[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-dabc8454cbcd0bc7-a-practical-workflow-for-turning-nmap-scans-into-e-summary":3,"summaries-facets-categories":205,"summary-related-dabc8454cbcd0bc7-a-practical-workflow-for-turning-nmap-scans-into-e-summary":4736},{"id":4,"title":5,"ai":6,"body":13,"categories":156,"created_at":158,"date_modified":158,"description":150,"extension":159,"faq":158,"featured":160,"kicker_label":158,"meta":161,"navigation":186,"path":187,"published_at":188,"question":158,"scraped_at":189,"seo":190,"sitemap":191,"source_id":192,"source_name":193,"source_type":194,"source_url":195,"stem":196,"tags":197,"thumbnail_url":158,"tldr":202,"tweet":158,"unknown_tags":203,"__hash__":204},"summaries\u002Fsummaries\u002Fdabc8454cbcd0bc7-a-practical-workflow-for-turning-nmap-scans-into-e-summary.md","A Practical Workflow for Turning Nmap Scans into Exploits",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7705,856,3808,0.00321025,{"type":14,"value":15,"toc":149},"minimark",[16,21,25,108,112,118,122],[17,18,20],"h2",{"id":19},"the-recon-to-exploit-pipeline","The Recon-to-Exploit Pipeline",[22,23,24],"p",{},"Version strings are not just metadata; they are the primary key for vulnerability research. The author outlines a six-step workflow to transform raw Nmap output into verified, reportable findings.",[26,27,28,53,62,79,96,102],"ol",{},[29,30,31,35,36,40,41,44,45,48,49,52],"li",{},[32,33,34],"strong",{},"Version Extraction:"," Use ",[37,38,39],"code",{},"nmap -sV"," to gather data. If Nmap returns a range (e.g., Samba 3.X-4.X), use service-specific tools like ",[37,42,43],{},"smbclient -L"," to pin the exact version. Use ",[37,46,47],{},"--version-light"," for speed or ",[37,50,51],{},"--version-all"," for precision.",[29,54,55,35,58,61],{},[32,56,57],{},"Automated CVE Lookup:",[37,59,60],{},"--script vulners"," to query the Vulners.com API. This provides a broad, passive overview of potential CVEs and CVSS scores. Note that this requires internet access and is ineffective in air-gapped environments.",[29,63,64,35,67,70,71,74,75,78],{},[32,65,66],{},"Active Local Verification:",[37,68,69],{},"--script vuln"," to run local NSE scripts. Unlike ",[37,72,73],{},"vulners",", this does not require internet access and provides active confirmation (e.g., executing a command to prove root access). A result of ",[37,76,77],{},"VULNERABLE (Exploitable)"," is high-confidence evidence.",[29,80,81,35,84,87,88,91,92,95],{},[32,82,83],{},"Exploit Identification:",[37,85,86],{},"searchsploit"," to find public exploits. Prioritize ",[37,89,90],{},"remote\u002F"," paths (network-exploitable) and ",[37,93,94],{},".rb"," extensions (Metasploit-ready modules).",[29,97,98,101],{},[32,99,100],{},"Manual Validation:"," Cross-reference findings with the NVD (National Vulnerability Database) to confirm the CVSS vector, authentication requirements, and affected version ranges.",[29,103,104,107],{},[32,105,106],{},"Verification:"," Before reporting, account for backported patches (common in Debian\u002FUbuntu) by checking package suffixes, and ensure all prerequisites for the exploit are met.",[17,109,111],{"id":110},"distinguishing-detection-from-exploitation","Distinguishing Detection from Exploitation",[22,113,114,115,117],{},"The author emphasizes that ",[37,116,69],{}," can cross the line from passive scanning to active exploitation. For example, the vsftpd backdoor script may automatically execute commands and return a shell. Practitioners must ensure their scope of work explicitly permits vulnerability verification to avoid unauthorized access.",[17,119,121],{"id":120},"key-tooling-nuances","Key Tooling Nuances",[123,124,125,143],"ul",{},[29,126,127,136,137,139,140,142],{},[32,128,129,131,132,135],{},[37,130,73],{}," vs ",[37,133,134],{},"vuln",":"," ",[37,138,73],{}," is a passive, internet-dependent lookup tool; ",[37,141,134],{}," is an active, local probe tool. Use both for maximum coverage.",[29,144,145,148],{},[32,146,147],{},"Searchsploit Interpretation:"," Always check the exploit code to confirm if the target's version falls within the affected range, as titles often use broad version ranges that may not apply to every sub-version.",{"title":150,"searchDepth":151,"depth":151,"links":152},"",2,[153,154,155],{"id":19,"depth":151,"text":20},{"id":110,"depth":151,"text":111},{"id":120,"depth":151,"text":121},[157],"Software Engineering",null,"md",false,{"content_references":162,"triage":181},[163,168,171,174,177],{"type":164,"title":165,"url":166,"context":167},"tool","Nmap","https:\u002F\u002Fnmap.org\u002F","recommended",{"type":164,"title":169,"url":170,"context":167},"Vulners","https:\u002F\u002Fvulners.com\u002F",{"type":164,"title":172,"url":173,"context":167},"Searchsploit","https:\u002F\u002Fwww.exploit-db.com\u002Fsearchsploit",{"type":164,"title":175,"url":176,"context":167},"NVD (National Vulnerability Database)","https:\u002F\u002Fnvd.nist.gov\u002F",{"type":164,"title":178,"url":179,"context":180},"Metasploit","https:\u002F\u002Fwww.metasploit.com\u002F","mentioned",{"relevance":151,"novelty":182,"quality":183,"actionability":183,"composite":184,"reasoning":185},3,4,3.1,"Category: none. The article focuses on a specific security testing workflow using Nmap, which does not align with the taxonomy categories relevant to AI-powered product building. While it provides actionable steps for vulnerability assessment, it lacks a direct connection to AI engineering, software engineering, or product strategy.",true,"\u002Fsummaries\u002Fdabc8454cbcd0bc7-a-practical-workflow-for-turning-nmap-scans-into-e-summary","2026-06-08 04:18:28","2026-06-10 12:56:54",{"title":5,"description":150},{"loc":187},"dabc8454cbcd0bc7","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Ffrom-open-port-to-cve-the-recon-to-exploit-workflow-4296a5242238?source=rss----5517fd7b58a6---4","summaries\u002Fdabc8454cbcd0bc7-a-practical-workflow-for-turning-nmap-scans-into-e-summary",[198,199,200,201],"nmap","vulnerability-assessment","security-testing","exploitation","Moving from version detection to verified exploitation requires a systematic pipeline: Nmap versioning, automated CVE lookups, active local verification, and manual cross-referencing with exploit databases.",[198,199,200,201],"TaiTXegMy34OOUhZFzuh51uzMinNjlfz7EzvXYcEtHg",[206,209,212,215,218,221,223,225,227,229,231,233,236,238,240,242,244,246,248,250,252,254,256,258,260,262,265,268,270,272,274,276,278,280,282,284,287,289,291,293,295,297,299,301,303,305,307,309,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734],{"categories":207},[208],"Developer Productivity",{"categories":210},[211],"Business & SaaS",{"categories":213},[214],"AI & LLMs",{"categories":216},[217],"AI Automation",{"categories":219},[220],"Product Strategy",{"categories":222},[214],{"categories":224},[208],{"categories":226},[211],{"categories":228},[],{"categories":230},[214],{"categories":232},[],{"categories":234},[235],"AI News & Trends",{"categories":237},[217],{"categories":239},[217],{"categories":241},[235],{"categories":243},[217],{"categories":245},[217],{"categories":247},[217],{"categories":249},[214],{"categories":251},[214],{"categories":253},[214],{"categories":255},[235],{"categories":257},[214],{"categories":259},[214],{"categories":261},[],{"categories":263},[264],"Design & Frontend",{"categories":266},[267],"Data Science & Visualization",{"categories":269},[235],{"categories":271},[214],{"categories":273},[],{"categories":275},[214],{"categories":277},[157],{"categories":279},[214],{"categories":281},[217],{"categories":283},[214],{"categories":285},[286],"Marketing & Growth",{"categories":288},[264],{"categories":290},[214],{"categories":292},[217],{"categories":294},[],{"categories":296},[],{"categories":298},[264],{"categories":300},[217],{"categories":302},[208],{"categories":304},[157],{"categories":306},[264],{"categories":308},[214],{"categories":310},[311],"DevOps & Cloud",{"categories":313},[217],{"categories":315},[235],{"categories":317},[214],{"categories":319},[],{"categories":321},[],{"categories":323},[217],{"categories":325},[157],{"categories":327},[],{"categories":329},[211],{"categories":331},[],{"categories":333},[],{"categories":335},[214],{"categories":337},[217],{"categories":339},[214],{"categories":341},[214],{"categories":343},[217],{"categories":345},[214],{"categories":347},[214],{"categories":349},[214],{"categories":351},[],{"categories":353},[157],{"categories":355},[],{"categories":357},[],{"categories":359},[157],{"categories":361},[],{"categories":363},[157],{"categories":365},[214],{"categories":367},[214],{"categories":369},[286],{"categories":371},[264],{"categories":373},[264],{"categories":375},[214],{"categories":377},[157],{"categories":379},[217],{"categories":381},[157],{"categories":383},[214],{"categories":385},[214],{"categories":387},[217],{"categories":389},[217],{"categories":391},[267],{"categories":393},[235],{"categories":395},[217],{"categories":397},[217],{"categories":399},[286],{"categories":401},[217],{"categories":403},[220],{"categories":405},[157],{"categories":407},[],{"categories":409},[217],{"categories":411},[],{"categories":413},[217],{"categories":415},[157],{"categories":417},[311],{"categories":419},[264],{"categories":421},[214],{"categories":423},[],{"categories":425},[157],{"categories":427},[214],{"categories":429},[],{"categories":431},[217],{"categories":433},[],{"categories":435},[214],{"categories":437},[],{"categories":439},[208],{"categories":441},[157],{"categories":443},[211],{"categories":445},[214],{"categories":447},[214],{"categories":449},[235],{"categories":451},[214],{"categories":453},[],{"categories":455},[214],{"categories":457},[],{"categories":459},[157],{"categories":461},[267],{"categories":463},[],{"categories":465},[214],{"categories":467},[264],{"categories":469},[],{"categories":471},[264],{"categories":473},[217],{"categories":475},[],{"categories":477},[214],{"categories":479},[214],{"categories":481},[217],{"categories":483},[235],{"categories":485},[211],{"categories":487},[214],{"categories":489},[],{"categories":491},[157],{"categories":493},[217],{"categories":495},[214],{"categories":497},[220],{"categories":499},[],{"categories":501},[214],{"categories":503},[220],{"categories":505},[217],{"categories":507},[214],{"categories":509},[217],{"categories":511},[],{"categories":513},[267],{"categories":515},[214],{"categories":517},[],{"categories":519},[208],{"categories":521},[214],{"categories":523},[211],{"categories":525},[214],{"categories":527},[217],{"categories":529},[214],{"categories":531},[214],{"categories":533},[157],{"categories":535},[214],{"categories":537},[],{"categories":539},[],{"categories":541},[214],{"categories":543},[214],{"categories":545},[],{"categories":547},[264],{"categories":549},[],{"categories":551},[214],{"categories":553},[],{"categories":555},[217],{"categories":557},[214],{"categories":559},[264],{"categories":561},[],{"categories":563},[214],{"categories":565},[214],{"categories":567},[211],{"categories":569},[217],{"categories":571},[214],{"categories":573},[214],{"categories":575},[264],{"categories":577},[217],{"categories":579},[],{"categories":581},[217],{"categories":583},[],{"categories":585},[235],{"categories":587},[],{"categories":589},[214],{"categories":591},[211,286],{"categories":593},[],{"categories":595},[214],{"categories":597},[217],{"categories":599},[],{"categories":601},[],{"categories":603},[264],{"categories":605},[214],{"categories":607},[],{"categories":609},[214],{"categories":611},[311],{"categories":613},[],{"categories":615},[235],{"categories":617},[264],{"categories":619},[],{"categories":621},[235],{"categories":623},[214],{"categories":625},[217],{"categories":627},[235],{"categories":629},[214],{"categories":631},[286],{"categories":633},[],{"categories":635},[211],{"categories":637},[157],{"categories":639},[214],{"categories":641},[217],{"categories":643},[],{"categories":645},[214,311],{"categories":647},[214],{"categories":649},[214],{"categories":651},[214],{"categories":653},[217],{"categories":655},[214,157],{"categories":657},[267],{"categories":659},[214],{"categories":661},[157],{"categories":663},[286],{"categories":665},[217],{"categories":667},[214],{"categories":669},[217],{"categories":671},[],{"categories":673},[217],{"categories":675},[214],{"categories":677},[214,211],{"categories":679},[211],{"categories":681},[],{"categories":683},[264],{"categories":685},[264],{"categories":687},[],{"categories":689},[],{"categories":691},[235],{"categories":693},[],{"categories":695},[208],{"categories":697},[214],{"categories":699},[157],{"categories":701},[214],{"categories":703},[264],{"categories":705},[217],{"categories":707},[157],{"categories":709},[235],{"categories":711},[264],{"categories":713},[],{"categories":715},[214],{"categories":717},[214],{"categories":719},[214],{"categories":721},[214],{"categories":723},[214],{"categories":725},[214],{"categories":727},[235],{"categories":729},[208],{"categories":731},[214],{"categories":733},[217],{"categories":735},[311],{"categories":737},[264],{"categories":739},[214],{"categories":741},[217],{"categories":743},[],{"categories":745},[],{"categories":747},[264],{"categories":749},[235],{"categories":751},[267],{"categories":753},[],{"categories":755},[214],{"categories":757},[214],{"categories":759},[211],{"categories":761},[214],{"categories":763},[214],{"categories":765},[214],{"categories":767},[235],{"categories":769},[264],{"categories":771},[],{"categories":773},[217],{"categories":775},[157],{"categories":777},[],{"categories":779},[214],{"categories":781},[214],{"categories":783},[217],{"categories":785},[157],{"categories":787},[214],{"categories":789},[],{"categories":791},[],{"categories":793},[214],{"categories":795},[],{"categories":797},[220],{"categories":799},[211],{"categories":801},[217],{"categories":803},[217],{"categories":805},[],{"categories":807},[208],{"categories":809},[214],{"categories":811},[211],{"categories":813},[235],{"categories":815},[208],{"categories":817},[],{"categories":819},[214],{"categories":821},[],{"categories":823},[],{"categories":825},[235],{"categories":827},[235],{"categories":829},[],{"categories":831},[264],{"categories":833},[157],{"categories":835},[],{"categories":837},[211],{"categories":839},[],{"categories":841},[],{"categories":843},[208],{"categories":845},[],{"categories":847},[286],{"categories":849},[217],{"categories":851},[211],{"categories":853},[217],{"categories":855},[157],{"categories":857},[],{"categories":859},[220],{"categories":861},[264],{"categories":863},[157],{"categories":865},[214],{"categories":867},[217],{"categories":869},[211],{"categories":871},[214],{"categories":873},[],{"categories":875},[],{"categories":877},[157],{"categories":879},[267],{"categories":881},[220],{"categories":883},[217],{"categories":885},[214],{"categories":887},[],{"categories":889},[235],{"categories":891},[311],{"categories":893},[],{"categories":895},[217],{"categories":897},[],{"categories":899},[208],{"categories":901},[],{"categories":903},[214],{"categories":905},[214],{"categories":907},[264],{"categories":909},[286],{"categories":911},[157],{"categories":913},[217],{"categories":915},[],{"categories":917},[157],{"categories":919},[208],{"categories":921},[],{"categories":923},[235],{"categories":925},[214,311],{"categories":927},[214],{"categories":929},[235],{"categories":931},[214],{"categories":933},[214],{"categories":935},[211],{"categories":937},[214],{"categories":939},[],{"categories":941},[214],{"categories":943},[211],{"categories":945},[214],{"categories":947},[],{"categories":949},[217],{"categories":951},[157],{"categories":953},[264],{"categories":955},[235],{"categories":957},[267],{"categories":959},[214],{"categories":961},[208],{"categories":963},[214],{"categories":965},[217],{"categories":967},[157],{"categories":969},[],{"categories":971},[],{"categories":973},[217],{"categories":975},[220],{"categories":977},[],{"categories":979},[214],{"categories":981},[],{"categories":983},[264],{"categories":985},[217],{"categories":987},[157],{"categories":989},[264],{"categories":991},[214],{"categories":993},[264],{"categories":995},[],{"categories":997},[],{"categories":999},[235],{"categories":1001},[217],{"categories":1003},[217],{"categories":1005},[214],{"categories":1007},[214],{"categories":1009},[214],{"categories":1011},[211],{"categories":1013},[214],{"categories":1015},[],{"categories":1017},[157],{"categories":1019},[157],{"categories":1021},[211],{"categories":1023},[],{"categories":1025},[214],{"categories":1027},[214],{"categories":1029},[217],{"categories":1031},[208],{"categories":1033},[211],{"categories":1035},[235],{"categories":1037},[217],{"categories":1039},[286],{"categories":1041},[214],{"categories":1043},[217],{"categories":1045},[],{"categories":1047},[264],{"categories":1049},[],{"categories":1051},[214],{"categories":1053},[214],{"categories":1055},[],{"categories":1057},[211],{"categories":1059},[217],{"categories":1061},[],{"categories":1063},[214],{"categories":1065},[311],{"categories":1067},[267],{"categories":1069},[157],{"categories":1071},[286],{"categories":1073},[214],{"categories":1075},[264],{"categories":1077},[214],{"categories":1079},[157],{"categories":1081},[217],{"categories":1083},[],{"categories":1085},[],{"categories":1087},[217],{"categories":1089},[208],{"categories":1091},[217],{"categories":1093},[220],{"categories":1095},[211],{"categories":1097},[],{"categories":1099},[214],{"categories":1101},[220],{"categories":1103},[214],{"categories":1105},[214],{"categories":1107},[214],{"categories":1109},[214],{"categories":1111},[286],{"categories":1113},[214],{"categories":1115},[214],{"categories":1117},[214],{"categories":1119},[264],{"categories":1121},[217],{"categories":1123},[],{"categories":1125},[],{"categories":1127},[311],{"categories":1129},[157],{"categories":1131},[],{"categories":1133},[217],{"categories":1135},[214],{"categories":1137},[264,214],{"categories":1139},[208],{"categories":1141},[],{"categories":1143},[214],{"categories":1145},[208],{"categories":1147},[264],{"categories":1149},[217],{"categories":1151},[157],{"categories":1153},[],{"categories":1155},[214],{"categories":1157},[],{"categories":1159},[],{"categories":1161},[214],{"categories":1163},[208],{"categories":1165},[214],{"categories":1167},[],{"categories":1169},[217],{"categories":1171},[220],{"categories":1173},[214],{"categories":1175},[214],{"categories":1177},[214],{"categories":1179},[264],{"categories":1181},[217],{"categories":1183},[311],{"categories":1185},[264],{"categories":1187},[211],{"categories":1189},[217],{"categories":1191},[214],{"categories":1193},[214],{"categories":1195},[214],{"categories":1197},[217],{"categories":1199},[157],{"categories":1201},[214],{"categories":1203},[220],{"categories":1205},[],{"categories":1207},[235],{"categories":1209},[],{"categories":1211},[220],{"categories":1213},[217],{"categories":1215},[264],{"categories":1217},[214],{"categories":1219},[214],{"categories":1221},[217],{"categories":1223},[157],{"categories":1225},[264],{"categories":1227},[217],{"categories":1229},[235],{"categories":1231},[],{"categories":1233},[214],{"categories":1235},[],{"categories":1237},[214],{"categories":1239},[214],{"categories":1241},[264],{"categories":1243},[214],{"categories":1245},[208],{"categories":1247},[235],{"categories":1249},[214],{"categories":1251},[214],{"categories":1253},[286],{"categories":1255},[214],{"categories":1257},[214],{"categories":1259},[217],{"categories":1261},[217],{"categories":1263},[214],{"categories":1265},[217],{"categories":1267},[217],{"categories":1269},[214],{"categories":1271},[214],{"categories":1273},[217],{"categories":1275},[264],{"categories":1277},[214],{"categories":1279},[214],{"categories":1281},[],{"categories":1283},[],{"categories":1285},[157],{"categories":1287},[],{"categories":1289},[208],{"categories":1291},[311],{"categories":1293},[214],{"categories":1295},[],{"categories":1297},[208],{"categories":1299},[211],{"categories":1301},[214],{"categories":1303},[286],{"categories":1305},[],{"categories":1307},[211],{"categories":1309},[],{"categories":1311},[214],{"categories":1313},[157],{"categories":1315},[],{"categories":1317},[],{"categories":1319},[],{"categories":1321},[],{"categories":1323},[214],{"categories":1325},[217],{"categories":1327},[311],{"categories":1329},[214],{"categories":1331},[208],{"categories":1333},[157],{"categories":1335},[214],{"categories":1337},[214],{"categories":1339},[157],{"categories":1341},[220],{"categories":1343},[214],{"categories":1345},[286],{"categories":1347},[211],{"categories":1349},[214],{"categories":1351},[214],{"categories":1353},[214],{"categories":1355},[214,208],{"categories":1357},[157],{"categories":1359},[157],{"categories":1361},[264],{"categories":1363},[217],{"categories":1365},[214],{"categories":1367},[214],{"categories":1369},[],{"categories":1371},[],{"categories":1373},[214],{"categories":1375},[],{"categories":1377},[157],{"categories":1379},[267],{"categories":1381},[235],{"categories":1383},[264],{"categories":1385},[214],{"categories":1387},[157],{"categories":1389},[],{"categories":1391},[214],{"categories":1393},[214],{"categories":1395},[],{"categories":1397},[217],{"categories":1399},[214],{"categories":1401},[214],{"categories":1403},[],{"categories":1405},[217],{"categories":1407},[214],{"categories":1409},[211],{"categories":1411},[],{"categories":1413},[208],{"categories":1415},[214],{"categories":1417},[208],{"categories":1419},[214],{"categories":1421},[157],{"categories":1423},[286],{"categories":1425},[217],{"categories":1427},[217],{"categories":1429},[214,264],{"categories":1431},[235],{"categories":1433},[214],{"categories":1435},[264],{"categories":1437},[],{"categories":1439},[157],{"categories":1441},[311],{"categories":1443},[264],{"categories":1445},[157],{"categories":1447},[214],{"categories":1449},[214],{"categories":1451},[217],{"categories":1453},[],{"categories":1455},[],{"categories":1457},[],{"categories":1459},[],{"categories":1461},[157],{"categories":1463},[217],{"categories":1465},[217],{"categories":1467},[311],{"categories":1469},[214],{"categories":1471},[214],{"categories":1473},[217],{"categories":1475},[214],{"categories":1477},[214],{"categories":1479},[],{"categories":1481},[264],{"categories":1483},[157],{"categories":1485},[],{"categories":1487},[],{"categories":1489},[217],{"categories":1491},[],{"categories":1493},[],{"categories":1495},[286],{"categories":1497},[286],{"categories":1499},[217],{"categories":1501},[157],{"categories":1503},[],{"categories":1505},[214],{"categories":1507},[214],{"categories":1509},[157],{"categories":1511},[264],{"categories":1513},[264],{"categories":1515},[214],{"categories":1517},[217],{"categories":1519},[208],{"categories":1521},[214],{"categories":1523},[214],{"categories":1525},[264],{"categories":1527},[264],{"categories":1529},[217],{"categories":1531},[217],{"categories":1533},[214],{"categories":1535},[],{"categories":1537},[214],{"categories":1539},[],{"categories":1541},[214],{"categories":1543},[217],{"categories":1545},[235],{"categories":1547},[157],{"categories":1549},[214],{"categories":1551},[208],{"categories":1553},[214],{"categories":1555},[],{"categories":1557},[217],{"categories":1559},[217],{"categories":1561},[],{"categories":1563},[214],{"categories":1565},[208],{"categories":1567},[214],{"categories":1569},[208],{"categories":1571},[208],{"categories":1573},[],{"categories":1575},[157],{"categories":1577},[],{"categories":1579},[217],{"categories":1581},[235],{"categories":1583},[214],{"categories":1585},[217],{"categories":1587},[214],{"categories":1589},[217],{"categories":1591},[214],{"categories":1593},[235],{"categories":1595},[267],{"categories":1597},[214],{"categories":1599},[220],{"categories":1601},[235],{"categories":1603},[264],{"categories":1605},[],{"categories":1607},[],{"categories":1609},[235],{"categories":1611},[],{"categories":1613},[],{"categories":1615},[],{"categories":1617},[],{"categories":1619},[157],{"categories":1621},[157],{"categories":1623},[267],{"categories":1625},[],{"categories":1627},[214],{"categories":1629},[214],{"categories":1631},[267],{"categories":1633},[157],{"categories":1635},[],{"categories":1637},[],{"categories":1639},[217],{"categories":1641},[217],{"categories":1643},[157],{"categories":1645},[217],{"categories":1647},[235],{"categories":1649},[235],{"categories":1651},[217],{"categories":1653},[217],{"categories":1655},[208],{"categories":1657},[214,311],{"categories":1659},[],{"categories":1661},[264],{"categories":1663},[157],{"categories":1665},[208],{"categories":1667},[217],{"categories":1669},[264],{"categories":1671},[],{"categories":1673},[217],{"categories":1675},[217],{"categories":1677},[217],{"categories":1679},[214],{"categories":1681},[286],{"categories":1683},[214],{"categories":1685},[157],{"categories":1687},[264],{"categories":1689},[214],{"categories":1691},[],{"categories":1693},[217],{"categories":1695},[264],{"categories":1697},[214],{"categories":1699},[217],{"categories":1701},[217],{"categories":1703},[217],{"categories":1705},[286],{"categories":1707},[267],{"categories":1709},[214],{"categories":1711},[217],{"categories":1713},[214],{"categories":1715},[],{"categories":1717},[286],{"categories":1719},[235],{"categories":1721},[157],{"categories":1723},[214],{"categories":1725},[217],{"categories":1727},[],{"categories":1729},[],{"categories":1731},[214],{"categories":1733},[217],{"categories":1735},[214],{"categories":1737},[235],{"categories":1739},[214],{"categories":1741},[217],{"categories":1743},[217],{"categories":1745},[],{"categories":1747},[214],{"categories":1749},[],{"categories":1751},[],{"categories":1753},[214],{"categories":1755},[217],{"categories":1757},[],{"categories":1759},[],{"categories":1761},[267],{"categories":1763},[214],{"categories":1765},[267],{"categories":1767},[235],{"categories":1769},[214],{"categories":1771},[214],{"categories":1773},[217],{"categories":1775},[214],{"categories":1777},[217],{"categories":1779},[],{"categories":1781},[],{"categories":1783},[311],{"categories":1785},[214],{"categories":1787},[],{"categories":1789},[],{"categories":1791},[208],{"categories":1793},[],{"categories":1795},[],{"categories":1797},[214],{"categories":1799},[],{"categories":1801},[],{"categories":1803},[157],{"categories":1805},[235],{"categories":1807},[286],{"categories":1809},[211],{"categories":1811},[214],{"categories":1813},[214],{"categories":1815},[211],{"categories":1817},[],{"categories":1819},[264],{"categories":1821},[217],{"categories":1823},[211],{"categories":1825},[214],{"categories":1827},[214],{"categories":1829},[208],{"categories":1831},[214],{"categories":1833},[],{"categories":1835},[208],{"categories":1837},[214],{"categories":1839},[286],{"categories":1841},[217],{"categories":1843},[235],{"categories":1845},[214],{"categories":1847},[211],{"categories":1849},[214],{"categories":1851},[214],{"categories":1853},[217],{"categories":1855},[],{"categories":1857},[214],{"categories":1859},[157],{"categories":1861},[208],{"categories":1863},[214],{"categories":1865},[214],{"categories":1867},[],{"categories":1869},[235],{"categories":1871},[214],{"categories":1873},[214],{"categories":1875},[],{"categories":1877},[211],{"categories":1879},[211],{"categories":1881},[220],{"categories":1883},[214],{"categories":1885},[214],{"categories":1887},[],{"categories":1889},[157],{"categories":1891},[214],{"categories":1893},[],{"categories":1895},[],{"categories":1897},[214],{"categories":1899},[235],{"categories":1901},[],{"categories":1903},[311],{"categories":1905},[214],{"categories":1907},[214],{"categories":1909},[],{"categories":1911},[214],{"categories":1913},[157],{"categories":1915},[214],{"categories":1917},[214],{"categories":1919},[214,311],{"categories":1921},[214],{"categories":1923},[214],{"categories":1925},[264],{"categories":1927},[217],{"categories":1929},[],{"categories":1931},[217],{"categories":1933},[217],{"categories":1935},[214],{"categories":1937},[214],{"categories":1939},[214],{"categories":1941},[214],{"categories":1943},[208],{"categories":1945},[267],{"categories":1947},[208],{"categories":1949},[157],{"categories":1951},[264],{"categories":1953},[217],{"categories":1955},[],{"categories":1957},[214],{"categories":1959},[235],{"categories":1961},[214],{"categories":1963},[217],{"categories":1965},[214],{"categories":1967},[214],{"categories":1969},[211],{"categories":1971},[],{"categories":1973},[311],{"categories":1975},[264],{"categories":1977},[264],{"categories":1979},[157],{"categories":1981},[217],{"categories":1983},[214],{"categories":1985},[211],{"categories":1987},[235],{"categories":1989},[264],{"categories":1991},[217],{"categories":1993},[214],{"categories":1995},[],{"categories":1997},[214],{"categories":1999},[214],{"categories":2001},[],{"categories":2003},[],{"categories":2005},[214],{"categories":2007},[214],{"categories":2009},[214],{"categories":2011},[214],{"categories":2013},[217],{"categories":2015},[214],{"categories":2017},[214],{"categories":2019},[],{"categories":2021},[267],{"categories":2023},[214],{"categories":2025},[217],{"categories":2027},[],{"categories":2029},[],{"categories":2031},[214],{"categories":2033},[214],{"categories":2035},[214],{"categories":2037},[235],{"categories":2039},[],{"categories":2041},[264],{"categories":2043},[214],{"categories":2045},[311],{"categories":2047},[235],{"categories":2049},[157],{"categories":2051},[157],{"categories":2053},[235],{"categories":2055},[235],{"categories":2057},[311],{"categories":2059},[],{"categories":2061},[235],{"categories":2063},[214],{"categories":2065},[208],{"categories":2067},[214],{"categories":2069},[235],{"categories":2071},[],{"categories":2073},[214],{"categories":2075},[157],{"categories":2077},[267],{"categories":2079},[214],{"categories":2081},[235],{"categories":2083},[214],{"categories":2085},[157],{"categories":2087},[217],{"categories":2089},[235],{"categories":2091},[311],{"categories":2093},[217],{"categories":2095},[214],{"categories":2097},[214],{"categories":2099},[214],{"categories":2101},[],{"categories":2103},[211],{"categories":2105},[],{"categories":2107},[],{"categories":2109},[214],{"categories":2111},[217],{"categories":2113},[214],{"categories":2115},[214],{"categories":2117},[214],{"categories":2119},[],{"categories":2121},[267],{"categories":2123},[208],{"categories":2125},[217],{"categories":2127},[264],{"categories":2129},[],{"categories":2131},[214],{"categories":2133},[157],{"categories":2135},[214],{"categories":2137},[311],{"categories":2139},[311],{"categories":2141},[],{"categories":2143},[217],{"categories":2145},[235],{"categories":2147},[235],{"categories":2149},[214],{"categories":2151},[217],{"categories":2153},[],{"categories":2155},[264],{"categories":2157},[214],{"categories":2159},[214],{"categories":2161},[],{"categories":2163},[214],{"categories":2165},[],{"categories":2167},[214],{"categories":2169},[157],{"categories":2171},[311],{"categories":2173},[214],{"categories":2175},[157],{"categories":2177},[211],{"categories":2179},[214],{"categories":2181},[],{"categories":2183},[217],{"categories":2185},[208],{"categories":2187},[208],{"categories":2189},[],{"categories":2191},[214],{"categories":2193},[214],{"categories":2195},[157],{"categories":2197},[264],{"categories":2199},[214],{"categories":2201},[217],{"categories":2203},[],{"categories":2205},[214],{"categories":2207},[214],{"categories":2209},[217],{"categories":2211},[],{"categories":2213},[217],{"categories":2215},[157],{"categories":2217},[],{"categories":2219},[214],{"categories":2221},[217],{"categories":2223},[211],{"categories":2225},[],{"categories":2227},[214],{"categories":2229},[],{"categories":2231},[214],{"categories":2233},[214],{"categories":2235},[],{"categories":2237},[214],{"categories":2239},[214],{"categories":2241},[235],{"categories":2243},[214],{"categories":2245},[214],{"categories":2247},[208],{"categories":2249},[214],{"categories":2251},[267],{"categories":2253},[235],{"categories":2255},[217],{"categories":2257},[],{"categories":2259},[214],{"categories":2261},[264],{"categories":2263},[286],{"categories":2265},[214],{"categories":2267},[217],{"categories":2269},[],{"categories":2271},[],{"categories":2273},[],{"categories":2275},[208],{"categories":2277},[235],{"categories":2279},[217],{"categories":2281},[214],{"categories":2283},[214],{"categories":2285},[264],{"categories":2287},[217],{"categories":2289},[],{"categories":2291},[217],{"categories":2293},[217],{"categories":2295},[],{"categories":2297},[214],{"categories":2299},[217],{"categories":2301},[214],{"categories":2303},[],{"categories":2305},[214],{"categories":2307},[214],{"categories":2309},[235],{"categories":2311},[264],{"categories":2313},[217],{"categories":2315},[264],{"categories":2317},[211],{"categories":2319},[],{"categories":2321},[],{"categories":2323},[214],{"categories":2325},[208],{"categories":2327},[235],{"categories":2329},[],{"categories":2331},[264],{"categories":2333},[],{"categories":2335},[157],{"categories":2337},[157],{"categories":2339},[264],{"categories":2341},[157],{"categories":2343},[214],{"categories":2345},[],{"categories":2347},[214],{"categories":2349},[214],{"categories":2351},[],{"categories":2353},[286],{"categories":2355},[214],{"categories":2357},[311],{"categories":2359},[157],{"categories":2361},[],{"categories":2363},[217],{"categories":2365},[214],{"categories":2367},[208],{"categories":2369},[217],{"categories":2371},[217],{"categories":2373},[214],{"categories":2375},[214],{"categories":2377},[],{"categories":2379},[208],{"categories":2381},[214],{"categories":2383},[211],{"categories":2385},[157],{"categories":2387},[264],{"categories":2389},[],{"categories":2391},[],{"categories":2393},[],{"categories":2395},[217],{"categories":2397},[157],{"categories":2399},[264],{"categories":2401},[235],{"categories":2403},[214],{"categories":2405},[235],{"categories":2407},[217],{"categories":2409},[264],{"categories":2411},[214],{"categories":2413},[],{"categories":2415},[214],{"categories":2417},[264],{"categories":2419},[235],{"categories":2421},[211],{"categories":2423},[157],{"categories":2425},[214],{"categories":2427},[235],{"categories":2429},[286],{"categories":2431},[],{"categories":2433},[],{"categories":2435},[267],{"categories":2437},[214,157],{"categories":2439},[235],{"categories":2441},[214],{"categories":2443},[214],{"categories":2445},[217],{"categories":2447},[214],{"categories":2449},[217],{"categories":2451},[214],{"categories":2453},[214],{"categories":2455},[],{"categories":2457},[157],{"categories":2459},[214],{"categories":2461},[267],{"categories":2463},[217],{"categories":2465},[286],{"categories":2467},[311],{"categories":2469},[],{"categories":2471},[217],{"categories":2473},[208],{"categories":2475},[217],{"categories":2477},[217],{"categories":2479},[220],{"categories":2481},[157],{"categories":2483},[214],{"categories":2485},[214],{"categories":2487},[],{"categories":2489},[],{"categories":2491},[],{"categories":2493},[311],{"categories":2495},[214],{"categories":2497},[235],{"categories":2499},[214],{"categories":2501},[214],{"categories":2503},[214],{"categories":2505},[],{"categories":2507},[267],{"categories":2509},[211],{"categories":2511},[217],{"categories":2513},[],{"categories":2515},[214],{"categories":2517},[217],{"categories":2519},[214],{"categories":2521},[311],{"categories":2523},[],{"categories":2525},[264],{"categories":2527},[264],{"categories":2529},[],{"categories":2531},[157],{"categories":2533},[214],{"categories":2535},[264],{"categories":2537},[214],{"categories":2539},[211],{"categories":2541},[],{"categories":2543},[235],{"categories":2545},[214],{"categories":2547},[214],{"categories":2549},[264],{"categories":2551},[217],{"categories":2553},[235],{"categories":2555},[],{"categories":2557},[217],{"categories":2559},[217],{"categories":2561},[264],{"categories":2563},[214],{"categories":2565},[],{"categories":2567},[214],{"categories":2569},[214],{"categories":2571},[311],{"categories":2573},[235],{"categories":2575},[267],{"categories":2577},[267],{"categories":2579},[],{"categories":2581},[],{"categories":2583},[],{"categories":2585},[217],{"categories":2587},[217],{"categories":2589},[157],{"categories":2591},[157],{"categories":2593},[214],{"categories":2595},[214],{"categories":2597},[214],{"categories":2599},[217],{"categories":2601},[],{"categories":2603},[],{"categories":2605},[214],{"categories":2607},[],{"categories":2609},[214],{"categories":2611},[217],{"categories":2613},[214],{"categories":2615},[214],{"categories":2617},[],{"categories":2619},[220],{"categories":2621},[214],{"categories":2623},[264],{"categories":2625},[214],{"categories":2627},[211],{"categories":2629},[214],{"categories":2631},[286],{"categories":2633},[217],{"categories":2635},[214],{"categories":2637},[214],{"categories":2639},[214],{"categories":2641},[157],{"categories":2643},[],{"categories":2645},[235],{"categories":2647},[217],{"categories":2649},[],{"categories":2651},[235],{"categories":2653},[217],{"categories":2655},[217],{"categories":2657},[214],{"categories":2659},[217],{"categories":2661},[],{"categories":2663},[211],{"categories":2665},[217],{"categories":2667},[],{"categories":2669},[157],{"categories":2671},[214],{"categories":2673},[208],{"categories":2675},[235],{"categories":2677},[311],{"categories":2679},[217],{"categories":2681},[214],{"categories":2683},[217],{"categories":2685},[208],{"categories":2687},[],{"categories":2689},[214],{"categories":2691},[],{"categories":2693},[],{"categories":2695},[264],{"categories":2697},[214,211],{"categories":2699},[217],{"categories":2701},[214],{"categories":2703},[],{"categories":2705},[208],{"categories":2707},[267],{"categories":2709},[214],{"categories":2711},[157],{"categories":2713},[214],{"categories":2715},[217],{"categories":2717},[214],{"categories":2719},[214],{"categories":2721},[214],{"categories":2723},[235],{"categories":2725},[217],{"categories":2727},[214],{"categories":2729},[],{"categories":2731},[],{"categories":2733},[217],{"categories":2735},[214],{"categories":2737},[311],{"categories":2739},[],{"categories":2741},[214],{"categories":2743},[217],{"categories":2745},[217],{"categories":2747},[],{"categories":2749},[217],{"categories":2751},[214],{"categories":2753},[286],{"categories":2755},[267],{"categories":2757},[217],{"categories":2759},[214],{"categories":2761},[311],{"categories":2763},[],{"categories":2765},[214],{"categories":2767},[286],{"categories":2769},[264],{"categories":2771},[214],{"categories":2773},[214],{"categories":2775},[],{"categories":2777},[286],{"categories":2779},[235],{"categories":2781},[214],{"categories":2783},[214],{"categories":2785},[208],{"categories":2787},[214],{"categories":2789},[],{"categories":2791},[],{"categories":2793},[264],{"categories":2795},[214],{"categories":2797},[267],{"categories":2799},[286],{"categories":2801},[217],{"categories":2803},[286],{"categories":2805},[235],{"categories":2807},[],{"categories":2809},[214],{"categories":2811},[],{"categories":2813},[214],{"categories":2815},[217],{"categories":2817},[214],{"categories":2819},[214],{"categories":2821},[],{"categories":2823},[214,157],{"categories":2825},[235],{"categories":2827},[217],{"categories":2829},[157],{"categories":2831},[214],{"categories":2833},[208],{"categories":2835},[],{"categories":2837},[],{"categories":2839},[217],{"categories":2841},[214],{"categories":2843},[157],{"categories":2845},[208],{"categories":2847},[157],{"categories":2849},[157],{"categories":2851},[214],{"categories":2853},[286],{"categories":2855},[214],{"categories":2857},[157],{"categories":2859},[],{"categories":2861},[264,214],{"categories":2863},[311],{"categories":2865},[208],{"categories":2867},[],{"categories":2869},[214],{"categories":2871},[211],{"categories":2873},[211],{"categories":2875},[214],{"categories":2877},[214],{"categories":2879},[214],{"categories":2881},[157],{"categories":2883},[217],{"categories":2885},[235],{"categories":2887},[286],{"categories":2889},[264],{"categories":2891},[214],{"categories":2893},[214],{"categories":2895},[214],{"categories":2897},[214],{"categories":2899},[208],{"categories":2901},[214],{"categories":2903},[217],{"categories":2905},[217],{"categories":2907},[235],{"categories":2909},[157],{"categories":2911},[],{"categories":2913},[],{"categories":2915},[267],{"categories":2917},[157],{"categories":2919},[214],{"categories":2921},[264],{"categories":2923},[214],{"categories":2925},[214],{"categories":2927},[214],{"categories":2929},[267],{"categories":2931},[214],{"categories":2933},[214],{"categories":2935},[214],{"categories":2937},[217],{"categories":2939},[217],{"categories":2941},[214,211],{"categories":2943},[],{"categories":2945},[264],{"categories":2947},[],{"categories":2949},[214],{"categories":2951},[235],{"categories":2953},[208],{"categories":2955},[208],{"categories":2957},[217],{"categories":2959},[217],{"categories":2961},[217],{"categories":2963},[214],{"categories":2965},[214],{"categories":2967},[211],{"categories":2969},[157],{"categories":2971},[286],{"categories":2973},[214],{"categories":2975},[],{"categories":2977},[235],{"categories":2979},[214],{"categories":2981},[214],{"categories":2983},[214],{"categories":2985},[214],{"categories":2987},[214],{"categories":2989},[157],{"categories":2991},[235],{"categories":2993},[157],{"categories":2995},[157],{"categories":2997},[214],{"categories":2999},[214],{"categories":3001},[214],{"categories":3003},[217],{"categories":3005},[235],{"categories":3007},[214],{"categories":3009},[217],{"categories":3011},[214],{"categories":3013},[264],{"categories":3015},[214],{"categories":3017},[214],{"categories":3019},[311],{"categories":3021},[214],{"categories":3023},[220],{"categories":3025},[217],{"categories":3027},[214],{"categories":3029},[235],{"categories":3031},[217],{"categories":3033},[286],{"categories":3035},[214],{"categories":3037},[211],{"categories":3039},[214],{"categories":3041},[],{"categories":3043},[214],{"categories":3045},[214],{"categories":3047},[],{"categories":3049},[],{"categories":3051},[],{"categories":3053},[211],{"categories":3055},[214],{"categories":3057},[217],{"categories":3059},[235],{"categories":3061},[235],{"categories":3063},[235],{"categories":3065},[235],{"categories":3067},[],{"categories":3069},[208],{"categories":3071},[217],{"categories":3073},[235],{"categories":3075},[214],{"categories":3077},[208],{"categories":3079},[217],{"categories":3081},[214],{"categories":3083},[214,217],{"categories":3085},[217],{"categories":3087},[311],{"categories":3089},[235],{"categories":3091},[217],{"categories":3093},[235],{"categories":3095},[217],{"categories":3097},[214],{"categories":3099},[],{"categories":3101},[235],{"categories":3103},[286],{"categories":3105},[208],{"categories":3107},[214],{"categories":3109},[214],{"categories":3111},[],{"categories":3113},[157],{"categories":3115},[],{"categories":3117},[208],{"categories":3119},[217],{"categories":3121},[235],{"categories":3123},[214],{"categories":3125},[235],{"categories":3127},[208],{"categories":3129},[235],{"categories":3131},[235],{"categories":3133},[],{"categories":3135},[211],{"categories":3137},[217],{"categories":3139},[235],{"categories":3141},[235],{"categories":3143},[235],{"categories":3145},[235],{"categories":3147},[235],{"categories":3149},[235],{"categories":3151},[235],{"categories":3153},[235],{"categories":3155},[235],{"categories":3157},[235],{"categories":3159},[267],{"categories":3161},[208],{"categories":3163},[214],{"categories":3165},[214],{"categories":3167},[217],{"categories":3169},[217],{"categories":3171},[],{"categories":3173},[214,208],{"categories":3175},[],{"categories":3177},[217],{"categories":3179},[235],{"categories":3181},[217],{"categories":3183},[214],{"categories":3185},[214],{"categories":3187},[214],{"categories":3189},[214],{"categories":3191},[214],{"categories":3193},[217],{"categories":3195},[211],{"categories":3197},[217],{"categories":3199},[],{"categories":3201},[264],{"categories":3203},[235],{"categories":3205},[214],{"categories":3207},[],{"categories":3209},[],{"categories":3211},[217],{"categories":3213},[264],{"categories":3215},[214],{"categories":3217},[],{"categories":3219},[214],{"categories":3221},[],{"categories":3223},[286],{"categories":3225},[214],{"categories":3227},[],{"categories":3229},[],{"categories":3231},[235],{"categories":3233},[208],{"categories":3235},[214],{"categories":3237},[211],{"categories":3239},[214],{"categories":3241},[214],{"categories":3243},[214],{"categories":3245},[211],{"categories":3247},[264],{"categories":3249},[],{"categories":3251},[214],{"categories":3253},[235],{"categories":3255},[],{"categories":3257},[264],{"categories":3259},[214],{"categories":3261},[286],{"categories":3263},[214],{"categories":3265},[311],{"categories":3267},[],{"categories":3269},[286],{"categories":3271},[],{"categories":3273},[214],{"categories":3275},[],{"categories":3277},[217],{"categories":3279},[157],{"categories":3281},[],{"categories":3283},[211],{"categories":3285},[208],{"categories":3287},[217],{"categories":3289},[264],{"categories":3291},[157],{"categories":3293},[],{"categories":3295},[],{"categories":3297},[214],{"categories":3299},[208],{"categories":3301},[214],{"categories":3303},[286],{"categories":3305},[],{"categories":3307},[217],{"categories":3309},[217],{"categories":3311},[217],{"categories":3313},[235],{"categories":3315},[157],{"categories":3317},[214],{"categories":3319},[217],{"categories":3321},[214],{"categories":3323},[217],{"categories":3325},[214],{"categories":3327},[220],{"categories":3329},[286],{"categories":3331},[235],{"categories":3333},[],{"categories":3335},[286],{"categories":3337},[],{"categories":3339},[157],{"categories":3341},[217],{"categories":3343},[],{"categories":3345},[214],{"categories":3347},[214],{"categories":3349},[217],{"categories":3351},[211],{"categories":3353},[208],{"categories":3355},[214],{"categories":3357},[264],{"categories":3359},[157],{"categories":3361},[157],{"categories":3363},[214],{"categories":3365},[267],{"categories":3367},[217],{"categories":3369},[214],{"categories":3371},[217],{"categories":3373},[211],{"categories":3375},[264],{"categories":3377},[157],{"categories":3379},[217],{"categories":3381},[214],{"categories":3383},[214],{"categories":3385},[217],{"categories":3387},[214],{"categories":3389},[235],{"categories":3391},[],{"categories":3393},[208],{"categories":3395},[214],{"categories":3397},[214],{"categories":3399},[214],{"categories":3401},[217],{"categories":3403},[214],{"categories":3405},[214],{"categories":3407},[],{"categories":3409},[214],{"categories":3411},[264],{"categories":3413},[211],{"categories":3415},[235],{"categories":3417},[217],{"categories":3419},[214],{"categories":3421},[214],{"categories":3423},[264],{"categories":3425},[217],{"categories":3427},[214],{"categories":3429},[286],{"categories":3431},[267],{"categories":3433},[214],{"categories":3435},[235],{"categories":3437},[214],{"categories":3439},[217],{"categories":3441},[311],{"categories":3443},[214],{"categories":3445},[217],{"categories":3447},[267],{"categories":3449},[],{"categories":3451},[217],{"categories":3453},[157],{"categories":3455},[264],{"categories":3457},[214],{"categories":3459},[208],{"categories":3461},[157],{"categories":3463},[211],{"categories":3465},[157],{"categories":3467},[214],{"categories":3469},[],{"categories":3471},[217],{"categories":3473},[217],{"categories":3475},[214],{"categories":3477},[267],{"categories":3479},[],{"categories":3481},[235],{"categories":3483},[],{"categories":3485},[235],{"categories":3487},[214],{"categories":3489},[214],{"categories":3491},[217],{"categories":3493},[217],{"categories":3495},[217],{"categories":3497},[],{"categories":3499},[235],{"categories":3501},[214],{"categories":3503},[],{"categories":3505},[214],{"categories":3507},[214],{"categories":3509},[],{"categories":3511},[264],{"categories":3513},[157],{"categories":3515},[217],{"categories":3517},[214],{"categories":3519},[214],{"categories":3521},[286],{"categories":3523},[214],{"categories":3525},[214],{"categories":3527},[208],{"categories":3529},[],{"categories":3531},[214],{"categories":3533},[],{"categories":3535},[208],{"categories":3537},[235],{"categories":3539},[157],{"categories":3541},[214],{"categories":3543},[214],{"categories":3545},[214],{"categories":3547},[157],{"categories":3549},[235],{"categories":3551},[264],{"categories":3553},[214],{"categories":3555},[214],{"categories":3557},[214],{"categories":3559},[235],{"categories":3561},[264],{"categories":3563},[214],{"categories":3565},[235],{"categories":3567},[264],{"categories":3569},[235],{"categories":3571},[217],{"categories":3573},[217],{"categories":3575},[217],{"categories":3577},[157],{"categories":3579},[235],{"categories":3581},[217],{"categories":3583},[217],{"categories":3585},[214],{"categories":3587},[157],{"categories":3589},[264],{"categories":3591},[214],{"categories":3593},[],{"categories":3595},[217],{"categories":3597},[],{"categories":3599},[],{"categories":3601},[],{"categories":3603},[211],{"categories":3605},[217],{"categories":3607},[214],{"categories":3609},[217],{"categories":3611},[208],{"categories":3613},[217],{"categories":3615},[286],{"categories":3617},[217],{"categories":3619},[],{"categories":3621},[217],{"categories":3623},[],{"categories":3625},[208],{"categories":3627},[217],{"categories":3629},[],{"categories":3631},[217],{"categories":3633},[214],{"categories":3635},[214],{"categories":3637},[235],{"categories":3639},[214],{"categories":3641},[217],{"categories":3643},[214],{"categories":3645},[214],{"categories":3647},[235],{"categories":3649},[217],{"categories":3651},[157],{"categories":3653},[264],{"categories":3655},[208],{"categories":3657},[],{"categories":3659},[217],{"categories":3661},[264],{"categories":3663},[311],{"categories":3665},[235],{"categories":3667},[214],{"categories":3669},[264],{"categories":3671},[214],{"categories":3673},[208],{"categories":3675},[],{"categories":3677},[217],{"categories":3679},[214],{"categories":3681},[214],{"categories":3683},[217],{"categories":3685},[214],{"categories":3687},[264],{"categories":3689},[],{"categories":3691},[217],{"categories":3693},[220],{"categories":3695},[235],{"categories":3697},[217],{"categories":3699},[211],{"categories":3701},[],{"categories":3703},[214],{"categories":3705},[220],{"categories":3707},[214],{"categories":3709},[217],{"categories":3711},[235],{"categories":3713},[208],{"categories":3715},[311],{"categories":3717},[214],{"categories":3719},[214],{"categories":3721},[214],{"categories":3723},[235],{"categories":3725},[211],{"categories":3727},[214],{"categories":3729},[264],{"categories":3731},[235],{"categories":3733},[311],{"categories":3735},[214],{"categories":3737},[],{"categories":3739},[],{"categories":3741},[214],{"categories":3743},[311],{"categories":3745},[267],{"categories":3747},[217],{"categories":3749},[217],{"categories":3751},[235],{"categories":3753},[214],{"categories":3755},[208],{"categories":3757},[214],{"categories":3759},[264],{"categories":3761},[217],{"categories":3763},[217],{"categories":3765},[214],{"categories":3767},[286],{"categories":3769},[214],{"categories":3771},[217],{"categories":3773},[],{"categories":3775},[214],{"categories":3777},[214],{"categories":3779},[214],{"categories":3781},[235],{"categories":3783},[208],{"categories":3785},[],{"categories":3787},[214],{"categories":3789},[214],{"categories":3791},[157],{"categories":3793},[264],{"categories":3795},[214,217],{"categories":3797},[286,211],{"categories":3799},[214],{"categories":3801},[214],{"categories":3803},[],{"categories":3805},[217],{"categories":3807},[],{"categories":3809},[157],{"categories":3811},[214],{"categories":3813},[],{"categories":3815},[214],{"categories":3817},[235],{"categories":3819},[214],{"categories":3821},[],{"categories":3823},[217],{"categories":3825},[214],{"categories":3827},[],{"categories":3829},[264],{"categories":3831},[214],{"categories":3833},[217],{"categories":3835},[214],{"categories":3837},[208],{"categories":3839},[217],{"categories":3841},[214],{"categories":3843},[],{"categories":3845},[311],{"categories":3847},[286],{"categories":3849},[211],{"categories":3851},[211],{"categories":3853},[214],{"categories":3855},[208],{"categories":3857},[208],{"categories":3859},[214],{"categories":3861},[217],{"categories":3863},[214],{"categories":3865},[214],{"categories":3867},[157],{"categories":3869},[208],{"categories":3871},[214],{"categories":3873},[286],{"categories":3875},[235],{"categories":3877},[214],{"categories":3879},[214],{"categories":3881},[217],{"categories":3883},[214],{"categories":3885},[],{"categories":3887},[157],{"categories":3889},[],{"categories":3891},[157],{"categories":3893},[217],{"categories":3895},[208],{"categories":3897},[],{"categories":3899},[311],{"categories":3901},[214],{"categories":3903},[157],{"categories":3905},[],{"categories":3907},[235],{"categories":3909},[217],{"categories":3911},[157],{"categories":3913},[214],{"categories":3915},[217],{"categories":3917},[157],{"categories":3919},[217],{"categories":3921},[235],{"categories":3923},[208],{"categories":3925},[235],{"categories":3927},[157],{"categories":3929},[214],{"categories":3931},[264],{"categories":3933},[214],{"categories":3935},[214],{"categories":3937},[214],{"categories":3939},[214],{"categories":3941},[214],{"categories":3943},[217],{"categories":3945},[214],{"categories":3947},[217],{"categories":3949},[214],{"categories":3951},[208],{"categories":3953},[214],{"categories":3955},[217],{"categories":3957},[264],{"categories":3959},[217],{"categories":3961},[208],{"categories":3963},[217],{"categories":3965},[264],{"categories":3967},[],{"categories":3969},[214],{"categories":3971},[267],{"categories":3973},[214],{"categories":3975},[214],{"categories":3977},[157],{"categories":3979},[],{"categories":3981},[217],{"categories":3983},[286],{"categories":3985},[214],{"categories":3987},[235],{"categories":3989},[286],{"categories":3991},[217],{"categories":3993},[211],{"categories":3995},[211],{"categories":3997},[214],{"categories":3999},[214],{"categories":4001},[208],{"categories":4003},[],{"categories":4005},[217],{"categories":4007},[214],{"categories":4009},[157],{"categories":4011},[],{"categories":4013},[208],{"categories":4015},[214],{"categories":4017},[217],{"categories":4019},[217],{"categories":4021},[],{"categories":4023},[157],{"categories":4025},[157],{"categories":4027},[286],{"categories":4029},[264],{"categories":4031},[],{"categories":4033},[214],{"categories":4035},[217],{"categories":4037},[208],{"categories":4039},[214],{"categories":4041},[157],{"categories":4043},[208],{"categories":4045},[235],{"categories":4047},[235],{"categories":4049},[],{"categories":4051},[235],{"categories":4053},[217],{"categories":4055},[264],{"categories":4057},[267],{"categories":4059},[214],{"categories":4061},[],{"categories":4063},[235],{"categories":4065},[157],{"categories":4067},[214],{"categories":4069},[211],{"categories":4071},[214],{"categories":4073},[208],{"categories":4075},[311],{"categories":4077},[208],{"categories":4079},[],{"categories":4081},[],{"categories":4083},[217],{"categories":4085},[235],{"categories":4087},[],{"categories":4089},[217],{"categories":4091},[217],{"categories":4093},[217],{"categories":4095},[],{"categories":4097},[214],{"categories":4099},[],{"categories":4101},[235],{"categories":4103},[208],{"categories":4105},[264],{"categories":4107},[214],{"categories":4109},[235],{"categories":4111},[214],{"categories":4113},[235],{"categories":4115},[],{"categories":4117},[235],{"categories":4119},[208],{"categories":4121},[217],{"categories":4123},[214],{"categories":4125},[],{"categories":4127},[157],{"categories":4129},[217],{"categories":4131},[220],{"categories":4133},[217],{"categories":4135},[208],{"categories":4137},[],{"categories":4139},[],{"categories":4141},[],{"categories":4143},[264],{"categories":4145},[217],{"categories":4147},[214],{"categories":4149},[214],{"categories":4151},[],{"categories":4153},[],{"categories":4155},[],{"categories":4157},[264],{"categories":4159},[],{"categories":4161},[217],{"categories":4163},[214],{"categories":4165},[208],{"categories":4167},[],{"categories":4169},[],{"categories":4171},[264],{"categories":4173},[214],{"categories":4175},[235],{"categories":4177},[],{"categories":4179},[286],{"categories":4181},[235],{"categories":4183},[286],{"categories":4185},[267],{"categories":4187},[214],{"categories":4189},[214],{"categories":4191},[],{"categories":4193},[],{"categories":4195},[217],{"categories":4197},[],{"categories":4199},[214],{"categories":4201},[],{"categories":4203},[217],{"categories":4205},[214],{"categories":4207},[],{"categories":4209},[217],{"categories":4211},[214],{"categories":4213},[235],{"categories":4215},[214],{"categories":4217},[286],{"categories":4219},[214],{"categories":4221},[214],{"categories":4223},[267],{"categories":4225},[217],{"categories":4227},[217],{"categories":4229},[],{"categories":4231},[],{"categories":4233},[214],{"categories":4235},[],{"categories":4237},[235],{"categories":4239},[],{"categories":4241},[],{"categories":4243},[264],{"categories":4245},[208],{"categories":4247},[],{"categories":4249},[211],{"categories":4251},[286],{"categories":4253},[214],{"categories":4255},[157],{"categories":4257},[208],{"categories":4259},[267],{"categories":4261},[211],{"categories":4263},[157],{"categories":4265},[157],{"categories":4267},[],{"categories":4269},[214],{"categories":4271},[],{"categories":4273},[217],{"categories":4275},[208],{"categories":4277},[264],{"categories":4279},[208],{"categories":4281},[217],{"categories":4283},[311],{"categories":4285},[214],{"categories":4287},[214],{"categories":4289},[208],{"categories":4291},[217],{"categories":4293},[],{"categories":4295},[214],{"categories":4297},[157],{"categories":4299},[235],{"categories":4301},[157],{"categories":4303},[214],{"categories":4305},[],{"categories":4307},[264],{"categories":4309},[235],{"categories":4311},[208],{"categories":4313},[214],{"categories":4315},[217],{"categories":4317},[214],{"categories":4319},[211],{"categories":4321},[217],{"categories":4323},[217,311],{"categories":4325},[217],{"categories":4327},[157],{"categories":4329},[214],{"categories":4331},[214],{"categories":4333},[267],{"categories":4335},[217],{"categories":4337},[286],{"categories":4339},[217],{"categories":4341},[],{"categories":4343},[217],{"categories":4345},[214],{"categories":4347},[211],{"categories":4349},[],{"categories":4351},[],{"categories":4353},[214],{"categories":4355},[267],{"categories":4357},[286],{"categories":4359},[214],{"categories":4361},[217],{"categories":4363},[],{"categories":4365},[235],{"categories":4367},[],{"categories":4369},[235],{"categories":4371},[157],{"categories":4373},[208],{"categories":4375},[157],{"categories":4377},[214],{"categories":4379},[217],{"categories":4381},[214],{"categories":4383},[214],{"categories":4385},[286],{"categories":4387},[157],{"categories":4389},[],{"categories":4391},[235],{"categories":4393},[214],{"categories":4395},[],{"categories":4397},[214],{"categories":4399},[214],{"categories":4401},[214],{"categories":4403},[217],{"categories":4405},[214],{"categories":4407},[220],{"categories":4409},[217],{"categories":4411},[214],{"categories":4413},[214],{"categories":4415},[214],{"categories":4417},[214],{"categories":4419},[211],{"categories":4421},[],{"categories":4423},[220],{"categories":4425},[235],{"categories":4427},[217],{"categories":4429},[214],{"categories":4431},[157],{"categories":4433},[],{"categories":4435},[157],{"categories":4437},[157],{"categories":4439},[157],{"categories":4441},[214],{"categories":4443},[214],{"categories":4445},[214],{"categories":4447},[217],{"categories":4449},[235],{"categories":4451},[214],{"categories":4453},[214],{"categories":4455},[214],{"categories":4457},[211],{"categories":4459},[214],{"categories":4461},[217],{"categories":4463},[264],{"categories":4465},[],{"categories":4467},[267],{"categories":4469},[217],{"categories":4471},[214],{"categories":4473},[],{"categories":4475},[214],{"categories":4477},[214],{"categories":4479},[235],{"categories":4481},[214],{"categories":4483},[217],{"categories":4485},[286],{"categories":4487},[],{"categories":4489},[],{"categories":4491},[235],{"categories":4493},[235],{"categories":4495},[214],{"categories":4497},[286],{"categories":4499},[214],{"categories":4501},[208],{"categories":4503},[217],{"categories":4505},[214],{"categories":4507},[217],{"categories":4509},[217],{"categories":4511},[214],{"categories":4513},[211],{"categories":4515},[],{"categories":4517},[267],{"categories":4519},[],{"categories":4521},[235],{"categories":4523},[214],{"categories":4525},[267],{"categories":4527},[214],{"categories":4529},[157],{"categories":4531},[157],{"categories":4533},[157],{"categories":4535},[217],{"categories":4537},[217],{"categories":4539},[264],{"categories":4541},[267],{"categories":4543},[267],{"categories":4545},[],{"categories":4547},[235],{"categories":4549},[214],{"categories":4551},[214],{"categories":4553},[157],{"categories":4555},[],{"categories":4557},[235],{"categories":4559},[235],{"categories":4561},[235],{"categories":4563},[],{"categories":4565},[217],{"categories":4567},[214],{"categories":4569},[],{"categories":4571},[208],{"categories":4573},[211],{"categories":4575},[],{"categories":4577},[214],{"categories":4579},[214],{"categories":4581},[],{"categories":4583},[157],{"categories":4585},[],{"categories":4587},[],{"categories":4589},[],{"categories":4591},[],{"categories":4593},[214],{"categories":4595},[235],{"categories":4597},[],{"categories":4599},[],{"categories":4601},[214],{"categories":4603},[214],{"categories":4605},[214],{"categories":4607},[267],{"categories":4609},[214],{"categories":4611},[267],{"categories":4613},[],{"categories":4615},[267],{"categories":4617},[267],{"categories":4619},[311],{"categories":4621},[217],{"categories":4623},[157],{"categories":4625},[],{"categories":4627},[],{"categories":4629},[267],{"categories":4631},[157],{"categories":4633},[157],{"categories":4635},[157],{"categories":4637},[],{"categories":4639},[208],{"categories":4641},[157],{"categories":4643},[157],{"categories":4645},[208],{"categories":4647},[157],{"categories":4649},[211],{"categories":4651},[157],{"categories":4653},[157],{"categories":4655},[157],{"categories":4657},[267],{"categories":4659},[235],{"categories":4661},[235],{"categories":4663},[214],{"categories":4665},[157],{"categories":4667},[267],{"categories":4669},[311],{"categories":4671},[267],{"categories":4673},[267],{"categories":4675},[267],{"categories":4677},[],{"categories":4679},[211],{"categories":4681},[],{"categories":4683},[311],{"categories":4685},[157],{"categories":4687},[157],{"categories":4689},[157],{"categories":4691},[217],{"categories":4693},[235,211],{"categories":4695},[267],{"categories":4697},[],{"categories":4699},[],{"categories":4701},[267],{"categories":4703},[],{"categories":4705},[267],{"categories":4707},[235],{"categories":4709},[217],{"categories":4711},[],{"categories":4713},[157],{"categories":4715},[214],{"categories":4717},[264],{"categories":4719},[],{"categories":4721},[214],{"categories":4723},[],{"categories":4725},[235],{"categories":4727},[208],{"categories":4729},[267],{"categories":4731},[],{"categories":4733},[157],{"categories":4735},[235],[4737,4825,4939,5111],{"id":4738,"title":4739,"ai":4740,"body":4745,"categories":4800,"created_at":158,"date_modified":158,"description":150,"extension":159,"faq":158,"featured":160,"kicker_label":158,"meta":4801,"navigation":186,"path":4809,"published_at":4810,"question":158,"scraped_at":4810,"seo":4811,"sitemap":4812,"source_id":4813,"source_name":4814,"source_type":194,"source_url":4815,"stem":4816,"tags":4817,"thumbnail_url":158,"tldr":4822,"tweet":158,"unknown_tags":4823,"__hash__":4824},"summaries\u002Fsummaries\u002F1e9d07e9858b3153-building-tiled-gpu-kernels-with-nvidia-cutile-pyth-summary.md","Building Tiled GPU Kernels with NVIDIA cuTile Python",{"provider":7,"model":8,"input_tokens":4741,"output_tokens":4742,"processing_time_ms":4743,"cost_usd":4744},11237,534,2963,0.00361025,{"type":14,"value":4746,"toc":4795},[4747,4751,4773,4777,4784,4788],[17,4748,4750],{"id":4749},"tiled-gpu-programming-with-cutile","Tiled GPU Programming with cuTile",[22,4752,4753,4754,4757,4758,4761,4762,4761,4765,4768,4769,4772],{},"NVIDIA cuTile provides a Python-based interface for writing CUDA-style kernels that leverage tiled memory access. By breaking down large tensors into smaller, manageable tiles, developers can optimize memory throughput and compute efficiency. The core workflow involves defining kernels using the ",[37,4755,4756],{},"@ct.kernel"," decorator, which allows for explicit control over ",[37,4759,4760],{},"load",", ",[37,4763,4764],{},"store",[37,4766,4767],{},"gather",", and ",[37,4770,4771],{},"scatter"," operations. This approach is particularly effective for operations like matrix multiplication, where tiled loading enables better utilization of hardware resources.",[17,4774,4776],{"id":4775},"practical-implementation-and-fallback-strategy","Practical Implementation and Fallback Strategy",[22,4778,4779,4780,4783],{},"Because cuTile requires specific runtime environments (NVIDIA Driver R580+ and CUDA Toolkit 13.1+), the tutorial implements a robust fallback mechanism. By wrapping custom kernels in high-level Python functions, the code checks for the availability of the ",[37,4781,4782],{},"cuda.tile"," module. If the environment is unsupported, the system automatically defaults to standard PyTorch operations. This ensures the notebook remains executable across various Colab instances while still providing a path for high-performance kernel development when the hardware requirements are met.",[17,4785,4787],{"id":4786},"validation-and-benchmarking","Validation and Benchmarking",[22,4789,4790,4791,4794],{},"To ensure the correctness of custom kernels, the workflow includes an ",[37,4792,4793],{},"assert_close"," utility that compares cuTile outputs against standard PyTorch implementations using defined tolerances. Performance is evaluated through a benchmarking suite that measures median execution time across multiple warm-up and repeat cycles. Visualizing these results with bar charts helps developers understand the performance impact of different tile sizes and precision formats (e.g., float32 vs. float16). This iterative process—defining, validating, and benchmarking—is essential for optimizing deep learning workloads and exploring advanced techniques like operation fusion.",{"title":150,"searchDepth":151,"depth":151,"links":4796},[4797,4798,4799],{"id":4749,"depth":151,"text":4750},{"id":4775,"depth":151,"text":4776},{"id":4786,"depth":151,"text":4787},[157],{"content_references":4802,"triage":4806},[4803],{"type":164,"title":4804,"url":4805,"context":167},"NVIDIA cuTile Python","https:\u002F\u002Fgithub.com\u002FNVIDIA\u002Fcutile-python",{"relevance":183,"novelty":182,"quality":183,"actionability":183,"composite":4807,"reasoning":4808},3.8,"Category: AI & LLMs. The article discusses NVIDIA cuTile, which is relevant for developers looking to optimize AI workloads through GPU programming. It provides practical implementation details and a fallback strategy, addressing the audience's need for actionable content in building AI-powered products.","\u002Fsummaries\u002F1e9d07e9858b3153-building-tiled-gpu-kernels-with-nvidia-cutile-pyth-summary","2026-06-09 12:58:14",{"title":4739,"description":150},{"loc":4809},"1e9d07e9858b3153","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F06\u002F09\u002Fnvidia-cutile-python-tutorial-building-tiled-gpu-kernels-for-vector-addition-matrix-addition-and-matrix-multiplication-in-colab\u002F","summaries\u002F1e9d07e9858b3153-building-tiled-gpu-kernels-with-nvidia-cutile-pyth-summary",[4818,4819,4820,4821],"python","machine-learning","gpu","cuda","NVIDIA cuTile allows developers to write efficient, tile-based GPU kernels directly in Python, providing a structured way to handle memory access and computation that can be benchmarked against standard PyTorch operations.",[4820,4821],"uMg1Z3BoO8E2wEn_rOuXeFQiC_a4e0LjvAEEva2RovA",{"id":4826,"title":4827,"ai":4828,"body":4833,"categories":4912,"created_at":158,"date_modified":158,"description":150,"extension":159,"faq":158,"featured":160,"kicker_label":158,"meta":4913,"navigation":186,"path":4924,"published_at":4925,"question":158,"scraped_at":4925,"seo":4926,"sitemap":4927,"source_id":4928,"source_name":193,"source_type":194,"source_url":4929,"stem":4930,"tags":4931,"thumbnail_url":158,"tldr":4936,"tweet":158,"unknown_tags":4937,"__hash__":4938},"summaries\u002Fsummaries\u002F17dccb28fb9b09af-using-go-fuzzing-to-find-hidden-production-bugs-summary.md","Using Go Fuzzing to Find Hidden Production Bugs",{"provider":7,"model":8,"input_tokens":4829,"output_tokens":4830,"processing_time_ms":4831,"cost_usd":4832},5990,650,4004,0.0024725,{"type":14,"value":4834,"toc":4907},[4835,4839,4842,4846,4853,4856,4896,4900],[17,4836,4838],{"id":4837},"fuzzing-as-a-practical-testing-tool","Fuzzing as a Practical Testing Tool",[22,4840,4841],{},"Most developers view fuzzing as a niche security tool for browsers or compilers. However, Go’s native fuzzing (introduced in 1.18) is a practical, low-effort way to test standard application logic. Unlike unit tests, which only verify the paths a developer anticipates, a fuzzer uses code coverage to intelligently mutate inputs and explore paths the developer did not consider. It does not require external libraries or complex infrastructure; it is part of the standard Go toolchain.",[17,4843,4845],{"id":4844},"the-power-of-automated-invariant-checking","The Power of Automated Invariant Checking",[22,4847,4848,4849,4852],{},"The author discovered a production bug in a configuration parser that had 92% test coverage and six months of uptime. The parser expected a ",[37,4850,4851],{},"team=limit"," format, and all unit tests followed this structure. The fuzzer, however, ignored the documentation and tried a string without an equals sign. This caused an index-out-of-range panic because the code assumed the split operation would always return two elements.",[22,4854,4855],{},"Key advantages of this workflow include:",[123,4857,4858,4872,4886],{},[29,4859,4860,4863,4864,4867,4868,4871],{},[32,4861,4862],{},"Automatic Regression Testing:"," When the fuzzer finds a crash, it saves the failing input in ",[37,4865,4866],{},"testdata\u002Ffuzz\u002F",". These inputs are automatically re-run during standard ",[37,4869,4870],{},"go test"," executions, ensuring the bug never returns.",[29,4873,4874,4877,4878,4881,4882,4885],{},[32,4875,4876],{},"Low Overhead:"," The setup requires only a ",[37,4879,4880],{},"FuzzXxx"," function and a simple command: ",[37,4883,4884],{},"go test -fuzz=FuzzXxx -fuzztime=5m",".",[29,4887,4888,4891,4892,4895],{},[32,4889,4890],{},"CI Integration:"," While active fuzzing is an exploratory development task, the saved regression cases in ",[37,4893,4894],{},"testdata\u002F"," should be committed to version control and run in CI to protect future changes.",[17,4897,4899],{"id":4898},"when-to-use-fuzzing","When to Use Fuzzing",[22,4901,4902,4903,4906],{},"Fuzzing is not a replacement for unit or integration tests; it is a complement. It is most effective for functions that process external input, such as parsers, validators, and data processors. For security-sensitive applications, developers might consider advanced tools like ",[37,4904,4905],{},"gosentry"," for detecting integer overflows or race conditions. Ultimately, fuzzing shifts the testing mindset from \"checking the roads I built\" to \"discovering the roads I didn't know existed.\"",{"title":150,"searchDepth":151,"depth":151,"links":4908},[4909,4910,4911],{"id":4837,"depth":151,"text":4838},{"id":4844,"depth":151,"text":4845},{"id":4898,"depth":151,"text":4899},[157],{"content_references":4914,"triage":4922},[4915,4918,4920],{"type":164,"title":4916,"url":4917,"context":167},"Go Fuzzing","https:\u002F\u002Fgo.dev\u002Fdoc\u002Ftutorial\u002Ffuzz",{"type":164,"title":4905,"url":4919,"context":180},"https:\u002F\u002Fgithub.com\u002Ftrailofbits\u002Fgosentry",{"type":164,"title":4921,"context":180},"rapid",{"relevance":183,"novelty":182,"quality":183,"actionability":183,"composite":4807,"reasoning":4923},"Category: Software Engineering. The article discusses Go's built-in fuzzing as a practical tool for identifying production bugs, addressing a specific pain point for developers looking to improve testing practices. It provides actionable insights on integrating fuzzing into CI workflows, making it relevant for the target audience.","\u002Fsummaries\u002F17dccb28fb9b09af-using-go-fuzzing-to-find-hidden-production-bugs-summary","2026-06-08 12:56:44",{"title":4827,"description":150},{"loc":4924},"17dccb28fb9b09af","https:\u002F\u002Flevelup.gitconnected.com\u002Fi-ran-go-fuzzing-for-five-minutes-it-found-a-production-bug-53ec485d6ec8?source=rss----5517fd7b58a6---4","summaries\u002F17dccb28fb9b09af-using-go-fuzzing-to-find-hidden-production-bugs-summary",[4932,4933,4934,4935],"go","testing","fuzzing","software-engineering","Go's built-in fuzzer identifies edge-case crashes by automatically generating inputs that violate code invariants, effectively catching bugs that manual unit tests miss.",[4932,4933,4934,4935],"bVshYH44ImRx6sh45J9m8kKHMYF88mHBKBEQHCs9CG8",{"id":4940,"title":4941,"ai":4942,"body":4947,"categories":5091,"created_at":158,"date_modified":158,"description":150,"extension":159,"faq":158,"featured":160,"kicker_label":158,"meta":5092,"navigation":186,"path":5096,"published_at":5097,"question":158,"scraped_at":5098,"seo":5099,"sitemap":5100,"source_id":5101,"source_name":193,"source_type":194,"source_url":5102,"stem":5103,"tags":5104,"thumbnail_url":158,"tldr":5108,"tweet":158,"unknown_tags":5109,"__hash__":5110},"summaries\u002Fsummaries\u002F16c3d2f869e970f5-how-go-build-tags-can-silently-break-your-producti-summary.md","How Go Build Tags Can Silently Break Your Production",{"provider":7,"model":8,"input_tokens":4943,"output_tokens":4944,"processing_time_ms":4945,"cost_usd":4946},6368,662,4140,0.002585,{"type":14,"value":4948,"toc":5086},[4949,4953,4960,4971,4975,4996,4999,5044,5048,5063,5066],[17,4950,4952],{"id":4951},"the-silent-failure-of-build-constraints","The Silent Failure of Build Constraints",[22,4954,4955,4956,4959],{},"Go build tags (formally known as build constraints) act as conditional gates at the file level. When a file contains a ",[37,4957,4958],{},"\u002F\u002Fgo:build"," directive, the Go compiler evaluates the expression against the current build context. If the expression is false, the file is excluded from the compilation process entirely—it is not skipped at runtime, but treated as if it does not exist on disk.",[22,4961,4962,4963,4966,4967,4970],{},"This behavior creates a dangerous scenario for CI\u002FCD pipelines: if a test file is tagged (e.g., ",[37,4964,4965],{},"\u002F\u002Fgo:build integration",") but the build command lacks the corresponding ",[37,4968,4969],{},"-tags"," flag, the compiler silently drops the file. The test runner will report a \"passing\" suite because it never actually discovered or executed the tests within the excluded files. This can result in a \"green\" CI status while critical bugs remain undetected in production.",[17,4972,4974],{"id":4973},"anatomy-and-usage-of-build-tags","Anatomy and Usage of Build Tags",[22,4976,4977,4978,4981,4982,4985,4986,4761,4989,4761,4992,4995],{},"Build tags must appear at the very top of a ",[37,4979,4980],{},".go"," file, before the ",[37,4983,4984],{},"package"," declaration. The expression language supports boolean logic including ",[37,4987,4988],{},"&&",[37,4990,4991],{},"||",[37,4993,4994],{},"!",", and parentheses.",[22,4997,4998],{},"Common practical applications include:",[123,5000,5001,5022,5028,5034],{},[29,5002,5003,5006,5007,4761,5010,5013,5014,5017,5018,5021],{},[32,5004,5005],{},"Platform-Specific Code:"," Implementing different logic for ",[37,5008,5009],{},"linux",[37,5011,5012],{},"darwin",", or ",[37,5015,5016],{},"windows"," without using runtime ",[37,5019,5020],{},"switch"," statements.",[29,5023,5024,5027],{},[32,5025,5026],{},"Test Scoping:"," Separating unit tests from integration or E2E tests that require external infrastructure (e.g., a live database).",[29,5029,5030,5033],{},[32,5031,5032],{},"Feature Gating:"," Including heavy dependencies (like GPU-specific libraries) only when explicitly requested.",[29,5035,5036,5039,5040,5043],{},[32,5037,5038],{},"Debug Instrumentation:"," Keeping verbose logging or diagnostic tools out of production binaries by gating them behind a ",[37,5041,5042],{},"debug"," tag.",[17,5045,5047],{"id":5046},"lessons-from-production-incidents","Lessons from Production Incidents",[22,5049,5050,5051,5054,5055,5058,5059,5062],{},"The author highlights a production incident where 64 tests were silently excluded from the test suite because they were copied from a template that included an ",[37,5052,5053],{},"integration"," tag. The team's ",[37,5056,5057],{},"make test"," command did not include the necessary ",[37,5060,5061],{},"-tags integration"," flag, causing the CI pipeline to report a false success for months.",[22,5064,5065],{},"Key takeaways for engineering teams:",[123,5067,5068,5074,5080],{},[29,5069,5070,5073],{},[32,5071,5072],{},"Verify Copied Code:"," Never assume a line that looks like a comment is harmless. Build tags are syntactically indistinguishable from comments to the untrained eye but have significant functional impact.",[29,5075,5076,5079],{},[32,5077,5078],{},"Audit Test Discovery:"," Periodically verify the total count of tests being executed. If the number of tests drops unexpectedly, investigate whether files are being excluded by build constraints.",[29,5081,5082,5085],{},[32,5083,5084],{},"Explicit Configuration:"," If your project uses build tags, ensure the CI pipeline explicitly includes the necessary flags to cover all relevant test suites.",{"title":150,"searchDepth":151,"depth":151,"links":5087},[5088,5089,5090],{"id":4951,"depth":151,"text":4952},{"id":4973,"depth":151,"text":4974},{"id":5046,"depth":151,"text":5047},[157],{"content_references":5093,"triage":5094},[],{"relevance":183,"novelty":182,"quality":183,"actionability":183,"composite":4807,"reasoning":5095},"Category: Software Engineering. The article discusses the implications of Go build tags on CI\u002FCD pipelines, addressing a specific pain point for developers regarding silent failures in testing. It provides practical applications and lessons learned from real incidents, making it actionable for developers looking to improve their testing processes.","\u002Fsummaries\u002F16c3d2f869e970f5-how-go-build-tags-can-silently-break-your-producti-summary","2026-06-08 09:10:16","2026-06-08 12:56:42",{"title":4941,"description":150},{"loc":5096},"16c3d2f869e970f5","https:\u002F\u002Flevelup.gitconnected.com\u002Fwhat-are-go-build-tags-a-commented-out-line-that-silently-broke-production-17e7d1830fa7?source=rss----5517fd7b58a6---4","summaries\u002F16c3d2f869e970f5-how-go-build-tags-can-silently-break-your-producti-summary",[5105,4933,5106,5107],"golang","ci-cd","debugging","Go build tags are compile-time directives that exclude files from the build if constraints aren't met. If a test file is tagged but not explicitly included via the -tags flag, it is silently ignored, leading to false-positive test suites.",[5105,4933,5106,5107],"CgqnLxvRZoFMT8h7uKttfhlKtJxpxs6_HdwkIIjppvo",{"id":5112,"title":5113,"ai":5114,"body":5119,"categories":5229,"created_at":158,"date_modified":158,"description":150,"extension":159,"faq":158,"featured":160,"kicker_label":158,"meta":5230,"navigation":186,"path":5238,"published_at":5239,"question":158,"scraped_at":189,"seo":5240,"sitemap":5241,"source_id":5242,"source_name":193,"source_type":194,"source_url":5243,"stem":5244,"tags":5245,"thumbnail_url":158,"tldr":5249,"tweet":158,"unknown_tags":5250,"__hash__":5251},"summaries\u002Fsummaries\u002F63d8bd21a2395741-managing-large-files-in-the-browser-with-opfs-summary.md","Managing Large Files in the Browser with OPFS",{"provider":7,"model":8,"input_tokens":5115,"output_tokens":5116,"processing_time_ms":5117,"cost_usd":5118},5397,607,3165,0.00225975,{"type":14,"value":5120,"toc":5223},[5121,5125,5136,5140,5147,5176,5180,5183,5208,5212],[17,5122,5124],{"id":5123},"efficient-file-handling-with-opfs","Efficient File Handling with OPFS",[22,5126,5127,5128,5131,5132,5135],{},"To handle large files (e.g., 5GB+) in the browser without crashing the tab, developers should utilize the Origin Private File System (OPFS). Unlike ",[37,5129,5130],{},"IndexedDB"," or the ",[37,5133,5134],{},"Cache API",", OPFS provides a performant, virtual file system that is private to the origin and persists after the browser tab is closed.",[17,5137,5139],{"id":5138},"writing-large-files-without-memory-overflows","Writing Large Files Without Memory Overflows",[22,5141,5142,5143,5146],{},"Loading an entire file into memory using ",[37,5144,5145],{},"blob.bytes()"," is dangerous, as it often leads to memory exhaustion and browser exceptions. Instead, developers should stream data to the file system.",[123,5148,5149,5157,5166],{},[29,5150,5151,5156],{},[32,5152,5153,5154,135],{},"Avoid ",[37,5155,5145],{}," This forces the entire file into RAM, which will fail for large files.",[29,5158,5159,5165],{},[32,5160,5161,5162,135],{},"Use ",[37,5163,5164],{},"blob.stream().pipeTo(writable)"," This is the most reliable cross-browser method (Chrome and Firefox) for writing large files. It processes the file in chunks, keeping memory consumption stable.",[29,5167,5168,5171,5172,5175],{},[32,5169,5170],{},"Partial Writes:"," To write specific segments of a file, use ",[37,5173,5174],{},"blob.slice()"," combined with the streaming approach to maintain low memory overhead.",[17,5177,5179],{"id":5178},"reading-and-exporting-files","Reading and Exporting Files",[22,5181,5182],{},"OPFS files can be retrieved and displayed or downloaded without loading the full content into memory.",[123,5184,5185,5198],{},[29,5186,5187,35,5190,5193,5194,5197],{},[32,5188,5189],{},"Displaying:",[37,5191,5192],{},"URL.createObjectURL()"," on a file retrieved from the ",[37,5195,5196],{},"fileHandle"," to serve images, audio, or video directly from the virtual file system.",[29,5199,5200,5203,5204,5207],{},[32,5201,5202],{},"Downloading:"," For exporting files from OPFS to the user's local machine, create a temporary ",[37,5205,5206],{},"\u003Ca>"," tag with a blob URL. While documentation may suggest a 1GB limit, 5GB files can be downloaded successfully in modern versions of Chrome and Firefox without increasing RAM usage.",[17,5209,5211],{"id":5210},"direct-file-system-access","Direct File System Access",[22,5213,5214,5215,5218,5219,5222],{},"For a more native experience, the ",[37,5216,5217],{},"showSaveFilePicker"," API allows writing directly to the user's local file system. This API supports chunked writing using the same ",[37,5220,5221],{},"FileSystemWritableFileStream"," pattern used in OPFS, making it the preferred approach for browsers that support it. For non-supporting browsers, the recommended fallback is to write to OPFS first and then trigger a download.",{"title":150,"searchDepth":151,"depth":151,"links":5224},[5225,5226,5227,5228],{"id":5123,"depth":151,"text":5124},{"id":5138,"depth":151,"text":5139},{"id":5178,"depth":151,"text":5179},{"id":5210,"depth":151,"text":5211},[157],{"content_references":5231,"triage":5235},[5232],{"type":164,"title":5233,"url":5234,"context":180},"DGRM.net","http:\u002F\u002Fdgrm.net\u002F",{"relevance":182,"novelty":182,"quality":183,"actionability":183,"composite":5236,"reasoning":5237},3.45,"Category: Software Engineering. The article discusses the use of the Origin Private File System (OPFS) for managing large files in the browser, which is relevant for developers looking to improve web performance. It provides practical techniques for handling large files without memory issues, such as using streaming methods, which can be directly applied in development.","\u002Fsummaries\u002F63d8bd21a2395741-managing-large-files-in-the-browser-with-opfs-summary","2026-06-08 04:17:55",{"title":5113,"description":150},{"loc":5238},"63d8bd21a2395741","https:\u002F\u002Flevelup.gitconnected.com\u002Fjavascript-working-with-large-files-in-the-browser-creating-5gb-files-in-the-browser-9b236a42731d?source=rss----5517fd7b58a6---4","summaries\u002F63d8bd21a2395741-managing-large-files-in-the-browser-with-opfs-summary",[5246,5247,5248],"web-performance","javascript","browser-apis","The Origin Private File System (OPFS) allows browsers to handle multi-gigabyte files efficiently by streaming data in chunks, avoiding memory overflows associated with loading entire files into RAM.",[5247,5248],"iIBs_yZ-jmUeAhToRTCo2995S6GvLwTBnVEXjl0k-3U"]