[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-55f055d5b342519f-go-1-25-1-26-performance-modernization-and-ai-read-summary":3,"summaries-facets-categories":165,"summary-related-55f055d5b342519f-go-1-25-1-26-performance-modernization-and-ai-read-summary":7069},{"id":4,"title":5,"ai":6,"body":13,"categories":125,"created_at":127,"date_modified":127,"description":119,"extension":128,"faq":127,"featured":129,"kicker_label":127,"meta":130,"navigation":144,"path":145,"published_at":146,"question":127,"scraped_at":147,"seo":148,"sitemap":149,"source_id":150,"source_name":151,"source_type":152,"source_url":153,"stem":154,"tags":155,"thumbnail_url":160,"tldr":161,"tweet":162,"unknown_tags":163,"__hash__":164},"summaries\u002Fsummaries\u002F55f055d5b342519f-go-1-25-1-26-performance-modernization-and-ai-read-summary.md","Go 1.25 & 1.26: Performance, Modernization, and AI Readiness",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7384,718,4457,0.002923,{"type":14,"value":15,"toc":118},"minimark",[16,21,30,33,64,68,71,91,95,98],[17,18,20],"h2",{"id":19},"automated-code-modernization-and-tooling","Automated Code Modernization and Tooling",[22,23,24,25,29],"p",{},"Go is positioning itself as an end-to-end platform for software engineering rather than just a language. A core component of this is the revamped ",[26,27,28],"code",{},"go fix"," command, which leverages the Go analysis framework to perform deterministic, automated refactoring. This tool is designed to keep aging codebases idiomatic and readable.",[22,31,32],{},"Key features include:",[34,35,36,44,54],"ul",{},[37,38,39,43],"li",{},[40,41,42],"strong",{},"Modernizer Framework",": Includes over 20 built-in modernizers that apply transformations while preserving original behavior.",[37,45,46,49,50,53],{},[40,47,48],{},"Source-level Inliner",": Allows developers to add ",[26,51,52],{},"\u002F\u002Fgo:fix inline"," directives to deprecated APIs, enabling the tool to automatically replace calls across the entire codebase.",[37,55,56,59,60,63],{},[40,57,58],{},"Testing Improvements",": The ",[26,61,62],{},"testing\u002Fsynctest"," package (GA in 1.25) introduces \"bubbles\"—isolated environments using a synthetic clock—to eliminate flaky tests caused by real-time dependencies and timeouts.",[17,65,67],{"id":66},"performance-and-runtime-evolution","Performance and Runtime Evolution",[22,69,70],{},"The release of Go 1.25 and 1.26 introduces significant runtime optimizations that require zero code changes from the developer:",[34,72,73,79,85],{},[37,74,75,78],{},[40,76,77],{},"Green Tea Garbage Collector",": Enabled by default in 1.26, this GC shifts the unit of work from individual objects to large, contiguous memory blocks (pages). This aligns with modern hardware to minimize high-latency memory fetches, resulting in a 10-50% reduction in GC CPU costs.",[37,80,81,84],{},[40,82,83],{},"Stack Allocation",": Runtime improvements now shift more memory allocations from the heap to the stack, reducing GC pressure and improving cache locality.",[37,86,87,90],{},[40,88,89],{},"Cgo and SIMD",": Cgo transition costs are reduced by 30%, and first-class support for SIMD (Single Instruction, Multiple Data) allows for vectorized array manipulations, which are critical for AI infrastructure and high-performance computing.",[17,92,94],{"id":93},"ai-integration-and-security","AI Integration and Security",[22,96,97],{},"Go is actively adapting to the AI era by focusing on machine-readable code and specialized tooling:",[34,99,100,106,112],{},[37,101,102,105],{},[40,103,104],{},"Model Context Protocol (MCP)",": An official Go SDK for MCP allows services to provide context and tools to LLMs. The team is currently using this to expose the Go toolchain directly to AI agents.",[37,107,108,111],{},[40,109,110],{},"Observability",": A new \"flight recorder\" keeps tracing data in a ring buffer, allowing for \"always-on\" observability with minimal production overhead.",[37,113,114,117],{},[40,115,116],{},"Security",": The language continues to harden its posture with expanded post-quantum cryptography, randomized heap-based addresses, and improved FIPS 140 support.",{"title":119,"searchDepth":120,"depth":120,"links":121},"",2,[122,123,124],{"id":19,"depth":120,"text":20},{"id":66,"depth":120,"text":67},{"id":93,"depth":120,"text":94},[126],"Software Engineering",null,"md",false,{"content_references":131,"triage":139},[132,137],{"type":133,"title":134,"url":135,"context":136},"tool","Go","https:\u002F\u002Fgo.dev","mentioned",{"type":138,"title":104,"context":136},"other",{"relevance":140,"novelty":141,"quality":140,"actionability":141,"composite":142,"reasoning":143},4,3,3.6,"Category: Software Engineering. The article discusses the evolution of Go as a software engineering platform, particularly its automated code modernization tools and performance improvements, which directly address the needs of developers looking to integrate AI capabilities. It provides specific features like the revamped `go fix` command that can help developers modernize their codebases, making it actionable.",true,"\u002Fsummaries\u002F55f055d5b342519f-go-1-25-1-26-performance-modernization-and-ai-read-summary","2026-05-22 16:15:49","2026-05-22 19:00:22",{"title":5,"description":119},{"loc":145},"55f055d5b342519f","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=l4lneZYtjQg","summaries\u002F55f055d5b342519f-go-1-25-1-26-performance-modernization-and-ai-read-summary",[156,157,158,159],"ai-tools","golang","performance","software-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fl4lneZYtjQg\u002Fhqdefault.jpg","Go continues to evolve its platform with the Green Tea garbage collector, automated code modernization via 'go fix', and improved SIMD support, all while maintaining strict backward compatibility to Go 1.0.","This session from Google I\u002FO 2026 highlights updates in Go 1.25 and 1.26, focusing on the \"Green Tea\" garbage collector, improved stack allocation, and faster Cgo performance. It also details the revamped `go fix` command and its modernizer framework for automated code refactoring.\n\n- [Go 1.25 release notes](https:\u002F\u002Fgoo.gle\u002F4wzLwKJ) — Overview of features including the `synctest` package.\n- [Go 1.26 release notes](https:\u002F\u002Fgoo.gle\u002F3RJPujR) — Details on the Green Tea GC and SIMD support.\n- [Go Fix modernization](https:\u002F\u002Fgoo.gle\u002F4fotQeL) — Guide on using the tool to update legacy code.\n- [\u002F\u002Fgo:fix inline](https:\u002F\u002Fgoo.gle\u002F3PlrzGU) — Documentation on the source-level inliner for API migrations.\n- [Stack allocation](https:\u002F\u002Fgoo.gle\u002F4wyU3O3) — Technical deep dive into memory management optimizations.",[157,158,159],"QzMQpfpzJT0EPPqafOrZEwZrdZySsZ60Ita_jsWQZ70",[166,169,172,174,177,179,182,185,187,189,191,193,195,197,199,201,203,206,208,210,212,214,217,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,269,271,273,275,277,279,281,283,285,287,289,291,293,295,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,339,341,343,345,347,349,351,353,355,357,359,361,363,365,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,433,435,437,439,441,443,445,447,449,451,453,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,489,491,493,495,497,499,501,503,505,507,509,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,571,573,575,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,617,619,621,623,625,627,629,631,633,635,637,639,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,929,931,933,935,937,940,942,944,946,948,950,952,954,956,958,960,962,964,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067],{"categories":167},[168],"AI & LLMs",{"categories":170},[171],"Developer Productivity",{"categories":173},[168],{"categories":175},[176],"Business & SaaS",{"categories":178},[168],{"categories":180},[181],"AI Automation",{"categories":183},[184],"Product Strategy",{"categories":186},[181],{"categories":188},[168],{"categories":190},[171],{"categories":192},[181],{"categories":194},[126],{"categories":196},[168],{"categories":198},[176],{"categories":200},[],{"categories":202},[168],{"categories":204},[205],"Inference & Serving",{"categories":207},[168],{"categories":209},[168],{"categories":211},[181],{"categories":213},[],{"categories":215},[216],"AI News & Trends",{"categories":218},[219],"Data Science & Visualization",{"categories":221},[181],{"categories":223},[168],{"categories":225},[168],{"categories":227},[176],{"categories":229},[171],{"categories":231},[168],{"categories":233},[181],{"categories":235},[216],{"categories":237},[168],{"categories":239},[181],{"categories":241},[181],{"categories":243},[168],{"categories":245},[168],{"categories":247},[181],{"categories":249},[168],{"categories":251},[168],{"categories":253},[168],{"categories":255},[181],{"categories":257},[216],{"categories":259},[168],{"categories":261},[168],{"categories":263},[168],{"categories":265},[],{"categories":267},[268],"Design & Frontend",{"categories":270},[219],{"categories":272},[216],{"categories":274},[168],{"categories":276},[168],{"categories":278},[168],{"categories":280},[],{"categories":282},[168],{"categories":284},[168],{"categories":286},[181],{"categories":288},[126],{"categories":290},[168],{"categories":292},[181],{"categories":294},[168],{"categories":296},[297],"Marketing & Growth",{"categories":299},[268],{"categories":301},[168],{"categories":303},[181],{"categories":305},[168],{"categories":307},[168],{"categories":309},[126],{"categories":311},[168],{"categories":313},[],{"categories":315},[],{"categories":317},[268],{"categories":319},[168],{"categories":321},[181],{"categories":323},[171],{"categories":325},[126],{"categories":327},[181],{"categories":329},[268],{"categories":331},[184],{"categories":333},[168],{"categories":335},[126],{"categories":337},[338],"DevOps & Cloud",{"categories":340},[181],{"categories":342},[184],{"categories":344},[216],{"categories":346},[168],{"categories":348},[],{"categories":350},[168],{"categories":352},[168],{"categories":354},[],{"categories":356},[181],{"categories":358},[126],{"categories":360},[],{"categories":362},[126],{"categories":364},[168],{"categories":366},[367],"Governance & Standards",{"categories":369},[176],{"categories":371},[],{"categories":373},[],{"categories":375},[168],{"categories":377},[168],{"categories":379},[181],{"categories":381},[168],{"categories":383},[168],{"categories":385},[181],{"categories":387},[168],{"categories":389},[168],{"categories":391},[168],{"categories":393},[],{"categories":395},[126],{"categories":397},[],{"categories":399},[],{"categories":401},[168],{"categories":403},[126],{"categories":405},[],{"categories":407},[126],{"categories":409},[168],{"categories":411},[168],{"categories":413},[297],{"categories":415},[168],{"categories":417},[168],{"categories":419},[168],{"categories":421},[268],{"categories":423},[268],{"categories":425},[168],{"categories":427},[126],{"categories":429},[181],{"categories":431},[432],"GovTech & Public-Sector Adoption",{"categories":434},[126],{"categories":436},[168],{"categories":438},[168],{"categories":440},[168],{"categories":442},[181],{"categories":444},[181],{"categories":446},[219],{"categories":448},[168],{"categories":450},[216],{"categories":452},[181],{"categories":454},[455],"Legal AI Tools",{"categories":457},[168],{"categories":459},[181],{"categories":461},[168],{"categories":463},[297],{"categories":465},[181],{"categories":467},[184],{"categories":469},[168],{"categories":471},[126],{"categories":473},[432],{"categories":475},[],{"categories":477},[181],{"categories":479},[],{"categories":481},[176],{"categories":483},[181],{"categories":485},[181],{"categories":487},[488],"RAG & Retrieval",{"categories":490},[176],{"categories":492},[168],{"categories":494},[126],{"categories":496},[126],{"categories":498},[338],{"categories":500},[268],{"categories":502},[181],{"categories":504},[168],{"categories":506},[168],{"categories":508},[],{"categories":510},[511],"Agents & Orchestration",{"categories":513},[126],{"categories":515},[168],{"categories":517},[],{"categories":519},[181],{"categories":521},[176],{"categories":523},[],{"categories":525},[168],{"categories":527},[],{"categories":529},[168],{"categories":531},[171],{"categories":533},[126],{"categories":535},[176],{"categories":537},[168],{"categories":539},[181],{"categories":541},[168],{"categories":543},[216],{"categories":545},[168],{"categories":547},[],{"categories":549},[168],{"categories":551},[],{"categories":553},[168],{"categories":555},[126],{"categories":557},[168],{"categories":559},[181],{"categories":561},[219],{"categories":563},[],{"categories":565},[168],{"categories":567},[268],{"categories":569},[570],"Models & Frontier Labs",{"categories":572},[],{"categories":574},[268],{"categories":576},[577],"Regulation & Governance of AI",{"categories":579},[184],{"categories":581},[181],{"categories":583},[],{"categories":585},[168],{"categories":587},[168],{"categories":589},[181],{"categories":591},[181],{"categories":593},[216],{"categories":595},[168],{"categories":597},[176],{"categories":599},[168],{"categories":601},[181],{"categories":603},[],{"categories":605},[126],{"categories":607},[181],{"categories":609},[168],{"categories":611},[184],{"categories":613},[168],{"categories":615},[616],"AI Policy & Regulation",{"categories":618},[],{"categories":620},[168],{"categories":622},[181],{"categories":624},[184],{"categories":626},[181],{"categories":628},[168],{"categories":630},[168],{"categories":632},[168],{"categories":634},[181],{"categories":636},[],{"categories":638},[219],{"categories":640},[641],"Evals & Reliability",{"categories":643},[168],{"categories":645},[168],{"categories":647},[],{"categories":649},[171],{"categories":651},[432],{"categories":653},[616],{"categories":655},[168],{"categories":657},[176],{"categories":659},[168],{"categories":661},[181],{"categories":663},[168],{"categories":665},[181],{"categories":667},[511],{"categories":669},[168],{"categories":671},[126],{"categories":673},[168],{"categories":675},[],{"categories":677},[268],{"categories":679},[],{"categories":681},[168],{"categories":683},[432],{"categories":685},[168],{"categories":687},[168],{"categories":689},[168],{"categories":691},[],{"categories":693},[168],{"categories":695},[268],{"categories":697},[126],{"categories":699},[],{"categories":701},[168],{"categories":703},[],{"categories":705},[181],{"categories":707},[168],{"categories":709},[268],{"categories":711},[],{"categories":713},[168],{"categories":715},[168],{"categories":717},[219],{"categories":719},[181],{"categories":721},[168],{"categories":723},[176],{"categories":725},[181],{"categories":727},[168],{"categories":729},[168],{"categories":731},[126],{"categories":733},[268],{"categories":735},[168],{"categories":737},[181],{"categories":739},[],{"categories":741},[126],{"categories":743},[181],{"categories":745},[219],{"categories":747},[],{"categories":749},[168],{"categories":751},[216],{"categories":753},[168],{"categories":755},[],{"categories":757},[168],{"categories":759},[168],{"categories":761},[168],{"categories":763},[176,297],{"categories":765},[],{"categories":767},[126],{"categories":769},[168],{"categories":771},[168],{"categories":773},[181],{"categories":775},[168],{"categories":777},[],{"categories":779},[],{"categories":781},[168],{"categories":783},[268],{"categories":785},[168],{"categories":787},[],{"categories":789},[168],{"categories":791},[338],{"categories":793},[],{"categories":795},[181],{"categories":797},[216],{"categories":799},[168],{"categories":801},[168],{"categories":803},[268],{"categories":805},[],{"categories":807},[216],{"categories":809},[168],{"categories":811},[205],{"categories":813},[168],{"categories":815},[168],{"categories":817},[181],{"categories":819},[216],{"categories":821},[570],{"categories":823},[168],{"categories":825},[297],{"categories":827},[],{"categories":829},[181],{"categories":831},[176],{"categories":833},[126],{"categories":835},[168],{"categories":837},[181],{"categories":839},[],{"categories":841},[168,338],{"categories":843},[168],{"categories":845},[168],{"categories":847},[168],{"categories":849},[181],{"categories":851},[168,126],{"categories":853},[219],{"categories":855},[168],{"categories":857},[168],{"categories":859},[168],{"categories":861},[126],{"categories":863},[168],{"categories":865},[181],{"categories":867},[181],{"categories":869},[616],{"categories":871},[297],{"categories":873},[168],{"categories":875},[181],{"categories":877},[168],{"categories":879},[168],{"categories":881},[181],{"categories":883},[],{"categories":885},[181],{"categories":887},[168],{"categories":889},[168],{"categories":891},[181],{"categories":893},[168],{"categories":895},[168,176],{"categories":897},[168],{"categories":899},[176],{"categories":901},[],{"categories":903},[268],{"categories":905},[268],{"categories":907},[168],{"categories":909},[],{"categories":911},[],{"categories":913},[168],{"categories":915},[216],{"categories":917},[],{"categories":919},[171],{"categories":921},[168],{"categories":923},[126],{"categories":925},[168],{"categories":927},[928],"Generative UI & Design-to-Code",{"categories":930},[168],{"categories":932},[168],{"categories":934},[268],{"categories":936},[168],{"categories":938},[939],"Algorithmic Accountability",{"categories":941},[181],{"categories":943},[126],{"categories":945},[216],{"categories":947},[268],{"categories":949},[168],{"categories":951},[],{"categories":953},[184],{"categories":955},[168],{"categories":957},[168],{"categories":959},[168],{"categories":961},[168],{"categories":963},[181],{"categories":965},[966],"MLOps & Infrastructure",{"categories":968},[168],{"categories":970},[168],{"categories":972},[168],{"categories":974},[168],{"categories":976},[168],{"categories":978},[126],{"categories":980},[216],{"categories":982},[168],{"categories":984},[184],{"categories":986},[171],{"categories":988},[168],{"categories":990},[181],{"categories":992},[338],{"categories":994},[168],{"categories":996},[176],{"categories":998},[168],{"categories":1000},[268],{"categories":1002},[168],{"categories":1004},[168],{"categories":1006},[181],{"categories":1008},[],{"categories":1010},[],{"categories":1012},[168],{"categories":1014},[205],{"categories":1016},[268],{"categories":1018},[216],{"categories":1020},[219],{"categories":1022},[],{"categories":1024},[168],{"categories":1026},[168],{"categories":1028},[176],{"categories":1030},[181],{"categories":1032},[168],{"categories":1034},[168],{"categories":1036},[168],{"categories":1038},[168],{"categories":1040},[216],{"categories":1042},[205],{"categories":1044},[168],{"categories":1046},[268],{"categories":1048},[168],{"categories":1050},[],{"categories":1052},[181],{"categories":1054},[126],{"categories":1056},[],{"categories":1058},[168],{"categories":1060},[168],{"categories":1062},[181],{"categories":1064},[126],{"categories":1066},[168],{"categories":1068},[219],{"categories":1070},[268],{"categories":1072},[],{"categories":1074},[168],{"categories":1076},[],{"categories":1078},[168],{"categories":1080},[],{"categories":1082},[168],{"categories":1084},[168],{"categories":1086},[184],{"categories":1088},[176],{"categories":1090},[181],{"categories":1092},[181],{"categories":1094},[],{"categories":1096},[168],{"categories":1098},[171],{"categories":1100},[168],{"categories":1102},[168],{"categories":1104},[176],{"categories":1106},[216],{"categories":1108},[171],{"categories":1110},[],{"categories":1112},[168],{"categories":1114},[],{"categories":1116},[168],{"categories":1118},[],{"categories":1120},[216],{"categories":1122},[216],{"categories":1124},[],{"categories":1126},[511],{"categories":1128},[168],{"categories":1130},[268],{"categories":1132},[126],{"categories":1134},[],{"categories":1136},[455],{"categories":1138},[181],{"categories":1140},[176],{"categories":1142},[],{"categories":1144},[],{"categories":1146},[171],{"categories":1148},[219],{"categories":1150},[],{"categories":1152},[297],{"categories":1154},[181],{"categories":1156},[176],{"categories":1158},[181],{"categories":1160},[168],{"categories":1162},[176],{"categories":1164},[168],{"categories":1166},[126],{"categories":1168},[],{"categories":1170},[205],{"categories":1172},[184],{"categories":1174},[168],{"categories":1176},[268],{"categories":1178},[126],{"categories":1180},[176],{"categories":1182},[168],{"categories":1184},[126],{"categories":1186},[168],{"categories":1188},[181],{"categories":1190},[176],{"categories":1192},[168],{"categories":1194},[168],{"categories":1196},[168],{"categories":1198},[168],{"categories":1200},[168],{"categories":1202},[],{"categories":1204},[],{"categories":1206},[126],{"categories":1208},[219],{"categories":1210},[184],{"categories":1212},[168],{"categories":1214},[181],{"categories":1216},[126],{"categories":1218},[126],{"categories":1220},[168],{"categories":1222},[],{"categories":1224},[216],{"categories":1226},[184],{"categories":1228},[184],{"categories":1230},[126],{"categories":1232},[168],{"categories":1234},[641],{"categories":1236},[338],{"categories":1238},[],{"categories":1240},[181],{"categories":1242},[168],{"categories":1244},[],{"categories":1246},[171],{"categories":1248},[],{"categories":1250},[168],{"categories":1252},[168],{"categories":1254},[168],{"categories":1256},[268],{"categories":1258},[297],{"categories":1260},[168],{"categories":1262},[126],{"categories":1264},[168],{"categories":1266},[181],{"categories":1268},[],{"categories":1270},[126],{"categories":1272},[168],{"categories":1274},[171],{"categories":1276},[],{"categories":1278},[176],{"categories":1280},[168],{"categories":1282},[168],{"categories":1284},[216],{"categories":1286},[168,338],{"categories":1288},[168],{"categories":1290},[1291],"Design Systems for AI",{"categories":1293},[168],{"categories":1295},[168],{"categories":1297},[216],{"categories":1299},[168],{"categories":1301},[168],{"categories":1303},[168],{"categories":1305},[176],{"categories":1307},[168],{"categories":1309},[168],{"categories":1311},[168],{"categories":1313},[],{"categories":1315},[168],{"categories":1317},[168],{"categories":1319},[176],{"categories":1321},[168],{"categories":1323},[],{"categories":1325},[181],{"categories":1327},[181],{"categories":1329},[126],{"categories":1331},[216],{"categories":1333},[126],{"categories":1335},[168],{"categories":1337},[268],{"categories":1339},[216],{"categories":1341},[219],{"categories":1343},[168],{"categories":1345},[168],{"categories":1347},[181],{"categories":1349},[171],{"categories":1351},[616],{"categories":1353},[168],{"categories":1355},[181],{"categories":1357},[168],{"categories":1359},[126],{"categories":1361},[126],{"categories":1363},[],{"categories":1365},[],{"categories":1367},[168],{"categories":1369},[181],{"categories":1371},[184],{"categories":1373},[],{"categories":1375},[176],{"categories":1377},[168],{"categories":1379},[],{"categories":1381},[268],{"categories":1383},[126],{"categories":1385},[181],{"categories":1387},[126],{"categories":1389},[268],{"categories":1391},[168],{"categories":1393},[168],{"categories":1395},[268],{"categories":1397},[],{"categories":1399},[],{"categories":1401},[216],{"categories":1403},[181],{"categories":1405},[181],{"categories":1407},[168],{"categories":1409},[168],{"categories":1411},[168],{"categories":1413},[168],{"categories":1415},[176],{"categories":1417},[168],{"categories":1419},[168],{"categories":1421},[],{"categories":1423},[126],{"categories":1425},[126],{"categories":1427},[168],{"categories":1429},[126],{"categories":1431},[176],{"categories":1433},[],{"categories":1435},[168],{"categories":1437},[168],{"categories":1439},[168],{"categories":1441},[168],{"categories":1443},[168],{"categories":1445},[181],{"categories":1447},[171],{"categories":1449},[176],{"categories":1451},[168],{"categories":1453},[181],{"categories":1455},[216],{"categories":1457},[181],{"categories":1459},[205],{"categories":1461},[297],{"categories":1463},[168],{"categories":1465},[181],{"categories":1467},[168],{"categories":1469},[168],{"categories":1471},[168],{"categories":1473},[],{"categories":1475},[268],{"categories":1477},[],{"categories":1479},[168],{"categories":1481},[168],{"categories":1483},[],{"categories":1485},[168],{"categories":1487},[126],{"categories":1489},[176],{"categories":1491},[1492],"Visual & Generative Media",{"categories":1494},[181],{"categories":1496},[],{"categories":1498},[168],{"categories":1500},[168],{"categories":1502},[126],{"categories":1504},[338],{"categories":1506},[168],{"categories":1508},[219],{"categories":1510},[616],{"categories":1512},[126],{"categories":1514},[297],{"categories":1516},[168],{"categories":1518},[268],{"categories":1520},[168],{"categories":1522},[168],{"categories":1524},[126],{"categories":1526},[181],{"categories":1528},[168],{"categories":1530},[],{"categories":1532},[],{"categories":1534},[181],{"categories":1536},[126],{"categories":1538},[171],{"categories":1540},[181],{"categories":1542},[570],{"categories":1544},[168],{"categories":1546},[184],{"categories":1548},[168],{"categories":1550},[176],{"categories":1552},[],{"categories":1554},[168],{"categories":1556},[184],{"categories":1558},[168],{"categories":1560},[168],{"categories":1562},[168],{"categories":1564},[184],{"categories":1566},[168],{"categories":1568},[168],{"categories":1570},[297],{"categories":1572},[168],{"categories":1574},[511],{"categories":1576},[168],{"categories":1578},[181],{"categories":1580},[168],{"categories":1582},[168],{"categories":1584},[168],{"categories":1586},[168],{"categories":1588},[268],{"categories":1590},[181],{"categories":1592},[],{"categories":1594},[181],{"categories":1596},[],{"categories":1598},[338],{"categories":1600},[126],{"categories":1602},[],{"categories":1604},[570],{"categories":1606},[168],{"categories":1608},[181],{"categories":1610},[181],{"categories":1612},[168],{"categories":1614},[268,168],{"categories":1616},[171],{"categories":1618},[168],{"categories":1620},[268],{"categories":1622},[],{"categories":1624},[168],{"categories":1626},[171],{"categories":1628},[168],{"categories":1630},[1631],"Medical Imaging & Radiology",{"categories":1633},[168],{"categories":1635},[168],{"categories":1637},[168],{"categories":1639},[268],{"categories":1641},[181],{"categories":1643},[126],{"categories":1645},[],{"categories":1647},[168],{"categories":1649},[168],{"categories":1651},[168],{"categories":1653},[],{"categories":1655},[],{"categories":1657},[168],{"categories":1659},[168],{"categories":1661},[511],{"categories":1663},[168],{"categories":1665},[171],{"categories":1667},[168],{"categories":1669},[168],{"categories":1671},[],{"categories":1673},[181],{"categories":1675},[168],{"categories":1677},[184],{"categories":1679},[126],{"categories":1681},[168],{"categories":1683},[181],{"categories":1685},[511],{"categories":1687},[168],{"categories":1689},[181],{"categories":1691},[168],{"categories":1693},[168],{"categories":1695},[168],{"categories":1697},[268],{"categories":1699},[181],{"categories":1701},[338],{"categories":1703},[268],{"categories":1705},[176],{"categories":1707},[181],{"categories":1709},[216],{"categories":1711},[168],{"categories":1713},[168],{"categories":1715},[184],{"categories":1717},[168],{"categories":1719},[168],{"categories":1721},[168],{"categories":1723},[168],{"categories":1725},[181],{"categories":1727},[168],{"categories":1729},[126],{"categories":1731},[126],{"categories":1733},[168],{"categories":1735},[184],{"categories":1737},[],{"categories":1739},[216],{"categories":1741},[],{"categories":1743},[184],{"categories":1745},[181],{"categories":1747},[168],{"categories":1749},[181],{"categories":1751},[1291],{"categories":1753},[1291],{"categories":1755},[268],{"categories":1757},[168],{"categories":1759},[168],{"categories":1761},[168],{"categories":1763},[181],{"categories":1765},[126],{"categories":1767},[268],{"categories":1769},[181],{"categories":1771},[216],{"categories":1773},[],{"categories":1775},[168],{"categories":1777},[],{"categories":1779},[168],{"categories":1781},[168],{"categories":1783},[168],{"categories":1785},[168],{"categories":1787},[181],{"categories":1789},[1790],"Contract Review & E-Discovery",{"categories":1792},[168],{"categories":1794},[268],{"categories":1796},[168],{"categories":1798},[171],{"categories":1800},[168],{"categories":1802},[216],{"categories":1804},[168],{"categories":1806},[168],{"categories":1808},[297],{"categories":1810},[126],{"categories":1812},[168],{"categories":1814},[168],{"categories":1816},[181],{"categories":1818},[181],{"categories":1820},[939],{"categories":1822},[168],{"categories":1824},[168],{"categories":1826},[181],{"categories":1828},[181],{"categories":1830},[168],{"categories":1832},[168],{"categories":1834},[168],{"categories":1836},[181],{"categories":1838},[168],{"categories":1840},[168],{"categories":1842},[511],{"categories":1844},[488],{"categories":1846},[168],{"categories":1848},[181],{"categories":1850},[168],{"categories":1852},[1853],"Law-Firm Practice & Adoption",{"categories":1855},[168],{"categories":1857},[181],{"categories":1859},[268],{"categories":1861},[168],{"categories":1863},[168],{"categories":1865},[168],{"categories":1867},[],{"categories":1869},[],{"categories":1871},[126],{"categories":1873},[168],{"categories":1875},[],{"categories":1877},[181],{"categories":1879},[171],{"categories":1881},[338],{"categories":1883},[168],{"categories":1885},[],{"categories":1887},[171],{"categories":1889},[176],{"categories":1891},[168],{"categories":1893},[297],{"categories":1895},[],{"categories":1897},[176],{"categories":1899},[181],{"categories":1901},[176],{"categories":1903},[],{"categories":1905},[168],{"categories":1907},[184],{"categories":1909},[168],{"categories":1911},[126],{"categories":1913},[],{"categories":1915},[],{"categories":1917},[],{"categories":1919},[],{"categories":1921},[168],{"categories":1923},[184],{"categories":1925},[181],{"categories":1927},[338],{"categories":1929},[168],{"categories":1931},[171],{"categories":1933},[126],{"categories":1935},[168],{"categories":1937},[168],{"categories":1939},[126],{"categories":1941},[184],{"categories":1943},[168],{"categories":1945},[168],{"categories":1947},[168],{"categories":1949},[966],{"categories":1951},[168],{"categories":1953},[126],{"categories":1955},[168],{"categories":1957},[297],{"categories":1959},[126],{"categories":1961},[176],{"categories":1963},[168],{"categories":1965},[168],{"categories":1967},[168],{"categories":1969},[268],{"categories":1971},[168],{"categories":1973},[168],{"categories":1975},[168],{"categories":1977},[168],{"categories":1979},[176],{"categories":1981},[181],{"categories":1983},[168,171],{"categories":1985},[511],{"categories":1987},[168],{"categories":1989},[168],{"categories":1991},[126],{"categories":1993},[126],{"categories":1995},[268],{"categories":1997},[181],{"categories":1999},[181],{"categories":2001},[126],{"categories":2003},[168],{"categories":2005},[168],{"categories":2007},[168],{"categories":2009},[],{"categories":2011},[],{"categories":2013},[168],{"categories":2015},[219],{"categories":2017},[168],{"categories":2019},[181],{"categories":2021},[],{"categories":2023},[168],{"categories":2025},[168],{"categories":2027},[126],{"categories":2029},[219],{"categories":2031},[216],{"categories":2033},[268],{"categories":2035},[168],{"categories":2037},[181],{"categories":2039},[168],{"categories":2041},[126],{"categories":2043},[],{"categories":2045},[181],{"categories":2047},[168],{"categories":2049},[168],{"categories":2051},[168],{"categories":2053},[168],{"categories":2055},[],{"categories":2057},[181],{"categories":2059},[168],{"categories":2061},[168],{"categories":2063},[168],{"categories":2065},[],{"categories":2067},[181],{"categories":2069},[168],{"categories":2071},[168],{"categories":2073},[176],{"categories":2075},[168],{"categories":2077},[168],{"categories":2079},[],{"categories":2081},[171],{"categories":2083},[168],{"categories":2085},[168],{"categories":2087},[168],{"categories":2089},[268],{"categories":2091},[168],{"categories":2093},[126],{"categories":2095},[168],{"categories":2097},[171],{"categories":2099},[168],{"categories":2101},[126],{"categories":2103},[297],{"categories":2105},[181],{"categories":2107},[181],{"categories":2109},[168],{"categories":2111},[168],{"categories":2113},[168,268],{"categories":2115},[168],{"categories":2117},[181],{"categories":2119},[216],{"categories":2121},[168],{"categories":2123},[216],{"categories":2125},[181],{"categories":2127},[268],{"categories":2129},[168],{"categories":2131},[],{"categories":2133},[126],{"categories":2135},[338],{"categories":2137},[268],{"categories":2139},[126],{"categories":2141},[168],{"categories":2143},[184],{"categories":2145},[168],{"categories":2147},[168],{"categories":2149},[181],{"categories":2151},[],{"categories":2153},[],{"categories":2155},[168],{"categories":2157},[],{"categories":2159},[],{"categories":2161},[184],{"categories":2163},[126],{"categories":2165},[168],{"categories":2167},[181],{"categories":2169},[181],{"categories":2171},[176],{"categories":2173},[181],{"categories":2175},[338],{"categories":2177},[168],{"categories":2179},[168],{"categories":2181},[168],{"categories":2183},[205],{"categories":2185},[168],{"categories":2187},[168],{"categories":2189},[168],{"categories":2191},[126],{"categories":2193},[181],{"categories":2195},[168],{"categories":2197},[168],{"categories":2199},[126],{"categories":2201},[455],{"categories":2203},[181],{"categories":2205},[939],{"categories":2207},[],{"categories":2209},[268],{"categories":2211},[1853],{"categories":2213},[126],{"categories":2215},[],{"categories":2217},[],{"categories":2219},[168],{"categories":2221},[181],{"categories":2223},[],{"categories":2225},[],{"categories":2227},[168],{"categories":2229},[297],{"categories":2231},[168],{"categories":2233},[297],{"categories":2235},[181],{"categories":2237},[168],{"categories":2239},[168],{"categories":2241},[126],{"categories":2243},[184],{"categories":2245},[],{"categories":2247},[168],{"categories":2249},[168],{"categories":2251},[126],{"categories":2253},[1790],{"categories":2255},[268],{"categories":2257},[268],{"categories":2259},[168],{"categories":2261},[181],{"categories":2263},[171],{"categories":2265},[168],{"categories":2267},[168],{"categories":2269},[168],{"categories":2271},[168],{"categories":2273},[268],{"categories":2275},[268],{"categories":2277},[181],{"categories":2279},[181],{"categories":2281},[181],{"categories":2283},[168],{"categories":2285},[168],{"categories":2287},[],{"categories":2289},[168],{"categories":2291},[],{"categories":2293},[2294],"Interaction & Product Design",{"categories":2296},[168],{"categories":2298},[181],{"categories":2300},[126],{"categories":2302},[367],{"categories":2304},[216],{"categories":2306},[126],{"categories":2308},[168],{"categories":2310},[168],{"categories":2312},[168],{"categories":2314},[126],{"categories":2316},[168],{"categories":2318},[171],{"categories":2320},[181],{"categories":2322},[168],{"categories":2324},[],{"categories":2326},[181],{"categories":2328},[181],{"categories":2330},[181],{"categories":2332},[],{"categories":2334},[126],{"categories":2336},[168],{"categories":2338},[181],{"categories":2340},[171],{"categories":2342},[2294],{"categories":2344},[168],{"categories":2346},[171],{"categories":2348},[171],{"categories":2350},[],{"categories":2352},[181],{"categories":2354},[126],{"categories":2356},[],{"categories":2358},[181],{"categories":2360},[216],{"categories":2362},[168],{"categories":2364},[181],{"categories":2366},[168],{"categories":2368},[181],{"categories":2370},[181],{"categories":2372},[168],{"categories":2374},[168],{"categories":2376},[216],{"categories":2378},[219],{"categories":2380},[168],{"categories":2382},[184],{"categories":2384},[126],{"categories":2386},[2387],"Coding Agents & Dev Productivity",{"categories":2389},[216],{"categories":2391},[268],{"categories":2393},[168],{"categories":2395},[168],{"categories":2397},[],{"categories":2399},[168],{"categories":2401},[939],{"categories":2403},[],{"categories":2405},[168],{"categories":2407},[168],{"categories":2409},[338],{"categories":2411},[168],{"categories":2413},[216],{"categories":2415},[],{"categories":2417},[],{"categories":2419},[168],{"categories":2421},[],{"categories":2423},[181],{"categories":2425},[168],{"categories":2427},[],{"categories":2429},[126],{"categories":2431},[126],{"categories":2433},[168],{"categories":2435},[219],{"categories":2437},[],{"categories":2439},[168],{"categories":2441},[168],{"categories":2443},[168],{"categories":2445},[219],{"categories":2447},[126],{"categories":2449},[181],{"categories":2451},[],{"categories":2453},[],{"categories":2455},[168],{"categories":2457},[168],{"categories":2459},[181],{"categories":2461},[181],{"categories":2463},[432],{"categories":2465},[126],{"categories":2467},[126],{"categories":2469},[181],{"categories":2471},[216],{"categories":2473},[216],{"categories":2475},[181],{"categories":2477},[181],{"categories":2479},[168],{"categories":2481},[171],{"categories":2483},[2294],{"categories":2485},[184],{"categories":2487},[168,338],{"categories":2489},[219],{"categories":2491},[],{"categories":2493},[268],{"categories":2495},[181],{"categories":2497},[126],{"categories":2499},[171],{"categories":2501},[168],{"categories":2503},[181],{"categories":2505},[2506],"The Designer's Role & Craft",{"categories":2508},[268],{"categories":2510},[],{"categories":2512},[181],{"categories":2514},[168],{"categories":2516},[181],{"categories":2518},[181],{"categories":2520},[168],{"categories":2522},[297],{"categories":2524},[168],{"categories":2526},[126],{"categories":2528},[168],{"categories":2530},[268],{"categories":2532},[168],{"categories":2534},[],{"categories":2536},[181],{"categories":2538},[268],{"categories":2540},[184],{"categories":2542},[168],{"categories":2544},[168],{"categories":2546},[168],{"categories":2548},[2549],"AI UX Patterns",{"categories":2551},[181],{"categories":2553},[181],{"categories":2555},[181],{"categories":2557},[181],{"categories":2559},[297],{"categories":2561},[219],{"categories":2563},[168],{"categories":2565},[181],{"categories":2567},[168],{"categories":2569},[1291],{"categories":2571},[],{"categories":2573},[297],{"categories":2575},[181],{"categories":2577},[216],{"categories":2579},[126],{"categories":2581},[168],{"categories":2583},[181],{"categories":2585},[],{"categories":2587},[],{"categories":2589},[168],{"categories":2591},[168],{"categories":2593},[181],{"categories":2595},[168],{"categories":2597},[181],{"categories":2599},[432],{"categories":2601},[268],{"categories":2603},[168],{"categories":2605},[216],{"categories":2607},[126],{"categories":2609},[168],{"categories":2611},[181],{"categories":2613},[181],{"categories":2615},[],{"categories":2617},[168],{"categories":2619},[],{"categories":2621},[168],{"categories":2623},[],{"categories":2625},[168],{"categories":2627},[168],{"categories":2629},[168],{"categories":2631},[181],{"categories":2633},[126],{"categories":2635},[],{"categories":2637},[],{"categories":2639},[219],{"categories":2641},[205],{"categories":2643},[168],{"categories":2645},[168],{"categories":2647},[168],{"categories":2649},[219],{"categories":2651},[168],{"categories":2653},[168],{"categories":2655},[216],{"categories":2657},[168],{"categories":2659},[168],{"categories":2661},[168],{"categories":2663},[181],{"categories":2665},[168],{"categories":2667},[181],{"categories":2669},[168],{"categories":2671},[168],{"categories":2673},[168],{"categories":2675},[181],{"categories":2677},[],{"categories":2679},[168],{"categories":2681},[],{"categories":2683},[168],{"categories":2685},[168],{"categories":2687},[338],{"categories":2689},[168],{"categories":2691},[],{"categories":2693},[],{"categories":2695},[268],{"categories":2697},[966],{"categories":2699},[181],{"categories":2701},[171],{"categories":2703},[2506],{"categories":2705},[],{"categories":2707},[],{"categories":2709},[168],{"categories":2711},[],{"categories":2713},[],{"categories":2715},[126],{"categories":2717},[216],{"categories":2719},[297],{"categories":2721},[181],{"categories":2723},[176],{"categories":2725},[168],{"categories":2727},[168],{"categories":2729},[176],{"categories":2731},[],{"categories":2733},[268],{"categories":2735},[184],{"categories":2737},[168],{"categories":2739},[168],{"categories":2741},[181],{"categories":2743},[176],{"categories":2745},[168],{"categories":2747},[168],{"categories":2749},[171],{"categories":2751},[168],{"categories":2753},[168],{"categories":2755},[],{"categories":2757},[171],{"categories":2759},[168],{"categories":2761},[297],{"categories":2763},[181],{"categories":2765},[216],{"categories":2767},[168],{"categories":2769},[126],{"categories":2771},[168],{"categories":2773},[168],{"categories":2775},[176],{"categories":2777},[168],{"categories":2779},[168],{"categories":2781},[168],{"categories":2783},[181],{"categories":2785},[168],{"categories":2787},[],{"categories":2789},[168],{"categories":2791},[126],{"categories":2793},[171],{"categories":2795},[168],{"categories":2797},[168],{"categories":2799},[168],{"categories":2801},[],{"categories":2803},[168],{"categories":2805},[511],{"categories":2807},[181],{"categories":2809},[176],{"categories":2811},[216],{"categories":2813},[168],{"categories":2815},[168],{"categories":2817},[],{"categories":2819},[176],{"categories":2821},[176],{"categories":2823},[168],{"categories":2825},[168],{"categories":2827},[184],{"categories":2829},[168],{"categories":2831},[168],{"categories":2833},[168],{"categories":2835},[168],{"categories":2837},[126],{"categories":2839},[126],{"categories":2841},[168],{"categories":2843},[],{"categories":2845},[126],{"categories":2847},[168],{"categories":2849},[126],{"categories":2851},[181],{"categories":2853},[616],{"categories":2855},[],{"categories":2857},[],{"categories":2859},[168],{"categories":2861},[216],{"categories":2863},[],{"categories":2865},[338],{"categories":2867},[168],{"categories":2869},[168],{"categories":2871},[168],{"categories":2873},[268],{"categories":2875},[928],{"categories":2877},[],{"categories":2879},[168],{"categories":2881},[168],{"categories":2883},[168],{"categories":2885},[126],{"categories":2887},[168],{"categories":2889},[168],{"categories":2891},[168,338],{"categories":2893},[168],{"categories":2895},[168],{"categories":2897},[268],{"categories":2899},[181],{"categories":2901},[],{"categories":2903},[181],{"categories":2905},[181],{"categories":2907},[168],{"categories":2909},[168],{"categories":2911},[168],{"categories":2913},[168],{"categories":2915},[219],{"categories":2917},[168],{"categories":2919},[2549],{"categories":2921},[171],{"categories":2923},[219],{"categories":2925},[171],{"categories":2927},[126],{"categories":2929},[268],{"categories":2931},[181],{"categories":2933},[168],{"categories":2935},[],{"categories":2937},[176],{"categories":2939},[168],{"categories":2941},[168],{"categories":2943},[216],{"categories":2945},[168],{"categories":2947},[168],{"categories":2949},[168],{"categories":2951},[181],{"categories":2953},[168],{"categories":2955},[168],{"categories":2957},[168],{"categories":2959},[176],{"categories":2961},[],{"categories":2963},[338],{"categories":2965},[168],{"categories":2967},[432],{"categories":2969},[268],{"categories":2971},[268],{"categories":2973},[126],{"categories":2975},[181],{"categories":2977},[168],{"categories":2979},[176],{"categories":2981},[216],{"categories":2983},[168],{"categories":2985},[168],{"categories":2987},[168],{"categories":2989},[268],{"categories":2991},[181],{"categories":2993},[181],{"categories":2995},[168],{"categories":2997},[168],{"categories":2999},[570],{"categories":3001},[181],{"categories":3003},[],{"categories":3005},[168],{"categories":3007},[168],{"categories":3009},[168],{"categories":3011},[],{"categories":3013},[],{"categories":3015},[168],{"categories":3017},[168],{"categories":3019},[181],{"categories":3021},[168],{"categories":3023},[168],{"categories":3025},[168],{"categories":3027},[126],{"categories":3029},[168],{"categories":3031},[168],{"categories":3033},[181],{"categories":3035},[168],{"categories":3037},[168],{"categories":3039},[168],{"categories":3041},[168],{"categories":3043},[168],{"categories":3045},[],{"categories":3047},[126],{"categories":3049},[219],{"categories":3051},[168],{"categories":3053},[181],{"categories":3055},[181],{"categories":3057},[168],{"categories":3059},[168],{"categories":3061},[],{"categories":3063},[],{"categories":3065},[168],{"categories":3067},[168],{"categories":3069},[168],{"categories":3071},[216],{"categories":3073},[219],{"categories":3075},[],{"categories":3077},[168],{"categories":3079},[268],{"categories":3081},[168],{"categories":3083},[338],{"categories":3085},[1853],{"categories":3087},[216],{"categories":3089},[126],{"categories":3091},[168],{"categories":3093},[126],{"categories":3095},[126],{"categories":3097},[168],{"categories":3099},[168],{"categories":3101},[126],{"categories":3103},[216],{"categories":3105},[216],{"categories":3107},[338],{"categories":3109},[181],{"categories":3111},[],{"categories":3113},[216],{"categories":3115},[168],{"categories":3117},[181],{"categories":3119},[171],{"categories":3121},[126],{"categories":3123},[168],{"categories":3125},[216],{"categories":3127},[],{"categories":3129},[168],{"categories":3131},[126],{"categories":3133},[126],{"categories":3135},[219],{"categories":3137},[168],{"categories":3139},[216],{"categories":3141},[168],{"categories":3143},[126],{"categories":3145},[181],{"categories":3147},[181],{"categories":3149},[216],{"categories":3151},[181],{"categories":3153},[338],{"categories":3155},[181],{"categories":3157},[168],{"categories":3159},[168],{"categories":3161},[168],{"categories":3163},[168],{"categories":3165},[126],{"categories":3167},[168],{"categories":3169},[],{"categories":3171},[181],{"categories":3173},[176],{"categories":3175},[126],{"categories":3177},[],{"categories":3179},[],{"categories":3181},[168],{"categories":3183},[181],{"categories":3185},[168],{"categories":3187},[168],{"categories":3189},[3190],"Frameworks & Tooling",{"categories":3192},[168],{"categories":3194},[168],{"categories":3196},[126],{"categories":3198},[168],{"categories":3200},[168],{"categories":3202},[],{"categories":3204},[219],{"categories":3206},[219],{"categories":3208},[171],{"categories":3210},[168],{"categories":3212},[181],{"categories":3214},[168],{"categories":3216},[268],{"categories":3218},[],{"categories":3220},[1853],{"categories":3222},[168],{"categories":3224},[126],{"categories":3226},[168],{"categories":3228},[338],{"categories":3230},[338],{"categories":3232},[],{"categories":3234},[181],{"categories":3236},[181],{"categories":3238},[168],{"categories":3240},[168],{"categories":3242},[216],{"categories":3244},[181],{"categories":3246},[216],{"categories":3248},[168],{"categories":3250},[181],{"categories":3252},[],{"categories":3254},[268],{"categories":3256},[168],{"categories":3258},[168],{"categories":3260},[],{"categories":3262},[168],{"categories":3264},[181],{"categories":3266},[168],{"categories":3268},[168],{"categories":3270},[168],{"categories":3272},[],{"categories":3274},[126],{"categories":3276},[168],{"categories":3278},[126],{"categories":3280},[338],{"categories":3282},[168],{"categories":3284},[168],{"categories":3286},[168],{"categories":3288},[126],{"categories":3290},[176],{"categories":3292},[168],{"categories":3294},[1853],{"categories":3296},[],{"categories":3298},[181],{"categories":3300},[171],{"categories":3302},[168],{"categories":3304},[171],{"categories":3306},[168],{"categories":3308},[],{"categories":3310},[181],{"categories":3312},[168],{"categories":3314},[168],{"categories":3316},[3317],"AI Design Tooling",{"categories":3319},[268],{"categories":3321},[168],{"categories":3323},[168],{"categories":3325},[126],{"categories":3327},[268],{"categories":3329},[168],{"categories":3331},[168],{"categories":3333},[126],{"categories":3335},[216],{"categories":3337},[184],{"categories":3339},[126],{"categories":3341},[168],{"categories":3343},[168],{"categories":3345},[168],{"categories":3347},[181],{"categories":3349},[168],{"categories":3351},[],{"categories":3353},[181],{"categories":3355},[168],{"categories":3357},[168],{"categories":3359},[181],{"categories":3361},[168],{"categories":3363},[168],{"categories":3365},[168],{"categories":3367},[181],{"categories":3369},[],{"categories":3371},[181],{"categories":3373},[3190],{"categories":3375},[168],{"categories":3377},[168],{"categories":3379},[181],{"categories":3381},[181],{"categories":3383},[126],{"categories":3385},[126],{"categories":3387},[168],{"categories":3389},[],{"categories":3391},[126],{"categories":3393},[168],{"categories":3395},[168],{"categories":3397},[181],{"categories":3399},[176],{"categories":3401},[168],{"categories":3403},[],{"categories":3405},[168],{"categories":3407},[168],{"categories":3409},[2294],{"categories":3411},[],{"categories":3413},[168],{"categories":3415},[168],{"categories":3417},[168],{"categories":3419},[168],{"categories":3421},[268],{"categories":3423},[168],{"categories":3425},[],{"categories":3427},[168],{"categories":3429},[168],{"categories":3431},[168],{"categories":3433},[168],{"categories":3435},[297],{"categories":3437},[216],{"categories":3439},[168],{"categories":3441},[168],{"categories":3443},[1853],{"categories":3445},[171],{"categories":3447},[168],{"categories":3449},[168],{"categories":3451},[219],{"categories":3453},[168],{"categories":3455},[168],{"categories":3457},[216],{"categories":3459},[181],{"categories":3461},[],{"categories":3463},[168],{"categories":3465},[168],{"categories":3467},[268],{"categories":3469},[168],{"categories":3471},[297],{"categories":3473},[181],{"categories":3475},[168],{"categories":3477},[181],{"categories":3479},[],{"categories":3481},[],{"categories":3483},[],{"categories":3485},[171],{"categories":3487},[216],{"categories":3489},[181],{"categories":3491},[168],{"categories":3493},[168],{"categories":3495},[168],{"categories":3497},[168],{"categories":3499},[455],{"categories":3501},[268],{"categories":3503},[181],{"categories":3505},[168],{"categories":3507},[],{"categories":3509},[181],{"categories":3511},[181],{"categories":3513},[],{"categories":3515},[168],{"categories":3517},[181],{"categories":3519},[168],{"categories":3521},[],{"categories":3523},[168],{"categories":3525},[168],{"categories":3527},[168],{"categories":3529},[216],{"categories":3531},[268],{"categories":3533},[181],{"categories":3535},[268],{"categories":3537},[181],{"categories":3539},[168],{"categories":3541},[176],{"categories":3543},[],{"categories":3545},[],{"categories":3547},[168],{"categories":3549},[168],{"categories":3551},[168],{"categories":3553},[171],{"categories":3555},[181],{"categories":3557},[216],{"categories":3559},[],{"categories":3561},[268],{"categories":3563},[],{"categories":3565},[126],{"categories":3567},[168],{"categories":3569},[126],{"categories":3571},[268],{"categories":3573},[126],{"categories":3575},[168],{"categories":3577},[],{"categories":3579},[168],{"categories":3581},[168],{"categories":3583},[],{"categories":3585},[168],{"categories":3587},[168],{"categories":3589},[297],{"categories":3591},[168],{"categories":3593},[168],{"categories":3595},[338],{"categories":3597},[126],{"categories":3599},[168],{"categories":3601},[],{"categories":3603},[181],{"categories":3605},[168],{"categories":3607},[171],{"categories":3609},[570],{"categories":3611},[168],{"categories":3613},[168],{"categories":3615},[181],{"categories":3617},[168],{"categories":3619},[181],{"categories":3621},[168],{"categories":3623},[168],{"categories":3625},[168],{"categories":3627},[168],{"categories":3629},[],{"categories":3631},[168],{"categories":3633},[171],{"categories":3635},[168],{"categories":3637},[176],{"categories":3639},[126],{"categories":3641},[268],{"categories":3643},[],{"categories":3645},[168],{"categories":3647},[],{"categories":3649},[181],{"categories":3651},[168],{"categories":3653},[],{"categories":3655},[181],{"categories":3657},[168],{"categories":3659},[126],{"categories":3661},[268],{"categories":3663},[216],{"categories":3665},[168],{"categories":3667},[216],{"categories":3669},[181],{"categories":3671},[268],{"categories":3673},[168],{"categories":3675},[],{"categories":3677},[168],{"categories":3679},[205],{"categories":3681},[181],{"categories":3683},[168],{"categories":3685},[268],{"categories":3687},[216],{"categories":3689},[176],{"categories":3691},[126],{"categories":3693},[168],{"categories":3695},[168],{"categories":3697},[168],{"categories":3699},[168],{"categories":3701},[216],{"categories":3703},[297],{"categories":3705},[],{"categories":3707},[],{"categories":3709},[219],{"categories":3711},[511],{"categories":3713},[168],{"categories":3715},[181],{"categories":3717},[168,126],{"categories":3719},[216],{"categories":3721},[168],{"categories":3723},[168],{"categories":3725},[168],{"categories":3727},[168],{"categories":3729},[168],{"categories":3731},[168],{"categories":3733},[168],{"categories":3735},[181],{"categories":3737},[168],{"categories":3739},[181],{"categories":3741},[168],{"categories":3743},[168],{"categories":3745},[168],{"categories":3747},[],{"categories":3749},[168],{"categories":3751},[1291],{"categories":3753},[126],{"categories":3755},[268],{"categories":3757},[168],{"categories":3759},[168],{"categories":3761},[168],{"categories":3763},[219],{"categories":3765},[181],{"categories":3767},[297],{"categories":3769},[338],{"categories":3771},[],{"categories":3773},[126],{"categories":3775},[168],{"categories":3777},[176],{"categories":3779},[181],{"categories":3781},[171],{"categories":3783},[181],{"categories":3785},[168],{"categories":3787},[181],{"categories":3789},[181],{"categories":3791},[184],{"categories":3793},[126],{"categories":3795},[168],{"categories":3797},[168],{"categories":3799},[],{"categories":3801},[],{"categories":3803},[],{"categories":3805},[338],{"categories":3807},[168],{"categories":3809},[216],{"categories":3811},[168],{"categories":3813},[168],{"categories":3815},[168],{"categories":3817},[168],{"categories":3819},[],{"categories":3821},[168],{"categories":3823},[219],{"categories":3825},[176],{"categories":3827},[181],{"categories":3829},[168],{"categories":3831},[],{"categories":3833},[168],{"categories":3835},[181],{"categories":3837},[168],{"categories":3839},[338],{"categories":3841},[],{"categories":3843},[268],{"categories":3845},[268],{"categories":3847},[168],{"categories":3849},[181],{"categories":3851},[],{"categories":3853},[126],{"categories":3855},[168],{"categories":3857},[268],{"categories":3859},[168],{"categories":3861},[176],{"categories":3863},[181],{"categories":3865},[168],{"categories":3867},[],{"categories":3869},[216],{"categories":3871},[168],{"categories":3873},[168],{"categories":3875},[168],{"categories":3877},[268],{"categories":3879},[181],{"categories":3881},[216],{"categories":3883},[],{"categories":3885},[181],{"categories":3887},[176],{"categories":3889},[181],{"categories":3891},[268],{"categories":3893},[168],{"categories":3895},[168],{"categories":3897},[168],{"categories":3899},[511],{"categories":3901},[168],{"categories":3903},[181],{"categories":3905},[],{"categories":3907},[168],{"categories":3909},[168],{"categories":3911},[338],{"categories":3913},[216],{"categories":3915},[219],{"categories":3917},[616],{"categories":3919},[219],{"categories":3921},[219],{"categories":3923},[168],{"categories":3925},[],{"categories":3927},[],{"categories":3929},[],{"categories":3931},[181],{"categories":3933},[168],{"categories":3935},[181],{"categories":3937},[181],{"categories":3939},[126],{"categories":3941},[168],{"categories":3943},[488],{"categories":3945},[126],{"categories":3947},[181],{"categories":3949},[168],{"categories":3951},[168],{"categories":3953},[168],{"categories":3955},[168],{"categories":3957},[168],{"categories":3959},[181],{"categories":3961},[168],{"categories":3963},[],{"categories":3965},[],{"categories":3967},[168],{"categories":3969},[],{"categories":3971},[168],{"categories":3973},[181],{"categories":3975},[268],{"categories":3977},[168],{"categories":3979},[168],{"categories":3981},[],{"categories":3983},[181],{"categories":3985},[168],{"categories":3987},[168],{"categories":3989},[184],{"categories":3991},[168],{"categories":3993},[268],{"categories":3995},[168],{"categories":3997},[181],{"categories":3999},[176],{"categories":4001},[168],{"categories":4003},[168],{"categories":4005},[297],{"categories":4007},[181],{"categories":4009},[168],{"categories":4011},[168],{"categories":4013},[928],{"categories":4015},[168],{"categories":4017},[181],{"categories":4019},[168],{"categories":4021},[126],{"categories":4023},[168],{"categories":4025},[570],{"categories":4027},[268],{"categories":4029},[],{"categories":4031},[168],{"categories":4033},[168],{"categories":4035},[216],{"categories":4037},[511],{"categories":4039},[181],{"categories":4041},[168],{"categories":4043},[],{"categories":4045},[216],{"categories":4047},[432],{"categories":4049},[181],{"categories":4051},[181],{"categories":4053},[181],{"categories":4055},[168],{"categories":4057},[168],{"categories":4059},[181],{"categories":4061},[],{"categories":4063},[176],{"categories":4065},[168],{"categories":4067},[176],{"categories":4069},[181],{"categories":4071},[],{"categories":4073},[126],{"categories":4075},[168],{"categories":4077},[168],{"categories":4079},[171],{"categories":4081},[168],{"categories":4083},[216],{"categories":4085},[338],{"categories":4087},[205],{"categories":4089},[181],{"categories":4091},[181],{"categories":4093},[168],{"categories":4095},[168],{"categories":4097},[181],{"categories":4099},[168],{"categories":4101},[171],{"categories":4103},[],{"categories":4105},[181],{"categories":4107},[168],{"categories":4109},[168],{"categories":4111},[168],{"categories":4113},[181],{"categories":4115},[168],{"categories":4117},[],{"categories":4119},[168],{"categories":4121},[],{"categories":4123},[268],{"categories":4125},[181],{"categories":4127},[168,176],{"categories":4129},[181],{"categories":4131},[168],{"categories":4133},[],{"categories":4135},[171],{"categories":4137},[219],{"categories":4139},[176],{"categories":4141},[168],{"categories":4143},[126],{"categories":4145},[168],{"categories":4147},[168],{"categories":4149},[181],{"categories":4151},[168],{"categories":4153},[168],{"categories":4155},[168],{"categories":4157},[216],{"categories":4159},[1291],{"categories":4161},[181],{"categories":4163},[168],{"categories":4165},[],{"categories":4167},[],{"categories":4169},[168],{"categories":4171},[181],{"categories":4173},[168],{"categories":4175},[168],{"categories":4177},[338],{"categories":4179},[],{"categories":4181},[168],{"categories":4183},[181],{"categories":4185},[205],{"categories":4187},[181],{"categories":4189},[511],{"categories":4191},[],{"categories":4193},[455],{"categories":4195},[181],{"categories":4197},[168],{"categories":4199},[168],{"categories":4201},[297],{"categories":4203},[181],{"categories":4205},[168],{"categories":4207},[219],{"categories":4209},[184],{"categories":4211},[181],{"categories":4213},[168],{"categories":4215},[511],{"categories":4217},[168],{"categories":4219},[338],{"categories":4221},[176],{"categories":4223},[],{"categories":4225},[168],{"categories":4227},[168],{"categories":4229},[297],{"categories":4231},[268],{"categories":4233},[168],{"categories":4235},[168],{"categories":4237},[168],{"categories":4239},[],{"categories":4241},[297],{"categories":4243},[216],{"categories":4245},[168],{"categories":4247},[168],{"categories":4249},[168],{"categories":4251},[616],{"categories":4253},[171],{"categories":4255},[168],{"categories":4257},[184],{"categories":4259},[168],{"categories":4261},[],{"categories":4263},[],{"categories":4265},[268],{"categories":4267},[168],{"categories":4269},[219],{"categories":4271},[297],{"categories":4273},[181],{"categories":4275},[168],{"categories":4277},[168],{"categories":4279},[297],{"categories":4281},[216],{"categories":4283},[168],{"categories":4285},[],{"categories":4287},[168],{"categories":4289},[168],{"categories":4291},[],{"categories":4293},[168],{"categories":4295},[168],{"categories":4297},[641],{"categories":4299},[168],{"categories":4301},[168],{"categories":4303},[181],{"categories":4305},[126],{"categories":4307},[511],{"categories":4309},[168],{"categories":4311},[168],{"categories":4313},[168],{"categories":4315},[],{"categories":4317},[168,126],{"categories":4319},[216],{"categories":4321},[181],{"categories":4323},[126],{"categories":4325},[181],{"categories":4327},[966],{"categories":4329},[126],{"categories":4331},[126],{"categories":4333},[181],{"categories":4335},[168],{"categories":4337},[171],{"categories":4339},[],{"categories":4341},[],{"categories":4343},[181],{"categories":4345},[168],{"categories":4347},[126],{"categories":4349},[168],{"categories":4351},[171],{"categories":4353},[126],{"categories":4355},[126],{"categories":4357},[168],{"categories":4359},[297],{"categories":4361},[168],{"categories":4363},[126],{"categories":4365},[168],{"categories":4367},[],{"categories":4369},[168],{"categories":4371},[168],{"categories":4373},[268,168],{"categories":4375},[338],{"categories":4377},[171],{"categories":4379},[168],{"categories":4381},[],{"categories":4383},[168],{"categories":4385},[168],{"categories":4387},[176],{"categories":4389},[168],{"categories":4391},[176],{"categories":4393},[168],{"categories":4395},[168],{"categories":4397},[432],{"categories":4399},[168],{"categories":4401},[176],{"categories":4403},[126],{"categories":4405},[219],{"categories":4407},[181],{"categories":4409},[168],{"categories":4411},[126],{"categories":4413},[168],{"categories":4415},[168],{"categories":4417},[216],{"categories":4419},[297],{"categories":4421},[268],{"categories":4423},[168],{"categories":4425},[168],{"categories":4427},[168],{"categories":4429},[168],{"categories":4431},[171],{"categories":4433},[168],{"categories":4435},[181],{"categories":4437},[181],{"categories":4439},[126],{"categories":4441},[216],{"categories":4443},[126],{"categories":4445},[126],{"categories":4447},[168],{"categories":4449},[168],{"categories":4451},[],{"categories":4453},[],{"categories":4455},[219],{"categories":4457},[168],{"categories":4459},[126],{"categories":4461},[168],{"categories":4463},[268],{"categories":4465},[511],{"categories":4467},[455],{"categories":4469},[432],{"categories":4471},[168],{"categories":4473},[168],{"categories":4475},[168],{"categories":4477},[219],{"categories":4479},[168],{"categories":4481},[168],{"categories":4483},[168],{"categories":4485},[168],{"categories":4487},[168],{"categories":4489},[168],{"categories":4491},[168],{"categories":4493},[181],{"categories":4495},[171],{"categories":4497},[181],{"categories":4499},[168,176],{"categories":4501},[],{"categories":4503},[268],{"categories":4505},[],{"categories":4507},[184],{"categories":4509},[168],{"categories":4511},[216],{"categories":4513},[171],{"categories":4515},[168],{"categories":4517},[171],{"categories":4519},[181],{"categories":4521},[219],{"categories":4523},[181],{"categories":4525},[184],{"categories":4527},[181],{"categories":4529},[168],{"categories":4531},[168],{"categories":4533},[176],{"categories":4535},[181],{"categories":4537},[126],{"categories":4539},[297],{"categories":4541},[168],{"categories":4543},[168],{"categories":4545},[],{"categories":4547},[216],{"categories":4549},[168],{"categories":4551},[168],{"categories":4553},[168],{"categories":4555},[168],{"categories":4557},[168],{"categories":4559},[168],{"categories":4561},[126],{"categories":4563},[216],{"categories":4565},[126],{"categories":4567},[126],{"categories":4569},[168],{"categories":4571},[168],{"categories":4573},[168],{"categories":4575},[168],{"categories":4577},[455],{"categories":4579},[168],{"categories":4581},[181],{"categories":4583},[216],{"categories":4585},[168],{"categories":4587},[168],{"categories":4589},[168],{"categories":4591},[181],{"categories":4593},[168],{"categories":4595},[168],{"categories":4597},[168],{"categories":4599},[3190],{"categories":4601},[4602],"Clinical AI",{"categories":4604},[268],{"categories":4606},[168],{"categories":4608},[168],{"categories":4610},[168],{"categories":4612},[168],{"categories":4614},[338],{"categories":4616},[2549],{"categories":4618},[168],{"categories":4620},[184],{"categories":4622},[268],{"categories":4624},[168],{"categories":4626},[181],{"categories":4628},[168],{"categories":4630},[168],{"categories":4632},[216],{"categories":4634},[168],{"categories":4636},[181],{"categories":4638},[126],{"categories":4640},[297],{"categories":4642},[168],{"categories":4644},[168],{"categories":4646},[176],{"categories":4648},[168],{"categories":4650},[168],{"categories":4652},[570],{"categories":4654},[168],{"categories":4656},[],{"categories":4658},[181],{"categories":4660},[168],{"categories":4662},[126],{"categories":4664},[171],{"categories":4666},[168],{"categories":4668},[],{"categories":4670},[],{"categories":4672},[168],{"categories":4674},[],{"categories":4676},[176],{"categories":4678},[168],{"categories":4680},[168],{"categories":4682},[181],{"categories":4684},[168],{"categories":4686},[216],{"categories":4688},[216],{"categories":4690},[216],{"categories":4692},[216],{"categories":4694},[],{"categories":4696},[171],{"categories":4698},[181],{"categories":4700},[216],{"categories":4702},[168],{"categories":4704},[641],{"categories":4706},[184],{"categories":4708},[181],{"categories":4710},[168],{"categories":4712},[171],{"categories":4714},[168],{"categories":4716},[181],{"categories":4718},[168],{"categories":4720},[168],{"categories":4722},[168],{"categories":4724},[168,181],{"categories":4726},[181],{"categories":4728},[338],{"categories":4730},[216],{"categories":4732},[181],{"categories":4734},[216],{"categories":4736},[181],{"categories":4738},[168],{"categories":4740},[],{"categories":4742},[216],{"categories":4744},[297],{"categories":4746},[171],{"categories":4748},[168],{"categories":4750},[168],{"categories":4752},[],{"categories":4754},[126],{"categories":4756},[],{"categories":4758},[171],{"categories":4760},[181],{"categories":4762},[216],{"categories":4764},[168],{"categories":4766},[216],{"categories":4768},[171],{"categories":4770},[216],{"categories":4772},[216],{"categories":4774},[],{"categories":4776},[176],{"categories":4778},[181],{"categories":4780},[216],{"categories":4782},[216],{"categories":4784},[216],{"categories":4786},[216],{"categories":4788},[216],{"categories":4790},[216],{"categories":4792},[216],{"categories":4794},[216],{"categories":4796},[216],{"categories":4798},[216],{"categories":4800},[219],{"categories":4802},[171],{"categories":4804},[168],{"categories":4806},[168],{"categories":4808},[181],{"categories":4810},[181],{"categories":4812},[],{"categories":4814},[168],{"categories":4816},[168,171],{"categories":4818},[],{"categories":4820},[181],{"categories":4822},[168],{"categories":4824},[216],{"categories":4826},[181],{"categories":4828},[966],{"categories":4830},[168],{"categories":4832},[168],{"categories":4834},[168],{"categories":4836},[168],{"categories":4838},[168],{"categories":4840},[432],{"categories":4842},[168],{"categories":4844},[168],{"categories":4846},[181],{"categories":4848},[168],{"categories":4850},[168],{"categories":4852},[176],{"categories":4854},[184],{"categories":4856},[181],{"categories":4858},[181],{"categories":4860},[],{"categories":4862},[181],{"categories":4864},[268],{"categories":4866},[216],{"categories":4868},[168],{"categories":4870},[],{"categories":4872},[184],{"categories":4874},[],{"categories":4876},[126],{"categories":4878},[168],{"categories":4880},[181],{"categories":4882},[268],{"categories":4884},[168],{"categories":4886},[],{"categories":4888},[168],{"categories":4890},[168],{"categories":4892},[],{"categories":4894},[297],{"categories":4896},[168],{"categories":4898},[181],{"categories":4900},[],{"categories":4902},[],{"categories":4904},[216],{"categories":4906},[171],{"categories":4908},[168],{"categories":4910},[168],{"categories":4912},[176],{"categories":4914},[168],{"categories":4916},[168],{"categories":4918},[181],{"categories":4920},[168],{"categories":4922},[176],{"categories":4924},[176],{"categories":4926},[268],{"categories":4928},[],{"categories":4930},[168],{"categories":4932},[216],{"categories":4934},[],{"categories":4936},[168],{"categories":4938},[168],{"categories":4940},[268],{"categories":4942},[168],{"categories":4944},[168],{"categories":4946},[297],{"categories":4948},[168],{"categories":4950},[338],{"categories":4952},[],{"categories":4954},[181],{"categories":4956},[168],{"categories":4958},[297],{"categories":4960},[126],{"categories":4962},[],{"categories":4964},[168],{"categories":4966},[],{"categories":4968},[181],{"categories":4970},[268],{"categories":4972},[126],{"categories":4974},[],{"categories":4976},[3190],{"categories":4978},[176],{"categories":4980},[171],{"categories":4982},[168],{"categories":4984},[219],{"categories":4986},[181],{"categories":4988},[268],{"categories":4990},[168],{"categories":4992},[126],{"categories":4994},[],{"categories":4996},[],{"categories":4998},[168],{"categories":5000},[171],{"categories":5002},[168],{"categories":5004},[297],{"categories":5006},[],{"categories":5008},[181],{"categories":5010},[181],{"categories":5012},[168],{"categories":5014},[181],{"categories":5016},[168],{"categories":5018},[216],{"categories":5020},[126],{"categories":5022},[168],{"categories":5024},[181],{"categories":5026},[184],{"categories":5028},[168],{"categories":5030},[168],{"categories":5032},[168],{"categories":5034},[181],{"categories":5036},[168],{"categories":5038},[184],{"categories":5040},[297],{"categories":5042},[216],{"categories":5044},[],{"categories":5046},[297],{"categories":5048},[168],{"categories":5050},[],{"categories":5052},[126],{"categories":5054},[181],{"categories":5056},[],{"categories":5058},[168],{"categories":5060},[168],{"categories":5062},[168],{"categories":5064},[168],{"categories":5066},[168],{"categories":5068},[181],{"categories":5070},[176],{"categories":5072},[171],{"categories":5074},[181],{"categories":5076},[168],{"categories":5078},[268],{"categories":5080},[126],{"categories":5082},[126],{"categories":5084},[168],{"categories":5086},[219],{"categories":5088},[181],{"categories":5090},[168],{"categories":5092},[168],{"categories":5094},[181],{"categories":5096},[168],{"categories":5098},[168],{"categories":5100},[181],{"categories":5102},[176],{"categories":5104},[168],{"categories":5106},[268],{"categories":5108},[126],{"categories":5110},[181],{"categories":5112},[168],{"categories":5114},[184],{"categories":5116},[168],{"categories":5118},[181],{"categories":5120},[168],{"categories":5122},[168],{"categories":5124},[216],{"categories":5126},[168],{"categories":5128},[],{"categories":5130},[171],{"categories":5132},[168],{"categories":5134},[168],{"categories":5136},[168],{"categories":5138},[126],{"categories":5140},[126],{"categories":5142},[168],{"categories":5144},[126],{"categories":5146},[168],{"categories":5148},[181],{"categories":5150},[168],{"categories":5152},[168],{"categories":5154},[168],{"categories":5156},[168],{"categories":5158},[168],{"categories":5160},[],{"categories":5162},[168],{"categories":5164},[268],{"categories":5166},[181],{"categories":5168},[176],{"categories":5170},[216],{"categories":5172},[168],{"categories":5174},[181],{"categories":5176},[168],{"categories":5178},[181],{"categories":5180},[168],{"categories":5182},[168],{"categories":5184},[268],{"categories":5186},[181],{"categories":5188},[168],{"categories":5190},[297],{"categories":5192},[168],{"categories":5194},[219],{"categories":5196},[168],{"categories":5198},[168],{"categories":5200},[216],{"categories":5202},[168],{"categories":5204},[168],{"categories":5206},[168],{"categories":5208},[168],{"categories":5210},[181],{"categories":5212},[338],{"categories":5214},[168],{"categories":5216},[126],{"categories":5218},[181],{"categories":5220},[219],{"categories":5222},[],{"categories":5224},[181],{"categories":5226},[126],{"categories":5228},[168],{"categories":5230},[168],{"categories":5232},[2387],{"categories":5234},[268],{"categories":5236},[367],{"categories":5238},[168],{"categories":5240},[168],{"categories":5242},[168],{"categories":5244},[168],{"categories":5246},[171],{"categories":5248},[168],{"categories":5250},[168],{"categories":5252},[126],{"categories":5254},[176],{"categories":5256},[168],{"categories":5258},[126],{"categories":5260},[168],{"categories":5262},[],{"categories":5264},[181],{"categories":5266},[181],{"categories":5268},[168],{"categories":5270},[168],{"categories":5272},[168],{"categories":5274},[219],{"categories":5276},[],{"categories":5278},[216],{"categories":5280},[],{"categories":5282},[216],{"categories":5284},[168],{"categories":5286},[168],{"categories":5288},[181],{"categories":5290},[168],{"categories":5292},[181],{"categories":5294},[181],{"categories":5296},[],{"categories":5298},[168],{"categories":5300},[216],{"categories":5302},[168],{"categories":5304},[],{"categories":5306},[168],{"categories":5308},[168],{"categories":5310},[],{"categories":5312},[168],{"categories":5314},[168],{"categories":5316},[268],{"categories":5318},[126],{"categories":5320},[181],{"categories":5322},[168],{"categories":5324},[168],{"categories":5326},[168],{"categories":5328},[168],{"categories":5330},[297],{"categories":5332},[168],{"categories":5334},[168],{"categories":5336},[168],{"categories":5338},[171],{"categories":5340},[168],{"categories":5342},[168],{"categories":5344},[],{"categories":5346},[168],{"categories":5348},[168],{"categories":5350},[168],{"categories":5352},[],{"categories":5354},[171],{"categories":5356},[168],{"categories":5358},[168],{"categories":5360},[216],{"categories":5362},[126],{"categories":5364},[184],{"categories":5366},[181],{"categories":5368},[511],{"categories":5370},[168],{"categories":5372},[168],{"categories":5374},[168],{"categories":5376},[126],{"categories":5378},[216],{"categories":5380},[268],{"categories":5382},[168],{"categories":5384},[168],{"categories":5386},[168],{"categories":5388},[168],{"categories":5390},[216],{"categories":5392},[168],{"categories":5394},[268],{"categories":5396},[168],{"categories":5398},[168],{"categories":5400},[216],{"categories":5402},[268],{"categories":5404},[168],{"categories":5406},[216],{"categories":5408},[168],{"categories":5410},[181],{"categories":5412},[181],{"categories":5414},[181],{"categories":5416},[126],{"categories":5418},[216],{"categories":5420},[181],{"categories":5422},[181],{"categories":5424},[168],{"categories":5426},[126],{"categories":5428},[268],{"categories":5430},[168],{"categories":5432},[168],{"categories":5434},[181],{"categories":5436},[168],{"categories":5438},[],{"categories":5440},[181],{"categories":5442},[],{"categories":5444},[168],{"categories":5446},[168],{"categories":5448},[],{"categories":5450},[],{"categories":5452},[181],{"categories":5454},[176],{"categories":5456},[181],{"categories":5458},[5459],"Liability & Ethics",{"categories":5461},[168],{"categories":5463},[168],{"categories":5465},[168],{"categories":5467},[181],{"categories":5469},[171],{"categories":5471},[181],{"categories":5473},[176],{"categories":5475},[297],{"categories":5477},[181],{"categories":5479},[168],{"categories":5481},[168],{"categories":5483},[],{"categories":5485},[616],{"categories":5487},[181],{"categories":5489},[],{"categories":5491},[168],{"categories":5493},[171],{"categories":5495},[181],{"categories":5497},[],{"categories":5499},[181],{"categories":5501},[168],{"categories":5503},[168],{"categories":5505},[126],{"categories":5507},[168],{"categories":5509},[216],{"categories":5511},[168],{"categories":5513},[168],{"categories":5515},[184],{"categories":5517},[181],{"categories":5519},[168],{"categories":5521},[168],{"categories":5523},[168],{"categories":5525},[216],{"categories":5527},[181],{"categories":5529},[126],{"categories":5531},[268],{"categories":5533},[171],{"categories":5535},[168],{"categories":5537},[168],{"categories":5539},[168],{"categories":5541},[],{"categories":5543},[181],{"categories":5545},[181],{"categories":5547},[181],{"categories":5549},[511],{"categories":5551},[268],{"categories":5553},[181],{"categories":5555},[338],{"categories":5557},[126],{"categories":5559},[216],{"categories":5561},[168],{"categories":5563},[268],{"categories":5565},[168],{"categories":5567},[171],{"categories":5569},[],{"categories":5571},[181],{"categories":5573},[168],{"categories":5575},[168],{"categories":5577},[168],{"categories":5579},[168],{"categories":5581},[181],{"categories":5583},[168],{"categories":5585},[168],{"categories":5587},[268],{"categories":5589},[],{"categories":5591},[181],{"categories":5593},[184],{"categories":5595},[216],{"categories":5597},[181],{"categories":5599},[176],{"categories":5601},[],{"categories":5603},[168],{"categories":5605},[168],{"categories":5607},[184],{"categories":5609},[168],{"categories":5611},[181],{"categories":5613},[216],{"categories":5615},[171],{"categories":5617},[338],{"categories":5619},[168],{"categories":5621},[168],{"categories":5623},[168],{"categories":5625},[216],{"categories":5627},[176],{"categories":5629},[168],{"categories":5631},[268],{"categories":5633},[216],{"categories":5635},[338],{"categories":5637},[168],{"categories":5639},[181],{"categories":5641},[],{"categories":5643},[570],{"categories":5645},[],{"categories":5647},[168],{"categories":5649},[338],{"categories":5651},[168],{"categories":5653},[219],{"categories":5655},[168],{"categories":5657},[181],{"categories":5659},[181],{"categories":5661},[5662],"Design News & Tools",{"categories":5664},[168],{"categories":5666},[168],{"categories":5668},[216],{"categories":5670},[168],{"categories":5672},[168],{"categories":5674},[171],{"categories":5676},[181],{"categories":5678},[168],{"categories":5680},[268],{"categories":5682},[181],{"categories":5684},[181],{"categories":5686},[268],{"categories":5688},[168],{"categories":5690},[168],{"categories":5692},[511],{"categories":5694},[181],{"categories":5696},[168],{"categories":5698},[168],{"categories":5700},[511],{"categories":5702},[168],{"categories":5704},[297],{"categories":5706},[168],{"categories":5708},[181],{"categories":5710},[],{"categories":5712},[168],{"categories":5714},[168],{"categories":5716},[168],{"categories":5718},[216],{"categories":5720},[168],{"categories":5722},[171],{"categories":5724},[],{"categories":5726},[168],{"categories":5728},[168],{"categories":5730},[168],{"categories":5732},[126],{"categories":5734},[641],{"categories":5736},[126],{"categories":5738},[268],{"categories":5740},[168],{"categories":5742},[168,181],{"categories":5744},[297,176],{"categories":5746},[126],{"categories":5748},[168],{"categories":5750},[168],{"categories":5752},[168],{"categories":5754},[168],{"categories":5756},[],{"categories":5758},[181],{"categories":5760},[168],{"categories":5762},[],{"categories":5764},[168],{"categories":5766},[126],{"categories":5768},[168],{"categories":5770},[126],{"categories":5772},[],{"categories":5774},[181],{"categories":5776},[168],{"categories":5778},[176],{"categories":5780},[168],{"categories":5782},[216],{"categories":5784},[168],{"categories":5786},[],{"categories":5788},[181],{"categories":5790},[168],{"categories":5792},[],{"categories":5794},[268],{"categories":5796},[168],{"categories":5798},[168],{"categories":5800},[181],{"categories":5802},[168],{"categories":5804},[168],{"categories":5806},[171],{"categories":5808},[181],{"categories":5810},[168],{"categories":5812},[],{"categories":5814},[168],{"categories":5816},[338],{"categories":5818},[297],{"categories":5820},[176],{"categories":5822},[176],{"categories":5824},[168],{"categories":5826},[171],{"categories":5828},[171],{"categories":5830},[168],{"categories":5832},[181],{"categories":5834},[168],{"categories":5836},[168],{"categories":5838},[168],{"categories":5840},[168],{"categories":5842},[126],{"categories":5844},[168],{"categories":5846},[171],{"categories":5848},[168],{"categories":5850},[168],{"categories":5852},[181],{"categories":5854},[168],{"categories":5856},[297],{"categories":5858},[168],{"categories":5860},[216],{"categories":5862},[168],{"categories":5864},[168],{"categories":5866},[181],{"categories":5868},[184],{"categories":5870},[168],{"categories":5872},[168],{"categories":5874},[181],{"categories":5876},[],{"categories":5878},[126],{"categories":5880},[],{"categories":5882},[126],{"categories":5884},[181],{"categories":5886},[171],{"categories":5888},[168],{"categories":5890},[],{"categories":5892},[219],{"categories":5894},[338],{"categories":5896},[168],{"categories":5898},[126],{"categories":5900},[168],{"categories":5902},[],{"categories":5904},[216],{"categories":5906},[181],{"categories":5908},[126],{"categories":5910},[268],{"categories":5912},[176],{"categories":5914},[168],{"categories":5916},[168],{"categories":5918},[181],{"categories":5920},[126],{"categories":5922},[181],{"categories":5924},[216],{"categories":5926},[168],{"categories":5928},[184],{"categories":5930},[171],{"categories":5932},[184],{"categories":5934},[216],{"categories":5936},[168],{"categories":5938},[126],{"categories":5940},[168],{"categories":5942},[268],{"categories":5944},[176],{"categories":5946},[168],{"categories":5948},[168],{"categories":5950},[168],{"categories":5952},[168],{"categories":5954},[168],{"categories":5956},[168],{"categories":5958},[181],{"categories":5960},[168],{"categories":5962},[181],{"categories":5964},[168],{"categories":5966},[168],{"categories":5968},[171],{"categories":5970},[168],{"categories":5972},[181],{"categories":5974},[181],{"categories":5976},[268],{"categories":5978},[181],{"categories":5980},[181],{"categories":5982},[168],{"categories":5984},[171],{"categories":5986},[181],{"categories":5988},[268],{"categories":5990},[],{"categories":5992},[168],{"categories":5994},[219],{"categories":5996},[511],{"categories":5998},[168],{"categories":6000},[181],{"categories":6002},[168],{"categories":6004},[168],{"categories":6006},[126],{"categories":6008},[168],{"categories":6010},[],{"categories":6012},[168],{"categories":6014},[181],{"categories":6016},[168],{"categories":6018},[297],{"categories":6020},[168],{"categories":6022},[126],{"categories":6024},[168],{"categories":6026},[216],{"categories":6028},[181],{"categories":6030},[168],{"categories":6032},[297],{"categories":6034},[181],{"categories":6036},[176],{"categories":6038},[176],{"categories":6040},[168],{"categories":6042},[168],{"categories":6044},[168],{"categories":6046},[168],{"categories":6048},[168],{"categories":6050},[168],{"categories":6052},[171],{"categories":6054},[],{"categories":6056},[168],{"categories":6058},[168],{"categories":6060},[181],{"categories":6062},[181],{"categories":6064},[168],{"categories":6066},[168],{"categories":6068},[168],{"categories":6070},[168],{"categories":6072},[168],{"categories":6074},[126],{"categories":6076},[],{"categories":6078},[171],{"categories":6080},[168],{"categories":6082},[168],{"categories":6084},[181],{"categories":6086},[181],{"categories":6088},[],{"categories":6090},[126],{"categories":6092},[126],{"categories":6094},[168],{"categories":6096},[297],{"categories":6098},[176],{"categories":6100},[268],{"categories":6102},[],{"categories":6104},[168],{"categories":6106},[181],{"categories":6108},[171],{"categories":6110},[168],{"categories":6112},[168],{"categories":6114},[126],{"categories":6116},[171],{"categories":6118},[168],{"categories":6120},[168],{"categories":6122},[216],{"categories":6124},[219],{"categories":6126},[168],{"categories":6128},[216],{"categories":6130},[181],{"categories":6132},[168],{"categories":6134},[],{"categories":6136},[216],{"categories":6138},[181],{"categories":6140},[268],{"categories":6142},[219],{"categories":6144},[168],{"categories":6146},[168],{"categories":6148},[],{"categories":6150},[181],{"categories":6152},[181],{"categories":6154},[181],{"categories":6156},[3190],{"categories":6158},[216],{"categories":6160},[168],{"categories":6162},[126],{"categories":6164},[168],{"categories":6166},[168],{"categories":6168},[168],{"categories":6170},[168],{"categories":6172},[168],{"categories":6174},[176],{"categories":6176},[168],{"categories":6178},[171],{"categories":6180},[1853],{"categories":6182},[338],{"categories":6184},[171],{"categories":6186},[],{"categories":6188},[168],{"categories":6190},[],{"categories":6192},[216],{"categories":6194},[181],{"categories":6196},[268],{"categories":6198},[168],{"categories":6200},[168],{"categories":6202},[168],{"categories":6204},[216],{"categories":6206},[],{"categories":6208},[181],{"categories":6210},[168],{"categories":6212},[181],{"categories":6214},[181],{"categories":6216},[],{"categories":6218},[168],{"categories":6220},[],{"categories":6222},[216],{"categories":6224},[171],{"categories":6226},[268],{"categories":6228},[168],{"categories":6230},[181],{"categories":6232},[216],{"categories":6234},[168],{"categories":6236},[216],{"categories":6238},[],{"categories":6240},[216],{"categories":6242},[168],{"categories":6244},[171],{"categories":6246},[511],{"categories":6248},[181],{"categories":6250},[168],{"categories":6252},[],{"categories":6254},[126],{"categories":6256},[181],{"categories":6258},[184],{"categories":6260},[181],{"categories":6262},[171],{"categories":6264},[168],{"categories":6266},[168],{"categories":6268},[],{"categories":6270},[],{"categories":6272},[],{"categories":6274},[268],{"categories":6276},[168],{"categories":6278},[181],{"categories":6280},[168],{"categories":6282},[168],{"categories":6284},[],{"categories":6286},[],{"categories":6288},[],{"categories":6290},[168],{"categories":6292},[181],{"categories":6294},[268],{"categories":6296},[168],{"categories":6298},[],{"categories":6300},[181],{"categories":6302},[168],{"categories":6304},[168],{"categories":6306},[171],{"categories":6308},[],{"categories":6310},[],{"categories":6312},[168],{"categories":6314},[168],{"categories":6316},[181],{"categories":6318},[268],{"categories":6320},[168],{"categories":6322},[216],{"categories":6324},[],{"categories":6326},[168],{"categories":6328},[168],{"categories":6330},[297],{"categories":6332},[216],{"categories":6334},[297],{"categories":6336},[219],{"categories":6338},[168],{"categories":6340},[168],{"categories":6342},[],{"categories":6344},[],{"categories":6346},[181],{"categories":6348},[],{"categories":6350},[168],{"categories":6352},[511],{"categories":6354},[168],{"categories":6356},[168],{"categories":6358},[168],{"categories":6360},[168],{"categories":6362},[],{"categories":6364},[181],{"categories":6366},[168],{"categories":6368},[168],{"categories":6370},[],{"categories":6372},[181],{"categories":6374},[168],{"categories":6376},[216],{"categories":6378},[168],{"categories":6380},[297],{"categories":6382},[176],{"categories":6384},[184],{"categories":6386},[168],{"categories":6388},[168],{"categories":6390},[181],{"categories":6392},[219],{"categories":6394},[181],{"categories":6396},[181],{"categories":6398},[],{"categories":6400},[168],{"categories":6402},[181],{"categories":6404},[],{"categories":6406},[168],{"categories":6408},[],{"categories":6410},[216],{"categories":6412},[176],{"categories":6414},[],{"categories":6416},[168],{"categories":6418},[168],{"categories":6420},[168],{"categories":6422},[],{"categories":6424},[181],{"categories":6426},[268],{"categories":6428},[171],{"categories":6430},[168],{"categories":6432},[],{"categories":6434},[176],{"categories":6436},[297],{"categories":6438},[168],{"categories":6440},[126],{"categories":6442},[171],{"categories":6444},[219],{"categories":6446},[176],{"categories":6448},[126],{"categories":6450},[181],{"categories":6452},[126],{"categories":6454},[],{"categories":6456},[168],{"categories":6458},[184],{"categories":6460},[168],{"categories":6462},[],{"categories":6464},[181],{"categories":6466},[171],{"categories":6468},[268],{"categories":6470},[168],{"categories":6472},[171],{"categories":6474},[181],{"categories":6476},[338],{"categories":6478},[168],{"categories":6480},[168],{"categories":6482},[168],{"categories":6484},[168],{"categories":6486},[168],{"categories":6488},[171],{"categories":6490},[168],{"categories":6492},[126],{"categories":6494},[219],{"categories":6496},[181],{"categories":6498},[],{"categories":6500},[168],{"categories":6502},[168],{"categories":6504},[168],{"categories":6506},[126],{"categories":6508},[181],{"categories":6510},[216],{"categories":6512},[126],{"categories":6514},[168],{"categories":6516},[184],{"categories":6518},[],{"categories":6520},[268],{"categories":6522},[126],{"categories":6524},[216],{"categories":6526},[168],{"categories":6528},[171],{"categories":6530},[181],{"categories":6532},[168],{"categories":6534},[168],{"categories":6536},[181],{"categories":6538},[184],{"categories":6540},[168],{"categories":6542},[181],{"categories":6544},[168],{"categories":6546},[176],{"categories":6548},[181],{"categories":6550},[181,338],{"categories":6552},[168],{"categories":6554},[168],{"categories":6556},[181],{"categories":6558},[126],{"categories":6560},[168],{"categories":6562},[168],{"categories":6564},[219],{"categories":6566},[181],{"categories":6568},[297],{"categories":6570},[181],{"categories":6572},[176],{"categories":6574},[],{"categories":6576},[181],{"categories":6578},[168],{"categories":6580},[176],{"categories":6582},[],{"categories":6584},[],{"categories":6586},[126],{"categories":6588},[168],{"categories":6590},[168],{"categories":6592},[181],{"categories":6594},[219],{"categories":6596},[297],{"categories":6598},[168],{"categories":6600},[168],{"categories":6602},[168],{"categories":6604},[181],{"categories":6606},[],{"categories":6608},[181],{"categories":6610},[216],{"categories":6612},[168],{"categories":6614},[181],{"categories":6616},[181],{"categories":6618},[168],{"categories":6620},[],{"categories":6622},[216],{"categories":6624},[126],{"categories":6626},[3190],{"categories":6628},[171],{"categories":6630},[126],{"categories":6632},[168],{"categories":6634},[181],{"categories":6636},[168],{"categories":6638},[168],{"categories":6640},[297],{"categories":6642},[126],{"categories":6644},[219],{"categories":6646},[],{"categories":6648},[216],{"categories":6650},[168],{"categories":6652},[168],{"categories":6654},[],{"categories":6656},[181],{"categories":6658},[168],{"categories":6660},[168],{"categories":6662},[168],{"categories":6664},[168],{"categories":6666},[181],{"categories":6668},[168],{"categories":6670},[168],{"categories":6672},[168],{"categories":6674},[184],{"categories":6676},[168],{"categories":6678},[181],{"categories":6680},[168],{"categories":6682},[168],{"categories":6684},[168],{"categories":6686},[168],{"categories":6688},[168],{"categories":6690},[168],{"categories":6692},[168],{"categories":6694},[176],{"categories":6696},[],{"categories":6698},[184],{"categories":6700},[216],{"categories":6702},[181],{"categories":6704},[168],{"categories":6706},[126],{"categories":6708},[],{"categories":6710},[126],{"categories":6712},[126],{"categories":6714},[181],{"categories":6716},[126],{"categories":6718},[168],{"categories":6720},[168],{"categories":6722},[168],{"categories":6724},[181],{"categories":6726},[126],{"categories":6728},[168],{"categories":6730},[168],{"categories":6732},[168],{"categories":6734},[181],{"categories":6736},[216],{"categories":6738},[168],{"categories":6740},[168],{"categories":6742},[168],{"categories":6744},[176],{"categories":6746},[168],{"categories":6748},[181],{"categories":6750},[268],{"categories":6752},[],{"categories":6754},[168],{"categories":6756},[219],{"categories":6758},[181],{"categories":6760},[168],{"categories":6762},[168],{"categories":6764},[],{"categories":6766},[168],{"categories":6768},[168],{"categories":6770},[216],{"categories":6772},[168],{"categories":6774},[168],{"categories":6776},[181],{"categories":6778},[297],{"categories":6780},[],{"categories":6782},[],{"categories":6784},[126],{"categories":6786},[168],{"categories":6788},[168],{"categories":6790},[216],{"categories":6792},[168],{"categories":6794},[126],{"categories":6796},[216],{"categories":6798},[168],{"categories":6800},[168],{"categories":6802},[297],{"categories":6804},[219],{"categories":6806},[168],{"categories":6808},[168],{"categories":6810},[171],{"categories":6812},[181],{"categories":6814},[168],{"categories":6816},[168],{"categories":6818},[181],{"categories":6820},[176],{"categories":6822},[181],{"categories":6824},[126],{"categories":6826},[168],{"categories":6828},[176],{"categories":6830},[],{"categories":6832},[168],{"categories":6834},[219],{"categories":6836},[168],{"categories":6838},[168],{"categories":6840},[],{"categories":6842},[216],{"categories":6844},[168],{"categories":6846},[181],{"categories":6848},[219],{"categories":6850},[168],{"categories":6852},[126],{"categories":6854},[126],{"categories":6856},[126],{"categories":6858},[168],{"categories":6860},[181],{"categories":6862},[181],{"categories":6864},[168],{"categories":6866},[181],{"categories":6868},[168],{"categories":6870},[168],{"categories":6872},[268],{"categories":6874},[219],{"categories":6876},[219],{"categories":6878},[],{"categories":6880},[216],{"categories":6882},[168],{"categories":6884},[168],{"categories":6886},[126],{"categories":6888},[],{"categories":6890},[216],{"categories":6892},[216],{"categories":6894},[216],{"categories":6896},[],{"categories":6898},[181],{"categories":6900},[168],{"categories":6902},[],{"categories":6904},[171],{"categories":6906},[176],{"categories":6908},[],{"categories":6910},[168],{"categories":6912},[168],{"categories":6914},[],{"categories":6916},[126],{"categories":6918},[],{"categories":6920},[],{"categories":6922},[],{"categories":6924},[],{"categories":6926},[168],{"categories":6928},[216],{"categories":6930},[],{"categories":6932},[],{"categories":6934},[168],{"categories":6936},[168],{"categories":6938},[168],{"categories":6940},[219],{"categories":6942},[168],{"categories":6944},[219],{"categories":6946},[],{"categories":6948},[219],{"categories":6950},[219],{"categories":6952},[338],{"categories":6954},[181],{"categories":6956},[126],{"categories":6958},[],{"categories":6960},[],{"categories":6962},[219],{"categories":6964},[126],{"categories":6966},[126],{"categories":6968},[126],{"categories":6970},[],{"categories":6972},[171],{"categories":6974},[126],{"categories":6976},[126],{"categories":6978},[171],{"categories":6980},[126],{"categories":6982},[176],{"categories":6984},[126],{"categories":6986},[126],{"categories":6988},[126],{"categories":6990},[219],{"categories":6992},[216],{"categories":6994},[216],{"categories":6996},[168],{"categories":6998},[126],{"categories":7000},[219],{"categories":7002},[338],{"categories":7004},[219],{"categories":7006},[219],{"categories":7008},[219],{"categories":7010},[],{"categories":7012},[176],{"categories":7014},[],{"categories":7016},[338],{"categories":7018},[126],{"categories":7020},[126],{"categories":7022},[126],{"categories":7024},[181],{"categories":7026},[216,176],{"categories":7028},[219],{"categories":7030},[],{"categories":7032},[],{"categories":7034},[219],{"categories":7036},[],{"categories":7038},[219],{"categories":7040},[216],{"categories":7042},[181],{"categories":7044},[],{"categories":7046},[126],{"categories":7048},[168],{"categories":7050},[268],{"categories":7052},[],{"categories":7054},[168],{"categories":7056},[],{"categories":7058},[216],{"categories":7060},[171],{"categories":7062},[219],{"categories":7064},[],{"categories":7066},[126],{"categories":7068},[216],[7070,7135,7285,7340],{"id":7071,"title":7072,"ai":7073,"body":7078,"categories":7106,"created_at":127,"date_modified":127,"description":119,"extension":128,"faq":127,"featured":129,"kicker_label":127,"meta":7107,"navigation":144,"path":7120,"published_at":7121,"question":127,"scraped_at":7122,"seo":7123,"sitemap":7124,"source_id":7125,"source_name":7126,"source_type":7127,"source_url":7128,"stem":7129,"tags":7130,"thumbnail_url":127,"tldr":7132,"tweet":127,"unknown_tags":7133,"__hash__":7134},"summaries\u002Fsummaries\u002F9fe6b6cefcefa5fe-ai-driven-vulnerability-discovery-leads-to-record--summary.md","AI-Driven Vulnerability Discovery Leads to Record Microsoft Patches",{"provider":7,"model":8,"input_tokens":7074,"output_tokens":7075,"processing_time_ms":7076,"cost_usd":7077},5640,558,3305,0.002247,{"type":14,"value":7079,"toc":7101},[7080,7084,7087,7091,7094,7098],[17,7081,7083],{"id":7082},"the-shift-to-ai-accelerated-security","The Shift to AI-Accelerated Security",[22,7085,7086],{},"Microsoft has officially entered a new era of vulnerability management, releasing a record-breaking 570 security patches in a single monthly update cycle. This surge is not necessarily indicative of a sudden decline in code quality, but rather a fundamental shift in detection methodology. Microsoft is increasingly deploying AI models to scan its massive, multi-decade codebase, identifying latent vulnerabilities that have remained hidden for years.",[17,7088,7090],{"id":7089},"implications-for-patch-management","Implications for Patch Management",[22,7092,7093],{},"This increase in volume is expected to become the new baseline for \"Patch Tuesday.\" As AI becomes more adept at cybersecurity analysis, the velocity of discovery will continue to outpace traditional manual auditing. While this proactive approach helps secure systems, it places a significant burden on IT and security teams who must now process and deploy a higher volume of updates to maintain system integrity.",[17,7095,7097],{"id":7096},"the-reality-of-zero-day-exploits","The Reality of Zero-Day Exploits",[22,7099,7100],{},"Despite the increased detection capabilities, the latest release included two zero-day vulnerabilities that were actively exploited in the wild before patches were available. Notable among these was a critical flaw in SharePoint, which the U.S. Cybersecurity and Infrastructure Security Agency (CISA) confirmed was being used to compromise organizations. This highlights the ongoing tension between AI-assisted discovery and the speed at which malicious actors can weaponize newly discovered or existing flaws.",{"title":119,"searchDepth":120,"depth":120,"links":7102},[7103,7104,7105],{"id":7082,"depth":120,"text":7083},{"id":7089,"depth":120,"text":7090},{"id":7096,"depth":120,"text":7097},[126],{"content_references":7108,"triage":7117},[7109,7113],{"type":138,"title":7110,"publisher":7111,"url":7112,"context":136},"Microsoft Security Response Center Update Guide","Microsoft","https:\u002F\u002Fmsrc.microsoft.com\u002Fupdate-guide\u002Fen-US\u002Fadvisory\u002FCVE-2026-56155",{"type":138,"title":7114,"publisher":7115,"url":7116,"context":136},"CISA Known Exploited Vulnerabilities Catalog","CISA","https:\u002F\u002Fwww.cisa.gov\u002Fnews-events\u002Falerts\u002F2026\u002F07\u002F14\u002Fcisa-adds-four-known-exploited-vulnerabilities-catalog",{"relevance":140,"novelty":141,"quality":140,"actionability":120,"composite":7118,"reasoning":7119},3.4,"Category: Software Engineering. The article discusses the use of AI in vulnerability management, which is relevant to software engineering and addresses the audience's interest in practical applications of AI tools. However, it lacks specific actionable insights or frameworks that the audience could implement in their own projects.","\u002Fsummaries\u002F9fe6b6cefcefa5fe-ai-driven-vulnerability-discovery-leads-to-record-summary","2026-07-15 16:20:18","2026-07-16 13:33:35",{"title":7072,"description":119},{"loc":7120},"9fe6b6cefcefa5fe","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F07\u002F15\u002Fmicrosoft-patches-record-number-of-security-vulnerabilities-citing-its-use-of-ai\u002F","summaries\u002F9fe6b6cefcefa5fe-ai-driven-vulnerability-discovery-leads-to-record--summary",[156,7131,159],"security","Microsoft issued a record 570 security patches in a single month, attributing the surge to AI-powered tools that are uncovering long-dormant vulnerabilities in legacy code.",[7131,159],"7EBuqFVJcnettfouulbxNpgI0OH2r_8FkaAK-VLFqhE",{"id":7136,"title":7137,"ai":7138,"body":7143,"categories":7247,"created_at":127,"date_modified":127,"description":119,"extension":128,"faq":127,"featured":129,"kicker_label":127,"meta":7248,"navigation":144,"path":7271,"published_at":7272,"question":127,"scraped_at":7273,"seo":7274,"sitemap":7275,"source_id":7276,"source_name":7277,"source_type":7127,"source_url":7278,"stem":7279,"tags":7280,"thumbnail_url":127,"tldr":7282,"tweet":127,"unknown_tags":7283,"__hash__":7284},"summaries\u002Fsummaries\u002F5cd720ea96264af8-using-higher-order-functions-for-idiomatic-go-summary.md","Using Higher Order Functions for Idiomatic Go",{"provider":7,"model":8,"input_tokens":7139,"output_tokens":7140,"processing_time_ms":7141,"cost_usd":7142},7650,939,4208,0.003321,{"type":14,"value":7144,"toc":7242},[7145,7149,7156,7160,7163,7235,7239],[17,7146,7148],{"id":7147},"decoupling-logic-with-hofs","Decoupling Logic with HOFs",[22,7150,7151,7152,7155],{},"In Go, functions are first-class citizens, meaning they can be stored in variables, passed as arguments, and returned from other functions. A Higher Order Function (HOF) leverages this to separate the \"what\" (the core business logic) from the \"how\" (the specific implementation details). This prevents the common anti-pattern of creating bloated functions filled with ",[26,7153,7154],{},"if-else"," blocks or duplicating logic across multiple variations of a function.",[17,7157,7159],{"id":7158},"common-patterns-for-hofs","Common Patterns for HOFs",[22,7161,7162],{},"HOFs are not just theoretical; they are the backbone of many idiomatic Go patterns:",[34,7164,7165,7175,7185,7195,7205,7211,7225],{},[37,7166,7167,7170,7171,7174],{},[40,7168,7169],{},"Middleware Chaining:"," Instead of hardcoding request flows, middleware functions wrap an ",[26,7172,7173],{},"http.Handler",", allowing you to inject logging, authentication, or tenant resolution dynamically.",[37,7176,7177,7180,7181,7184],{},[40,7178,7179],{},"Functional Options:"," This pattern replaces complex configuration structs with a variadic list of ",[26,7182,7183],{},"Option"," functions. It ensures that only necessary settings are applied, provides a clean API, and allows for per-option validation.",[37,7186,7187,7190,7191,7194],{},[40,7188,7189],{},"Execute Around:"," This pattern abstracts boilerplate lifecycle management. By passing a function into a wrapper (like ",[26,7192,7193],{},"WithTx"," for database transactions), the wrapper handles setup (begin), teardown (commit\u002Frollback), and error handling, leaving the caller to focus solely on the business logic.",[37,7196,7197,7200,7201,7204],{},[40,7198,7199],{},"Validation Pipelines:"," Rather than nesting conditional checks, you can define individual validation rules as standalone functions and pass them to a ",[26,7202,7203],{},"ValidateAll"," HOF. This makes rules modular, reusable, and easy to unit test.",[37,7206,7207,7210],{},[40,7208,7209],{},"Event Hooks & Retry Logic:"," HOFs allow you to register callbacks for events or wrap fragile external calls in a retry policy (with backoff) without leaking those concerns into the core service logic.",[37,7212,7213,7216,7217,7220,7221,7224],{},[40,7214,7215],{},"Functional Collections:"," With Go 1.18+ generics, HOFs like ",[26,7218,7219],{},"Map"," and ",[26,7222,7223],{},"Filter"," allow for declarative data processing, moving the looping machinery into a single, reusable location.",[37,7226,7227,7230,7231,7234],{},[40,7228,7229],{},"Memoization:"," You can wrap an expensive function in a ",[26,7232,7233],{},"Memoize"," HOF that returns a new function with the same signature but adds an internal cache, keeping the caching logic completely transparent to the caller.",[17,7236,7238],{"id":7237},"why-this-matters","Why This Matters",[22,7240,7241],{},"Using HOFs leads to more composable code. When you structure your application this way, you can compose multiple concerns—such as tracing, locking, and transactions—by nesting HOFs. Each layer remains focused on its specific responsibility, and none of the implementation details bleed into the others, resulting in a codebase that is easier to extend and maintain.",{"title":119,"searchDepth":120,"depth":120,"links":7243},[7244,7245,7246],{"id":7147,"depth":120,"text":7148},{"id":7158,"depth":120,"text":7159},{"id":7237,"depth":120,"text":7238},[126],{"content_references":7249,"triage":7268},[7250,7252,7254,7256,7258,7260,7262,7264,7266],{"type":133,"title":7251,"context":136},"chi",{"type":133,"title":7253,"context":136},"echo",{"type":133,"title":7255,"context":136},"gin",{"type":133,"title":7257,"context":136},"grpc-go",{"type":133,"title":7259,"context":136},"zap",{"type":133,"title":7261,"context":136},"pgx",{"type":133,"title":7263,"context":136},"cenkalti\u002Fbackoff",{"type":133,"title":7265,"context":136},"samber\u002Flo",{"type":133,"title":7267,"context":136},"database\u002Fsql",{"relevance":141,"novelty":120,"quality":140,"actionability":141,"composite":7269,"reasoning":7270},3.05,"Category: Software Engineering. The article discusses Higher Order Functions in Go, which is relevant to software engineering but does not directly address the specific pain points of the target audience focused on AI-powered products. While it provides some practical examples of HOFs, it lacks a direct connection to AI integration or product building.","\u002Fsummaries\u002F5cd720ea96264af8-using-higher-order-functions-for-idiomatic-go-summary","2026-06-15 03:49:16","2026-06-17 12:56:50",{"title":7137,"description":119},{"loc":7271},"5cd720ea96264af8","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fhigher-order-functions-in-go-why-it-matters-and-how-to-use-it-ce700812e4ab?source=rss----5517fd7b58a6---4","summaries\u002F5cd720ea96264af8-using-higher-order-functions-for-idiomatic-go-summary",[7281,157,159],"coding","Higher Order Functions (HOFs) allow Go developers to decouple logic from behavior, reducing boilerplate and preventing \"tangled\" code by passing functions as arguments or returning them.",[157,159],"Pw4ja_H-rXyYHJWQmHh_aS6bI0SJNOUFpsFVJx6XgpU",{"id":7286,"title":7287,"ai":7288,"body":7294,"categories":7322,"created_at":127,"date_modified":127,"description":119,"extension":128,"faq":127,"featured":129,"kicker_label":127,"meta":7323,"navigation":144,"path":7327,"published_at":7328,"question":127,"scraped_at":7329,"seo":7330,"sitemap":7331,"source_id":7332,"source_name":7277,"source_type":7127,"source_url":7333,"stem":7334,"tags":7335,"thumbnail_url":127,"tldr":7337,"tweet":127,"unknown_tags":7338,"__hash__":7339},"summaries\u002Fsummaries\u002F0655ba472b96a06c-specs-not-code-are-the-real-bottleneck-summary.md","Specs, Not Code, Are the Real Bottleneck",{"provider":7,"model":7289,"input_tokens":7290,"output_tokens":7291,"processing_time_ms":7292,"cost_usd":7293},"x-ai\u002Fgrok-4.1-fast",3895,961,7229,0.00075265,{"type":14,"value":7295,"toc":7317},[7296,7300,7303,7307,7310,7314],[17,7297,7299],{"id":7298},"ai-shifts-code-from-scarce-resource-to-commodity","AI Shifts Code from Scarce Resource to Commodity",[22,7301,7302],{},"Historically, software development bottlenecks stemmed from code's high cost: every line demanded manual effort, memory recall, and precision. AI-assisted tools now generate entire functions, modules, or architectures in seconds, making code production scalable and nearly free. This removes the old constraint, yet systems fail to improve proportionally—bugs endure, vulnerabilities rise, and complexity grows harder to manage. The widening gap between code output and confident understanding proves code was never the core limit.",[17,7304,7306],{"id":7305},"precise-specification-defines-success","Precise Specification Defines Success",[22,7308,7309],{},"The fundamental challenge is specifying exactly what code must achieve. Without clear, precise requirements upfront, even perfect code misses the mark. This insight reframes decades of practices: development isn't bottlenecked by implementation but by upfront knowledge of desired behavior. AI amplifies this by flooding teams with code volume they can't fully comprehend or verify, turning abundance into liability.",[17,7311,7313],{"id":7312},"reactive-cycles-perpetuate-the-misdiagnosis","Reactive Cycles Perpetuate the Misdiagnosis",[22,7315,7316],{},"Industry workflows—code, test, debug, fix, repeat—feel intuitive but react to flaws rather than preventing them through rigorous specs. Tools like unit tests and fuzzing refine this loop without addressing root causes, resembling adaptation more than engineering. To build reliable systems at AI scale, prioritize specification rigor first: define behaviors exhaustively before generation, then validate outputs against them.",{"title":119,"searchDepth":120,"depth":120,"links":7318},[7319,7320,7321],{"id":7298,"depth":120,"text":7299},{"id":7305,"depth":120,"text":7306},{"id":7312,"depth":120,"text":7313},[126],{"content_references":7324,"triage":7325},[],{"relevance":140,"novelty":141,"quality":140,"actionability":141,"composite":142,"reasoning":7326},"Category: Software Engineering. The article addresses a key pain point for product builders regarding the importance of precise specifications in software development, which resonates with the audience's need for actionable insights. It provides a fresh perspective on the shift in bottlenecks from code generation to specification but lacks detailed frameworks or tools for implementation.","\u002Fsummaries\u002F0655ba472b96a06c-specs-not-code-are-the-real-bottleneck-summary","2026-04-15 14:54:50","2026-04-15 15:39:00",{"title":7287,"description":119},{"loc":7327},"0655ba472b96a06c","https:\u002F\u002Flevelup.gitconnected.com\u002Fthe-real-bottleneck-is-not-the-code-1ecf87ce605d?source=rss----5517fd7b58a6---4","summaries\u002F0655ba472b96a06c-specs-not-code-are-the-real-bottleneck-summary",[156,159,7336],"dev-productivity","AI tools make generating code effortless, but precisely defining what code should do—specification—remains the hardest part, explaining why bugs and complexity persist.",[159,7336],"Cqzy_F-1FYNeFvcJdSMczCUr2QSzUsgishArwJZsghg",{"id":7341,"title":7342,"ai":7343,"body":7348,"categories":7399,"created_at":127,"date_modified":127,"description":119,"extension":128,"faq":127,"featured":129,"kicker_label":127,"meta":7400,"navigation":144,"path":7411,"published_at":7412,"question":127,"scraped_at":7412,"seo":7413,"sitemap":7414,"source_id":7415,"source_name":7416,"source_type":7127,"source_url":7405,"stem":7417,"tags":7418,"thumbnail_url":127,"tldr":7420,"tweet":127,"unknown_tags":7421,"__hash__":7422},"summaries\u002Fsummaries\u002F4ad784ed1ca4237f-mitigating-silent-ai-tool-failures-with-outcome-mo-summary.md","Mitigating Silent AI Tool Failures with Outcome Monitors",{"provider":7,"model":8,"input_tokens":7344,"output_tokens":7345,"processing_time_ms":7346,"cost_usd":7347},4052,524,2748,0.001799,{"type":14,"value":7349,"toc":7394},[7350,7354,7357,7361,7364,7367,7387,7391],[17,7351,7353],{"id":7352},"the-problem-of-silent-tool-failures","The Problem of Silent Tool Failures",[22,7355,7356],{},"In AI agent workflows, tools often fail silently. Unlike a hard crash or an API error, a silent failure occurs when an LLM-invoked tool executes successfully but produces an output that is semantically incorrect or irrelevant to the user's goal. Because the output is technically valid, the agent proceeds as if the task were completed, leading to cascading errors that are difficult to debug and recover from.",[17,7358,7360],{"id":7359},"implementing-outcome-monitors-as-recovery-affordances","Implementing Outcome Monitors as Recovery Affordances",[22,7362,7363],{},"To address this, the authors propose 'Outcome Monitors'—a pattern that treats tool outputs as untrusted data requiring verification before the agent proceeds. Instead of assuming tool success, the agent is equipped with a secondary validation layer (the monitor) that checks the output against the intended goal.",[22,7365,7366],{},"Key components of this approach include:",[34,7368,7369,7375,7381],{},[37,7370,7371,7374],{},[40,7372,7373],{},"Semantic Validation:"," Moving beyond syntax checks to verify if the tool output actually satisfies the prompt's requirements.",[37,7376,7377,7380],{},[40,7378,7379],{},"Recovery Affordances:"," When a monitor detects a failure, it provides the agent with specific 'affordances' or paths for recovery. This might include re-prompting the tool with different parameters, switching to an alternative tool, or asking the user for clarification.",[37,7382,7383,7386],{},[40,7384,7385],{},"Decoupled Logic:"," By separating the execution of the tool from the monitoring of the outcome, developers can iterate on validation logic without modifying the core agent reasoning loop.",[17,7388,7390],{"id":7389},"improving-agent-reliability","Improving Agent Reliability",[22,7392,7393],{},"This framework shifts the burden of error handling from the LLM's reasoning capabilities to a structured, deterministic monitoring layer. By explicitly defining what a 'successful' outcome looks like for a given tool, developers can reduce the frequency of hallucinated or incorrect tool usage. This approach is particularly effective in complex pipelines where multi-step reasoning is required, as it prevents early-stage tool errors from invalidating the entire chain of thought.",{"title":119,"searchDepth":120,"depth":120,"links":7395},[7396,7397,7398],{"id":7352,"depth":120,"text":7353},{"id":7359,"depth":120,"text":7360},{"id":7389,"depth":120,"text":7390},[168],{"content_references":7401,"triage":7407},[7402],{"type":7403,"title":7404,"url":7405,"context":7406},"paper","Outcome Monitors: Recovery Affordances for Silent Tool Failures","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.19303","reviewed",{"relevance":7408,"novelty":140,"quality":140,"actionability":140,"composite":7409,"reasoning":7410},5,4.35,"Category: AI Automation. The article addresses a critical issue in AI tool integration—silent failures—and proposes a practical framework (Outcome Monitors) for mitigating these failures, which aligns with the audience's need for actionable insights in AI product development. The detailed explanation of semantic validation and recovery affordances provides concrete steps that developers can implement to enhance reliability in AI workflows.","\u002Fsummaries\u002F4ad784ed1ca4237f-mitigating-silent-ai-tool-failures-with-outcome-mo-summary","2026-08-22 03:10:20",{"title":7342,"description":119},{"loc":7411},"4ad784ed1ca4237f","arXiv cs.AI","summaries\u002F4ad784ed1ca4237f-mitigating-silent-ai-tool-failures-with-outcome-mo-summary",[156,7419,159],"agents","Silent tool failures—where an AI tool returns a technically valid but semantically incorrect result—are a major bottleneck. Outcome Monitors provide a framework for detecting these failures and enabling automated recovery.",[159],"lecnwRLzB-DOYrYYCJcjhVo39Dd8Q2CrqH-Zms7Zabc"]