[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-03b2ff04e96f49ad-vibe-coding-shifts-to-multi-agent-orchestration-summary":3,"summaries-facets-categories":91,"summary-related-03b2ff04e96f49ad-vibe-coding-shifts-to-multi-agent-orchestration-summary":3660},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":73,"path":74,"published_at":75,"question":48,"scraped_at":76,"seo":77,"sitemap":78,"source_id":79,"source_name":55,"source_type":80,"source_url":81,"stem":82,"tags":83,"thumbnail_url":48,"tldr":88,"tweet":48,"unknown_tags":89,"__hash__":90},"summaries\u002Fsummaries\u002F03b2ff04e96f49ad-vibe-coding-shifts-to-multi-agent-orchestration-summary.md","Vibe Coding Shifts to Multi-Agent Orchestration",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",6787,1855,23530,0.00226225,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"parallel-workflows-demand-multi-session-interfaces","Parallel Workflows Demand Multi-Session Interfaces",[22,23,24],"p",{},"Development now involves orchestrating multiple agents across repos simultaneously—refactoring one, fixing bugs in another, writing tests in a third—rather than single prompts. Anthropic's redesigned Claude Code desktop app turns the interface into an orchestration command center: a sidebar tracks active\u002Frecent sessions filterable by status, project, or environment; integrated terminal and file editor support steering drifts and reviewing diffs; drag-and-drop customizes workspaces for parallel execution. Users report faster management of local\u002Fcloud sessions, with shared context across sessions for features (like Cursor's approach). This converges Cursor 3, OpenAI's Codex, and Claude Code into near-identical dev-oriented designs focused on agent execution over large inputs. Trade-off: high usage limits throttle multi-sessions (e.g., Opus chews through quotas in minutes, prompting $200 upsells), freezing or imploding on complex projects.",[17,26,28],{"id":27},"trigger-driven-routines-enable-background-automation","Trigger-Driven Routines Enable Background Automation",[22,30,31],{},"Extend scheduled tasks with routines—saved prompts, repos, and connectors triggered by GitHub events or APIs, running on Anthropic's cloud even when your laptop is off. This offloads dynamic tasks like docs or backlog maintenance, acting as event-based cron jobs. Unlock: map real-world triggers (permit filed, customer usage drops 40%, competitor feature launch, stalled 14-day deal) to industry-specific AI agents. Playbook for startups: catalog triggers per vertical, wire agents to respond pre-human intervention, sell outcomes. First-mover advantage in deep industry maps builds massive companies, as models commoditize but triggers productize workflows.",[17,33,35],{"id":34},"enterprise-hardening-addresses-security-gaps","Enterprise Hardening Addresses Security Gaps",[22,37,38],{},"Vibe coding risks shadow AI on production data without oversight; platforms race to enterprise-grade features. Lovable adds desktop for local MCPs\u002Fmulti-projects and natural-language payments (handling PCI compliance, global acquirers\u002Ftaxes)—bridging from prototype to business. Superblocks 2.0 bakes permissions, IT audits, and engineering standards into AI app building, countering cyber threats. Microsoft tests Claude-inspired Copilot limits (siloed roles, permission caps) via new team. Google integrates theme previews in AI Studio, Chrome Skills (reusable prompts for one-click tasks like nutrition calc or doc summaries). Outcome: safe, auditable agentic experiences where coding primitives underpin all knowledge work.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"AI News & Trends",null,"md",false,{"content_references":52,"triage":68},[53,58,62,65],{"type":54,"title":55,"url":56,"context":57},"podcast","The AI Daily Brief","https:\u002F\u002Fpod.link\u002F1680633614","mentioned",{"type":59,"title":60,"author":61,"context":57},"tool","Claude Code desktop app","Anthropic",{"type":59,"title":63,"author":64,"context":57},"Lovable desktop app","Lovable",{"type":59,"title":66,"author":67,"context":57},"Superblocks 2.0","Superblocks",{"relevance":69,"novelty":70,"quality":70,"actionability":70,"composite":71,"reasoning":72},5,4,4.35,"Category: AI Automation. The article discusses the shift to multi-agent orchestration in coding platforms, addressing a specific pain point for developers looking to enhance productivity through automation. It provides actionable insights on implementing event-driven routines and managing parallel workflows, which are directly applicable to building AI-powered products.",true,"\u002Fsummaries\u002F03b2ff04e96f49ad-vibe-coding-shifts-to-multi-agent-orchestration-summary","2026-04-16 13:49:16","2026-04-21 15:11:15",{"title":5,"description":40},{"loc":74},"6f9a84148b7f9d30","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=rNDaRO68JEc","summaries\u002F03b2ff04e96f49ad-vibe-coding-shifts-to-multi-agent-orchestration-summary",[84,85,86,87],"agents","ai-tools","automation","dev-productivity","Coding platforms like Claude Code and Lovable upgrade to multi-session interfaces, event-triggered routines, and enterprise security, enabling parallel agent workflows and background automation over single-prompt vibes.",[87],"2aOsztRCFDUv3SAlE2PJZY3KyYMd0uJhpDQUdFQQ9RI",[92,95,98,101,104,107,109,111,113,115,117,119,121,123,125,127,129,131,133,135,137,139,142,145,147,149,152,154,156,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658],{"categories":93},[94],"Developer Productivity",{"categories":96},[97],"Business & SaaS",{"categories":99},[100],"AI & LLMs",{"categories":102},[103],"AI Automation",{"categories":105},[106],"Product Strategy",{"categories":108},[100],{"categories":110},[94],{"categories":112},[97],{"categories":114},[],{"categories":116},[100],{"categories":118},[],{"categories":120},[47],{"categories":122},[103],{"categories":124},[47],{"categories":126},[103],{"categories":128},[103],{"categories":130},[100],{"categories":132},[100],{"categories":134},[47],{"categories":136},[100],{"categories":138},[],{"categories":140},[141],"Design & Frontend",{"categories":143},[144],"Data Science & Visualization",{"categories":146},[47],{"categories":148},[],{"categories":150},[151],"Software Engineering",{"categories":153},[100],{"categories":155},[103],{"categories":157},[158],"Marketing & Growth",{"categories":160},[100],{"categories":162},[103],{"categories":164},[],{"categories":166},[],{"categories":168},[141],{"categories":170},[103],{"categories":172},[94],{"categories":174},[141],{"categories":176},[100],{"categories":178},[103],{"categories":180},[47],{"categories":182},[],{"categories":184},[],{"categories":186},[103],{"categories":188},[151],{"categories":190},[],{"categories":192},[97],{"categories":194},[],{"categories":196},[],{"categories":198},[103],{"categories":200},[103],{"categories":202},[100],{"categories":204},[],{"categories":206},[151],{"categories":208},[],{"categories":210},[],{"categories":212},[],{"categories":214},[100],{"categories":216},[158],{"categories":218},[141],{"categories":220},[141],{"categories":222},[100],{"categories":224},[103],{"categories":226},[100],{"categories":228},[100],{"categories":230},[103],{"categories":232},[103],{"categories":234},[144],{"categories":236},[47],{"categories":238},[103],{"categories":240},[158],{"categories":242},[103],{"categories":244},[106],{"categories":246},[],{"categories":248},[103],{"categories":250},[],{"categories":252},[103],{"categories":254},[151],{"categories":256},[141],{"categories":258},[100],{"categories":260},[],{"categories":262},[],{"categories":264},[103],{"categories":266},[],{"categories":268},[100],{"categories":270},[],{"categories":272},[94],{"categories":274},[151],{"categories":276},[97],{"categories":278},[47],{"categories":280},[100],{"categories":282},[],{"categories":284},[100],{"categories":286},[],{"categories":288},[151],{"categories":290},[144],{"categories":292},[],{"categories":294},[100],{"categories":296},[141],{"categories":298},[],{"categories":300},[141],{"categories":302},[103],{"categories":304},[],{"categories":306},[103],{"categories":308},[47],{"categories":310},[100],{"categories":312},[],{"categories":314},[103],{"categories":316},[100],{"categories":318},[106],{"categories":320},[],{"categories":322},[100],{"categories":324},[103],{"categories":326},[103],{"categories":328},[],{"categories":330},[144],{"categories":332},[100],{"categories":334},[],{"categories":336},[94],{"categories":338},[97],{"categories":340},[100],{"categories":342},[103],{"categories":344},[151],{"categories":346},[100],{"categories":348},[],{"categories":350},[],{"categories":352},[100],{"categories":354},[],{"categories":356},[141],{"categories":358},[],{"categories":360},[100],{"categories":362},[],{"categories":364},[103],{"categories":366},[100],{"categories":368},[141],{"categories":370},[],{"categories":372},[100],{"categories":374},[100],{"categories":376},[97],{"categories":378},[103],{"categories":380},[100],{"categories":382},[141],{"categories":384},[103],{"categories":386},[],{"categories":388},[],{"categories":390},[47],{"categories":392},[],{"categories":394},[100],{"categories":396},[97,158],{"categories":398},[],{"categories":400},[100],{"categories":402},[],{"categories":404},[],{"categories":406},[100],{"categories":408},[],{"categories":410},[100],{"categories":412},[413],"DevOps & Cloud",{"categories":415},[],{"categories":417},[47],{"categories":419},[141],{"categories":421},[],{"categories":423},[47],{"categories":425},[47],{"categories":427},[100],{"categories":429},[158],{"categories":431},[],{"categories":433},[97],{"categories":435},[],{"categories":437},[100,413],{"categories":439},[100],{"categories":441},[100],{"categories":443},[103],{"categories":445},[100,151],{"categories":447},[144],{"categories":449},[100],{"categories":451},[158],{"categories":453},[103],{"categories":455},[103],{"categories":457},[],{"categories":459},[103],{"categories":461},[100,97],{"categories":463},[],{"categories":465},[141],{"categories":467},[141],{"categories":469},[],{"categories":471},[],{"categories":473},[47],{"categories":475},[],{"categories":477},[94],{"categories":479},[151],{"categories":481},[100],{"categories":483},[141],{"categories":485},[103],{"categories":487},[151],{"categories":489},[47],{"categories":491},[141],{"categories":493},[],{"categories":495},[100],{"categories":497},[100],{"categories":499},[100],{"categories":501},[47],{"categories":503},[94],{"categories":505},[100],{"categories":507},[103],{"categories":509},[413],{"categories":511},[141],{"categories":513},[103],{"categories":515},[],{"categories":517},[],{"categories":519},[141],{"categories":521},[47],{"categories":523},[144],{"categories":525},[],{"categories":527},[100],{"categories":529},[100],{"categories":531},[97],{"categories":533},[100],{"categories":535},[100],{"categories":537},[47],{"categories":539},[],{"categories":541},[103],{"categories":543},[151],{"categories":545},[],{"categories":547},[100],{"categories":549},[100],{"categories":551},[103],{"categories":553},[],{"categories":555},[],{"categories":557},[100],{"categories":559},[],{"categories":561},[97],{"categories":563},[103],{"categories":565},[],{"categories":567},[94],{"categories":569},[100],{"categories":571},[97],{"categories":573},[47],{"categories":575},[],{"categories":577},[],{"categories":579},[],{"categories":581},[47],{"categories":583},[47],{"categories":585},[],{"categories":587},[],{"categories":589},[97],{"categories":591},[],{"categories":593},[],{"categories":595},[94],{"categories":597},[],{"categories":599},[158],{"categories":601},[103],{"categories":603},[97],{"categories":605},[103],{"categories":607},[],{"categories":609},[106],{"categories":611},[141],{"categories":613},[151],{"categories":615},[100],{"categories":617},[103],{"categories":619},[97],{"categories":621},[100],{"categories":623},[],{"categories":625},[],{"categories":627},[151],{"categories":629},[144],{"categories":631},[106],{"categories":633},[103],{"categories":635},[100],{"categories":637},[],{"categories":639},[413],{"categories":641},[],{"categories":643},[103],{"categories":645},[],{"categories":647},[],{"categories":649},[100],{"categories":651},[141],{"categories":653},[158],{"categories":655},[103],{"categories":657},[],{"categories":659},[94],{"categories":661},[],{"categories":663},[47],{"categories":665},[100,413],{"categories":667},[47],{"categories":669},[100],{"categories":671},[97],{"categories":673},[100],{"categories":675},[],{"categories":677},[97],{"categories":679},[],{"categories":681},[151],{"categories":683},[141],{"categories":685},[47],{"categories":687},[144],{"categories":689},[94],{"categories":691},[100],{"categories":693},[151],{"categories":695},[],{"categories":697},[],{"categories":699},[106],{"categories":701},[],{"categories":703},[100],{"categories":705},[],{"categories":707},[141],{"categories":709},[141],{"categories":711},[141],{"categories":713},[],{"categories":715},[],{"categories":717},[47],{"categories":719},[103],{"categories":721},[100],{"categories":723},[100],{"categories":725},[100],{"categories":727},[97],{"categories":729},[100],{"categories":731},[],{"categories":733},[151],{"categories":735},[151],{"categories":737},[97],{"categories":739},[],{"categories":741},[100],{"categories":743},[100],{"categories":745},[97],{"categories":747},[47],{"categories":749},[158],{"categories":751},[103],{"categories":753},[],{"categories":755},[141],{"categories":757},[],{"categories":759},[100],{"categories":761},[],{"categories":763},[97],{"categories":765},[103],{"categories":767},[],{"categories":769},[413],{"categories":771},[144],{"categories":773},[151],{"categories":775},[158],{"categories":777},[151],{"categories":779},[103],{"categories":781},[],{"categories":783},[],{"categories":785},[103],{"categories":787},[94],{"categories":789},[103],{"categories":791},[106],{"categories":793},[97],{"categories":795},[],{"categories":797},[100],{"categories":799},[106],{"categories":801},[100],{"categories":803},[100],{"categories":805},[158],{"categories":807},[141],{"categories":809},[103],{"categories":811},[],{"categories":813},[],{"categories":815},[413],{"categories":817},[151],{"categories":819},[],{"categories":821},[103],{"categories":823},[100],{"categories":825},[141,100],{"categories":827},[94],{"categories":829},[],{"categories":831},[100],{"categories":833},[94],{"categories":835},[141],{"categories":837},[103],{"categories":839},[151],{"categories":841},[],{"categories":843},[100],{"categories":845},[],{"categories":847},[94],{"categories":849},[],{"categories":851},[103],{"categories":853},[106],{"categories":855},[100],{"categories":857},[100],{"categories":859},[141],{"categories":861},[103],{"categories":863},[413],{"categories":865},[141],{"categories":867},[103],{"categories":869},[100],{"categories":871},[100],{"categories":873},[100],{"categories":875},[47],{"categories":877},[],{"categories":879},[106],{"categories":881},[103],{"categories":883},[141],{"categories":885},[103],{"categories":887},[151],{"categories":889},[141],{"categories":891},[103],{"categories":893},[47],{"categories":895},[],{"categories":897},[100],{"categories":899},[141],{"categories":901},[100],{"categories":903},[94],{"categories":905},[47],{"categories":907},[100],{"categories":909},[158],{"categories":911},[100],{"categories":913},[100],{"categories":915},[103],{"categories":917},[103],{"categories":919},[100],{"categories":921},[103],{"categories":923},[141],{"categories":925},[100],{"categories":927},[],{"categories":929},[],{"categories":931},[151],{"categories":933},[],{"categories":935},[94],{"categories":937},[413],{"categories":939},[],{"categories":941},[94],{"categories":943},[97],{"categories":945},[158],{"categories":947},[],{"categories":949},[97],{"categories":951},[],{"categories":953},[],{"categories":955},[],{"categories":957},[],{"categories":959},[],{"categories":961},[100],{"categories":963},[103],{"categories":965},[413],{"categories":967},[94],{"categories":969},[100],{"categories":971},[151],{"categories":973},[106],{"categories":975},[100],{"categories":977},[158],{"categories":979},[100],{"categories":981},[100],{"categories":983},[100],{"categories":985},[100,94],{"categories":987},[151],{"categories":989},[151],{"categories":991},[141],{"categories":993},[100],{"categories":995},[],{"categories":997},[],{"categories":999},[],{"categories":1001},[151],{"categories":1003},[144],{"categories":1005},[47],{"categories":1007},[141],{"categories":1009},[],{"categories":1011},[100],{"categories":1013},[100],{"categories":1015},[],{"categories":1017},[],{"categories":1019},[103],{"categories":1021},[100],{"categories":1023},[97],{"categories":1025},[],{"categories":1027},[94],{"categories":1029},[100],{"categories":1031},[94],{"categories":1033},[100],{"categories":1035},[151],{"categories":1037},[158],{"categories":1039},[100,141],{"categories":1041},[47],{"categories":1043},[141],{"categories":1045},[],{"categories":1047},[413],{"categories":1049},[141],{"categories":1051},[103],{"categories":1053},[],{"categories":1055},[],{"categories":1057},[],{"categories":1059},[],{"categories":1061},[151],{"categories":1063},[103],{"categories":1065},[103],{"categories":1067},[100],{"categories":1069},[100],{"categories":1071},[],{"categories":1073},[141],{"categories":1075},[],{"categories":1077},[],{"categories":1079},[103],{"categories":1081},[],{"categories":1083},[],{"categories":1085},[158],{"categories":1087},[158],{"categories":1089},[103],{"categories":1091},[],{"categories":1093},[100],{"categories":1095},[100],{"categories":1097},[151],{"categories":1099},[141],{"categories":1101},[141],{"categories":1103},[103],{"categories":1105},[94],{"categories":1107},[100],{"categories":1109},[141],{"categories":1111},[141],{"categories":1113},[103],{"categories":1115},[103],{"categories":1117},[100],{"categories":1119},[],{"categories":1121},[],{"categories":1123},[100],{"categories":1125},[103],{"categories":1127},[47],{"categories":1129},[151],{"categories":1131},[94],{"categories":1133},[100],{"categories":1135},[],{"categories":1137},[103],{"categories":1139},[103],{"categories":1141},[],{"categories":1143},[94],{"categories":1145},[100],{"categories":1147},[94],{"categories":1149},[94],{"categories":1151},[],{"categories":1153},[],{"categories":1155},[103],{"categories":1157},[103],{"categories":1159},[100],{"categories":1161},[100],{"categories":1163},[47],{"categories":1165},[144],{"categories":1167},[106],{"categories":1169},[47],{"categories":1171},[141],{"categories":1173},[],{"categories":1175},[47],{"categories":1177},[],{"categories":1179},[],{"categories":1181},[],{"categories":1183},[],{"categories":1185},[151],{"categories":1187},[144],{"categories":1189},[],{"categories":1191},[100],{"categories":1193},[100],{"categories":1195},[144],{"categories":1197},[151],{"categories":1199},[],{"categories":1201},[],{"categories":1203},[103],{"categories":1205},[47],{"categories":1207},[47],{"categories":1209},[103],{"categories":1211},[94],{"categories":1213},[100,413],{"categories":1215},[],{"categories":1217},[141],{"categories":1219},[94],{"categories":1221},[103],{"categories":1223},[141],{"categories":1225},[],{"categories":1227},[103],{"categories":1229},[103],{"categories":1231},[100],{"categories":1233},[158],{"categories":1235},[151],{"categories":1237},[141],{"categories":1239},[],{"categories":1241},[103],{"categories":1243},[100],{"categories":1245},[103],{"categories":1247},[103],{"categories":1249},[103],{"categories":1251},[158],{"categories":1253},[103],{"categories":1255},[100],{"categories":1257},[],{"categories":1259},[158],{"categories":1261},[47],{"categories":1263},[103],{"categories":1265},[],{"categories":1267},[],{"categories":1269},[100],{"categories":1271},[103],{"categories":1273},[47],{"categories":1275},[103],{"categories":1277},[],{"categories":1279},[],{"categories":1281},[],{"categories":1283},[103],{"categories":1285},[],{"categories":1287},[],{"categories":1289},[144],{"categories":1291},[100],{"categories":1293},[144],{"categories":1295},[47],{"categories":1297},[100],{"categories":1299},[100],{"categories":1301},[103],{"categories":1303},[100],{"categories":1305},[],{"categories":1307},[],{"categories":1309},[413],{"categories":1311},[],{"categories":1313},[],{"categories":1315},[94],{"categories":1317},[],{"categories":1319},[],{"categories":1321},[],{"categories":1323},[],{"categories":1325},[151],{"categories":1327},[47],{"categories":1329},[158],{"categories":1331},[97],{"categories":1333},[100],{"categories":1335},[100],{"categories":1337},[97],{"categories":1339},[],{"categories":1341},[141],{"categories":1343},[103],{"categories":1345},[97],{"categories":1347},[100],{"categories":1349},[100],{"categories":1351},[94],{"categories":1353},[],{"categories":1355},[94],{"categories":1357},[100],{"categories":1359},[158],{"categories":1361},[103],{"categories":1363},[47],{"categories":1365},[97],{"categories":1367},[100],{"categories":1369},[103],{"categories":1371},[],{"categories":1373},[100],{"categories":1375},[94],{"categories":1377},[100],{"categories":1379},[],{"categories":1381},[47],{"categories":1383},[100],{"categories":1385},[],{"categories":1387},[97],{"categories":1389},[100],{"categories":1391},[],{"categories":1393},[],{"categories":1395},[],{"categories":1397},[100],{"categories":1399},[],{"categories":1401},[413],{"categories":1403},[100],{"categories":1405},[],{"categories":1407},[100],{"categories":1409},[100],{"categories":1411},[100],{"categories":1413},[100,413],{"categories":1415},[100],{"categories":1417},[100],{"categories":1419},[141],{"categories":1421},[103],{"categories":1423},[],{"categories":1425},[103],{"categories":1427},[100],{"categories":1429},[100],{"categories":1431},[100],{"categories":1433},[94],{"categories":1435},[94],{"categories":1437},[151],{"categories":1439},[141],{"categories":1441},[103],{"categories":1443},[],{"categories":1445},[100],{"categories":1447},[47],{"categories":1449},[100],{"categories":1451},[97],{"categories":1453},[],{"categories":1455},[413],{"categories":1457},[141],{"categories":1459},[141],{"categories":1461},[103],{"categories":1463},[47],{"categories":1465},[103],{"categories":1467},[100],{"categories":1469},[],{"categories":1471},[100],{"categories":1473},[],{"categories":1475},[],{"categories":1477},[100],{"categories":1479},[100],{"categories":1481},[100],{"categories":1483},[103],{"categories":1485},[100],{"categories":1487},[],{"categories":1489},[144],{"categories":1491},[103],{"categories":1493},[],{"categories":1495},[100],{"categories":1497},[47],{"categories":1499},[],{"categories":1501},[141],{"categories":1503},[413],{"categories":1505},[47],{"categories":1507},[151],{"categories":1509},[151],{"categories":1511},[47],{"categories":1513},[47],{"categories":1515},[413],{"categories":1517},[],{"categories":1519},[47],{"categories":1521},[100],{"categories":1523},[94],{"categories":1525},[47],{"categories":1527},[],{"categories":1529},[144],{"categories":1531},[47],{"categories":1533},[151],{"categories":1535},[47],{"categories":1537},[413],{"categories":1539},[100],{"categories":1541},[100],{"categories":1543},[],{"categories":1545},[97],{"categories":1547},[],{"categories":1549},[],{"categories":1551},[100],{"categories":1553},[100],{"categories":1555},[100],{"categories":1557},[100],{"categories":1559},[],{"categories":1561},[144],{"categories":1563},[94],{"categories":1565},[],{"categories":1567},[100],{"categories":1569},[100],{"categories":1571},[413],{"categories":1573},[413],{"categories":1575},[],{"categories":1577},[103],{"categories":1579},[47],{"categories":1581},[47],{"categories":1583},[100],{"categories":1585},[103],{"categories":1587},[],{"categories":1589},[141],{"categories":1591},[100],{"categories":1593},[100],{"categories":1595},[],{"categories":1597},[],{"categories":1599},[413],{"categories":1601},[100],{"categories":1603},[151],{"categories":1605},[97],{"categories":1607},[100],{"categories":1609},[],{"categories":1611},[103],{"categories":1613},[94],{"categories":1615},[94],{"categories":1617},[],{"categories":1619},[100],{"categories":1621},[141],{"categories":1623},[103],{"categories":1625},[],{"categories":1627},[100],{"categories":1629},[100],{"categories":1631},[103],{"categories":1633},[],{"categories":1635},[103],{"categories":1637},[151],{"categories":1639},[],{"categories":1641},[100],{"categories":1643},[],{"categories":1645},[100],{"categories":1647},[],{"categories":1649},[100],{"categories":1651},[100],{"categories":1653},[],{"categories":1655},[100],{"categories":1657},[47],{"categories":1659},[100],{"categories":1661},[100],{"categories":1663},[94],{"categories":1665},[100],{"categories":1667},[47],{"categories":1669},[103],{"categories":1671},[],{"categories":1673},[100],{"categories":1675},[158],{"categories":1677},[],{"categories":1679},[],{"categories":1681},[],{"categories":1683},[94],{"categories":1685},[47],{"categories":1687},[103],{"categories":1689},[100],{"categories":1691},[141],{"categories":1693},[103],{"categories":1695},[],{"categories":1697},[103],{"categories":1699},[],{"categories":1701},[100],{"categories":1703},[103],{"categories":1705},[100],{"categories":1707},[],{"categories":1709},[100],{"categories":1711},[100],{"categories":1713},[47],{"categories":1715},[141],{"categories":1717},[103],{"categories":1719},[141],{"categories":1721},[97],{"categories":1723},[],{"categories":1725},[],{"categories":1727},[100],{"categories":1729},[94],{"categories":1731},[47],{"categories":1733},[],{"categories":1735},[],{"categories":1737},[151],{"categories":1739},[141],{"categories":1741},[],{"categories":1743},[100],{"categories":1745},[],{"categories":1747},[158],{"categories":1749},[100],{"categories":1751},[413],{"categories":1753},[151],{"categories":1755},[],{"categories":1757},[103],{"categories":1759},[100],{"categories":1761},[103],{"categories":1763},[103],{"categories":1765},[100],{"categories":1767},[],{"categories":1769},[94],{"categories":1771},[100],{"categories":1773},[97],{"categories":1775},[151],{"categories":1777},[141],{"categories":1779},[],{"categories":1781},[],{"categories":1783},[],{"categories":1785},[103],{"categories":1787},[141],{"categories":1789},[47],{"categories":1791},[100],{"categories":1793},[47],{"categories":1795},[141],{"categories":1797},[],{"categories":1799},[141],{"categories":1801},[47],{"categories":1803},[97],{"categories":1805},[100],{"categories":1807},[47],{"categories":1809},[158],{"categories":1811},[],{"categories":1813},[],{"categories":1815},[144],{"categories":1817},[100,151],{"categories":1819},[47],{"categories":1821},[100],{"categories":1823},[103],{"categories":1825},[103],{"categories":1827},[100],{"categories":1829},[],{"categories":1831},[151],{"categories":1833},[100],{"categories":1835},[144],{"categories":1837},[103],{"categories":1839},[158],{"categories":1841},[413],{"categories":1843},[],{"categories":1845},[94],{"categories":1847},[103],{"categories":1849},[103],{"categories":1851},[151],{"categories":1853},[100],{"categories":1855},[100],{"categories":1857},[],{"categories":1859},[],{"categories":1861},[],{"categories":1863},[413],{"categories":1865},[47],{"categories":1867},[100],{"categories":1869},[100],{"categories":1871},[100],{"categories":1873},[],{"categories":1875},[144],{"categories":1877},[97],{"categories":1879},[],{"categories":1881},[103],{"categories":1883},[413],{"categories":1885},[],{"categories":1887},[141],{"categories":1889},[141],{"categories":1891},[],{"categories":1893},[151],{"categories":1895},[141],{"categories":1897},[100],{"categories":1899},[],{"categories":1901},[47],{"categories":1903},[100],{"categories":1905},[141],{"categories":1907},[103],{"categories":1909},[47],{"categories":1911},[],{"categories":1913},[103],{"categories":1915},[141],{"categories":1917},[100],{"categories":1919},[],{"categories":1921},[100],{"categories":1923},[100],{"categories":1925},[413],{"categories":1927},[47],{"categories":1929},[144],{"categories":1931},[144],{"categories":1933},[],{"categories":1935},[],{"categories":1937},[],{"categories":1939},[103],{"categories":1941},[151],{"categories":1943},[151],{"categories":1945},[],{"categories":1947},[],{"categories":1949},[100],{"categories":1951},[],{"categories":1953},[103],{"categories":1955},[100],{"categories":1957},[],{"categories":1959},[100],{"categories":1961},[97],{"categories":1963},[100],{"categories":1965},[158],{"categories":1967},[103],{"categories":1969},[100],{"categories":1971},[151],{"categories":1973},[47],{"categories":1975},[103],{"categories":1977},[],{"categories":1979},[47],{"categories":1981},[103],{"categories":1983},[103],{"categories":1985},[],{"categories":1987},[97],{"categories":1989},[103],{"categories":1991},[],{"categories":1993},[100],{"categories":1995},[94],{"categories":1997},[47],{"categories":1999},[413],{"categories":2001},[103],{"categories":2003},[103],{"categories":2005},[94],{"categories":2007},[100],{"categories":2009},[],{"categories":2011},[],{"categories":2013},[141],{"categories":2015},[100,97],{"categories":2017},[],{"categories":2019},[94],{"categories":2021},[144],{"categories":2023},[100],{"categories":2025},[151],{"categories":2027},[100],{"categories":2029},[103],{"categories":2031},[100],{"categories":2033},[100],{"categories":2035},[47],{"categories":2037},[103],{"categories":2039},[],{"categories":2041},[],{"categories":2043},[103],{"categories":2045},[100],{"categories":2047},[413],{"categories":2049},[],{"categories":2051},[100],{"categories":2053},[103],{"categories":2055},[],{"categories":2057},[100],{"categories":2059},[158],{"categories":2061},[144],{"categories":2063},[103],{"categories":2065},[100],{"categories":2067},[413],{"categories":2069},[],{"categories":2071},[100],{"categories":2073},[158],{"categories":2075},[141],{"categories":2077},[100],{"categories":2079},[],{"categories":2081},[158],{"categories":2083},[47],{"categories":2085},[100],{"categories":2087},[100],{"categories":2089},[94],{"categories":2091},[],{"categories":2093},[],{"categories":2095},[141],{"categories":2097},[100],{"categories":2099},[144],{"categories":2101},[158],{"categories":2103},[158],{"categories":2105},[47],{"categories":2107},[],{"categories":2109},[],{"categories":2111},[100],{"categories":2113},[],{"categories":2115},[100,151],{"categories":2117},[47],{"categories":2119},[103],{"categories":2121},[151],{"categories":2123},[100],{"categories":2125},[94],{"categories":2127},[],{"categories":2129},[],{"categories":2131},[94],{"categories":2133},[158],{"categories":2135},[100],{"categories":2137},[],{"categories":2139},[141,100],{"categories":2141},[413],{"categories":2143},[94],{"categories":2145},[],{"categories":2147},[97],{"categories":2149},[97],{"categories":2151},[100],{"categories":2153},[151],{"categories":2155},[103],{"categories":2157},[47],{"categories":2159},[158],{"categories":2161},[141],{"categories":2163},[100],{"categories":2165},[100],{"categories":2167},[100],{"categories":2169},[94],{"categories":2171},[100],{"categories":2173},[103],{"categories":2175},[47],{"categories":2177},[],{"categories":2179},[],{"categories":2181},[144],{"categories":2183},[151],{"categories":2185},[100],{"categories":2187},[141],{"categories":2189},[144],{"categories":2191},[100],{"categories":2193},[100],{"categories":2195},[103],{"categories":2197},[103],{"categories":2199},[100,97],{"categories":2201},[],{"categories":2203},[141],{"categories":2205},[],{"categories":2207},[100],{"categories":2209},[47],{"categories":2211},[94],{"categories":2213},[94],{"categories":2215},[103],{"categories":2217},[100],{"categories":2219},[97],{"categories":2221},[151],{"categories":2223},[158],{"categories":2225},[],{"categories":2227},[47],{"categories":2229},[100],{"categories":2231},[100],{"categories":2233},[47],{"categories":2235},[151],{"categories":2237},[100],{"categories":2239},[103],{"categories":2241},[47],{"categories":2243},[100],{"categories":2245},[141],{"categories":2247},[100],{"categories":2249},[100],{"categories":2251},[413],{"categories":2253},[106],{"categories":2255},[103],{"categories":2257},[100],{"categories":2259},[47],{"categories":2261},[103],{"categories":2263},[158],{"categories":2265},[100],{"categories":2267},[],{"categories":2269},[100],{"categories":2271},[],{"categories":2273},[],{"categories":2275},[],{"categories":2277},[97],{"categories":2279},[100],{"categories":2281},[103],{"categories":2283},[47],{"categories":2285},[47],{"categories":2287},[47],{"categories":2289},[47],{"categories":2291},[],{"categories":2293},[94],{"categories":2295},[103],{"categories":2297},[47],{"categories":2299},[94],{"categories":2301},[103],{"categories":2303},[100],{"categories":2305},[100,103],{"categories":2307},[103],{"categories":2309},[413],{"categories":2311},[47],{"categories":2313},[47],{"categories":2315},[103],{"categories":2317},[100],{"categories":2319},[],{"categories":2321},[47],{"categories":2323},[158],{"categories":2325},[94],{"categories":2327},[100],{"categories":2329},[100],{"categories":2331},[],{"categories":2333},[151],{"categories":2335},[],{"categories":2337},[94],{"categories":2339},[103],{"categories":2341},[47],{"categories":2343},[100],{"categories":2345},[47],{"categories":2347},[94],{"categories":2349},[47],{"categories":2351},[47],{"categories":2353},[],{"categories":2355},[97],{"categories":2357},[103],{"categories":2359},[47],{"categories":2361},[47],{"categories":2363},[47],{"categories":2365},[47],{"categories":2367},[47],{"categories":2369},[47],{"categories":2371},[47],{"categories":2373},[47],{"categories":2375},[47],{"categories":2377},[47],{"categories":2379},[144],{"categories":2381},[94],{"categories":2383},[100],{"categories":2385},[100],{"categories":2387},[],{"categories":2389},[100,94],{"categories":2391},[],{"categories":2393},[103],{"categories":2395},[47],{"categories":2397},[103],{"categories":2399},[100],{"categories":2401},[100],{"categories":2403},[100],{"categories":2405},[100],{"categories":2407},[100],{"categories":2409},[103],{"categories":2411},[97],{"categories":2413},[141],{"categories":2415},[47],{"categories":2417},[100],{"categories":2419},[],{"categories":2421},[],{"categories":2423},[103],{"categories":2425},[141],{"categories":2427},[100],{"categories":2429},[],{"categories":2431},[],{"categories":2433},[158],{"categories":2435},[100],{"categories":2437},[],{"categories":2439},[],{"categories":2441},[94],{"categories":2443},[97],{"categories":2445},[100],{"categories":2447},[97],{"categories":2449},[141],{"categories":2451},[],{"categories":2453},[47],{"categories":2455},[],{"categories":2457},[141],{"categories":2459},[100],{"categories":2461},[158],{"categories":2463},[],{"categories":2465},[158],{"categories":2467},[],{"categories":2469},[],{"categories":2471},[103],{"categories":2473},[],{"categories":2475},[97],{"categories":2477},[94],{"categories":2479},[141],{"categories":2481},[151],{"categories":2483},[],{"categories":2485},[],{"categories":2487},[100],{"categories":2489},[94],{"categories":2491},[158],{"categories":2493},[],{"categories":2495},[103],{"categories":2497},[103],{"categories":2499},[47],{"categories":2501},[100],{"categories":2503},[103],{"categories":2505},[100],{"categories":2507},[103],{"categories":2509},[100],{"categories":2511},[106],{"categories":2513},[47],{"categories":2515},[],{"categories":2517},[158],{"categories":2519},[151],{"categories":2521},[103],{"categories":2523},[],{"categories":2525},[100],{"categories":2527},[103],{"categories":2529},[97],{"categories":2531},[94],{"categories":2533},[100],{"categories":2535},[141],{"categories":2537},[151],{"categories":2539},[151],{"categories":2541},[100],{"categories":2543},[144],{"categories":2545},[100],{"categories":2547},[103],{"categories":2549},[97],{"categories":2551},[103],{"categories":2553},[100],{"categories":2555},[100],{"categories":2557},[103],{"categories":2559},[47],{"categories":2561},[],{"categories":2563},[94],{"categories":2565},[100],{"categories":2567},[103],{"categories":2569},[100],{"categories":2571},[100],{"categories":2573},[],{"categories":2575},[141],{"categories":2577},[97],{"categories":2579},[47],{"categories":2581},[100],{"categories":2583},[100],{"categories":2585},[141],{"categories":2587},[158],{"categories":2589},[144],{"categories":2591},[100],{"categories":2593},[47],{"categories":2595},[100],{"categories":2597},[103],{"categories":2599},[413],{"categories":2601},[100],{"categories":2603},[103],{"categories":2605},[144],{"categories":2607},[],{"categories":2609},[103],{"categories":2611},[151],{"categories":2613},[141],{"categories":2615},[100],{"categories":2617},[94],{"categories":2619},[97],{"categories":2621},[151],{"categories":2623},[],{"categories":2625},[103],{"categories":2627},[100],{"categories":2629},[],{"categories":2631},[47],{"categories":2633},[],{"categories":2635},[47],{"categories":2637},[100],{"categories":2639},[103],{"categories":2641},[103],{"categories":2643},[103],{"categories":2645},[],{"categories":2647},[],{"categories":2649},[100],{"categories":2651},[100],{"categories":2653},[],{"categories":2655},[141],{"categories":2657},[103],{"categories":2659},[158],{"categories":2661},[94],{"categories":2663},[],{"categories":2665},[],{"categories":2667},[47],{"categories":2669},[151],{"categories":2671},[100],{"categories":2673},[100],{"categories":2675},[100],{"categories":2677},[151],{"categories":2679},[47],{"categories":2681},[141],{"categories":2683},[100],{"categories":2685},[100],{"categories":2687},[100],{"categories":2689},[47],{"categories":2691},[100],{"categories":2693},[47],{"categories":2695},[103],{"categories":2697},[103],{"categories":2699},[151],{"categories":2701},[103],{"categories":2703},[100],{"categories":2705},[151],{"categories":2707},[141],{"categories":2709},[],{"categories":2711},[103],{"categories":2713},[],{"categories":2715},[],{"categories":2717},[97],{"categories":2719},[100],{"categories":2721},[103],{"categories":2723},[94],{"categories":2725},[103],{"categories":2727},[158],{"categories":2729},[],{"categories":2731},[103],{"categories":2733},[],{"categories":2735},[94],{"categories":2737},[103],{"categories":2739},[],{"categories":2741},[103],{"categories":2743},[100],{"categories":2745},[47],{"categories":2747},[100],{"categories":2749},[103],{"categories":2751},[47],{"categories":2753},[103],{"categories":2755},[151],{"categories":2757},[141],{"categories":2759},[94],{"categories":2761},[],{"categories":2763},[103],{"categories":2765},[141],{"categories":2767},[47],{"categories":2769},[100],{"categories":2771},[141],{"categories":2773},[94],{"categories":2775},[],{"categories":2777},[103],{"categories":2779},[103],{"categories":2781},[100],{"categories":2783},[],{"categories":2785},[103],{"categories":2787},[106],{"categories":2789},[47],{"categories":2791},[103],{"categories":2793},[97],{"categories":2795},[],{"categories":2797},[100],{"categories":2799},[106],{"categories":2801},[100],{"categories":2803},[103],{"categories":2805},[47],{"categories":2807},[94],{"categories":2809},[413],{"categories":2811},[100],{"categories":2813},[100],{"categories":2815},[100],{"categories":2817},[47],{"categories":2819},[97],{"categories":2821},[100],{"categories":2823},[141],{"categories":2825},[47],{"categories":2827},[413],{"categories":2829},[100],{"categories":2831},[],{"categories":2833},[],{"categories":2835},[413],{"categories":2837},[144],{"categories":2839},[103],{"categories":2841},[103],{"categories":2843},[47],{"categories":2845},[100],{"categories":2847},[94],{"categories":2849},[141],{"categories":2851},[103],{"categories":2853},[100],{"categories":2855},[158],{"categories":2857},[100],{"categories":2859},[103],{"categories":2861},[],{"categories":2863},[100],{"categories":2865},[100],{"categories":2867},[47],{"categories":2869},[94],{"categories":2871},[],{"categories":2873},[100],{"categories":2875},[100],{"categories":2877},[151],{"categories":2879},[141],{"categories":2881},[100,103],{"categories":2883},[158,97],{"categories":2885},[100],{"categories":2887},[],{"categories":2889},[103],{"categories":2891},[],{"categories":2893},[151],{"categories":2895},[100],{"categories":2897},[47],{"categories":2899},[],{"categories":2901},[103],{"categories":2903},[],{"categories":2905},[103],{"categories":2907},[94],{"categories":2909},[103],{"categories":2911},[100],{"categories":2913},[413],{"categories":2915},[158],{"categories":2917},[97],{"categories":2919},[97],{"categories":2921},[94],{"categories":2923},[94],{"categories":2925},[100],{"categories":2927},[103],{"categories":2929},[100],{"categories":2931},[100],{"categories":2933},[94],{"categories":2935},[100],{"categories":2937},[158],{"categories":2939},[47],{"categories":2941},[100],{"categories":2943},[103],{"categories":2945},[100],{"categories":2947},[],{"categories":2949},[151],{"categories":2951},[],{"categories":2953},[103],{"categories":2955},[94],{"categories":2957},[],{"categories":2959},[413],{"categories":2961},[100],{"categories":2963},[],{"categories":2965},[47],{"categories":2967},[103],{"categories":2969},[151],{"categories":2971},[100],{"categories":2973},[103],{"categories":2975},[151],{"categories":2977},[103],{"categories":2979},[47],{"categories":2981},[94],{"categories":2983},[47],{"categories":2985},[151],{"categories":2987},[100],{"categories":2989},[141],{"categories":2991},[100],{"categories":2993},[100],{"categories":2995},[100],{"categories":2997},[100],{"categories":2999},[103],{"categories":3001},[100],{"categories":3003},[103],{"categories":3005},[100],{"categories":3007},[94],{"categories":3009},[100],{"categories":3011},[103],{"categories":3013},[141],{"categories":3015},[94],{"categories":3017},[103],{"categories":3019},[141],{"categories":3021},[],{"categories":3023},[100],{"categories":3025},[100],{"categories":3027},[151],{"categories":3029},[],{"categories":3031},[103],{"categories":3033},[158],{"categories":3035},[100],{"categories":3037},[47],{"categories":3039},[158],{"categories":3041},[103],{"categories":3043},[97],{"categories":3045},[97],{"categories":3047},[100],{"categories":3049},[94],{"categories":3051},[],{"categories":3053},[100],{"categories":3055},[],{"categories":3057},[94],{"categories":3059},[100],{"categories":3061},[103],{"categories":3063},[103],{"categories":3065},[],{"categories":3067},[151],{"categories":3069},[151],{"categories":3071},[158],{"categories":3073},[141],{"categories":3075},[],{"categories":3077},[100],{"categories":3079},[94],{"categories":3081},[100],{"categories":3083},[151],{"categories":3085},[94],{"categories":3087},[47],{"categories":3089},[47],{"categories":3091},[],{"categories":3093},[47],{"categories":3095},[103],{"categories":3097},[141],{"categories":3099},[144],{"categories":3101},[100],{"categories":3103},[],{"categories":3105},[47],{"categories":3107},[151],{"categories":3109},[97],{"categories":3111},[100],{"categories":3113},[94],{"categories":3115},[413],{"categories":3117},[94],{"categories":3119},[],{"categories":3121},[],{"categories":3123},[47],{"categories":3125},[],{"categories":3127},[103],{"categories":3129},[103],{"categories":3131},[103],{"categories":3133},[],{"categories":3135},[100],{"categories":3137},[],{"categories":3139},[47],{"categories":3141},[94],{"categories":3143},[141],{"categories":3145},[100],{"categories":3147},[47],{"categories":3149},[47],{"categories":3151},[],{"categories":3153},[47],{"categories":3155},[94],{"categories":3157},[100],{"categories":3159},[],{"categories":3161},[103],{"categories":3163},[103],{"categories":3165},[94],{"categories":3167},[],{"categories":3169},[],{"categories":3171},[],{"categories":3173},[141],{"categories":3175},[103],{"categories":3177},[100],{"categories":3179},[],{"categories":3181},[],{"categories":3183},[],{"categories":3185},[141],{"categories":3187},[],{"categories":3189},[94],{"categories":3191},[],{"categories":3193},[],{"categories":3195},[141],{"categories":3197},[100],{"categories":3199},[47],{"categories":3201},[],{"categories":3203},[158],{"categories":3205},[47],{"categories":3207},[158],{"categories":3209},[100],{"categories":3211},[],{"categories":3213},[],{"categories":3215},[103],{"categories":3217},[],{"categories":3219},[],{"categories":3221},[103],{"categories":3223},[100],{"categories":3225},[],{"categories":3227},[103],{"categories":3229},[47],{"categories":3231},[158],{"categories":3233},[144],{"categories":3235},[103],{"categories":3237},[103],{"categories":3239},[],{"categories":3241},[],{"categories":3243},[],{"categories":3245},[47],{"categories":3247},[],{"categories":3249},[],{"categories":3251},[141],{"categories":3253},[94],{"categories":3255},[],{"categories":3257},[97],{"categories":3259},[158],{"categories":3261},[100],{"categories":3263},[151],{"categories":3265},[94],{"categories":3267},[144],{"categories":3269},[97],{"categories":3271},[151],{"categories":3273},[],{"categories":3275},[],{"categories":3277},[103],{"categories":3279},[94],{"categories":3281},[141],{"categories":3283},[94],{"categories":3285},[103],{"categories":3287},[413],{"categories":3289},[103],{"categories":3291},[],{"categories":3293},[100],{"categories":3295},[47],{"categories":3297},[151],{"categories":3299},[],{"categories":3301},[141],{"categories":3303},[47],{"categories":3305},[94],{"categories":3307},[103],{"categories":3309},[100],{"categories":3311},[97],{"categories":3313},[103,413],{"categories":3315},[103],{"categories":3317},[151],{"categories":3319},[100],{"categories":3321},[144],{"categories":3323},[158],{"categories":3325},[103],{"categories":3327},[],{"categories":3329},[103],{"categories":3331},[100],{"categories":3333},[97],{"categories":3335},[],{"categories":3337},[],{"categories":3339},[100],{"categories":3341},[144],{"categories":3343},[100],{"categories":3345},[],{"categories":3347},[47],{"categories":3349},[],{"categories":3351},[47],{"categories":3353},[151],{"categories":3355},[103],{"categories":3357},[100],{"categories":3359},[158],{"categories":3361},[151],{"categories":3363},[],{"categories":3365},[47],{"categories":3367},[100],{"categories":3369},[],{"categories":3371},[100],{"categories":3373},[103],{"categories":3375},[100],{"categories":3377},[103],{"categories":3379},[100],{"categories":3381},[100],{"categories":3383},[100],{"categories":3385},[100],{"categories":3387},[97],{"categories":3389},[],{"categories":3391},[106],{"categories":3393},[47],{"categories":3395},[100],{"categories":3397},[],{"categories":3399},[151],{"categories":3401},[100],{"categories":3403},[100],{"categories":3405},[103],{"categories":3407},[47],{"categories":3409},[100],{"categories":3411},[100],{"categories":3413},[97],{"categories":3415},[103],{"categories":3417},[141],{"categories":3419},[],{"categories":3421},[144],{"categories":3423},[100],{"categories":3425},[],{"categories":3427},[47],{"categories":3429},[158],{"categories":3431},[],{"categories":3433},[],{"categories":3435},[47],{"categories":3437},[47],{"categories":3439},[158],{"categories":3441},[94],{"categories":3443},[103],{"categories":3445},[103],{"categories":3447},[100],{"categories":3449},[97],{"categories":3451},[],{"categories":3453},[],{"categories":3455},[47],{"categories":3457},[144],{"categories":3459},[151],{"categories":3461},[103],{"categories":3463},[141],{"categories":3465},[144],{"categories":3467},[144],{"categories":3469},[],{"categories":3471},[47],{"categories":3473},[100],{"categories":3475},[100],{"categories":3477},[151],{"categories":3479},[],{"categories":3481},[47],{"categories":3483},[47],{"categories":3485},[47],{"categories":3487},[],{"categories":3489},[103],{"categories":3491},[100],{"categories":3493},[],{"categories":3495},[94],{"categories":3497},[97],{"categories":3499},[],{"categories":3501},[100],{"categories":3503},[100],{"categories":3505},[],{"categories":3507},[151],{"categories":3509},[],{"categories":3511},[],{"categories":3513},[],{"categories":3515},[],{"categories":3517},[100],{"categories":3519},[47],{"categories":3521},[],{"categories":3523},[],{"categories":3525},[100],{"categories":3527},[100],{"categories":3529},[100],{"categories":3531},[144],{"categories":3533},[100],{"categories":3535},[144],{"categories":3537},[],{"categories":3539},[144],{"categories":3541},[144],{"categories":3543},[413],{"categories":3545},[103],{"categories":3547},[151],{"categories":3549},[],{"categories":3551},[],{"categories":3553},[144],{"categories":3555},[151],{"categories":3557},[151],{"categories":3559},[151],{"categories":3561},[],{"categories":3563},[94],{"categories":3565},[151],{"categories":3567},[151],{"categories":3569},[94],{"categories":3571},[151],{"categories":3573},[97],{"categories":3575},[151],{"categories":3577},[151],{"categories":3579},[151],{"categories":3581},[144],{"categories":3583},[47],{"categories":3585},[47],{"categories":3587},[100],{"categories":3589},[151],{"categories":3591},[144],{"categories":3593},[413],{"categories":3595},[144],{"categories":3597},[144],{"categories":3599},[144],{"categories":3601},[],{"categories":3603},[97],{"categories":3605},[],{"categories":3607},[413],{"categories":3609},[151],{"categories":3611},[151],{"categories":3613},[151],{"categories":3615},[103],{"categories":3617},[47,97],{"categories":3619},[144],{"categories":3621},[],{"categories":3623},[],{"categories":3625},[144],{"categories":3627},[],{"categories":3629},[144],{"categories":3631},[47],{"categories":3633},[103],{"categories":3635},[],{"categories":3637},[151],{"categories":3639},[100],{"categories":3641},[141],{"categories":3643},[],{"categories":3645},[100],{"categories":3647},[],{"categories":3649},[47],{"categories":3651},[94],{"categories":3653},[144],{"categories":3655},[],{"categories":3657},[151],{"categories":3659},[47],[3661,3743,3867,4007],{"id":3662,"title":3663,"ai":3664,"body":3669,"categories":3708,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3709,"navigation":73,"path":3727,"published_at":3728,"question":48,"scraped_at":3729,"seo":3730,"sitemap":3731,"source_id":3732,"source_name":3733,"source_type":3734,"source_url":3735,"stem":3736,"tags":3737,"thumbnail_url":3738,"tldr":3739,"tweet":3740,"unknown_tags":3741,"__hash__":3742},"summaries\u002Fsummaries\u002Fa61330f91a7858ee-archon-fixes-ai-agent-randomness-with-harness-engi-summary.md","Archon Fixes AI Agent Randomness with Harness Engineering",{"provider":7,"model":8,"input_tokens":3665,"output_tokens":3666,"processing_time_ms":3667,"cost_usd":3668},4924,1623,22927,0.0017738,{"type":14,"value":3670,"toc":3703},[3671,3675,3678,3686,3690,3693,3696,3700],[17,3672,3674],{"id":3673},"harness-engineering-eliminates-agent-chaos","Harness Engineering Eliminates Agent Chaos",[22,3676,3677],{},"AI agents like those in Claude Code, Cursor, and Codex produce inconsistent outputs on repeated runs—different code, plans, and quality—due to drifting context and mid-task direction changes. Scaling to multiple agents creates repo messes with merge conflicts, wasting time on reruns and fixes. Archon introduces harness engineering: define the entire process (planning, coding, testing, review) in YAML DAG workflows that mix AI steps with fixed actions, acting as a reliable checklist. Agents follow this system instead of guessing, removing randomness. Agent skills are reusable YAML instruction packs that load automatically based on repo needs, preserving knowledge outside chat history for consistent execution.",[22,3679,3680,3681,3685],{},"In practice, run ",[3682,3683,3684],"code",{},"archon serve"," locally (e.g., on M4 Pro, no cloud needed) to launch a UI. Install skills into a repo, then trigger workflows via simple commands. The agent detects issues, loads the skill, and executes step-by-step, visible in terminal or UI logs showing prompts, outputs, and failures. This transparency pinpoints breaks without sifting through confused chat histories.",[17,3687,3689],{"id":3688},"git-worktrees-enable-parallel-conflict-free-runs","Git Worktrees Enable Parallel, Conflict-Free Runs",[22,3691,3692],{},"Every Archon run isolates in its own git worktree, preventing overwrites or conflicts even with multiple parallel agents. This keeps main branch untouched while generating clean PRs with identical structure and results every time—same input yields same output. Unlike raw agents or scripting, workflows are versioned, discoverable, and reusable. Compared to LangChain (better for general bots, not code-specific), Archon targets coding pipelines, outperforming on repo safety and predictability.",[22,3694,3695],{},"Demo shows fixing an issue: agent plans, codes, tests in isolation, then PRs cleanly. Parallel agents scale without repo breakage, turning agents from unreliable demos into shippable tools.",[17,3697,3699],{"id":3698},"trade-offs-upfront-design-for-production-reliability","Trade-offs: Upfront Design for Production Reliability",[22,3701,3702],{},"Archon excels locally on M chips (no VPS needed), is open-source, and makes processes visible via YAML. Git worktrees solve real isolation problems, yielding predictable PRs and no knowledge loss. However, designing workflows requires upfront effort—think like building a system, not quick prompts. It's evolving, so not for one-offs or experiments (waste of time there). Model quality still matters; better models improve outputs. Use it when tired of agent fixes or scaling seriously: highest leverage for production AI coding, shifting from 'hoping agents behave' to defining how they work.",{"title":40,"searchDepth":41,"depth":41,"links":3704},[3705,3706,3707],{"id":3673,"depth":41,"text":3674},{"id":3688,"depth":41,"text":3689},{"id":3698,"depth":41,"text":3699},[103],{"content_references":3710,"triage":3724},[3711,3714,3716,3718,3720,3722],{"type":59,"title":3712,"url":3713,"context":57},"Archon","https:\u002F\u002Fgithub.com\u002Fcoleam00\u002Farchon",{"type":59,"title":3712,"url":3715,"context":57},"https:\u002F\u002Farchon.diy\u002F",{"type":59,"title":3717,"context":57},"Claude Code",{"type":59,"title":3719,"context":57},"Cursor",{"type":59,"title":3721,"context":57},"Codex",{"type":59,"title":3723,"context":57},"LangChain",{"relevance":69,"novelty":70,"quality":70,"actionability":69,"composite":3725,"reasoning":3726},4.55,"Category: AI Automation. The article provides a detailed explanation of harness engineering to improve the reliability of AI agents, addressing a specific pain point of inconsistent outputs in AI coding. It offers actionable steps for implementation, such as using YAML DAG workflows and git worktrees, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002Fa61330f91a7858ee-archon-fixes-ai-agent-randomness-with-harness-engi-summary","2026-05-09 17:45:00","2026-05-10 15:11:09",{"title":3663,"description":40},{"loc":3727},"4783342660aff88a","Better Stack","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=-1BOhPOcEb8","summaries\u002Fa61330f91a7858ee-archon-fixes-ai-agent-randomness-with-harness-engi-summary",[84,85,86,87],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F-1BOhPOcEb8\u002Fhqdefault.jpg","Archon uses YAML DAG workflows, isolated git worktrees, and auto-loading agent skills to make AI coding agents produce consistent, repeatable results with clean PRs, even in parallel runs on local hardware like M4 Pro.","Live demo of [Archon](https:\u002F\u002Farchon.diy\u002F) ([repo](https:\u002F\u002Fgithub.com\u002Fcoleam00\u002Farchon)), a local framework for AI coding agents that uses YAML DAG workflows, git worktrees for parallel runs, and auto-loading skills to produce consistent PRs without repo conflicts. Covers setup on M4 Pro, transparency features, and tradeoffs like upfront workflow design.",[87],"RYwsLtVukAfkN1TmJIUK538EG0icaZD6HZF_zkx0UuE",{"id":3744,"title":3745,"ai":3746,"body":3751,"categories":3835,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3836,"navigation":73,"path":3852,"published_at":3853,"question":48,"scraped_at":3854,"seo":3855,"sitemap":3856,"source_id":3857,"source_name":3858,"source_type":3734,"source_url":3859,"stem":3860,"tags":3861,"thumbnail_url":3862,"tldr":3863,"tweet":3864,"unknown_tags":3865,"__hash__":3866},"summaries\u002Fsummaries\u002F2fdb243679e085f9-pi-obsidian-cli-builds-agent-powered-second-brain-summary.md","Pi + Obsidian CLI Builds Agent-Powered Second Brain",{"provider":7,"model":8,"input_tokens":3747,"output_tokens":3748,"processing_time_ms":3749,"cost_usd":3750},6744,1979,25588,0.00231595,{"type":14,"value":3752,"toc":3829},[3753,3757,3784,3788,3795,3799,3822,3826],[17,3754,3756],{"id":3755},"obsidian-cli-turns-notes-into-agent-accessible-knowledge-base","Obsidian CLI Turns Notes into Agent-Accessible Knowledge Base",[22,3758,3759,3760,3763,3764,3767,3768,3771,3772,3775,3776,3779,3780,3783],{},"Obsidian CLI exposes markdown vaults for scripting, letting agents create, append, search, and manage notes with semantic awareness. Instead of dumb text scans yielding 200 irrelevant lines for \"Kubernetes,\" CLI search ranks by note titles, tags, frontmatter, paths, and links—delivering structured results like relevant note names. Use ",[3682,3761,3762],{},"obsidian new --title \"Daily Note\""," to generate daily journals with tasks, or ",[3682,3765,3766],{},"obsidian search \"meeting notes\""," for ranked matches. Append content via ",[3682,3769,3770],{},"obsidian notes \"path\u002Fto\u002Fnote\" --append \"- [ ] Task\"",", which auto-formats as markdown checklists. Fetch tasks with ",[3682,3773,3774],{},"obsidian tasks --status todo --file daily",", filter unresolved items, or query links\u002Fbacklinks to build graph-like context: ",[3682,3777,3778],{},"obsidian links \"project-note\""," reveals connected resources, projects, and areas per PARA method. Screenshot active UI via CLI for visual debugging—",[3682,3781,3782],{},"obsidian screenshot","—giving agents full context on tabs\u002Fmenus. Pipe results to TUIs like tv for fuzzy terminal search with previews, Neovim opens, or tagging. This grounds agents in your existing vault, avoiding chat history bloat or manual MD dumps.",[17,3785,3787],{"id":3786},"pi-agent-extension-enables-on-demand-vault-queries","Pi Agent Extension Enables On-Demand Vault Queries",[22,3789,3790,3791,3794],{},"Install Pi's Obsidian package (",[3682,3792,3793],{},"pi install pi-obsidian",") to grant the agent CLI access, letting it query\u002Fsearch\u002Fcreate notes inline. Pi self-adapts: it taught itself CLI usage, compared it to direct file access (favoring CLI for structure), and handles 20-second queries on high-reasoning models by opening notes directly. Script morning routines: open daily note, add inbox-check todo, fetch random old note for recall. Agents now treat Obsidian as an IDE for editing\u002Freviewing LLM outputs, storing \"lessons learned\" alongside handwritten notes. Links provide smarter context—agents traverse connections for richer responses, turning flat files into a queryable graph without rebuilding from scratch.",[17,3796,3798],{"id":3797},"graphifi-adds-knowledge-graph-for-token-efficient-retrieval","Graphifi Adds  Knowledge Graph for Token-Efficient Retrieval",[22,3800,3801,3802,3805,3806,3809,3810,3813,3814,3817,3818,3821],{},"Run Graphifi (",[3682,3803,3804],{},"pipx install graphifi",") on your vault to generate a knowledge graph via Tree-sitter parsing, indexing nodes, edges, tags, and semantics—originally for code repos, it adapts to notes. It identifies \"god nodes\" (highly connected), surprising links (e.g., course launch semantically near DevOps notes), and cohesion scores. Outputs: JSON wiki index, HTML viz, report. Pi's Graphifi package (",[3682,3807,3808],{},"pi install graphifi-pi",") instructs agents to traverse the graph pre-query: ",[3682,3811,3812],{},"graphifi build"," on full vault takes 5+ minutes but caps at safe sizes; benchmark shows token reduction per query (less than promised 70x on large note bases, but measurable vs. raw scans). Query ",[3682,3815,3816],{},"explain kubernetes"," for connected nodes; ",[3682,3819,3820],{},"everything I know about Kubernetes"," compiles structured responses with references. This maximizes Q&A on Karpathy's three-layer stack (notes → storage → query), cutting confusion from weak retrieval.",[17,3823,3825],{"id":3824},"markdown-portability-beats-ai-native-note-apps","Markdown Portability Beats AI-Native Note Apps",[22,3827,3828],{},"Skip subscription-locked AI tools promising auto-summaries—they impose proprietary graphs\u002Fmemories. Obsidian's plain markdown stays portable, git-diffable, editable in Neovim, and future-proof. Agents enhance your system without replacing thinking: manually review\u002Fcompile notes to cement knowledge, or graphs waste tokens on unprocessed data. Trade-off: CLI syntax feels like curl (verbose params), no fuzzy UI for results, but scripting efficiency trumps it for automation.",{"title":40,"searchDepth":41,"depth":41,"links":3830},[3831,3832,3833,3834],{"id":3755,"depth":41,"text":3756},{"id":3786,"depth":41,"text":3787},{"id":3797,"depth":41,"text":3798},{"id":3824,"depth":41,"text":3825},[103],{"content_references":3837,"triage":3850},[3838,3844,3846,3848],{"type":3839,"title":3840,"author":3841,"url":3842,"context":3843},"other","Agents Memory","Oracle AI","https:\u002F\u002Ffandf.co\u002F4dd3HOw","recommended",{"type":59,"title":3845,"context":57},"Graphifi",{"type":59,"title":3847,"context":57},"Pi",{"type":59,"title":3849,"context":57},"Obsidian CLI",{"relevance":69,"novelty":70,"quality":70,"actionability":69,"composite":3725,"reasoning":3851},"Category: AI Automation. The article provides a detailed integration of Pi AI agent with Obsidian's CLI, addressing practical applications for automating note management and retrieval, which is highly relevant for product builders. It offers specific commands and workflows that users can implement immediately, such as generating daily notes and querying tasks, making it actionable.","\u002Fsummaries\u002F2fdb243679e085f9-pi-obsidian-cli-builds-agent-powered-second-brain-summary","2026-05-08 13:30:19","2026-05-10 15:24:18",{"title":3745,"description":40},{"loc":3852},"2fdb243679e085f9","AI Summaries (evaluation playlist)","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=JnQcPzjC6Vo","summaries\u002F2fdb243679e085f9-pi-obsidian-cli-builds-agent-powered-second-brain-summary",[84,85,86,87],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FJnQcPzjC6Vo\u002Fhqdefault.jpg","Integrate Pi AI agent with Obsidian's CLI and Graphifi to query markdown notes via structured search, links, and knowledge graphs—reducing token waste and enabling context-aware retrieval without proprietary lock-in.","Walkthrough of Obsidian's new CLI for terminal note automation (create, search, tasks, screenshots, backlinks), integrated with the Pi AI agent via its Obsidian package for vault querying—plus plugs for the creator's [Neovim second-brain course](https:\u002F\u002Flearn.dotb.sh\u002Fcourses\u002Fsecond-brain-neovim) and [Oracle agent memory post](https:\u002F\u002Ffandf.co\u002F4dd3HOw).",[87],"RpuM1WDpT6gtrEYc018chNjpayH07YkGkVm3pYVC_5Q",{"id":3868,"title":3869,"ai":3870,"body":3875,"categories":3971,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3972,"navigation":73,"path":3993,"published_at":3994,"question":48,"scraped_at":3995,"seo":3996,"sitemap":3997,"source_id":3998,"source_name":3999,"source_type":80,"source_url":4000,"stem":4001,"tags":4002,"thumbnail_url":48,"tldr":4003,"tweet":4004,"unknown_tags":4005,"__hash__":4006},"summaries\u002Fsummaries\u002F9134936de8e5f8a6-build-videos-with-html-ai-agents-via-hyperframes-summary.md","Build Videos with HTML + AI Agents via HyperFrames",{"provider":7,"model":8,"input_tokens":3871,"output_tokens":3872,"processing_time_ms":3873,"cost_usd":3874},5154,1529,16723,0.00150445,{"type":14,"value":3876,"toc":3966},[3877,3881,3908,3915,3919,3945,3948,3952,3963],[17,3878,3880],{"id":3879},"quick-setup-for-cross-platform-video-rendering","Quick Setup for Cross-Platform Video Rendering",[22,3882,3883,3884,3887,3888,3891,3892,3895,3896,3899,3900,3903,3904,3907],{},"Install Node.js 22 (winget on Windows: ",[3682,3885,3886],{},"winget install OpenJS.NodeJS.LTS","; nvm on macOS\u002FLinux) and FFmpeg 7 (winget\u002Fapt\u002Fbrew installs). Verify with ",[3682,3889,3890],{},"node --version"," and ",[3682,3893,3894],{},"ffmpeg -version",". Choose an AI code agent: Claude Code (Anthropic native installer) or Codex CLI (",[3682,3897,3898],{},"npm install -g @openai\u002Fcodex","). Add HyperFrames skills via ",[3682,3901,3902],{},"npx skills add heygen-com\u002Fhyperframes","—these teach agents framework patterns like data-attributes, paused GSAP timelines, and sub-composition wiring. Initialize a project with ",[3682,3905,3906],{},"npx hyperframes init my-video",", selecting starters like blank, warm grain, or Swiss grid.",[22,3909,3910,3911,3914],{},"This skips React build pipelines (unlike Remotion), enabling agent-driven edits to plain ",[3682,3912,3913],{},"index.html"," files.",[17,3916,3918],{"id":3917},"agentic-iteration-with-live-preview","Agentic Iteration with Live Preview",[22,3920,3921,3922,3925,3926,3929,3930,3933,3934,3937,3938,3940,3941,3944],{},"Launch your agent in the project directory (",[3682,3923,3924],{},"cd my-video"," then ",[3682,3927,3928],{},"claude","). Prefix prompts with ",[3682,3931,3932],{},"\u002Fhyperframes"," for skill context, e.g., ",[3682,3935,3936],{},"\u002Fhyperframes Build a 5-second intro saying 'Hello HyperFrames' with fade-in",". Agent edits ",[3682,3939,3913],{},"; run ",[3682,3942,3943],{},"npx hyperframes preview"," in another terminal for a browser studio that auto-reloads on saves—no rebuild loop.",[22,3946,3947],{},"Iterate conversationally: prompt for bigger title + subtitle like 'Made with HyperFrames', and preview updates instantly. Agents leverage skills for correct patterns, producing clean, centered animations in seconds.",[17,3949,3951],{"id":3950},"validation-and-deterministic-rendering","Validation and Deterministic Rendering",[22,3953,3954,3955,3958,3959,3962],{},"Before rendering, run ",[3682,3956,3957],{},"npx hyperframes check",": lints for missing data-attributes, validates WCAG AA contrast in headless Chrome, and inspects for layout overflow. Zero errors? Render with ",[3682,3960,3961],{},"npx hyperframes render",": headless Chromium steps frames deterministically (pausing time), FFmpeg encodes to MP4. A 5-second clip renders in ~6 seconds.",[22,3964,3965],{},"This pipeline—prompt → preview → check → render—ensures production-ready videos without broken frames, all open-source and fully deterministic.",{"title":40,"searchDepth":41,"depth":41,"links":3967},[3968,3969,3970],{"id":3879,"depth":41,"text":3880},{"id":3917,"depth":41,"text":3918},{"id":3950,"depth":41,"text":3951},[103],{"content_references":3973,"triage":3991},[3974,3977,3980,3983,3986,3988],{"type":59,"title":3975,"url":3976,"context":3843},"HyperFrames Quickstart","https:\u002F\u002Fhyperframes.heygen.com\u002Fquickstart",{"type":3839,"title":3978,"url":3979,"context":3843},"HyperFrames docs index (machine-readable)","https:\u002F\u002Fhyperframes.heygen.com\u002Fllms.txt",{"type":59,"title":3981,"url":3982,"context":57},"Node.js 22","https:\u002F\u002Fnodejs.org\u002Fen\u002Fdownload",{"type":59,"title":3984,"url":3985,"context":57},"FFmpeg","https:\u002F\u002Fffmpeg.org\u002Fdownload.html",{"type":59,"title":3717,"url":3987,"context":3843},"https:\u002F\u002Fclaude.com\u002Fclaude-code",{"type":59,"title":3989,"url":3990,"context":3843},"Codex CLI","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex",{"relevance":69,"novelty":70,"quality":70,"actionability":69,"composite":3725,"reasoning":3992},"Category: AI Automation. The article provides a detailed guide on using AI agents to create videos with HTML, addressing practical applications for developers looking to integrate AI into their workflows. It includes specific commands and steps for setup and execution, making it immediately actionable for the target audience.","\u002Fsummaries\u002F9134936de8e5f8a6-build-videos-with-html-ai-agents-via-hyperframes-summary","2026-05-07 19:52:01","2026-05-08 11:20:38",{"title":3869,"description":40},{"loc":3993},"20741eb03a51c501","DIY Smart Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=uKnJGspGguI","summaries\u002F9134936de8e5f8a6-build-videos-with-html-ai-agents-via-hyperframes-summary",[84,85,86,87],"Create 5-second videos using plain HTML + GSAP, live browser preview, WCAG AA validation, and deterministic MP4 rendering—no React or build steps. Setup Node 22 + FFmpeg 7, add HyperFrames skills to Claude Code or Codex CLI agents.","Step-by-step beginner guide to installing Node.js 22, FFmpeg 7, and HyperFrames (with Claude Code or Codex CLI) on Windows\u002FmacOS\u002FLinux, then generating and rendering a simple 5-second HTML\u002FGSAP intro video to MP4 via live preview and agent prompts. Includes a short sponsor break for an AI coding community.",[87],"_F8xEe8GZvL1fnCcrc_024Xmj038kkLjAJhx-f0w12M",{"id":4008,"title":4009,"ai":4010,"body":4015,"categories":4178,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4179,"navigation":73,"path":4192,"published_at":4193,"question":48,"scraped_at":4194,"seo":4195,"sitemap":4196,"source_id":4197,"source_name":4198,"source_type":80,"source_url":4199,"stem":4200,"tags":4201,"thumbnail_url":48,"tldr":4202,"tweet":48,"unknown_tags":4203,"__hash__":4204},"summaries\u002Fsummaries\u002F05441ce41695a054-codex-edges-out-claude-code-as-knowledge-work-os-summary.md","Codex Edges Out Claude Code as Knowledge Work OS",{"provider":7,"model":8,"input_tokens":4011,"output_tokens":4012,"processing_time_ms":4013,"cost_usd":4014},8850,3228,59282,0.00309255,{"type":14,"value":4016,"toc":4170},[4017,4021,4024,4027,4030,4033,4037,4040,4043,4046,4049,4053,4056,4079,4082,4088,4091,4094,4098,4101,4104,4112,4115,4118,4122,4125,4128,4131,4134,4138],[17,4018,4020],{"id":4019},"coding-agents-unlock-all-knowledge-work","Coding Agents Unlock All Knowledge Work",[22,4022,4023],{},"Dan Shipper argues that a strong general-purpose coding agent on your desktop transforms any knowledge work because \"If it can write software on its own, it can do any kind of knowledge work on its own.\" He traces Codex's rapid evolution: six months ago, it was \"trash\"—argumentative, lacking emotional intelligence, suited only for senior engineers doing pair programming. OpenAI initially siloed vibe coding to ChatGPT while sandboxing Codex. But Anthropic's Claude Code proved the model: fast, smart, emotionally intelligent access to your computer let programmers ditch traditional IDEs, typing natural commands into a terminal instead.",[22,4025,4026],{},"This insight flipped the script. Knowledge workers like Austin Tedesco started delegating non-coding tasks—strategic planning, data analysis, marketing—in Claude Code. OpenAI pivoted hard over three months with GPT-5.5, turning Codex into a versatile daily driver. Dan calls it the \"agent management interface\"—a desktop app wrapping a programming agent that accesses files, browsers, and APIs—emerging as the new operating system. Competitors race: Anthropic (Claude Code\u002FCopilot Work), OpenAI (Codex), xAI (Cursor acquisition), Google looming. Bounce between them to stay ahead, as each unlocks agent-first workflows where your agent interfaces with software on your behalf.",[22,4028,4029],{},"Austin's \"agent pill moment\" hit in December-January: a weekend deep dive into Claude Code CLI via Warp terminal, automating personal and work tasks across apps. It became his thought partner for strategic thinking, data, and shipping copy, consolidating scattered tools. Parity arrived with GPT-5.5—Opus edges design, but Codex wins overall for Austin's needs.",[22,4031,4032],{},"\"When I sign on during the day, Codex is the first thing I open. It is pulling in whatever I need from Gmail, Slack, Notion, Stripe... it's where I spend like 80% of my time working overwhelmingly because the app itself is just so good.\"",[17,4034,4036],{"id":4035},"desktop-app-superiority-drives-the-switch","Desktop App Superiority Drives the Switch",[22,4038,4039],{},"Austin switched fully to Codex despite initial resistance—friends in New York reacted with \"horror\" at migrating from Claude's game-changing desktop app. Emotional friction is high: Claude felt revolutionary, so 30-40% better feels like massive rework. But Codex's desktop app crushes on speed, sub-agents, automation suggestions, and organization. Claude's desktop (Copilot Work) never clicked for him; recent updates lagged in stress tests like multi-chat GTM planning plus PR shipping to Sparkle.",[22,4041,4042],{},"Key diffs: Codex folders persist chats, handle engineering-to-growth seamlessly without app-switching. It's \"much better organized than the Claude Desktop app.\" Migrations are straightforward—Claude Code built his \"Every Growth OS\" folder (a .claude MD synced to GitHub), which Codex imported effortlessly. No lock-in; ask Codex to \"grab all my Claude stuff.\"",[22,4044,4045],{},"Dan agrees: both companies see the endgame, trading leads every few weeks. For now, switch easily to benchmark. Austin pushes team trials: \"You really should right now. You would get a big benefit.\"",[22,4047,4048],{},"Past Codex humbled him—building a personal app left him \"feeling more stupid than\" anything, with the agent snapping \"Why? Why don't you just do what I'm recommending?\" Results were good, but Claude won 80% of reaches.",[17,4050,4052],{"id":4051},"every-growth-os-folders-keys-and-reviewer-agents","Every Growth OS: Folders, Keys, and Reviewer Agents",[22,4054,4055],{},"Austin's setup is a blueprint for knowledge workers. Core: \"Every Growth OS\" folder with:",[4057,4058,4059,4067,4073],"ul",{},[4060,4061,4062,4066],"li",{},[4063,4064,4065],"strong",{},"Secrets\u002Fkeys",": Gmail, Slack, Notion, Stripe—manual plugin setup, then persistent.",[4060,4068,4069,4072],{},[4063,4070,4071],{},"Project files",": Every's business context, work styles.",[4060,4074,4075,4078],{},[4063,4076,4077],{},"Reviewer agents",": Forked from Compound Engineering plugin (by Kieran Classen). Custom for growth: strategic alignment to company goals, data accuracy. Trigger post-plan: \"reviews for security... not as helpful for strategic plans.\" Targeted feedback loops beat generic checks.",[22,4080,4081],{},"Recommended starter prompt (Austin shares for copy-paste):",[4083,4084,4085],"blockquote",{},[22,4086,4087],{},"Through the plugin tool with Codex, connect tools like Gmail, Slack, Notion. Start compound engineering brainstorm: \"Go take a look at the things I use most (Notion, Slack, Gmail) and think of automations that would help my work.\"",[22,4089,4090],{},"Let the frontier model teach you—\"Having a very smart... model tell me how to use it... is exactly where I want to start.\"",[22,4092,4093],{},"This yields triage automations (follow-ups across sources), event command centers (camps with moving parts), recruiting pipelines (Notion-synced, skipping Ashby).",[17,4095,4097],{"id":4096},"automations-that-just-workdumb-and-smart-agents","Automations That Just Work—Dumb and Smart Agents",[22,4099,4100],{},"Codex excels at shipping automations with minimal tweaks. Brainstorm prompts surface ideas like daily unresponded triage (drafts replies; thumbs-up Slack reaction executes). Dumb agents: reliable, rule-based (\"do the right thing every time\"). Smart ones: creative partners like OpenClaw or upcoming Plus One.",[22,4102,4103],{},"Examples:",[4057,4105,4106,4109],{},[4060,4107,4108],{},"Morning: \"Make the run of show\" for camp—pulls prior chats, pushes to Notion\u002FSlack. Perfect on first try.",[4060,4110,4111],{},"End-of-day: Compiles loose ends, drafts replies.",[22,4113,4114],{},"\"I do find that they just work incredibly well... there's this set of instructions... I can change when it runs... but mostly it just works.\"",[22,4116,4117],{},"Stress test: Kate (editor-in-chief) onboarding—Codex brainstormed her automations flawlessly.",[17,4119,4121],{"id":4120},"from-transcripts-to-gtm-plans-and-kpi-dashboards","From Transcripts to GTM Plans and KPI Dashboards",[22,4123,4124],{},"Codex synthesizes chaos into action. Austin fed meeting transcripts\u002FSlack threads; it output a full GTM plan—strategic, data-backed, reviewer-passed. Faster than Claude's clunky multi-chat equivalent.",[22,4126,4127],{},"KPI dashboard: Rebuilt company's live Notion tracker agents can read. Pulls Stripe data, updates dynamically. Dan uses for recruiting: deep engineering, writing, pipelines.",[22,4129,4130],{},"Inspired by product exec Claire Vo: Specialized agents for growth tasks. E.g., synthesize transcripts into plans rivaling human output.",[22,4132,4133],{},"\"Codex for everything from deep engineering stuff to writing to recruiting... It's really good for that.\"",[17,4135,4137],{"id":4136},"key-takeaways","Key Takeaways",[4057,4139,4140,4143,4146,4149,4152,4155,4158,4161,4164,4167],{},[4060,4141,4142],{},"Start with a brainstorm prompt in Codex\u002FClaude desktop: Connect your top 3 tools (e.g., Gmail\u002FSlack\u002FNotion), ask for automations tailored to your work—models surface surprises you miss.",[4060,4144,4145],{},"Build a persistent folder like \"Growth OS\": Keys for APIs, context files, custom reviewers (strategic alignment, data accuracy)—enables targeted feedback without context loss.",[4060,4147,4148],{},"Prioritize desktop apps over CLI\u002Fchat: Speed and sub-agents make 80% workflow shift feasible; test Codex vs. Claude weekly as they leapfrog.",[4060,4150,4151],{},"Classify agents: Dumb (scheduled triage\u002Freplies) for reliability; smart (GTM brainstorming) for strategy—Codex builds both seamlessly.",[4060,4153,4154],{},"Migrate fearlessly: Import Claude setups directly; 30-40% gains compound daily (e.g., run-of-show in seconds).",[4060,4156,4157],{},"For recruiting\u002Fhiring: Skip Ashby; Notion + agent pipelines track everything—query naturally.",[4060,4159,4160],{},"Synthesize inputs ruthlessly: Transcripts + threads → GTM plans with reviewers; build readable KPI Notion pages for agent loops.",[4060,4162,4163],{},"Bounce tools: Use Codex for speed\u002Fengineering, Claude for design—parity means no loyalty yet.",[4060,4165,4166],{},"Agent interfaces are the new OS: Delegate to agents interfacing software; unlocks pre-agent impossibilities.",[4060,4168,4169],{},"Emotional resistance is normal—push through; friends' horror fades post-demo.",{"title":40,"searchDepth":41,"depth":41,"links":4171},[4172,4173,4174,4175,4176,4177],{"id":4019,"depth":41,"text":4020},{"id":4035,"depth":41,"text":4036},{"id":4051,"depth":41,"text":4052},{"id":4096,"depth":41,"text":4097},{"id":4120,"depth":41,"text":4121},{"id":4136,"depth":41,"text":4137},[103],{"content_references":4180,"triage":4188},[4181,4185],{"type":3839,"title":4182,"author":4183,"url":4184,"context":57},"OpenAI has some catching up to do","Dan Shipper","https:\u002F\u002Fevery.to\u002Fchain-of-thought\u002Fopenai-has-some-catching-up-to-do",{"type":3839,"title":4186,"url":4187,"context":57},"GPT-5.5","https:\u002F\u002Fevery.to\u002Fvibe-check\u002Fgpt-5-5",{"relevance":70,"novelty":4189,"quality":70,"actionability":4189,"composite":4190,"reasoning":4191},3,3.6,"Category: AI Automation. The article discusses the practical application of Codex as a tool for automating knowledge work, addressing the audience's need for actionable insights on AI tools. It provides a concrete example of how a user integrates Codex into their workflow, which is relevant for builders looking to enhance productivity.","\u002Fsummaries\u002F05441ce41695a054-codex-edges-out-claude-code-as-knowledge-work-os-summary","2026-05-06 15:01:45","2026-05-06 16:10:43",{"title":4009,"description":40},{"loc":4192},"bfc07d6a08295aa6","Every","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=x9BNBcP_C7Q","summaries\u002F05441ce41695a054-codex-edges-out-claude-code-as-knowledge-work-os-summary",[84,85,86,87],"Austin Tedesco switched to Codex desktop app for 80% of his growth work—automations, GTM plans, KPIs—praising its speed and interface over Claude Code, signaling agent apps as the new OS.",[87],"76TXFYE5WBgClG311f6IK6mRA6SlUC1w4du-CL7n0Fc"]