaude-code-hosting), connecting it to Telegram, adding your first skill and cron job, GitHub backup, plus comparisons to Claude Code\u002FOpenClaw and scaling tips.",[139],"b8Xn0iSSv145vSBXaAH2EG_xEHHkVmAAxa37Nzr0iH8"]