[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-h2e-framework-tames-gemma-4-for-deterministic-indu-summary":3,"summaries-facets-categories":112,"summary-related-h2e-framework-tames-gemma-4-for-deterministic-indu-summary":4518},{"id":4,"title":5,"ai":6,"body":13,"categories":77,"created_at":78,"date_modified":78,"description":71,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":81,"navigation":94,"path":95,"published_at":96,"question":78,"scraped_at":97,"seo":98,"sitemap":99,"source_id":100,"source_name":101,"source_type":102,"source_url":103,"stem":104,"tags":105,"thumbnail_url":78,"tldr":109,"tweet":78,"unknown_tags":110,"__hash__":111},"summaries\u002Fsummaries\u002Fh2e-framework-tames-gemma-4-for-deterministic-indu-summary.md","H2E Framework Tames Gemma 4 for Deterministic Industrial AI",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",4408,1300,6461,0.00150895,{"type":14,"value":15,"toc":70},"minimark",[16,21,25,29,32,60,63,67],[17,18,20],"h2",{"id":19},"optimize-gemma-4-for-high-performance-reliability","Optimize Gemma 4 for High-Performance Reliability",[22,23,24],"p",{},"Achieve low-latency processing of complex structured data by running Gemma 4 31B on NVIDIA A100 with Unsloth-optimized 4-bit quantization and Flash Attention 2. This baseline (notebook Cases 1-3) turns the model into a fast 'Worker' capable of industrial diagnostics, expanding to multimodal vision (Case 5) for visual audits like Golden Gate Bridge integrity checks. Result: Minimal latency ensures real-time feasibility in high-stakes environments, where raw compute refines into predictable outputs.",[17,26,28],{"id":27},"enforce-determinism-with-h2es-architect-controls","Enforce Determinism with H2E's Architect Controls",[22,30,31],{},"Position the LLM strictly as a 'Worker' under an 'Architect' governance layer using three code-enforced mechanisms:",[33,34,35,48,54],"ul",{},[36,37,38,42,43,47],"li",{},[39,40,41],"strong",{},"Deterministic Locking",": Set ",[44,45,46],"code",{},"set_reproducibility(seed=123)"," to eliminate randomness, making every diagnostic report repeatable and compliant with industrial audits.",[36,49,50,53],{},[39,51,52],{},"Normalized Expert Zone (NEZ)",": Define hard boundaries with expert rules, e.g., safety reports must include 'Ground Speed' cross-verification and 'Maintenance SOP' adherence—outputs violating these fail validation.",[36,55,56,59],{},[39,57,58],{},"Semantic ROI (SROI)",": Quantify adherence as the Architect's veto; fluent but non-compliant responses score SROI=0 and get rejected instantly (Case 7 example).",[22,61,62],{},"This H2E structure preserves model depth while guaranteeing mathematical certainty, shifting from black-box predictions to sovereign, human-expert-governed systems.",[17,64,66],{"id":65},"validate-multimodal-outputs-for-zero-hallucination-approvals","Validate Multimodal Outputs for Zero-Hallucination Approvals",[22,68,69],{},"In Case 8, fuse vision analysis with H2E governance: The Sentinel demands visual proof of 'Tower Integrity' before approving maintenance releases. Textual conclusions must anchor to image data points, blocking hallucinated approvals. Outcome: Creates auditable pipelines for critical infrastructure, where AI labor scales expert oversight without risking untraceable errors—proving safety emerges from caged power, not reduced capability.",{"title":71,"searchDepth":72,"depth":72,"links":73},"",2,[74,75,76],{"id":19,"depth":72,"text":20},{"id":27,"depth":72,"text":28},{"id":65,"depth":72,"text":66},[],null,"md",false,{"content_references":82,"triage":89},[83],{"type":84,"title":85,"author":86,"url":87,"context":88},"other","GEMMA4_DEMO.ipynb","Frank Morales Aguilera","https:\u002F\u002Fgithub.com\u002Ffrank-morales2020\u002FMLxDL\u002Fblob\u002Fmain\u002FGEMMA4_DEMO.ipynb","cited",{"relevance":90,"novelty":91,"quality":91,"actionability":91,"composite":92,"reasoning":93},5,4,4.35,"Category: AI Automation. The article provides a detailed framework for integrating the Gemma 4 model into deterministic industrial applications, addressing specific pain points like ensuring reliability and compliance in safety-critical environments. It offers actionable insights on implementing governance mechanisms, such as deterministic locking and NEZ rules, which are directly applicable to product builders in AI.",true,"\u002Fsummaries\u002Fh2e-framework-tames-gemma-4-for-deterministic-indu-summary","2026-04-15 15:55:04","2026-04-16 03:18:54",{"title":5,"description":71},{"loc":95},"83f52b2124986781","AI Simplified in Plain English","article","https:\u002F\u002Fmedium.com\u002Fai-simplified-in-plain-english\u002Fthe-architecture-of-certainty-integrating-gemma-4-with-the-h2e-framework-fc4ecece0ab5?source=rss----f37ab7d4e76b---4","summaries\u002Fh2e-framework-tames-gemma-4-for-deterministic-indu-summary",[106,107,108],"llm","ai-tools","ai-automation","Govern probabilistic LLMs like Gemma 4 31B as 'Workers' under a deterministic 'Architect' via locking, NEZ rules, and SROI vetoes, enabling auditable diagnostics in safety-critical settings like bridge inspections.",[108],"u081MsYwmYnBlmzgwAL1doftT_wIXksH4o1H0vQ6xpg",[113,116,118,121,123,126,129,132,135,137,139,141,143,145,147,149,152,154,156,158,160,162,164,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516],{"categories":114},[115],"Business & SaaS",{"categories":117},[115],{"categories":119},[120],"AI News & Trends",{"categories":122},[],{"categories":124},[125],"AI Automation",{"categories":127},[128],"Marketing & Growth",{"categories":130},[131],"Design & Frontend",{"categories":133},[134],"Software Engineering",{"categories":136},[125],{"categories":138},[],{"categories":140},[131],{"categories":142},[131],{"categories":144},[125],{"categories":146},[131],{"categories":148},[131],{"categories":150},[151],"AI & LLMs",{"categories":153},[131],{"categories":155},[131],{"categories":157},[],{"categories":159},[131],{"categories":161},[131],{"categories":163},[151],{"categories":165},[166],"Developer Productivity",{"categories":168},[151],{"categories":170},[151],{"categories":172},[151],{"categories":174},[120],{"categories":176},[151],{"categories":178},[125],{"categories":180},[115],{"categories":182},[120],{"categories":184},[128],{"categories":186},[],{"categories":188},[],{"categories":190},[125],{"categories":192},[125],{"categories":194},[125],{"categories":196},[128],{"categories":198},[151],{"categories":200},[166],{"categories":202},[120],{"categories":204},[],{"categories":206},[],{"categories":208},[],{"categories":210},[211],"Data Science & Visualization",{"categories":213},[],{"categories":215},[125],{"categories":217},[134],{"categories":219},[125],{"categories":221},[125],{"categories":223},[151],{"categories":225},[128],{"categories":227},[125],{"categories":229},[],{"categories":231},[],{"categories":233},[],{"categories":235},[131],{"categories":237},[131],{"categories":239},[125],{"categories":241},[128],{"categories":243},[166],{"categories":245},[131],{"categories":247},[151],{"categories":249},[134],{"categories":251},[151],{"categories":253},[],{"categories":255},[125],{"categories":257},[151],{"categories":259},[166],{"categories":261},[166],{"categories":263},[],{"categories":265},[128],{"categories":267},[115],{"categories":269},[151],{"categories":271},[115],{"categories":273},[115],{"categories":275},[125],{"categories":277},[128],{"categories":279},[125],{"categories":281},[115],{"categories":283},[125],{"categories":285},[131],{"categories":287},[151],{"categories":289},[131],{"categories":291},[151],{"categories":293},[115],{"categories":295},[151],{"categories":297},[128],{"categories":299},[],{"categories":301},[151],{"categories":303},[115],{"categories":305},[],{"categories":307},[120],{"categories":309},[134],{"categories":311},[],{"categories":313},[151],{"categories":315},[131],{"categories":317},[151],{"categories":319},[131],{"categories":321},[],{"categories":323},[125],{"categories":325},[],{"categories":327},[],{"categories":329},[],{"categories":331},[151],{"categories":333},[],{"categories":335},[151],{"categories":337},[151],{"categories":339},[131],{"categories":341},[151],{"categories":343},[166],{"categories":345},[125],{"categories":347},[128],{"categories":349},[166],{"categories":351},[166],{"categories":353},[166],{"categories":355},[128],{"categories":357},[128],{"categories":359},[151],{"categories":361},[151],{"categories":363},[131],{"categories":365},[115],{"categories":367},[131],{"categories":369},[134],{"categories":371},[115],{"categories":373},[115],{"categories":375},[115],{"categories":377},[131],{"categories":379},[],{"categories":381},[],{"categories":383},[151],{"categories":385},[151],{"categories":387},[134],{"categories":389},[151],{"categories":391},[151],{"categories":393},[],{"categories":395},[151],{"categories":397},[151],{"categories":399},[],{"categories":401},[151],{"categories":403},[120],{"categories":405},[120],{"categories":407},[],{"categories":409},[],{"categories":411},[128],{"categories":413},[128],{"categories":415},[134],{"categories":417},[151],{"categories":419},[],{"categories":421},[],{"categories":423},[125],{"categories":425},[151],{"categories":427},[151],{"categories":429},[],{"categories":431},[151,115],{"categories":433},[151],{"categories":435},[],{"categories":437},[151],{"categories":439},[151],{"categories":441},[],{"categories":443},[],{"categories":445},[125],{"categories":447},[151],{"categories":449},[151],{"categories":451},[125],{"categories":453},[151],{"categories":455},[],{"categories":457},[],{"categories":459},[151],{"categories":461},[],{"categories":463},[151],{"categories":465},[151],{"categories":467},[],{"categories":469},[125],{"categories":471},[131],{"categories":473},[],{"categories":475},[125,476],"DevOps & Cloud",{"categories":478},[151],{"categories":480},[125],{"categories":482},[151],{"categories":484},[],{"categories":486},[],{"categories":488},[],{"categories":490},[],{"categories":492},[151],{"categories":494},[125],{"categories":496},[],{"categories":498},[125],{"categories":500},[],{"categories":502},[151],{"categories":504},[],{"categories":506},[],{"categories":508},[],{"categories":510},[],{"categories":512},[125],{"categories":514},[131],{"categories":516},[151],{"categories":518},[128],{"categories":520},[120],{"categories":522},[115],{"categories":524},[166],{"categories":526},[],{"categories":528},[125],{"categories":530},[125],{"categories":532},[151],{"categories":534},[],{"categories":536},[],{"categories":538},[],{"categories":540},[125],{"categories":542},[],{"categories":544},[125],{"categories":546},[125],{"categories":548},[120],{"categories":550},[125],{"categories":552},[151],{"categories":554},[],{"categories":556},[151],{"categories":558},[],{"categories":560},[120],{"categories":562},[125,563],"Product Strategy",{"categories":565},[134],{"categories":567},[476],{"categories":569},[563],{"categories":571},[151],{"categories":573},[125],{"categories":575},[],{"categories":577},[120],{"categories":579},[120],{"categories":581},[125],{"categories":583},[],{"categories":585},[125],{"categories":587},[151],{"categories":589},[151],{"categories":591},[166],{"categories":593},[151],{"categories":595},[],{"categories":597},[151,134],{"categories":599},[120],{"categories":601},[151],{"categories":603},[120],{"categories":605},[125],{"categories":607},[120],{"categories":609},[],{"categories":611},[134],{"categories":613},[115],{"categories":615},[],{"categories":617},[125],{"categories":619},[125],{"categories":621},[125],{"categories":623},[125],{"categories":625},[115],{"categories":627},[131],{"categories":629},[128],{"categories":631},[],{"categories":633},[125],{"categories":635},[],{"categories":637},[120],{"categories":639},[120],{"categories":641},[120],{"categories":643},[125],{"categories":645},[120],{"categories":647},[151],{"categories":649},[166],{"categories":651},[151],{"categories":653},[134],{"categories":655},[151,166],{"categories":657},[166],{"categories":659},[166],{"categories":661},[166],{"categories":663},[166],{"categories":665},[151],{"categories":667},[],{"categories":669},[],{"categories":671},[128],{"categories":673},[],{"categories":675},[151],{"categories":677},[166],{"categories":679},[151],{"categories":681},[131],{"categories":683},[134],{"categories":685},[],{"categories":687},[151],{"categories":689},[166],{"categories":691},[128],{"categories":693},[120],{"categories":695},[134],{"categories":697},[151],{"categories":699},[],{"categories":701},[134],{"categories":703},[131],{"categories":705},[115],{"categories":707},[115],{"categories":709},[],{"categories":711},[131],{"categories":713},[115],{"categories":715},[120],{"categories":717},[166],{"categories":719},[125],{"categories":721},[125],{"categories":723},[151],{"categories":725},[151],{"categories":727},[120],{"categories":729},[120],{"categories":731},[166],{"categories":733},[120],{"categories":735},[],{"categories":737},[563],{"categories":739},[125],{"categories":741},[120],{"categories":743},[120],{"categories":745},[120],{"categories":747},[151],{"categories":749},[125],{"categories":751},[125],{"categories":753},[115],{"categories":755},[115],{"categories":757},[151],{"categories":759},[120],{"categories":761},[],{"categories":763},[151],{"categories":765},[115],{"categories":767},[125],{"categories":769},[125],{"categories":771},[125],{"categories":773},[131],{"categories":775},[125],{"categories":777},[166],{"categories":779},[120],{"categories":781},[120],{"categories":783},[120],{"categories":785},[120],{"categories":787},[120],{"categories":789},[],{"categories":791},[],{"categories":793},[166],{"categories":795},[120],{"categories":797},[120],{"categories":799},[120],{"categories":801},[],{"categories":803},[151],{"categories":805},[],{"categories":807},[],{"categories":809},[131],{"categories":811},[115],{"categories":813},[],{"categories":815},[120],{"categories":817},[125],{"categories":819},[125],{"categories":821},[125],{"categories":823},[128],{"categories":825},[125],{"categories":827},[],{"categories":829},[120],{"categories":831},[120],{"categories":833},[151],{"categories":835},[],{"categories":837},[128],{"categories":839},[128],{"categories":841},[151],{"categories":843},[120],{"categories":845},[115],{"categories":847},[134],{"categories":849},[151],{"categories":851},[],{"categories":853},[151],{"categories":855},[151],{"categories":857},[134],{"categories":859},[151],{"categories":861},[151],{"categories":863},[151],{"categories":865},[128],{"categories":867},[120],{"categories":869},[151],{"categories":871},[151],{"categories":873},[120],{"categories":875},[125],{"categories":877},[166],{"categories":879},[115],{"categories":881},[151],{"categories":883},[166],{"categories":885},[166],{"categories":887},[],{"categories":889},[128],{"categories":891},[120],{"categories":893},[120],{"categories":895},[166],{"categories":897},[125],{"categories":899},[125],{"categories":901},[125],{"categories":903},[125],{"categories":905},[131],{"categories":907},[151],{"categories":909},[151],{"categories":911},[563],{"categories":913},[151],{"categories":915},[151],{"categories":917},[125],{"categories":919},[115],{"categories":921},[128],{"categories":923},[],{"categories":925},[115],{"categories":927},[115],{"categories":929},[],{"categories":931},[131],{"categories":933},[151],{"categories":935},[],{"categories":937},[],{"categories":939},[120],{"categories":941},[120],{"categories":943},[120],{"categories":945},[120],{"categories":947},[],{"categories":949},[120],{"categories":951},[151],{"categories":953},[151],{"categories":955},[],{"categories":957},[120],{"categories":959},[120],{"categories":961},[115],{"categories":963},[151],{"categories":965},[],{"categories":967},[],{"categories":969},[120],{"categories":971},[120],{"categories":973},[120],{"categories":975},[151],{"categories":977},[120],{"categories":979},[120],{"categories":981},[120],{"categories":983},[120],{"categories":985},[120],{"categories":987},[],{"categories":989},[125],{"categories":991},[151],{"categories":993},[128],{"categories":995},[115],{"categories":997},[125],{"categories":999},[151],{"categories":1001},[],{"categories":1003},[128],{"categories":1005},[120],{"categories":1007},[120],{"categories":1009},[120],{"categories":1011},[120],{"categories":1013},[166],{"categories":1015},[134],{"categories":1017},[],{"categories":1019},[151],{"categories":1021},[125],{"categories":1023},[125],{"categories":1025},[125],{"categories":1027},[476],{"categories":1029},[125],{"categories":1031},[151],{"categories":1033},[151],{"categories":1035},[134],{"categories":1037},[476],{"categories":1039},[211],{"categories":1041},[151],{"categories":1043},[211],{"categories":1045},[],{"categories":1047},[128],{"categories":1049},[128],{"categories":1051},[131],{"categories":1053},[476],{"categories":1055},[125],{"categories":1057},[151],{"categories":1059},[151],{"categories":1061},[125],{"categories":1063},[125],{"categories":1065},[125],{"categories":1067},[166],{"categories":1069},[166],{"categories":1071},[125],{"categories":1073},[125],{"categories":1075},[],{"categories":1077},[125],{"categories":1079},[125],{"categories":1081},[151],{"categories":1083},[211],{"categories":1085},[125],{"categories":1087},[125],{"categories":1089},[125],{"categories":1091},[125],{"categories":1093},[115],{"categories":1095},[131],{"categories":1097},[120],{"categories":1099},[134],{"categories":1101},[476],{"categories":1103},[134],{"categories":1105},[211],{"categories":1107},[],{"categories":1109},[134],{"categories":1111},[],{"categories":1113},[],{"categories":1115},[134],{"categories":1117},[151],{"categories":1119},[],{"categories":1121},[],{"categories":1123},[],{"categories":1125},[115],{"categories":1127},[],{"categories":1129},[],{"categories":1131},[211],{"categories":1133},[151],{"categories":1135},[476],{"categories":1137},[151],{"categories":1139},[],{"categories":1141},[125],{"categories":1143},[166],{"categories":1145},[166],{"categories":1147},[128],{"categories":1149},[128],{"categories":1151},[128],{"categories":1153},[476],{"categories":1155},[134],{"categories":1157},[125],{"categories":1159},[115],{"categories":1161},[115],{"categories":1163},[134],{"categories":1165},[131],{"categories":1167},[211],{"categories":1169},[131],{"categories":1171},[],{"categories":1173},[151],{"categories":1175},[125],{"categories":1177},[125],{"categories":1179},[166],{"categories":1181},[125],{"categories":1183},[125],{"categories":1185},[131],{"categories":1187},[131],{"categories":1189},[125],{"categories":1191},[476],{"categories":1193},[151],{"categories":1195},[],{"categories":1197},[128],{"categories":1199},[125],{"categories":1201},[115],{"categories":1203},[125],{"categories":1205},[125],{"categories":1207},[],{"categories":1209},[151],{"categories":1211},[125],{"categories":1213},[125],{"categories":1215},[166],{"categories":1217},[125],{"categories":1219},[151],{"categories":1221},[],{"categories":1223},[125],{"categories":1225},[],{"categories":1227},[131],{"categories":1229},[166],{"categories":1231},[151],{"categories":1233},[134],{"categories":1235},[131],{"categories":1237},[166],{"categories":1239},[211],{"categories":1241},[166],{"categories":1243},[],{"categories":1245},[151],{"categories":1247},[151],{"categories":1249},[563],{"categories":1251},[134],{"categories":1253},[151,125],{"categories":1255},[125],{"categories":1257},[151],{"categories":1259},[125],{"categories":1261},[125,134],{"categories":1263},[125],{"categories":1265},[151],{"categories":1267},[],{"categories":1269},[166],{"categories":1271},[151],{"categories":1273},[125],{"categories":1275},[151],{"categories":1277},[],{"categories":1279},[134],{"categories":1281},[115],{"categories":1283},[125],{"categories":1285},[],{"categories":1287},[211],{"categories":1289},[134],{"categories":1291},[125],{"categories":1293},[134],{"categories":1295},[],{"categories":1297},[125],{"categories":1299},[],{"categories":1301},[125],{"categories":1303},[],{"categories":1305},[],{"categories":1307},[131],{"categories":1309},[166],{"categories":1311},[151],{"categories":1313},[125],{"categories":1315},[],{"categories":1317},[125],{"categories":1319},[134],{"categories":1321},[151],{"categories":1323},[151],{"categories":1325},[134],{"categories":1327},[134],{"categories":1329},[166],{"categories":1331},[115],{"categories":1333},[],{"categories":1335},[151],{"categories":1337},[151],{"categories":1339},[151],{"categories":1341},[125],{"categories":1343},[151],{"categories":1345},[],{"categories":1347},[131],{"categories":1349},[151],{"categories":1351},[125],{"categories":1353},[],{"categories":1355},[151],{"categories":1357},[],{"categories":1359},[151],{"categories":1361},[],{"categories":1363},[],{"categories":1365},[],{"categories":1367},[151],{"categories":1369},[151],{"categories":1371},[151],{"categories":1373},[151],{"categories":1375},[],{"categories":1377},[151],{"categories":1379},[151],{"categories":1381},[151],{"categories":1383},[],{"categories":1385},[151],{"categories":1387},[],{"categories":1389},[128],{"categories":1391},[151],{"categories":1393},[],{"categories":1395},[],{"categories":1397},[],{"categories":1399},[151],{"categories":1401},[120],{"categories":1403},[120],{"categories":1405},[],{"categories":1407},[125],{"categories":1409},[151],{"categories":1411},[],{"categories":1413},[151],{"categories":1415},[151],{"categories":1417},[120],{"categories":1419},[],{"categories":1421},[151],{"categories":1423},[120],{"categories":1425},[125],{"categories":1427},[151],{"categories":1429},[],{"categories":1431},[],{"categories":1433},[],{"categories":1435},[125],{"categories":1437},[125],{"categories":1439},[125],{"categories":1441},[125],{"categories":1443},[151],{"categories":1445},[131],{"categories":1447},[131],{"categories":1449},[125],{"categories":1451},[125],{"categories":1453},[166],{"categories":1455},[563],{"categories":1457},[166],{"categories":1459},[166],{"categories":1461},[151],{"categories":1463},[125],{"categories":1465},[151],{"categories":1467},[166],{"categories":1469},[151],{"categories":1471},[125],{"categories":1473},[125],{"categories":1475},[125],{"categories":1477},[125],{"categories":1479},[125],{"categories":1481},[151],{"categories":1483},[166],{"categories":1485},[166],{"categories":1487},[128],{"categories":1489},[125],{"categories":1491},[],{"categories":1493},[125],{"categories":1495},[],{"categories":1497},[120],{"categories":1499},[151],{"categories":1501},[],{"categories":1503},[115],{"categories":1505},[131],{"categories":1507},[131],{"categories":1509},[125],{"categories":1511},[125],{"categories":1513},[151],{"categories":1515},[151],{"categories":1517},[120],{"categories":1519},[120],{"categories":1521},[476],{"categories":1523},[125],{"categories":1525},[120],{"categories":1527},[],{"categories":1529},[151],{"categories":1531},[125],{"categories":1533},[125],{"categories":1535},[125],{"categories":1537},[125],{"categories":1539},[151],{"categories":1541},[151],{"categories":1543},[151],{"categories":1545},[151],{"categories":1547},[125],{"categories":1549},[125],{"categories":1551},[125],{"categories":1553},[125],{"categories":1555},[],{"categories":1557},[131],{"categories":1559},[151],{"categories":1561},[151],{"categories":1563},[151],{"categories":1565},[],{"categories":1567},[128],{"categories":1569},[],{"categories":1571},[166],{"categories":1573},[],{"categories":1575},[125],{"categories":1577},[166],{"categories":1579},[131],{"categories":1581},[166],{"categories":1583},[],{"categories":1585},[166],{"categories":1587},[166],{"categories":1589},[],{"categories":1591},[131],{"categories":1593},[125],{"categories":1595},[125],{"categories":1597},[166],{"categories":1599},[151],{"categories":1601},[151],{"categories":1603},[],{"categories":1605},[120],{"categories":1607},[],{"categories":1609},[128],{"categories":1611},[],{"categories":1613},[131],{"categories":1615},[120],{"categories":1617},[131],{"categories":1619},[131],{"categories":1621},[131],{"categories":1623},[131],{"categories":1625},[131],{"categories":1627},[131],{"categories":1629},[131],{"categories":1631},[131],{"categories":1633},[131],{"categories":1635},[131],{"categories":1637},[],{"categories":1639},[125],{"categories":1641},[131],{"categories":1643},[151],{"categories":1645},[151],{"categories":1647},[131],{"categories":1649},[131],{"categories":1651},[131],{"categories":1653},[131],{"categories":1655},[131],{"categories":1657},[131],{"categories":1659},[131],{"categories":1661},[151,131],{"categories":1663},[131],{"categories":1665},[131],{"categories":1667},[131],{"categories":1669},[131],{"categories":1671},[],{"categories":1673},[131],{"categories":1675},[131],{"categories":1677},[131],{"categories":1679},[131],{"categories":1681},[131],{"categories":1683},[131],{"categories":1685},[131],{"categories":1687},[131],{"categories":1689},[131],{"categories":1691},[131,151],{"categories":1693},[131],{"categories":1695},[131],{"categories":1697},[],{"categories":1699},[120],{"categories":1701},[],{"categories":1703},[151],{"categories":1705},[],{"categories":1707},[125],{"categories":1709},[476],{"categories":1711},[563],{"categories":1713},[125],{"categories":1715},[125],{"categories":1717},[],{"categories":1719},[125],{"categories":1721},[],{"categories":1723},[125],{"categories":1725},[],{"categories":1727},[],{"categories":1729},[151],{"categories":1731},[151],{"categories":1733},[151],{"categories":1735},[120],{"categories":1737},[120],{"categories":1739},[120],{"categories":1741},[120],{"categories":1743},[],{"categories":1745},[120],{"categories":1747},[],{"categories":1749},[120],{"categories":1751},[151],{"categories":1753},[120],{"categories":1755},[120],{"categories":1757},[120],{"categories":1759},[120],{"categories":1761},[151],{"categories":1763},[120],{"categories":1765},[125],{"categories":1767},[],{"categories":1769},[125],{"categories":1771},[120],{"categories":1773},[151],{"categories":1775},[120],{"categories":1777},[120],{"categories":1779},[120],{"categories":1781},[151],{"categories":1783},[151],{"categories":1785},[151],{"categories":1787},[],{"categories":1789},[],{"categories":1791},[151],{"categories":1793},[120],{"categories":1795},[],{"categories":1797},[151],{"categories":1799},[125],{"categories":1801},[151],{"categories":1803},[125],{"categories":1805},[125],{"categories":1807},[151],{"categories":1809},[],{"categories":1811},[],{"categories":1813},[125],{"categories":1815},[125],{"categories":1817},[125],{"categories":1819},[125],{"categories":1821},[125],{"categories":1823},[125],{"categories":1825},[125],{"categories":1827},[125],{"categories":1829},[],{"categories":1831},[125],{"categories":1833},[125],{"categories":1835},[125],{"categories":1837},[151],{"categories":1839},[151],{"categories":1841},[151],{"categories":1843},[120],{"categories":1845},[151],{"categories":1847},[151],{"categories":1849},[151],{"categories":1851},[125],{"categories":1853},[128],{"categories":1855},[128],{"categories":1857},[128],{"categories":1859},[125],{"categories":1861},[],{"categories":1863},[151],{"categories":1865},[],{"categories":1867},[],{"categories":1869},[151],{"categories":1871},[],{"categories":1873},[125],{"categories":1875},[131],{"categories":1877},[166],{"categories":1879},[211],{"categories":1881},[151],{"categories":1883},[125],{"categories":1885},[131],{"categories":1887},[],{"categories":1889},[125],{"categories":1891},[128,115],{"categories":1893},[125],{"categories":1895},[125],{"categories":1897},[476],{"categories":1899},[134],{"categories":1901},[128],{"categories":1903},[166],{"categories":1905},[151],{"categories":1907},[],{"categories":1909},[151],{"categories":1911},[],{"categories":1913},[151],{"categories":1915},[151],{"categories":1917},[125],{"categories":1919},[],{"categories":1921},[151],{"categories":1923},[125],{"categories":1925},[151],{"categories":1927},[166],{"categories":1929},[125],{"categories":1931},[151],{"categories":1933},[151,166],{"categories":1935},[166],{"categories":1937},[],{"categories":1939},[151],{"categories":1941},[151],{"categories":1943},[151],{"categories":1945},[],{"categories":1947},[],{"categories":1949},[125],{"categories":1951},[128],{"categories":1953},[120],{"categories":1955},[125],{"categories":1957},[151],{"categories":1959},[120],{"categories":1961},[],{"categories":1963},[166],{"categories":1965},[120],{"categories":1967},[],{"categories":1969},[211],{"categories":1971},[128],{"categories":1973},[115],{"categories":1975},[120],{"categories":1977},[151],{"categories":1979},[125],{"categories":1981},[151],{"categories":1983},[125],{"categories":1985},[125],{"categories":1987},[120],{"categories":1989},[166],{"categories":1991},[131],{"categories":1993},[115],{"categories":1995},[151],{"categories":1997},[151],{"categories":1999},[],{"categories":2001},[],{"categories":2003},[151],{"categories":2005},[],{"categories":2007},[151],{"categories":2009},[120],{"categories":2011},[],{"categories":2013},[125],{"categories":2015},[166],{"categories":2017},[120],{"categories":2019},[166],{"categories":2021},[125],{"categories":2023},[151],{"categories":2025},[],{"categories":2027},[125],{"categories":2029},[125],{"categories":2031},[131],{"categories":2033},[125],{"categories":2035},[131],{"categories":2037},[125],{"categories":2039},[125],{"categories":2041},[131],{"categories":2043},[],{"categories":2045},[],{"categories":2047},[131],{"categories":2049},[131],{"categories":2051},[131],{"categories":2053},[134],{"categories":2055},[166],{"categories":2057},[166],{"categories":2059},[125],{"categories":2061},[120],{"categories":2063},[166],{"categories":2065},[166],{"categories":2067},[128],{"categories":2069},[131],{"categories":2071},[125],{"categories":2073},[125],{"categories":2075},[151],{"categories":2077},[166],{"categories":2079},[151],{"categories":2081},[],{"categories":2083},[476],{"categories":2085},[563],{"categories":2087},[],{"categories":2089},[],{"categories":2091},[125],{"categories":2093},[120],{"categories":2095},[128],{"categories":2097},[128],{"categories":2099},[211],{"categories":2101},[131],{"categories":2103},[211],{"categories":2105},[211],{"categories":2107},[125],{"categories":2109},[],{"categories":2111},[],{"categories":2113},[211],{"categories":2115},[134],{"categories":2117},[151],{"categories":2119},[134],{"categories":2121},[211],{"categories":2123},[134],{"categories":2125},[211],{"categories":2127},[115],{"categories":2129},[134],{"categories":2131},[166],{"categories":2133},[151],{"categories":2135},[],{"categories":2137},[211],{"categories":2139},[476],{"categories":2141},[],{"categories":2143},[151],{"categories":2145},[151],{"categories":2147},[],{"categories":2149},[],{"categories":2151},[151],{"categories":2153},[151],{"categories":2155},[120],{"categories":2157},[151],{"categories":2159},[],{"categories":2161},[120],{"categories":2163},[],{"categories":2165},[],{"categories":2167},[120],{"categories":2169},[120],{"categories":2171},[151],{"categories":2173},[151],{"categories":2175},[151],{"categories":2177},[151],{"categories":2179},[151],{"categories":2181},[151],{"categories":2183},[128],{"categories":2185},[],{"categories":2187},[151],{"categories":2189},[],{"categories":2191},[],{"categories":2193},[125],{"categories":2195},[166],{"categories":2197},[],{"categories":2199},[476],{"categories":2201},[151,476],{"categories":2203},[151],{"categories":2205},[],{"categories":2207},[131],{"categories":2209},[131],{"categories":2211},[131],{"categories":2213},[131],{"categories":2215},[131],{"categories":2217},[],{"categories":2219},[],{"categories":2221},[],{"categories":2223},[134],{"categories":2225},[125],{"categories":2227},[115],{"categories":2229},[134],{"categories":2231},[166],{"categories":2233},[131],{"categories":2235},[],{"categories":2237},[128],{"categories":2239},[563],{"categories":2241},[211],{"categories":2243},[211],{"categories":2245},[211],{"categories":2247},[166],{"categories":2249},[563],{"categories":2251},[166],{"categories":2253},[],{"categories":2255},[115],{"categories":2257},[134],{"categories":2259},[151],{"categories":2261},[131],{"categories":2263},[128],{"categories":2265},[134],{"categories":2267},[128],{"categories":2269},[151],{"categories":2271},[131],{"categories":2273},[134],{"categories":2275},[476],{"categories":2277},[151],{"categories":2279},[120],{"categories":2281},[134],{"categories":2283},[],{"categories":2285},[151],{"categories":2287},[134],{"categories":2289},[134],{"categories":2291},[125],{"categories":2293},[],{"categories":2295},[128],{"categories":2297},[128],{"categories":2299},[128],{"categories":2301},[125],{"categories":2303},[151],{"categories":2305},[],{"categories":2307},[115],{"categories":2309},[166],{"categories":2311},[166],{"categories":2313},[211],{"categories":2315},[115],{"categories":2317},[120],{"categories":2319},[211],{"categories":2321},[],{"categories":2323},[120],{"categories":2325},[120],{"categories":2327},[120],{"categories":2329},[151],{"categories":2331},[115],{"categories":2333},[151],{"categories":2335},[],{"categories":2337},[],{"categories":2339},[],{"categories":2341},[134],{"categories":2343},[125],{"categories":2345},[],{"categories":2347},[166],{"categories":2349},[131],{"categories":2351},[],{"categories":2353},[128],{"categories":2355},[],{"categories":2357},[131],{"categories":2359},[151],{"categories":2361},[166],{"categories":2363},[115],{"categories":2365},[],{"categories":2367},[131],{"categories":2369},[131],{"categories":2371},[151],{"categories":2373},[],{"categories":2375},[],{"categories":2377},[134],{"categories":2379},[151],{"categories":2381},[],{"categories":2383},[125],{"categories":2385},[151],{"categories":2387},[],{"categories":2389},[134],{"categories":2391},[125],{"categories":2393},[151],{"categories":2395},[211],{"categories":2397},[151],{"categories":2399},[],{"categories":2401},[211],{"categories":2403},[151],{"categories":2405},[134],{"categories":2407},[151],{"categories":2409},[211],{"categories":2411},[125],{"categories":2413},[151],{"categories":2415},[151],{"categories":2417},[151,125],{"categories":2419},[125],{"categories":2421},[125],{"categories":2423},[125],{"categories":2425},[131],{"categories":2427},[166],{"categories":2429},[151],{"categories":2431},[166],{"categories":2433},[131],{"categories":2435},[151],{"categories":2437},[],{"categories":2439},[],{"categories":2441},[151],{"categories":2443},[151],{"categories":2445},[151],{"categories":2447},[125],{"categories":2449},[151],{"categories":2451},[],{"categories":2453},[151],{"categories":2455},[151],{"categories":2457},[125],{"categories":2459},[125],{"categories":2461},[151],{"categories":2463},[151],{"categories":2465},[],{"categories":2467},[151],{"categories":2469},[],{"categories":2471},[151],{"categories":2473},[151],{"categories":2475},[151],{"categories":2477},[151],{"categories":2479},[151],{"categories":2481},[151],{"categories":2483},[151],{"categories":2485},[],{"categories":2487},[151],{"categories":2489},[120],{"categories":2491},[120],{"categories":2493},[],{"categories":2495},[],{"categories":2497},[151],{"categories":2499},[],{"categories":2501},[151],{"categories":2503},[151,476],{"categories":2505},[],{"categories":2507},[120],{"categories":2509},[],{"categories":2511},[151],{"categories":2513},[],{"categories":2515},[],{"categories":2517},[],{"categories":2519},[151],{"categories":2521},[],{"categories":2523},[151],{"categories":2525},[],{"categories":2527},[151],{"categories":2529},[151],{"categories":2531},[],{"categories":2533},[],{"categories":2535},[151,476],{"categories":2537},[476,151],{"categories":2539},[120],{"categories":2541},[],{"categories":2543},[151],{"categories":2545},[],{"categories":2547},[151],{"categories":2549},[151],{"categories":2551},[],{"categories":2553},[120],{"categories":2555},[151,115],{"categories":2557},[120],{"categories":2559},[134],{"categories":2561},[],{"categories":2563},[125],{"categories":2565},[151],{"categories":2567},[128],{"categories":2569},[151],{"categories":2571},[166],{"categories":2573},[166],{"categories":2575},[476],{"categories":2577},[120],{"categories":2579},[151],{"categories":2581},[476],{"categories":2583},[134],{"categories":2585},[151],{"categories":2587},[166],{"categories":2589},[],{"categories":2591},[151],{"categories":2593},[],{"categories":2595},[],{"categories":2597},[151],{"categories":2599},[],{"categories":2601},[151],{"categories":2603},[134],{"categories":2605},[115],{"categories":2607},[166],{"categories":2609},[128],{"categories":2611},[125],{"categories":2613},[166],{"categories":2615},[],{"categories":2617},[128],{"categories":2619},[],{"categories":2621},[],{"categories":2623},[151],{"categories":2625},[120],{"categories":2627},[128],{"categories":2629},[],{"categories":2631},[151],{"categories":2633},[120],{"categories":2635},[120],{"categories":2637},[128],{"categories":2639},[120],{"categories":2641},[151],{"categories":2643},[120],{"categories":2645},[151],{"categories":2647},[],{"categories":2649},[151],{"categories":2651},[151],{"categories":2653},[151],{"categories":2655},[120],{"categories":2657},[],{"categories":2659},[],{"categories":2661},[131],{"categories":2663},[120],{"categories":2665},[],{"categories":2667},[151],{"categories":2669},[151],{"categories":2671},[151],{"categories":2673},[151],{"categories":2675},[151],{"categories":2677},[151],{"categories":2679},[151],{"categories":2681},[151],{"categories":2683},[151],{"categories":2685},[128],{"categories":2687},[151,131],{"categories":2689},[120],{"categories":2691},[120],{"categories":2693},[151],{"categories":2695},[134],{"categories":2697},[211],{"categories":2699},[151],{"categories":2701},[151],{"categories":2703},[],{"categories":2705},[],{"categories":2707},[151],{"categories":2709},[151],{"categories":2711},[],{"categories":2713},[131],{"categories":2715},[131],{"categories":2717},[166],{"categories":2719},[151],{"categories":2721},[166],{"categories":2723},[151],{"categories":2725},[151],{"categories":2727},[],{"categories":2729},[151],{"categories":2731},[],{"categories":2733},[],{"categories":2735},[151],{"categories":2737},[],{"categories":2739},[],{"categories":2741},[120],{"categories":2743},[],{"categories":2745},[151],{"categories":2747},[151],{"categories":2749},[151],{"categories":2751},[],{"categories":2753},[151],{"categories":2755},[120],{"categories":2757},[563],{"categories":2759},[125],{"categories":2761},[151],{"categories":2763},[],{"categories":2765},[125],{"categories":2767},[151],{"categories":2769},[],{"categories":2771},[151],{"categories":2773},[],{"categories":2775},[125],{"categories":2777},[],{"categories":2779},[],{"categories":2781},[125],{"categories":2783},[125],{"categories":2785},[125],{"categories":2787},[151],{"categories":2789},[],{"categories":2791},[125],{"categories":2793},[125],{"categories":2795},[],{"categories":2797},[],{"categories":2799},[125],{"categories":2801},[151],{"categories":2803},[120],{"categories":2805},[563],{"categories":2807},[128],{"categories":2809},[],{"categories":2811},[131],{"categories":2813},[151],{"categories":2815},[151],{"categories":2817},[115],{"categories":2819},[120],{"categories":2821},[120],{"categories":2823},[120],{"categories":2825},[120],{"categories":2827},[],{"categories":2829},[125],{"categories":2831},[125],{"categories":2833},[125],{"categories":2835},[125],{"categories":2837},[166],{"categories":2839},[151],{"categories":2841},[115],{"categories":2843},[],{"categories":2845},[166],{"categories":2847},[125],{"categories":2849},[131],{"categories":2851},[131],{"categories":2853},[131],{"categories":2855},[131],{"categories":2857},[131],{"categories":2859},[131],{"categories":2861},[151,115],{"categories":2863},[125],{"categories":2865},[115],{"categories":2867},[120],{"categories":2869},[120],{"categories":2871},[166],{"categories":2873},[],{"categories":2875},[],{"categories":2877},[128],{"categories":2879},[],{"categories":2881},[151],{"categories":2883},[128],{"categories":2885},[151],{"categories":2887},[134],{"categories":2889},[125],{"categories":2891},[115],{"categories":2893},[125],{"categories":2895},[134],{"categories":2897},[166],{"categories":2899},[125],{"categories":2901},[],{"categories":2903},[166],{"categories":2905},[],{"categories":2907},[],{"categories":2909},[125],{"categories":2911},[125],{"categories":2913},[125],{"categories":2915},[151],{"categories":2917},[151],{"categories":2919},[151],{"categories":2921},[151],{"categories":2923},[151],{"categories":2925},[],{"categories":2927},[476],{"categories":2929},[151],{"categories":2931},[],{"categories":2933},[],{"categories":2935},[],{"categories":2937},[166],{"categories":2939},[],{"categories":2941},[151],{"categories":2943},[],{"categories":2945},[120],{"categories":2947},[151],{"categories":2949},[120],{"categories":2951},[151],{"categories":2953},[125],{"categories":2955},[],{"categories":2957},[151],{"categories":2959},[151],{"categories":2961},[],{"categories":2963},[211],{"categories":2965},[211],{"categories":2967},[134],{"categories":2969},[131],{"categories":2971},[],{"categories":2973},[151],{"categories":2975},[125],{"categories":2977},[],{"categories":2979},[],{"categories":2981},[151],{"categories":2983},[134],{"categories":2985},[125],{"categories":2987},[115],{"categories":2989},[166,134],{"categories":2991},[134],{"categories":2993},[151],{"categories":2995},[125],{"categories":2997},[],{"categories":2999},[],{"categories":3001},[],{"categories":3003},[],{"categories":3005},[],{"categories":3007},[],{"categories":3009},[151],{"categories":3011},[],{"categories":3013},[],{"categories":3015},[151],{"categories":3017},[],{"categories":3019},[],{"categories":3021},[],{"categories":3023},[151],{"categories":3025},[120],{"categories":3027},[],{"categories":3029},[],{"categories":3031},[],{"categories":3033},[151],{"categories":3035},[],{"categories":3037},[151],{"categories":3039},[151],{"categories":3041},[],{"categories":3043},[151],{"categories":3045},[134],{"categories":3047},[],{"categories":3049},[166],{"categories":3051},[166],{"categories":3053},[],{"categories":3055},[128],{"categories":3057},[],{"categories":3059},[],{"categories":3061},[],{"categories":3063},[131],{"categories":3065},[120],{"categories":3067},[125],{"categories":3069},[151],{"categories":3071},[115],{"categories":3073},[151],{"categories":3075},[],{"categories":3077},[],{"categories":3079},[115],{"categories":3081},[128],{"categories":3083},[125],{"categories":3085},[],{"categories":3087},[476],{"categories":3089},[],{"categories":3091},[128],{"categories":3093},[151],{"categories":3095},[151],{"categories":3097},[128],{"categories":3099},[151],{"categories":3101},[131],{"categories":3103},[125],{"categories":3105},[151],{"categories":3107},[125],{"categories":3109},[151],{"categories":3111},[125],{"categories":3113},[166],{"categories":3115},[166],{"categories":3117},[131],{"categories":3119},[],{"categories":3121},[151],{"categories":3123},[151],{"categories":3125},[128],{"categories":3127},[563],{"categories":3129},[166],{"categories":3131},[120],{"categories":3133},[151],{"categories":3135},[120],{"categories":3137},[151],{"categories":3139},[151],{"categories":3141},[],{"categories":3143},[151],{"categories":3145},[],{"categories":3147},[151],{"categories":3149},[128],{"categories":3151},[151],{"categories":3153},[151],{"categories":3155},[151],{"categories":3157},[],{"categories":3159},[151],{"categories":3161},[151],{"categories":3163},[563],{"categories":3165},[],{"categories":3167},[120],{"categories":3169},[476],{"categories":3171},[134],{"categories":3173},[],{"categories":3175},[211],{"categories":3177},[],{"categories":3179},[],{"categories":3181},[120],{"categories":3183},[151],{"categories":3185},[],{"categories":3187},[151],{"categories":3189},[151],{"categories":3191},[125],{"categories":3193},[151],{"categories":3195},[120],{"categories":3197},[120],{"categories":3199},[131],{"categories":3201},[131],{"categories":3203},[131],{"categories":3205},[151],{"categories":3207},[211],{"categories":3209},[120],{"categories":3211},[166],{"categories":3213},[],{"categories":3215},[131],{"categories":3217},[131],{"categories":3219},[476],{"categories":3221},[131],{"categories":3223},[131],{"categories":3225},[125],{"categories":3227},[120],{"categories":3229},[476],{"categories":3231},[151],{"categories":3233},[151],{"categories":3235},[151],{"categories":3237},[151],{"categories":3239},[],{"categories":3241},[125],{"categories":3243},[151],{"categories":3245},[131],{"categories":3247},[],{"categories":3249},[],{"categories":3251},[120],{"categories":3253},[],{"categories":3255},[125],{"categories":3257},[125],{"categories":3259},[125],{"categories":3261},[125],{"categories":3263},[125],{"categories":3265},[125],{"categories":3267},[125],{"categories":3269},[125],{"categories":3271},[],{"categories":3273},[],{"categories":3275},[151],{"categories":3277},[],{"categories":3279},[125],{"categories":3281},[166],{"categories":3283},[166],{"categories":3285},[211],{"categories":3287},[115],{"categories":3289},[],{"categories":3291},[],{"categories":3293},[],{"categories":3295},[131],{"categories":3297},[151],{"categories":3299},[],{"categories":3301},[115],{"categories":3303},[115],{"categories":3305},[131],{"categories":3307},[166],{"categories":3309},[211],{"categories":3311},[131],{"categories":3313},[131],{"categories":3315},[],{"categories":3317},[125],{"categories":3319},[115],{"categories":3321},[115],{"categories":3323},[151],{"categories":3325},[125],{"categories":3327},[134],{"categories":3329},[131],{"categories":3331},[],{"categories":3333},[128],{"categories":3335},[211],{"categories":3337},[120],{"categories":3339},[120],{"categories":3341},[120],{"categories":3343},[476],{"categories":3345},[],{"categories":3347},[125],{"categories":3349},[],{"categories":3351},[125],{"categories":3353},[125],{"categories":3355},[151],{"categories":3357},[151],{"categories":3359},[134],{"categories":3361},[125],{"categories":3363},[134],{"categories":3365},[],{"categories":3367},[125],{"categories":3369},[131],{"categories":3371},[131],{"categories":3373},[131],{"categories":3375},[151],{"categories":3377},[125],{"categories":3379},[151],{"categories":3381},[115],{"categories":3383},[120],{"categories":3385},[131],{"categories":3387},[120],{"categories":3389},[151],{"categories":3391},[],{"categories":3393},[120],{"categories":3395},[125],{"categories":3397},[120],{"categories":3399},[120],{"categories":3401},[120],{"categories":3403},[120],{"categories":3405},[],{"categories":3407},[],{"categories":3409},[120],{"categories":3411},[120],{"categories":3413},[],{"categories":3415},[120],{"categories":3417},[120],{"categories":3419},[151],{"categories":3421},[151],{"categories":3423},[120],{"categories":3425},[120],{"categories":3427},[151],{"categories":3429},[],{"categories":3431},[151],{"categories":3433},[125],{"categories":3435},[151],{"categories":3437},[151],{"categories":3439},[],{"categories":3441},[151],{"categories":3443},[151],{"categories":3445},[151],{"categories":3447},[120],{"categories":3449},[],{"categories":3451},[],{"categories":3453},[],{"categories":3455},[],{"categories":3457},[151],{"categories":3459},[151],{"categories":3461},[],{"categories":3463},[128],{"categories":3465},[120],{"categories":3467},[],{"categories":3469},[],{"categories":3471},[],{"categories":3473},[],{"categories":3475},[],{"categories":3477},[151],{"categories":3479},[],{"categories":3481},[],{"categories":3483},[151],{"categories":3485},[],{"categories":3487},[125],{"categories":3489},[125],{"categories":3491},[125],{"categories":3493},[115],{"categories":3495},[],{"categories":3497},[128],{"categories":3499},[134],{"categories":3501},[134],{"categories":3503},[476],{"categories":3505},[120],{"categories":3507},[],{"categories":3509},[151],{"categories":3511},[151],{"categories":3513},[115],{"categories":3515},[],{"categories":3517},[115],{"categories":3519},[],{"categories":3521},[],{"categories":3523},[],{"categories":3525},[134],{"categories":3527},[125],{"categories":3529},[125],{"categories":3531},[125],{"categories":3533},[125],{"categories":3535},[125],{"categories":3537},[],{"categories":3539},[120],{"categories":3541},[151],{"categories":3543},[151],{"categories":3545},[151],{"categories":3547},[],{"categories":3549},[115],{"categories":3551},[],{"categories":3553},[131],{"categories":3555},[211],{"categories":3557},[131],{"categories":3559},[],{"categories":3561},[],{"categories":3563},[151],{"categories":3565},[125],{"categories":3567},[],{"categories":3569},[151],{"categories":3571},[151],{"categories":3573},[151],{"categories":3575},[125],{"categories":3577},[125],{"categories":3579},[151],{"categories":3581},[211],{"categories":3583},[125],{"categories":3585},[],{"categories":3587},[151],{"categories":3589},[],{"categories":3591},[563],{"categories":3593},[134],{"categories":3595},[211],{"categories":3597},[134],{"categories":3599},[476],{"categories":3601},[151],{"categories":3603},[134],{"categories":3605},[120],{"categories":3607},[476],{"categories":3609},[134],{"categories":3611},[131],{"categories":3613},[131],{"categories":3615},[],{"categories":3617},[134],{"categories":3619},[],{"categories":3621},[166],{"categories":3623},[134],{"categories":3625},[],{"categories":3627},[211],{"categories":3629},[211],{"categories":3631},[563],{"categories":3633},[],{"categories":3635},[151],{"categories":3637},[134],{"categories":3639},[476],{"categories":3641},[125],{"categories":3643},[125],{"categories":3645},[211],{"categories":3647},[151],{"categories":3649},[166],{"categories":3651},[151],{"categories":3653},[],{"categories":3655},[],{"categories":3657},[],{"categories":3659},[128],{"categories":3661},[151],{"categories":3663},[131],{"categories":3665},[134],{"categories":3667},[134],{"categories":3669},[151],{"categories":3671},[128],{"categories":3673},[166],{"categories":3675},[151],{"categories":3677},[134],{"categories":3679},[151],{"categories":3681},[134],{"categories":3683},[166],{"categories":3685},[166],{"categories":3687},[125],{"categories":3689},[166],{"categories":3691},[134],{"categories":3693},[115],{"categories":3695},[134],{"categories":3697},[134],{"categories":3699},[134],{"categories":3701},[134],{"categories":3703},[],{"categories":3705},[120],{"categories":3707},[],{"categories":3709},[211],{"categories":3711},[151],{"categories":3713},[151],{"categories":3715},[],{"categories":3717},[],{"categories":3719},[],{"categories":3721},[151],{"categories":3723},[120],{"categories":3725},[151],{"categories":3727},[151],{"categories":3729},[],{"categories":3731},[151],{"categories":3733},[131],{"categories":3735},[151],{"categories":3737},[151],{"categories":3739},[151],{"categories":3741},[],{"categories":3743},[],{"categories":3745},[],{"categories":3747},[476],{"categories":3749},[476],{"categories":3751},[115],{"categories":3753},[125],{"categories":3755},[115,128],{"categories":3757},[151],{"categories":3759},[120],{"categories":3761},[],{"categories":3763},[131],{"categories":3765},[211],{"categories":3767},[151],{"categories":3769},[134],{"categories":3771},[151],{"categories":3773},[],{"categories":3775},[211],{"categories":3777},[476],{"categories":3779},[125],{"categories":3781},[115],{"categories":3783},[476],{"categories":3785},[125],{"categories":3787},[166],{"categories":3789},[125],{"categories":3791},[166],{"categories":3793},[151],{"categories":3795},[166],{"categories":3797},[166],{"categories":3799},[134],{"categories":3801},[211],{"categories":3803},[151],{"categories":3805},[128],{"categories":3807},[],{"categories":3809},[151],{"categories":3811},[131],{"categories":3813},[211],{"categories":3815},[115],{"categories":3817},[151],{"categories":3819},[211],{"categories":3821},[166],{"categories":3823},[151],{"categories":3825},[151],{"categories":3827},[211],{"categories":3829},[151],{"categories":3831},[166],{"categories":3833},[151],{"categories":3835},[],{"categories":3837},[151],{"categories":3839},[151],{"categories":3841},[151],{"categories":3843},[151],{"categories":3845},[],{"categories":3847},[125],{"categories":3849},[476],{"categories":3851},[],{"categories":3853},[],{"categories":3855},[151],{"categories":3857},[115],{"categories":3859},[128],{"categories":3861},[115],{"categories":3863},[115],{"categories":3865},[125],{"categories":3867},[],{"categories":3869},[151],{"categories":3871},[120],{"categories":3873},[151],{"categories":3875},[151],{"categories":3877},[],{"categories":3879},[125],{"categories":3881},[120],{"categories":3883},[151,476],{"categories":3885},[125,476],{"categories":3887},[476],{"categories":3889},[151],{"categories":3891},[125],{"categories":3893},[125],{"categories":3895},[134],{"categories":3897},[134],{"categories":3899},[134],{"categories":3901},[151],{"categories":3903},[131],{"categories":3905},[125],{"categories":3907},[],{"categories":3909},[476],{"categories":3911},[],{"categories":3913},[476],{"categories":3915},[476],{"categories":3917},[115],{"categories":3919},[125],{"categories":3921},[],{"categories":3923},[476],{"categories":3925},[151],{"categories":3927},[120],{"categories":3929},[151],{"categories":3931},[131],{"categories":3933},[134],{"categories":3935},[134],{"categories":3937},[134],{"categories":3939},[476],{"categories":3941},[],{"categories":3943},[],{"categories":3945},[],{"categories":3947},[151],{"categories":3949},[134],{"categories":3951},[151],{"categories":3953},[134],{"categories":3955},[476],{"categories":3957},[476],{"categories":3959},[151],{"categories":3961},[125],{"categories":3963},[],{"categories":3965},[151],{"categories":3967},[151],{"categories":3969},[151],{"categories":3971},[],{"categories":3973},[],{"categories":3975},[476],{"categories":3977},[476],{"categories":3979},[151,476],{"categories":3981},[125],{"categories":3983},[125],{"categories":3985},[125],{"categories":3987},[125],{"categories":3989},[125],{"categories":3991},[125],{"categories":3993},[],{"categories":3995},[134],{"categories":3997},[151],{"categories":3999},[134],{"categories":4001},[128],{"categories":4003},[151],{"categories":4005},[563],{"categories":4007},[563],{"categories":4009},[125],{"categories":4011},[134],{"categories":4013},[],{"categories":4015},[125],{"categories":4017},[151],{"categories":4019},[],{"categories":4021},[131],{"categories":4023},[],{"categories":4025},[151],{"categories":4027},[125],{"categories":4029},[120],{"categories":4031},[151],{"categories":4033},[],{"categories":4035},[],{"categories":4037},[131],{"categories":4039},[131],{"categories":4041},[166],{"categories":4043},[131],{"categories":4045},[125],{"categories":4047},[],{"categories":4049},[125],{"categories":4051},[120],{"categories":4053},[151],{"categories":4055},[151],{"categories":4057},[],{"categories":4059},[151],{"categories":4061},[166],{"categories":4063},[151],{"categories":4065},[],{"categories":4067},[211],{"categories":4069},[134],{"categories":4071},[134],{"categories":4073},[115],{"categories":4075},[115],{"categories":4077},[115],{"categories":4079},[125],{"categories":4081},[115],{"categories":4083},[125],{"categories":4085},[476],{"categories":4087},[563],{"categories":4089},[120],{"categories":4091},[120],{"categories":4093},[120],{"categories":4095},[476],{"categories":4097},[120,115],{"categories":4099},[211],{"categories":4101},[125],{"categories":4103},[],{"categories":4105},[151],{"categories":4107},[],{"categories":4109},[134],{"categories":4111},[211],{"categories":4113},[131],{"categories":4115},[134],{"categories":4117},[166],{"categories":4119},[],{"categories":4121},[125],{"categories":4123},[],{"categories":4125},[563],{"categories":4127},[],{"categories":4129},[131],{"categories":4131},[131],{"categories":4133},[211],{"categories":4135},[],{"categories":4137},[151],{"categories":4139},[211],{"categories":4141},[],{"categories":4143},[151],{"categories":4145},[151],{"categories":4147},[],{"categories":4149},[166],{"categories":4151},[151],{"categories":4153},[],{"categories":4155},[151],{"categories":4157},[],{"categories":4159},[],{"categories":4161},[125],{"categories":4163},[125],{"categories":4165},[],{"categories":4167},[134],{"categories":4169},[134],{"categories":4171},[134],{"categories":4173},[151,125],{"categories":4175},[125],{"categories":4177},[125],{"categories":4179},[125],{"categories":4181},[211],{"categories":4183},[211],{"categories":4185},[],{"categories":4187},[120],{"categories":4189},[151],{"categories":4191},[211],{"categories":4193},[211],{"categories":4195},[120],{"categories":4197},[115],{"categories":4199},[125],{"categories":4201},[134],{"categories":4203},[151],{"categories":4205},[151],{"categories":4207},[125],{"categories":4209},[134],{"categories":4211},[125],{"categories":4213},[151],{"categories":4215},[128],{"categories":4217},[],{"categories":4219},[151],{"categories":4221},[],{"categories":4223},[151],{"categories":4225},[151],{"categories":4227},[134],{"categories":4229},[],{"categories":4231},[211],{"categories":4233},[151],{"categories":4235},[125],{"categories":4237},[125],{"categories":4239},[134],{"categories":4241},[166],{"categories":4243},[166],{"categories":4245},[120],{"categories":4247},[151],{"categories":4249},[125],{"categories":4251},[],{"categories":4253},[125],{"categories":4255},[151],{"categories":4257},[120],{"categories":4259},[151],{"categories":4261},[151],{"categories":4263},[151],{"categories":4265},[125],{"categories":4267},[211],{"categories":4269},[151],{"categories":4271},[131],{"categories":4273},[151],{"categories":4275},[151],{"categories":4277},[151],{"categories":4279},[151],{"categories":4281},[],{"categories":4283},[151],{"categories":4285},[211],{"categories":4287},[131],{"categories":4289},[151],{"categories":4291},[131],{"categories":4293},[],{"categories":4295},[],{"categories":4297},[],{"categories":4299},[151],{"categories":4301},[],{"categories":4303},[],{"categories":4305},[],{"categories":4307},[],{"categories":4309},[125],{"categories":4311},[166],{"categories":4313},[125],{"categories":4315},[125],{"categories":4317},[134],{"categories":4319},[115],{"categories":4321},[151],{"categories":4323},[151],{"categories":4325},[151],{"categories":4327},[115],{"categories":4329},[166],{"categories":4331},[],{"categories":4333},[211],{"categories":4335},[128],{"categories":4337},[151],{"categories":4339},[131],{"categories":4341},[166],{"categories":4343},[166],{"categories":4345},[563],{"categories":4347},[125],{"categories":4349},[151],{"categories":4351},[151],{"categories":4353},[166],{"categories":4355},[151],{"categories":4357},[],{"categories":4359},[],{"categories":4361},[476],{"categories":4363},[131],{"categories":4365},[166],{"categories":4367},[151],{"categories":4369},[120],{"categories":4371},[166],{"categories":4373},[115],{"categories":4375},[125],{"categories":4377},[125],{"categories":4379},[120],{"categories":4381},[151],{"categories":4383},[],{"categories":4385},[],{"categories":4387},[],{"categories":4389},[151],{"categories":4391},[],{"categories":4393},[120],{"categories":4395},[],{"categories":4397},[151],{"categories":4399},[],{"categories":4401},[120],{"categories":4403},[125],{"categories":4405},[151],{"categories":4407},[476],{"categories":4409},[151],{"categories":4411},[166],{"categories":4413},[151],{"categories":4415},[166],{"categories":4417},[166],{"categories":4419},[],{"categories":4421},[],{"categories":4423},[166],{"categories":4425},[166],{"categories":4427},[166],{"categories":4429},[],{"categories":4431},[166],{"categories":4433},[125],{"categories":4435},[125],{"categories":4437},[],{"categories":4439},[151],{"categories":4441},[128],{"categories":4443},[211],{"categories":4445},[151],{"categories":4447},[],{"categories":4449},[166],{"categories":4451},[151],{"categories":4453},[563],{"categories":4455},[166],{"categories":4457},[166],{"categories":4459},[128],{"categories":4461},[134],{"categories":4463},[134],{"categories":4465},[],{"categories":4467},[134],{"categories":4469},[151],{"categories":4471},[],{"categories":4473},[],{"categories":4475},[125],{"categories":4477},[],{"categories":4479},[125],{"categories":4481},[125],{"categories":4483},[120],{"categories":4485},[151],{"categories":4487},[120],{"categories":4489},[166],{"categories":4491},[120],{"categories":4493},[134],{"categories":4495},[134],{"categories":4497},[134],{"categories":4499},[120],{"categories":4501},[151],{"categories":4503},[125],{"categories":4505},[476],{"categories":4507},[115],{"categories":4509},[476],{"categories":4511},[476],{"categories":4513},[134],{"categories":4515},[476],{"categories":4517},[476],[4519,4575,4645,4717],{"id":4520,"title":4521,"ai":4522,"body":4527,"categories":4555,"created_at":78,"date_modified":78,"description":71,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":4556,"navigation":94,"path":4562,"published_at":4563,"question":78,"scraped_at":4564,"seo":4565,"sitemap":4566,"source_id":4567,"source_name":4568,"source_type":102,"source_url":4569,"stem":4570,"tags":4571,"thumbnail_url":78,"tldr":4572,"tweet":78,"unknown_tags":4573,"__hash__":4574},"summaries\u002Fsummaries\u002Fgemini-exports-editable-slides-docs-sheets-pdfs-wo-summary.md","Gemini Exports Editable Slides, Docs, Sheets, PDFs, Word, Excel",{"provider":7,"model":8,"input_tokens":4523,"output_tokens":4524,"processing_time_ms":4525,"cost_usd":4526},5242,1201,13219,0.0016264,{"type":14,"value":4528,"toc":4550},[4529,4533,4536,4540,4543,4547],[17,4530,4532],{"id":4531},"direct-file-generation-cuts-cleanup-time-by-20-30-minutes","Direct File Generation Cuts Cleanup Time by 20-30 Minutes",[22,4534,4535],{},"Gemini’s new feature lets you prompt for real, editable files—Google Slides, Docs, Sheets, PDFs, Microsoft Word, or Excel—exported straight from chat without markdown intermediaries or manual reformatting. Previously, AI outputs like tables broke when pasted into tools, requiring tedious fixes; now, Gemini handles layout, charts, images, references, and formulas natively. Upload inputs like handwritten notes, and it performs OCR plus intelligent structuring. Use detailed prompts to specify structure (e.g., \"one slide per cash flow category, add title slide, charts\") for production-ready results. Exports open in native apps for full editing, supporting Google Workspace and Microsoft formats.",[17,4537,4539],{"id":4538},"handwritten-notes-and-outlines-to-slides-and-sheets","Handwritten Notes and Outlines to Slides and Sheets",[22,4541,4542],{},"Upload scanned handwritten cash flow notes, prompt Gemini to \"convert to Google Slides with title slide and one slide per category,\" and it extracts data, generates charts, adds backgrounds\u002Fimages with sources, and formats professionally—e.g., Q3 2026 performance slides with operating metrics. For rough text outlines, it builds beautiful, themed presentations. Balance sheets become live Google Sheets with formulas; provide details like \"B2B SaaS Q3 2026 balance sheet\" for assets\u002Fliabilities tables ready for iteration. These workflows turn raw inputs into stakeholder-ready deliverables in seconds.",[17,4544,4546],{"id":4545},"research-to-polished-docs-and-pdfs","Research to Polished Docs and PDFs",[22,4548,4549],{},"Prompt for market analysis like \"research buy-now-pay-later market, include players\u002Fmarket share\u002Fregulatory environment, output as Word doc,\" and Gemini compiles data, formats with headings\u002Freferences, and exports a clean .docx. Switch to PDF for investor one-pagers (e.g., designed briefs) with visuals and structure. It pulls real-time insights, ensuring outputs include citations. This spans vendors—Google Slides\u002FSheets\u002FDocs, Microsoft Word\u002FExcel, PDFs—making Gemini a universal file generator for briefs, reports, or decks without ecosystem lock-in.",{"title":71,"searchDepth":72,"depth":72,"links":4551},[4552,4553,4554],{"id":4531,"depth":72,"text":4532},{"id":4538,"depth":72,"text":4539},{"id":4545,"depth":72,"text":4546},[151],{"content_references":4557,"triage":4558},[],{"relevance":91,"novelty":4559,"quality":91,"actionability":91,"composite":4560,"reasoning":4561},3,3.8,"Category: AI Automation. The article discusses a new feature of Gemini that allows users to generate editable files directly from prompts, addressing a common pain point of time-consuming formatting. It provides specific examples of how to use the tool effectively, making it actionable for users looking to streamline their workflows.","\u002Fsummaries\u002Fgemini-exports-editable-slides-docs-sheets-pdfs-wo-summary","2026-04-30 01:30:21","2026-05-03 16:45:04",{"title":4521,"description":71},{"loc":4562},"1193b743143ef426","AI with Surya","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ADbKLeOTLE8","summaries\u002Fgemini-exports-editable-slides-docs-sheets-pdfs-wo-summary",[107,106,108],"Gemini now generates downloadable, fully editable files (Google Slides\u002FDocs\u002FSheets, PDFs, Word, Excel) directly from chat prompts, eliminating 20-30 minutes of copy-paste formatting per task.",[108],"xdOto59oQUhPvWeLBN3UZvObMhmjvOGun0kYEE7-ex8",{"id":4576,"title":4577,"ai":4578,"body":4583,"categories":4620,"created_at":78,"date_modified":78,"description":71,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":4621,"navigation":94,"path":4632,"published_at":4633,"question":78,"scraped_at":4634,"seo":4635,"sitemap":4636,"source_id":4637,"source_name":4638,"source_type":102,"source_url":4639,"stem":4640,"tags":4641,"thumbnail_url":78,"tldr":4642,"tweet":78,"unknown_tags":4643,"__hash__":4644},"summaries\u002Fsummaries\u002Fstreaming-input-makes-ai-conversational-in-real-ti-summary.md","Streaming Input Makes AI Conversational in Real Time",{"provider":7,"model":8,"input_tokens":4579,"output_tokens":4580,"processing_time_ms":4581,"cost_usd":4582},5428,1594,12224,0.00185995,{"type":14,"value":4584,"toc":4615},[4585,4589,4592,4595,4599,4602,4605,4609,4612],[17,4586,4588],{"id":4587},"batch-inference-breaks-real-time-ai-streaming-fixes-it","Batch Inference Breaks Real-Time AI, Streaming Fixes It",[22,4590,4591],{},"Traditional batch processing requires complete input before any computation, adding unacceptable delays for voice assistants, live transcription, robotics, or translation—applications demanding sub-second reactions. Humans expect voice AI to respond under 1 second Time-To-First-Token (TTFT) to feel natural, but batch waits for the full sentence or audio, compounding latency into robotic pauses.",[22,4593,4594],{},"Chopping input into fixed chunks fails due to context loss: early chunks lack future context, leading to incoherent outputs; stitching results ignores dependencies across boundaries; and latency still builds as chunks queue. Instead, true streaming input feeds data incrementally, letting the model generate output mid-stream for fluid, bidirectional listening and speaking.",[17,4596,4598],{"id":4597},"causal-architecture-and-streaming-training-unlock-incremental-processing","Causal Architecture and Streaming Training Unlock Incremental Processing",[22,4600,4601],{},"Only causal (autoregressive) attention supports streaming, as it masks future tokens so each output depends solely on prior input—bidirectional attention like in BERT cannot, since it requires full context upfront. To handle long streams without exploding memory, use sliding-window attention: limit focus to recent tokens (e.g., last 4096), discarding distant history while preserving recency.",[22,4603,4604],{},"Architecture alone isn't enough; models must undergo streaming-specific training to predict correctly from partial input, mimicking live interpreters practicing incremental translation. This aligns output timing with arriving input, preventing errors from incomplete context.",[17,4606,4608],{"id":4607},"kv-cache-and-websocket-apis-make-streaming-efficient-and-practical","KV Cache and WebSocket APIs Make Streaming Efficient and Practical",[22,4610,4611],{},"Efficiency comes from the key-value (KV) cache: as each input chunk arrives, compute and store attention keys\u002Fvalues incrementally, then resume from the cached state for the next chunk—no recomputing prior work. This keeps compute linear with stream length, enabling persistent sessions over open connections.",[22,4613,4614],{},"Expose via WebSocket APIs for bidirectional flow: apps stream microphone chunks to the server, which appends to the KV cache, runs inference, and pushes output tokens back instantly. Result: transcription or responses appear before you finish speaking, closing the latency gap between 'responding AI' and 'conversing presence.' As infrastructure like vLLM matures, streaming shifts from novelty to expectation, powering next-gen real-time apps.",{"title":71,"searchDepth":72,"depth":72,"links":4616},[4617,4618,4619],{"id":4587,"depth":72,"text":4588},{"id":4597,"depth":72,"text":4598},{"id":4607,"depth":72,"text":4608},[],{"content_references":4622,"triage":4630},[4623,4627],{"type":4624,"title":4625,"url":4626,"context":88},"paper","Building Enterprise Realtime Voice Agents from Scratch: A Technical Tutorial","https:\u002F\u002Farxiv.org\u002Fhtml\u002F2603.05413v1#:~:text=The%20importance%20of%20enabling%20realtime,%E2%80%A2",{"type":84,"title":4628,"url":4629,"context":88},"Streaming Requests & Realtime API in vLLM","https:\u002F\u002Fvllm.ai\u002Fblog\u002Fstreaming-realtime",{"relevance":90,"novelty":91,"quality":91,"actionability":91,"composite":92,"reasoning":4631},"Category: AI & LLMs. The article provides a deep dive into streaming input for AI, addressing a critical pain point for real-time applications like voice assistants. It offers actionable insights on causal attention and KV caching, which are directly applicable for developers looking to implement real-time AI features.","\u002Fsummaries\u002Fstreaming-input-makes-ai-conversational-in-real-ti-summary","2026-04-18 16:01:01","2026-04-19 01:22:19",{"title":4577,"description":71},{"loc":4632},"8b00f7cc6a0056f3","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Fwhy-ai-needs-to-listen-before-you-finish-speaking-b9d843f84283?source=rss----98111c9905da---4","summaries\u002Fstreaming-input-makes-ai-conversational-in-real-ti-summary",[106,107,108],"Batch inference waits for full input before processing, killing real-time apps like voice assistants. Streaming input processes chunks as they arrive using causal attention, KV caching, and specialized training to hit sub-1s TTFT for natural interaction.",[108],"3tDjggk67t4FtRMqirTUN4mCwMH1hcnDmIWEXBWEUVE",{"id":4646,"title":4647,"ai":4648,"body":4653,"categories":4689,"created_at":78,"date_modified":78,"description":71,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":4690,"navigation":94,"path":4704,"published_at":4705,"question":78,"scraped_at":4706,"seo":4707,"sitemap":4708,"source_id":4709,"source_name":4710,"source_type":102,"source_url":4711,"stem":4712,"tags":4713,"thumbnail_url":78,"tldr":4714,"tweet":78,"unknown_tags":4715,"__hash__":4716},"summaries\u002Fsummaries\u002Fclaude-computer-use-dispatch-enables-remote-automa-summary.md","Claude Computer Use + Dispatch Enables Remote Automation",{"provider":7,"model":8,"input_tokens":4649,"output_tokens":4650,"processing_time_ms":4651,"cost_usd":4652},6689,1539,12305,0.00160045,{"type":14,"value":4654,"toc":4684},[4655,4659,4662,4665,4669,4672,4676],[17,4656,4658],{"id":4657},"remote-tasks-unlock-value-despite-slowness","Remote Tasks Unlock Value Despite Slowness",[22,4660,4661],{},"Claude's computer use lets you control your desktop from your phone via Dispatch, ideal for scenarios away from your desk. Key use cases include generating and publishing LinkedIn posts in your custom tone using pre-built skills: copy Reddit text on phone, dispatch to Claude, which accesses desktop skills, writes the post (e.g., on Claude's Auto Dream feature), navigates LinkedIn via browser extension, pastes content paragraph-by-paragraph, and posts it. Another workflow builds full websites using stored skills like 'Build Room Design' (dark minimal aesthetic, components, colors, animations), then opens in browser, screen records with QuickTime, and sends video via WhatsApp—proven by creating a Crocs product site landing page remotely. These beat basic file sends (e.g., Photoshop PNG to WhatsApp or proposal via Slack), which take 3 minutes versus 10 seconds manually, because they leverage existing skills inaccessible on mobile, saving hours on content creation or prototyping.",[22,4663,4664],{},"Trade-offs: Success relies on Chrome extension for browser control and permissions for apps like Finder. Outcomes like 10k LinkedIn followers from similar skills show potential for audience growth, but expect imperfections like missing images without extra tools (e.g., Firecrawl for scraping).",[17,4666,4668],{"id":4667},"screenshot-loop-drives-delays-and-privacy-risks","Screenshot Loop Drives Delays and Privacy Risks",[22,4670,4671],{},"Computer use operates by repeatedly screenshotting your screen, analyzing it with Claude to decide mouse\u002Fkeyboard actions (click, type, scroll), then executing—repeating per step. This makes simple actions sluggish (e.g., typing post by re-entering text instead of paste) and bogs down your system, better suited for remote phone triggers than local use. Privacy hit: Screenshots send to Anthropic, so avoid sensitive screens. Performance improves if computer stays awake (Dispatch toggle), but it's 'not there yet'—confused on inputs (arrows vs. typing), unreliable navigation. Still, for background tasks while mobile, time loss is tolerable as it handles full pipelines end-to-end.",[17,4673,4675],{"id":4674},"quick-setup-for-desktop-to-phone-control","Quick Setup for Desktop-to-Phone Control",[22,4677,4678,4679,4683],{},"Download Claude desktop app from claude.com\u002Fdownload, log in, go to Settings > Desktop App > toggle Computer Use (confirms mouse\u002Fkeyboard\u002Fscreen access). Enable macOS Privacy & Security > Screen & Audio Recording. Install Claude Google Chrome extension. Update Claude mobile app, menu > Dispatch > connect phone to desktop, toggle 'keep awake'. Upload desktop skills (.md files or zipped folders with refs) to mobile Claude via Customize > Skills > drag\u002Fdrop. Trigger remotely: e.g., 'Use LinkedIn skill to post about ",[4680,4681,4682],"span",{},"topic","' or 'Build site with Build Room Design skill for Crocs, screen record, WhatsApp video'. Permissions prompt per app (Chrome, QuickTime). Skills live in hidden ~\u002FLibrary\u002FApplication Support\u002FClaude\u002Fskills folder (Shift+Option+. to access).",{"title":71,"searchDepth":72,"depth":72,"links":4685},[4686,4687,4688],{"id":4657,"depth":72,"text":4658},{"id":4667,"depth":72,"text":4668},{"id":4674,"depth":72,"text":4675},[125],{"content_references":4691,"triage":4702},[4692,4697,4700],{"type":4693,"title":4694,"url":4695,"context":4696},"tool","Buildroom","https:\u002F\u002Fwww.skool.com\u002Fbuildroom\u002F","mentioned",{"type":4693,"title":4698,"url":4699,"context":4696},"Claude Desktop App","https:\u002F\u002Fclaude.com\u002Fdownload",{"type":4693,"title":4701,"context":4696},"Claude for Google Chrome Extension",{"relevance":91,"novelty":4559,"quality":91,"actionability":91,"composite":4560,"reasoning":4703},"Category: AI Automation. The article discusses practical applications of Claude's computer use feature for automating remote tasks, which directly addresses the audience's need for actionable AI tools. It provides specific workflows for generating LinkedIn posts and building websites, making it relevant and actionable.","\u002Fsummaries\u002Fclaude-computer-use-dispatch-enables-remote-automa-summary","2026-04-13 14:45:02","2026-04-19 03:39:54",{"title":4647,"description":71},{"loc":4704},"21a7c865c95c181e","Duncan Rogoff | AI Automation","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ELZ5mtmt5IE","summaries\u002Fclaude-computer-use-dispatch-enables-remote-automa-summary",[107,106,108],"Claude's computer use feature, accessed via Dispatch on phone, automates remote tasks like publishing LinkedIn posts and building websites with screen recordings, but screenshot-based navigation makes it slow (3min vs 10s manual) and unreliable.",[108],"CXU1jw6xaZmLVDsm1_kzuNykodLFHmlhitxff2JshaY",{"id":4718,"title":4719,"ai":4720,"body":4725,"categories":4805,"created_at":78,"date_modified":78,"description":4806,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":4807,"navigation":94,"path":4808,"published_at":4809,"question":78,"scraped_at":4810,"seo":4811,"sitemap":4812,"source_id":4813,"source_name":4814,"source_type":4815,"source_url":4816,"stem":4817,"tags":4818,"thumbnail_url":78,"tldr":4819,"tweet":78,"unknown_tags":4820,"__hash__":4821},"summaries\u002Fsummaries\u002Fobsidian-claude-vector-free-rag-for-solo-devs-summary.md","Obsidian + Claude: Vector-Free RAG for Solo Devs",{"provider":7,"model":8,"input_tokens":4721,"output_tokens":4722,"processing_time_ms":4723,"cost_usd":4724},6897,1407,14713,0.00161565,{"type":14,"value":4726,"toc":4799},[4727,4731,4753,4757,4776,4780,4792,4796],[17,4728,4730],{"id":4729},"folder-structure-enables-llm-navigation-without-vectors","Folder Structure Enables LLM Navigation Without Vectors",[22,4732,4733,4734,4737,4738,4741,4742,4745,4746,4748,4749,4752],{},"Karpathy's Obsidian setup mimics RAG by organizing files into a traversable hierarchy: a ",[44,4735,4736],{},"raw"," folder stages incoming docs (MD, PDFs from web\u002Farticles\u002Frepos), while a ",[44,4739,4740],{},"wiki"," folder holds processed summaries. A ",[44,4743,4744],{},"master-index.md"," in ",[44,4747,4740],{}," lists all wikis (e.g., AI agents, RAG systems), and each wiki subfolder has its own ",[44,4750,4751],{},"index.md"," linking related content via wiki-links. This gives Claude Code a clear path—scan master index, drill into relevant wiki index, follow links—avoiding token waste on blind searches. Humans browse the same structure visually in Obsidian UI, keeping everything transparent vs black-box vector DBs. Result: query large doc sets accurately with zero embeddings, ideal for solo operators ingesting dozens to hundreds of files.",[17,4754,4756],{"id":4755},"claudemd-rules-automate-wiki-creation-and-qa","Claude.md Rules Automate Wiki Creation and Q&A",[22,4758,4759,4760,4763,4764,4766,4767,4769,4770,4772,4773,4775],{},"Place a ",[44,4761,4762],{},"claude.md"," file in the vault root defining rules for traversal, wiki generation, and output formatting. Prompt Claude Code with: \"Create the Obsidian RAG file structure: raw folder for staging, wiki\u002Fmaster-index.md\u002Fwiki indexes with wiki-links.\" It builds everything. To generate a wiki, point Claude at ",[44,4765,4736],{}," contents: \"Create wiki on ",[4680,4768,4682],{}," from raw folder—add index.md summarizing sources with links.\" Claude auto-maintains indexes, pulling relevant raw files or researching anew via web search. Query via: \"Ask about my ",[4680,4771,4682],{}," wiki\"—it navigates efficiently. Download Obsidian (free at obsidian.md), designate vault folder, enable community plugins. Full ",[44,4774,4762],{}," template and prompts available in free communities like Chase AI.",[17,4777,4779],{"id":4778},"data-ingestion-pipelines-for-hands-off-scaling","Data Ingestion Pipelines for Hands-Off Scaling",[22,4781,4782,4783,4785,4786,4788,4789,4791],{},"Obsidian Web Clipper Chrome extension (obsidian.md\u002Fclipper) converts webpages to MD, auto-saves to ",[44,4784,4736],{}," (set in options: change 'clippings' to 'raw'). Pair with 'Local Images Plus' plugin (search\u002Finstall in Obsidian > Community Plugins > Browse) to embed images directly—clipper links them otherwise. For automation, prompt Claude Code: \"Research ",[4680,4787,4682],{},", save relevant MDs to raw, generate wiki.\" Handles web search, filtering, and wiki creation end-to-end. Manual clips for curated inputs; AI for bulk. Keeps humans in loop via visible ",[44,4790,4736],{}," staging, preventing info silos.",[17,4793,4795],{"id":4794},"skip-true-rag-until-thousands-of-docs","Skip True RAG Until Thousands of Docs",[22,4797,4798],{},"This beats LightRAG\u002Fgraph RAG for solo\u002Fsmall teams: zero cost\u002Foverhead, leverages Claude's file navigation smarts for \u003C1000 docs. At massive scale (millions), vectors win on speed\u002Fcost—embeddings retrieve faster than MD traversal. Start here: free, editable, visible. Upgrade only when queries slow\u002Ftoken costs spike. Most don't need full RAG; this 'Obsidian RAG' handles agency knowledge bases, research wikis without complexity.",{"title":71,"searchDepth":72,"depth":72,"links":4800},[4801,4802,4803,4804],{"id":4729,"depth":72,"text":4730},{"id":4755,"depth":72,"text":4756},{"id":4778,"depth":72,"text":4779},{"id":4794,"depth":72,"text":4795},[],"⚡Master Claude Code, Build Your Agency, Land Your First Client⚡\nhttps:\u002F\u002Fwww.skool.com\u002Fchase-ai\n\n🔥FREE community🔥\nhttps:\u002F\u002Fwww.skool.com\u002Fchase-ai-community\u002Fclassroom\u002F4fe79bd0?md=0f0e5f837fdc4760aa100b35a85c6498\n\n💻 Need custom work? Book a consult 💻\nhttps:\u002F\u002Fchaseai.io\n\nKarpathy just replaced RAG with Obsidian.\n\nIn this video, I break down how Karpathy's Obsidian knowledge base works, how to set it up yourself, and when a \"true\" RAG system is actually needed.\n\n⏰TIMESTAMPS:\n0:00 - Intro\n0:52 - Obsidian \"RAG\"\n3:22 - How it Works\n6:30 - The Setup\n11:39 - When True RAG Makes Sense\n\nRESOURCES FROM THIS VIDEO:\n➡️ Master Claude Code: https:\u002F\u002Fwww.skool.com\u002Fchase-ai\n➡️ My Website: https:\u002F\u002Fwww.chaseai.io\n➡️ Karpathy Tweet: https:\u002F\u002Fx.com\u002Fkarpathy\u002Fstatus\u002F2039805659525644595\n\n#claudecode #obsidian",{},"\u002Fsummaries\u002Fobsidian-claude-vector-free-rag-for-solo-devs-summary","2026-04-04 19:51:42","2026-04-05 16:15:24",{"title":4719,"description":4806},{"loc":4808},"982a9c67eeac8662","Chase AI","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=OSZdFnQmgRw","summaries\u002Fobsidian-claude-vector-free-rag-for-solo-devs-summary",[106,107,108],"Structure Obsidian vault with raw\u002Fwiki folders and claude.md rules to let Claude Code query hundreds of docs without embeddings—lightweight setup beats full RAG for small teams until massive scale.",[108],"vag-JxzAyHAsNd0we8OaHSyYvUMHt6c0rEX-xn9a-CA"]