[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-23710a8e55b87caf-migrate-woocommerce-legacy-rest-api-before-9-0-summary":3,"summaries-facets-categories":111,"summary-related-23710a8e55b87caf-migrate-woocommerce-legacy-rest-api-before-9-0-summary":5685},{"id":4,"title":5,"ai":6,"body":13,"categories":59,"created_at":61,"date_modified":61,"description":53,"extension":62,"faq":61,"featured":63,"kicker_label":61,"meta":64,"navigation":94,"path":95,"published_at":96,"question":61,"scraped_at":97,"seo":98,"sitemap":99,"source_id":100,"source_name":101,"source_type":102,"source_url":103,"stem":104,"tags":105,"thumbnail_url":61,"tldr":108,"tweet":61,"unknown_tags":109,"__hash__":110},"summaries\u002Fsummaries\u002F23710a8e55b87caf-migrate-woocommerce-legacy-rest-api-before-9-0-summary.md","Migrate WooCommerce Legacy REST API Before 9.0",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",7397,1958,10196,0.00195155,{"type":14,"value":15,"toc":52},"minimark",[16,21,34,38,45,49],[17,18,20],"h2",{"id":19},"detect-legacy-rest-api-usage-to-avoid-disruptions","Detect Legacy REST API Usage to Avoid Disruptions",[22,23,24,25,29,30,33],"p",{},"Check WooCommerce → Settings → Advanced → Legacy REST API: if disabled, you're safe. Since WooCommerce 8.5, active usage triggers admin notices with logs showing routes like ",[26,27,28],"code",{},"\u002Fcustomers\u002Fcount"," and plugins like ",[26,31,32],{},"shipshapeshipping\u002F1.2.3","—use this to identify and contact vendors. Also scan WooCommerce → Settings → Advanced → Webhooks for 'legacy' webhooks, and REST API keys screen: empty lists signal no dependency. No keys doesn't guarantee safety, but logs do; monitor for weeks with plugin active to confirm zero usage before removal.",[17,35,37],{"id":36},"install-transition-plugin-for-seamless-woo-90-upgrade","Install Transition Plugin for Seamless Woo 9.0 Upgrade",[22,39,40,41,44],{},"Download WooCommerce Legacy REST API plugin from wordpress.org\u002Fplugins\u002Fwoocommerce-legacy-rest-api. WooCommerce 8.8+ auto-installs it if usage detected (block via docs if unwanted). It restores old endpoints temporarily, buying time for migrations. Post-9.0, re-install WooCommerce core if class errors like ",[26,42,43],{},"WC_Legacy_API not found"," occur during plugin activation—upload fresh ZIP via Plugins → Add New → Upload. Safe to remove after confirming no logs for weeks\u002Fmonths.",[17,46,48],{"id":47},"handle-compatibility-and-force-vendor-migration","Handle Compatibility and Force Vendor Migration",[22,50,51],{},"Legacy API conflicts with High-Performance Order Storage (HPOS): enable Compatibility Mode at WooCommerce → Settings → Advanced → Features if both needed. Push third-parties (e.g., shipping services on v1 endpoints) to WooCommerce REST API v3 (docs: woocommerce.github.io\u002Fwoocommerce-rest-api-docs). Keys work across versions with plugin; no new keys required. Common pitfalls from users: site crashes post-auto-install (disable if no logs), legacy webhooks breaking connections—install plugin first, then migrate. Prioritize: detect → plugin → monitor → contact vendors → remove.",{"title":53,"searchDepth":54,"depth":54,"links":55},"",2,[56,57,58],{"id":19,"depth":54,"text":20},{"id":36,"depth":54,"text":37},{"id":47,"depth":54,"text":48},[60],"Software Engineering",null,"md",false,{"content_references":65,"triage":89},[66,71,76,79,83,86],{"type":67,"title":68,"url":69,"context":70},"other","The Legacy REST API Will Move to a Dedicated Extension in WooCommerce 9.0","https:\u002F\u002Fdeveloper.woocommerce.com\u002F2023\u002F10\u002F03\u002Fthe-legacy-rest-api-will-move-to-a-dedicated-extension-in-woocommerce-9-0\u002F","cited",{"type":72,"title":73,"url":74,"context":75},"tool","WooCommerce Legacy REST API","https:\u002F\u002Fwordpress.org\u002Fplugins\u002Fwoocommerce-legacy-rest-api\u002F","recommended",{"type":67,"title":77,"url":78,"context":75},"WooCommerce REST API v3 Documentation","https:\u002F\u002Fwoocommerce.github.io\u002Fwoocommerce-rest-api-docs\u002F#introduction",{"type":67,"title":80,"url":81,"context":82},"High-Performance Order Storage (HPOS)","https:\u002F\u002Fdeveloper.woocommerce.com\u002Fdocs\u002Fcategory\u002Fhpos\u002F","mentioned",{"type":67,"title":84,"url":85,"context":70},"The Legacy REST API Plugin Will Be Automatically Installed in WooCommerce 8.8","https:\u002F\u002Fdeveloper.woocommerce.com\u002F2024\u002F03\u002F21\u002Fthe-legacy-rest-api-plugin-will-be-automatically-installed-in-woocommerce-8-8\u002F",{"type":67,"title":87,"url":88,"context":82},"Developer Advisory: Legacy REST API Error in WooCommerce 9.0","https:\u002F\u002Fdeveloper.woocommerce.com\u002F2024\u002F06\u002F19\u002Fdeveloper-advisory-legacy-rest-api-error-in-woocommerce-9-0\u002F",{"relevance":90,"novelty":54,"quality":91,"actionability":91,"composite":92,"reasoning":93},3,4,3.25,"Category: Business & SaaS. The article provides practical steps for migrating from a legacy API to a newer version, which is relevant for developers and product builders using WooCommerce. It includes specific actions like checking settings and installing a transition plugin, making it actionable for the audience.",true,"\u002Fsummaries\u002F23710a8e55b87caf-migrate-woocommerce-legacy-rest-api-before-9-0-summary","2024-05-14 06:35:15","2026-04-16 03:00:24",{"title":5,"description":53},{"loc":95},"23710a8e55b87caf","__oneoff__","article","https:\u002F\u002Fdeveloper.woocommerce.com\u002F2024\u002F05\u002F14\u002Fgoodbye-legacy-rest-api\u002F","summaries\u002F23710a8e55b87caf-migrate-woocommerce-legacy-rest-api-before-9-0-summary",[106,107],"saas","devops","WooCommerce 9.0 (June 11, 2024) removes Legacy REST API; detect usage via admin notices\u002Flogs since 8.5, install free plugin for transition, contact vendors to switch to v3 API.",[],"sHLQJEKVVg_CNSkAYNSqhn-LMIQtZJixIdV2jlhs-X8",[112,115,118,121,124,127,129,131,133,135,137,139,141,144,146,148,150,152,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,192,195,197,199,201,203,205,207,209,211,213,215,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,249,251,253,255,257,259,261,263,265,267,269,271,273,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,335,337,339,341,343,345,347,349,351,353,356,358,360,362,364,366,368,370,372,374,376,378,381,383,385,387,389,391,393,395,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,447,449,451,454,456,458,460,462,464,466,468,470,472,474,476,478,480,483,485,487,489,491,493,495,497,499,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,741,743,745,747,750,752,754,756,758,760,762,764,766,768,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683],{"categories":113},[114],"Developer Productivity",{"categories":116},[117],"Business & SaaS",{"categories":119},[120],"AI & LLMs",{"categories":122},[123],"AI Automation",{"categories":125},[126],"Product Strategy",{"categories":128},[120],{"categories":130},[114],{"categories":132},[60],{"categories":134},[120],{"categories":136},[117],{"categories":138},[],{"categories":140},[120],{"categories":142},[143],"Inference & Serving",{"categories":145},[120],{"categories":147},[120],{"categories":149},[123],{"categories":151},[],{"categories":153},[154],"AI News & Trends",{"categories":156},[123],{"categories":158},[120],{"categories":160},[117],{"categories":162},[120],{"categories":164},[123],{"categories":166},[154],{"categories":168},[123],{"categories":170},[123],{"categories":172},[120],{"categories":174},[123],{"categories":176},[120],{"categories":178},[120],{"categories":180},[120],{"categories":182},[154],{"categories":184},[120],{"categories":186},[120],{"categories":188},[],{"categories":190},[191],"Design & Frontend",{"categories":193},[194],"Data Science & Visualization",{"categories":196},[154],{"categories":198},[120],{"categories":200},[120],{"categories":202},[],{"categories":204},[120],{"categories":206},[123],{"categories":208},[60],{"categories":210},[120],{"categories":212},[123],{"categories":214},[120],{"categories":216},[217],"Marketing & Growth",{"categories":219},[191],{"categories":221},[120],{"categories":223},[123],{"categories":225},[120],{"categories":227},[],{"categories":229},[],{"categories":231},[191],{"categories":233},[120],{"categories":235},[123],{"categories":237},[114],{"categories":239},[60],{"categories":241},[191],{"categories":243},[120],{"categories":245},[60],{"categories":247},[248],"DevOps & Cloud",{"categories":250},[123],{"categories":252},[126],{"categories":254},[154],{"categories":256},[120],{"categories":258},[],{"categories":260},[120],{"categories":262},[],{"categories":264},[123],{"categories":266},[60],{"categories":268},[],{"categories":270},[60],{"categories":272},[120],{"categories":274},[275],"Governance & Standards",{"categories":277},[117],{"categories":279},[],{"categories":281},[],{"categories":283},[120],{"categories":285},[120],{"categories":287},[123],{"categories":289},[120],{"categories":291},[120],{"categories":293},[123],{"categories":295},[120],{"categories":297},[120],{"categories":299},[120],{"categories":301},[],{"categories":303},[60],{"categories":305},[],{"categories":307},[],{"categories":309},[60],{"categories":311},[],{"categories":313},[60],{"categories":315},[120],{"categories":317},[120],{"categories":319},[217],{"categories":321},[120],{"categories":323},[191],{"categories":325},[191],{"categories":327},[120],{"categories":329},[60],{"categories":331},[123],{"categories":333},[334],"GovTech & Public-Sector Adoption",{"categories":336},[60],{"categories":338},[120],{"categories":340},[120],{"categories":342},[123],{"categories":344},[123],{"categories":346},[194],{"categories":348},[120],{"categories":350},[154],{"categories":352},[123],{"categories":354},[355],"Legal AI Tools",{"categories":357},[123],{"categories":359},[217],{"categories":361},[123],{"categories":363},[126],{"categories":365},[60],{"categories":367},[334],{"categories":369},[],{"categories":371},[123],{"categories":373},[],{"categories":375},[123],{"categories":377},[123],{"categories":379},[380],"RAG & Retrieval",{"categories":382},[117],{"categories":384},[120],{"categories":386},[60],{"categories":388},[248],{"categories":390},[191],{"categories":392},[120],{"categories":394},[],{"categories":396},[397],"Agents & Orchestration",{"categories":399},[60],{"categories":401},[120],{"categories":403},[],{"categories":405},[123],{"categories":407},[117],{"categories":409},[],{"categories":411},[120],{"categories":413},[],{"categories":415},[114],{"categories":417},[60],{"categories":419},[117],{"categories":421},[120],{"categories":423},[120],{"categories":425},[154],{"categories":427},[120],{"categories":429},[],{"categories":431},[120],{"categories":433},[],{"categories":435},[60],{"categories":437},[194],{"categories":439},[],{"categories":441},[120],{"categories":443},[191],{"categories":445},[446],"Models & Frontier Labs",{"categories":448},[],{"categories":450},[191],{"categories":452},[453],"Regulation & Governance of AI",{"categories":455},[123],{"categories":457},[],{"categories":459},[120],{"categories":461},[120],{"categories":463},[123],{"categories":465},[154],{"categories":467},[117],{"categories":469},[120],{"categories":471},[],{"categories":473},[60],{"categories":475},[123],{"categories":477},[120],{"categories":479},[126],{"categories":481},[482],"AI Policy & Regulation",{"categories":484},[],{"categories":486},[120],{"categories":488},[126],{"categories":490},[123],{"categories":492},[120],{"categories":494},[123],{"categories":496},[],{"categories":498},[194],{"categories":500},[501],"Evals & Reliability",{"categories":503},[120],{"categories":505},[],{"categories":507},[114],{"categories":509},[334],{"categories":511},[482],{"categories":513},[120],{"categories":515},[117],{"categories":517},[120],{"categories":519},[123],{"categories":521},[120],{"categories":523},[123],{"categories":525},[397],{"categories":527},[120],{"categories":529},[60],{"categories":531},[120],{"categories":533},[],{"categories":535},[],{"categories":537},[120],{"categories":539},[334],{"categories":541},[120],{"categories":543},[120],{"categories":545},[],{"categories":547},[191],{"categories":549},[],{"categories":551},[120],{"categories":553},[],{"categories":555},[123],{"categories":557},[120],{"categories":559},[191],{"categories":561},[],{"categories":563},[120],{"categories":565},[123],{"categories":567},[120],{"categories":569},[117],{"categories":571},[123],{"categories":573},[120],{"categories":575},[120],{"categories":577},[60],{"categories":579},[191],{"categories":581},[123],{"categories":583},[],{"categories":585},[60],{"categories":587},[123],{"categories":589},[],{"categories":591},[154],{"categories":593},[],{"categories":595},[120],{"categories":597},[120],{"categories":599},[117,217],{"categories":601},[],{"categories":603},[120],{"categories":605},[120],{"categories":607},[123],{"categories":609},[],{"categories":611},[],{"categories":613},[120],{"categories":615},[191],{"categories":617},[120],{"categories":619},[],{"categories":621},[120],{"categories":623},[248],{"categories":625},[],{"categories":627},[123],{"categories":629},[154],{"categories":631},[120],{"categories":633},[191],{"categories":635},[],{"categories":637},[154],{"categories":639},[120],{"categories":641},[143],{"categories":643},[120],{"categories":645},[123],{"categories":647},[154],{"categories":649},[446],{"categories":651},[120],{"categories":653},[217],{"categories":655},[],{"categories":657},[123],{"categories":659},[117],{"categories":661},[60],{"categories":663},[120],{"categories":665},[123],{"categories":667},[],{"categories":669},[120,248],{"categories":671},[120],{"categories":673},[120],{"categories":675},[120],{"categories":677},[123],{"categories":679},[120,60],{"categories":681},[194],{"categories":683},[120],{"categories":685},[120],{"categories":687},[60],{"categories":689},[123],{"categories":691},[482],{"categories":693},[217],{"categories":695},[120],{"categories":697},[123],{"categories":699},[120],{"categories":701},[120],{"categories":703},[123],{"categories":705},[],{"categories":707},[120],{"categories":709},[123],{"categories":711},[120],{"categories":713},[120,117],{"categories":715},[117],{"categories":717},[],{"categories":719},[191],{"categories":721},[191],{"categories":723},[120],{"categories":725},[],{"categories":727},[],{"categories":729},[154],{"categories":731},[],{"categories":733},[114],{"categories":735},[120],{"categories":737},[60],{"categories":739},[740],"Generative UI & Design-to-Code",{"categories":742},[120],{"categories":744},[191],{"categories":746},[120],{"categories":748},[749],"Algorithmic Accountability",{"categories":751},[123],{"categories":753},[60],{"categories":755},[154],{"categories":757},[191],{"categories":759},[],{"categories":761},[120],{"categories":763},[120],{"categories":765},[120],{"categories":767},[123],{"categories":769},[770],"MLOps & Infrastructure",{"categories":772},[120],{"categories":774},[120],{"categories":776},[120],{"categories":778},[120],{"categories":780},[154],{"categories":782},[114],{"categories":784},[120],{"categories":786},[123],{"categories":788},[248],{"categories":790},[120],{"categories":792},[191],{"categories":794},[120],{"categories":796},[123],{"categories":798},[],{"categories":800},[],{"categories":802},[143],{"categories":804},[191],{"categories":806},[154],{"categories":808},[194],{"categories":810},[],{"categories":812},[120],{"categories":814},[120],{"categories":816},[117],{"categories":818},[120],{"categories":820},[120],{"categories":822},[120],{"categories":824},[154],{"categories":826},[143],{"categories":828},[120],{"categories":830},[191],{"categories":832},[],{"categories":834},[123],{"categories":836},[60],{"categories":838},[],{"categories":840},[120],{"categories":842},[120],{"categories":844},[123],{"categories":846},[60],{"categories":848},[120],{"categories":850},[194],{"categories":852},[],{"categories":854},[120],{"categories":856},[],{"categories":858},[120],{"categories":860},[],{"categories":862},[126],{"categories":864},[117],{"categories":866},[123],{"categories":868},[123],{"categories":870},[],{"categories":872},[114],{"categories":874},[120],{"categories":876},[117],{"categories":878},[154],{"categories":880},[114],{"categories":882},[],{"categories":884},[120],{"categories":886},[],{"categories":888},[],{"categories":890},[154],{"categories":892},[154],{"categories":894},[],{"categories":896},[397],{"categories":898},[120],{"categories":900},[191],{"categories":902},[60],{"categories":904},[],{"categories":906},[355],{"categories":908},[117],{"categories":910},[],{"categories":912},[],{"categories":914},[114],{"categories":916},[194],{"categories":918},[],{"categories":920},[217],{"categories":922},[123],{"categories":924},[117],{"categories":926},[123],{"categories":928},[117],{"categories":930},[60],{"categories":932},[],{"categories":934},[143],{"categories":936},[126],{"categories":938},[120],{"categories":940},[191],{"categories":942},[60],{"categories":944},[117],{"categories":946},[120],{"categories":948},[123],{"categories":950},[117],{"categories":952},[120],{"categories":954},[120],{"categories":956},[],{"categories":958},[],{"categories":960},[60],{"categories":962},[194],{"categories":964},[126],{"categories":966},[120],{"categories":968},[123],{"categories":970},[120],{"categories":972},[],{"categories":974},[154],{"categories":976},[126],{"categories":978},[120],{"categories":980},[501],{"categories":982},[248],{"categories":984},[],{"categories":986},[123],{"categories":988},[],{"categories":990},[114],{"categories":992},[],{"categories":994},[120],{"categories":996},[120],{"categories":998},[191],{"categories":1000},[217],{"categories":1002},[60],{"categories":1004},[123],{"categories":1006},[],{"categories":1008},[60],{"categories":1010},[114],{"categories":1012},[],{"categories":1014},[154],{"categories":1016},[120,248],{"categories":1018},[1019],"Design Systems for AI",{"categories":1021},[120],{"categories":1023},[154],{"categories":1025},[120],{"categories":1027},[120],{"categories":1029},[117],{"categories":1031},[120],{"categories":1033},[],{"categories":1035},[120],{"categories":1037},[120],{"categories":1039},[117],{"categories":1041},[120],{"categories":1043},[],{"categories":1045},[123],{"categories":1047},[60],{"categories":1049},[60],{"categories":1051},[191],{"categories":1053},[154],{"categories":1055},[194],{"categories":1057},[120],{"categories":1059},[114],{"categories":1061},[482],{"categories":1063},[120],{"categories":1065},[123],{"categories":1067},[120],{"categories":1069},[60],{"categories":1071},[60],{"categories":1073},[],{"categories":1075},[],{"categories":1077},[123],{"categories":1079},[126],{"categories":1081},[],{"categories":1083},[120],{"categories":1085},[],{"categories":1087},[191],{"categories":1089},[123],{"categories":1091},[60],{"categories":1093},[191],{"categories":1095},[120],{"categories":1097},[191],{"categories":1099},[],{"categories":1101},[],{"categories":1103},[154],{"categories":1105},[123],{"categories":1107},[123],{"categories":1109},[120],{"categories":1111},[120],{"categories":1113},[120],{"categories":1115},[117],{"categories":1117},[120],{"categories":1119},[120],{"categories":1121},[],{"categories":1123},[60],{"categories":1125},[60],{"categories":1127},[120],{"categories":1129},[60],{"categories":1131},[117],{"categories":1133},[],{"categories":1135},[120],{"categories":1137},[120],{"categories":1139},[120],{"categories":1141},[123],{"categories":1143},[114],{"categories":1145},[117],{"categories":1147},[154],{"categories":1149},[123],{"categories":1151},[143],{"categories":1153},[217],{"categories":1155},[120],{"categories":1157},[123],{"categories":1159},[],{"categories":1161},[191],{"categories":1163},[],{"categories":1165},[120],{"categories":1167},[120],{"categories":1169},[],{"categories":1171},[60],{"categories":1173},[117],{"categories":1175},[1176],"Visual & Generative Media",{"categories":1178},[123],{"categories":1180},[],{"categories":1182},[120],{"categories":1184},[120],{"categories":1186},[248],{"categories":1188},[194],{"categories":1190},[482],{"categories":1192},[60],{"categories":1194},[217],{"categories":1196},[120],{"categories":1198},[191],{"categories":1200},[120],{"categories":1202},[60],{"categories":1204},[123],{"categories":1206},[],{"categories":1208},[],{"categories":1210},[123],{"categories":1212},[114],{"categories":1214},[123],{"categories":1216},[446],{"categories":1218},[120],{"categories":1220},[126],{"categories":1222},[117],{"categories":1224},[],{"categories":1226},[120],{"categories":1228},[126],{"categories":1230},[120],{"categories":1232},[120],{"categories":1234},[120],{"categories":1236},[120],{"categories":1238},[120],{"categories":1240},[217],{"categories":1242},[120],{"categories":1244},[397],{"categories":1246},[120],{"categories":1248},[120],{"categories":1250},[120],{"categories":1252},[120],{"categories":1254},[120],{"categories":1256},[191],{"categories":1258},[123],{"categories":1260},[],{"categories":1262},[123],{"categories":1264},[],{"categories":1266},[248],{"categories":1268},[60],{"categories":1270},[],{"categories":1272},[446],{"categories":1274},[123],{"categories":1276},[120],{"categories":1278},[191,120],{"categories":1280},[114],{"categories":1282},[],{"categories":1284},[120],{"categories":1286},[114],{"categories":1288},[1289],"Medical Imaging & Radiology",{"categories":1291},[191],{"categories":1293},[123],{"categories":1295},[60],{"categories":1297},[],{"categories":1299},[120],{"categories":1301},[120],{"categories":1303},[120],{"categories":1305},[],{"categories":1307},[],{"categories":1309},[120],{"categories":1311},[397],{"categories":1313},[120],{"categories":1315},[114],{"categories":1317},[120],{"categories":1319},[120],{"categories":1321},[],{"categories":1323},[123],{"categories":1325},[120],{"categories":1327},[126],{"categories":1329},[60],{"categories":1331},[120],{"categories":1333},[397],{"categories":1335},[120],{"categories":1337},[123],{"categories":1339},[120],{"categories":1341},[191],{"categories":1343},[123],{"categories":1345},[248],{"categories":1347},[191],{"categories":1349},[117],{"categories":1351},[123],{"categories":1353},[120],{"categories":1355},[120],{"categories":1357},[120],{"categories":1359},[120],{"categories":1361},[120],{"categories":1363},[123],{"categories":1365},[60],{"categories":1367},[120],{"categories":1369},[126],{"categories":1371},[],{"categories":1373},[154],{"categories":1375},[],{"categories":1377},[126],{"categories":1379},[123],{"categories":1381},[1019],{"categories":1383},[1019],{"categories":1385},[191],{"categories":1387},[120],{"categories":1389},[120],{"categories":1391},[123],{"categories":1393},[60],{"categories":1395},[191],{"categories":1397},[123],{"categories":1399},[154],{"categories":1401},[],{"categories":1403},[120],{"categories":1405},[],{"categories":1407},[120],{"categories":1409},[120],{"categories":1411},[120],{"categories":1413},[1414],"Contract Review & E-Discovery",{"categories":1416},[191],{"categories":1418},[120],{"categories":1420},[114],{"categories":1422},[154],{"categories":1424},[120],{"categories":1426},[120],{"categories":1428},[217],{"categories":1430},[60],{"categories":1432},[120],{"categories":1434},[120],{"categories":1436},[123],{"categories":1438},[123],{"categories":1440},[749],{"categories":1442},[123],{"categories":1444},[123],{"categories":1446},[120],{"categories":1448},[120],{"categories":1450},[123],{"categories":1452},[120],{"categories":1454},[397],{"categories":1456},[380],{"categories":1458},[120],{"categories":1460},[123],{"categories":1462},[120],{"categories":1464},[1465],"Law-Firm Practice & Adoption",{"categories":1467},[120],{"categories":1469},[123],{"categories":1471},[191],{"categories":1473},[120],{"categories":1475},[120],{"categories":1477},[],{"categories":1479},[],{"categories":1481},[60],{"categories":1483},[],{"categories":1485},[114],{"categories":1487},[248],{"categories":1489},[120],{"categories":1491},[],{"categories":1493},[114],{"categories":1495},[117],{"categories":1497},[120],{"categories":1499},[217],{"categories":1501},[],{"categories":1503},[117],{"categories":1505},[117],{"categories":1507},[],{"categories":1509},[120],{"categories":1511},[120],{"categories":1513},[60],{"categories":1515},[],{"categories":1517},[],{"categories":1519},[],{"categories":1521},[],{"categories":1523},[120],{"categories":1525},[123],{"categories":1527},[248],{"categories":1529},[120],{"categories":1531},[114],{"categories":1533},[60],{"categories":1535},[120],{"categories":1537},[120],{"categories":1539},[60],{"categories":1541},[126],{"categories":1543},[120],{"categories":1545},[770],{"categories":1547},[120],{"categories":1549},[217],{"categories":1551},[60],{"categories":1553},[117],{"categories":1555},[120],{"categories":1557},[120],{"categories":1559},[191],{"categories":1561},[120],{"categories":1563},[120],{"categories":1565},[120],{"categories":1567},[123],{"categories":1569},[120,114],{"categories":1571},[397],{"categories":1573},[120],{"categories":1575},[60],{"categories":1577},[60],{"categories":1579},[191],{"categories":1581},[123],{"categories":1583},[60],{"categories":1585},[120],{"categories":1587},[120],{"categories":1589},[],{"categories":1591},[],{"categories":1593},[120],{"categories":1595},[],{"categories":1597},[120],{"categories":1599},[60],{"categories":1601},[194],{"categories":1603},[154],{"categories":1605},[191],{"categories":1607},[120],{"categories":1609},[60],{"categories":1611},[],{"categories":1613},[123],{"categories":1615},[120],{"categories":1617},[120],{"categories":1619},[120],{"categories":1621},[120],{"categories":1623},[],{"categories":1625},[123],{"categories":1627},[120],{"categories":1629},[120],{"categories":1631},[],{"categories":1633},[123],{"categories":1635},[120],{"categories":1637},[120],{"categories":1639},[117],{"categories":1641},[120],{"categories":1643},[],{"categories":1645},[114],{"categories":1647},[120],{"categories":1649},[191],{"categories":1651},[60],{"categories":1653},[120],{"categories":1655},[114],{"categories":1657},[120],{"categories":1659},[60],{"categories":1661},[217],{"categories":1663},[123],{"categories":1665},[123],{"categories":1667},[120,191],{"categories":1669},[120],{"categories":1671},[154],{"categories":1673},[120],{"categories":1675},[154],{"categories":1677},[123],{"categories":1679},[191],{"categories":1681},[],{"categories":1683},[60],{"categories":1685},[248],{"categories":1687},[191],{"categories":1689},[60],{"categories":1691},[120],{"categories":1693},[126],{"categories":1695},[120],{"categories":1697},[123],{"categories":1699},[],{"categories":1701},[],{"categories":1703},[120],{"categories":1705},[],{"categories":1707},[],{"categories":1709},[126],{"categories":1711},[60],{"categories":1713},[120],{"categories":1715},[123],{"categories":1717},[123],{"categories":1719},[117],{"categories":1721},[123],{"categories":1723},[248],{"categories":1725},[120],{"categories":1727},[120],{"categories":1729},[143],{"categories":1731},[120],{"categories":1733},[120],{"categories":1735},[123],{"categories":1737},[120],{"categories":1739},[120],{"categories":1741},[355],{"categories":1743},[749],{"categories":1745},[],{"categories":1747},[191],{"categories":1749},[1465],{"categories":1751},[60],{"categories":1753},[],{"categories":1755},[],{"categories":1757},[123],{"categories":1759},[],{"categories":1761},[],{"categories":1763},[217],{"categories":1765},[217],{"categories":1767},[123],{"categories":1769},[60],{"categories":1771},[],{"categories":1773},[120],{"categories":1775},[120],{"categories":1777},[60],{"categories":1779},[1414],{"categories":1781},[191],{"categories":1783},[191],{"categories":1785},[120],{"categories":1787},[123],{"categories":1789},[114],{"categories":1791},[120],{"categories":1793},[120],{"categories":1795},[191],{"categories":1797},[191],{"categories":1799},[123],{"categories":1801},[123],{"categories":1803},[120],{"categories":1805},[],{"categories":1807},[120],{"categories":1809},[],{"categories":1811},[1812],"Interaction & Product Design",{"categories":1814},[120],{"categories":1816},[123],{"categories":1818},[275],{"categories":1820},[154],{"categories":1822},[60],{"categories":1824},[120],{"categories":1826},[120],{"categories":1828},[60],{"categories":1830},[114],{"categories":1832},[120],{"categories":1834},[],{"categories":1836},[123],{"categories":1838},[123],{"categories":1840},[],{"categories":1842},[60],{"categories":1844},[120],{"categories":1846},[114],{"categories":1848},[1812],{"categories":1850},[120],{"categories":1852},[114],{"categories":1854},[114],{"categories":1856},[],{"categories":1858},[60],{"categories":1860},[],{"categories":1862},[123],{"categories":1864},[154],{"categories":1866},[120],{"categories":1868},[123],{"categories":1870},[120],{"categories":1872},[123],{"categories":1874},[120],{"categories":1876},[154],{"categories":1878},[194],{"categories":1880},[120],{"categories":1882},[126],{"categories":1884},[60],{"categories":1886},[1887],"Coding Agents & Dev Productivity",{"categories":1889},[154],{"categories":1891},[191],{"categories":1893},[],{"categories":1895},[120],{"categories":1897},[749],{"categories":1899},[],{"categories":1901},[120],{"categories":1903},[120],{"categories":1905},[154],{"categories":1907},[],{"categories":1909},[],{"categories":1911},[120],{"categories":1913},[],{"categories":1915},[123],{"categories":1917},[120],{"categories":1919},[],{"categories":1921},[60],{"categories":1923},[60],{"categories":1925},[120],{"categories":1927},[194],{"categories":1929},[],{"categories":1931},[120],{"categories":1933},[120],{"categories":1935},[120],{"categories":1937},[194],{"categories":1939},[60],{"categories":1941},[],{"categories":1943},[],{"categories":1945},[123],{"categories":1947},[123],{"categories":1949},[334],{"categories":1951},[60],{"categories":1953},[60],{"categories":1955},[123],{"categories":1957},[154],{"categories":1959},[154],{"categories":1961},[123],{"categories":1963},[123],{"categories":1965},[120],{"categories":1967},[114],{"categories":1969},[1812],{"categories":1971},[120,248],{"categories":1973},[],{"categories":1975},[191],{"categories":1977},[60],{"categories":1979},[114],{"categories":1981},[120],{"categories":1983},[123],{"categories":1985},[1986],"The Designer's Role & Craft",{"categories":1988},[191],{"categories":1990},[],{"categories":1992},[123],{"categories":1994},[120],{"categories":1996},[123],{"categories":1998},[123],{"categories":2000},[120],{"categories":2002},[217],{"categories":2004},[120],{"categories":2006},[60],{"categories":2008},[191],{"categories":2010},[120],{"categories":2012},[],{"categories":2014},[123],{"categories":2016},[191],{"categories":2018},[120],{"categories":2020},[120],{"categories":2022},[2023],"AI UX Patterns",{"categories":2025},[123],{"categories":2027},[123],{"categories":2029},[123],{"categories":2031},[123],{"categories":2033},[217],{"categories":2035},[194],{"categories":2037},[120],{"categories":2039},[123],{"categories":2041},[120],{"categories":2043},[1019],{"categories":2045},[],{"categories":2047},[217],{"categories":2049},[154],{"categories":2051},[60],{"categories":2053},[120],{"categories":2055},[123],{"categories":2057},[],{"categories":2059},[],{"categories":2061},[120],{"categories":2063},[123],{"categories":2065},[120],{"categories":2067},[123],{"categories":2069},[334],{"categories":2071},[191],{"categories":2073},[154],{"categories":2075},[60],{"categories":2077},[120],{"categories":2079},[123],{"categories":2081},[123],{"categories":2083},[],{"categories":2085},[120],{"categories":2087},[],{"categories":2089},[],{"categories":2091},[120],{"categories":2093},[120],{"categories":2095},[123],{"categories":2097},[60],{"categories":2099},[],{"categories":2101},[],{"categories":2103},[194],{"categories":2105},[143],{"categories":2107},[120],{"categories":2109},[194],{"categories":2111},[154],{"categories":2113},[120],{"categories":2115},[120],{"categories":2117},[123],{"categories":2119},[123],{"categories":2121},[120],{"categories":2123},[123],{"categories":2125},[],{"categories":2127},[],{"categories":2129},[120],{"categories":2131},[248],{"categories":2133},[120],{"categories":2135},[],{"categories":2137},[],{"categories":2139},[191],{"categories":2141},[770],{"categories":2143},[123],{"categories":2145},[114],{"categories":2147},[1986],{"categories":2149},[],{"categories":2151},[],{"categories":2153},[120],{"categories":2155},[],{"categories":2157},[],{"categories":2159},[60],{"categories":2161},[154],{"categories":2163},[217],{"categories":2165},[117],{"categories":2167},[120],{"categories":2169},[120],{"categories":2171},[117],{"categories":2173},[],{"categories":2175},[191],{"categories":2177},[120],{"categories":2179},[123],{"categories":2181},[117],{"categories":2183},[120],{"categories":2185},[120],{"categories":2187},[114],{"categories":2189},[120],{"categories":2191},[],{"categories":2193},[114],{"categories":2195},[120],{"categories":2197},[217],{"categories":2199},[123],{"categories":2201},[154],{"categories":2203},[120],{"categories":2205},[117],{"categories":2207},[120],{"categories":2209},[120],{"categories":2211},[120],{"categories":2213},[123],{"categories":2215},[],{"categories":2217},[120],{"categories":2219},[60],{"categories":2221},[114],{"categories":2223},[120],{"categories":2225},[120],{"categories":2227},[],{"categories":2229},[397],{"categories":2231},[154],{"categories":2233},[120],{"categories":2235},[120],{"categories":2237},[],{"categories":2239},[117],{"categories":2241},[117],{"categories":2243},[120],{"categories":2245},[120],{"categories":2247},[126],{"categories":2249},[120],{"categories":2251},[120],{"categories":2253},[60],{"categories":2255},[60],{"categories":2257},[120],{"categories":2259},[],{"categories":2261},[60],{"categories":2263},[120],{"categories":2265},[60],{"categories":2267},[482],{"categories":2269},[],{"categories":2271},[],{"categories":2273},[120],{"categories":2275},[154],{"categories":2277},[],{"categories":2279},[248],{"categories":2281},[120],{"categories":2283},[120],{"categories":2285},[191],{"categories":2287},[740],{"categories":2289},[],{"categories":2291},[120],{"categories":2293},[120],{"categories":2295},[60],{"categories":2297},[120],{"categories":2299},[120],{"categories":2301},[120,248],{"categories":2303},[120],{"categories":2305},[120],{"categories":2307},[191],{"categories":2309},[123],{"categories":2311},[],{"categories":2313},[123],{"categories":2315},[123],{"categories":2317},[120],{"categories":2319},[120],{"categories":2321},[120],{"categories":2323},[194],{"categories":2325},[120],{"categories":2327},[2023],{"categories":2329},[114],{"categories":2331},[194],{"categories":2333},[114],{"categories":2335},[60],{"categories":2337},[191],{"categories":2339},[123],{"categories":2341},[120],{"categories":2343},[],{"categories":2345},[120],{"categories":2347},[154],{"categories":2349},[120],{"categories":2351},[123],{"categories":2353},[120],{"categories":2355},[120],{"categories":2357},[117],{"categories":2359},[],{"categories":2361},[248],{"categories":2363},[120],{"categories":2365},[334],{"categories":2367},[191],{"categories":2369},[191],{"categories":2371},[60],{"categories":2373},[123],{"categories":2375},[120],{"categories":2377},[117],{"categories":2379},[154],{"categories":2381},[120],{"categories":2383},[191],{"categories":2385},[123],{"categories":2387},[120],{"categories":2389},[120],{"categories":2391},[446],{"categories":2393},[],{"categories":2395},[120],{"categories":2397},[120],{"categories":2399},[120],{"categories":2401},[],{"categories":2403},[],{"categories":2405},[120],{"categories":2407},[120],{"categories":2409},[120],{"categories":2411},[120],{"categories":2413},[60],{"categories":2415},[120],{"categories":2417},[120],{"categories":2419},[123],{"categories":2421},[120],{"categories":2423},[120],{"categories":2425},[120],{"categories":2427},[120],{"categories":2429},[],{"categories":2431},[60],{"categories":2433},[194],{"categories":2435},[120],{"categories":2437},[123],{"categories":2439},[120],{"categories":2441},[],{"categories":2443},[],{"categories":2445},[120],{"categories":2447},[120],{"categories":2449},[120],{"categories":2451},[154],{"categories":2453},[],{"categories":2455},[120],{"categories":2457},[191],{"categories":2459},[120],{"categories":2461},[248],{"categories":2463},[1465],{"categories":2465},[154],{"categories":2467},[60],{"categories":2469},[60],{"categories":2471},[60],{"categories":2473},[154],{"categories":2475},[154],{"categories":2477},[248],{"categories":2479},[],{"categories":2481},[154],{"categories":2483},[120],{"categories":2485},[114],{"categories":2487},[60],{"categories":2489},[120],{"categories":2491},[154],{"categories":2493},[],{"categories":2495},[120],{"categories":2497},[60],{"categories":2499},[194],{"categories":2501},[120],{"categories":2503},[154],{"categories":2505},[120],{"categories":2507},[60],{"categories":2509},[123],{"categories":2511},[154],{"categories":2513},[123],{"categories":2515},[248],{"categories":2517},[123],{"categories":2519},[120],{"categories":2521},[120],{"categories":2523},[60],{"categories":2525},[120],{"categories":2527},[],{"categories":2529},[117],{"categories":2531},[60],{"categories":2533},[],{"categories":2535},[],{"categories":2537},[120],{"categories":2539},[123],{"categories":2541},[120],{"categories":2543},[2544],"Frameworks & Tooling",{"categories":2546},[120],{"categories":2548},[120],{"categories":2550},[60],{"categories":2552},[120],{"categories":2554},[120],{"categories":2556},[],{"categories":2558},[194],{"categories":2560},[194],{"categories":2562},[114],{"categories":2564},[123],{"categories":2566},[191],{"categories":2568},[],{"categories":2570},[1465],{"categories":2572},[120],{"categories":2574},[60],{"categories":2576},[120],{"categories":2578},[248],{"categories":2580},[248],{"categories":2582},[],{"categories":2584},[123],{"categories":2586},[154],{"categories":2588},[154],{"categories":2590},[120],{"categories":2592},[123],{"categories":2594},[],{"categories":2596},[191],{"categories":2598},[120],{"categories":2600},[120],{"categories":2602},[],{"categories":2604},[120],{"categories":2606},[],{"categories":2608},[60],{"categories":2610},[120],{"categories":2612},[60],{"categories":2614},[248],{"categories":2616},[120],{"categories":2618},[60],{"categories":2620},[117],{"categories":2622},[120],{"categories":2624},[1465],{"categories":2626},[],{"categories":2628},[123],{"categories":2630},[114],{"categories":2632},[114],{"categories":2634},[],{"categories":2636},[123],{"categories":2638},[120],{"categories":2640},[2641],"AI Design Tooling",{"categories":2643},[191],{"categories":2645},[120],{"categories":2647},[120],{"categories":2649},[60],{"categories":2651},[191],{"categories":2653},[120],{"categories":2655},[60],{"categories":2657},[154],{"categories":2659},[126],{"categories":2661},[60],{"categories":2663},[123],{"categories":2665},[],{"categories":2667},[120],{"categories":2669},[120],{"categories":2671},[123],{"categories":2673},[120],{"categories":2675},[120],{"categories":2677},[],{"categories":2679},[123],{"categories":2681},[2544],{"categories":2683},[120],{"categories":2685},[123],{"categories":2687},[123],{"categories":2689},[60],{"categories":2691},[60],{"categories":2693},[],{"categories":2695},[60],{"categories":2697},[120],{"categories":2699},[120],{"categories":2701},[123],{"categories":2703},[117],{"categories":2705},[120],{"categories":2707},[],{"categories":2709},[120],{"categories":2711},[1812],{"categories":2713},[],{"categories":2715},[120],{"categories":2717},[120],{"categories":2719},[],{"categories":2721},[120],{"categories":2723},[120],{"categories":2725},[120],{"categories":2727},[217],{"categories":2729},[154],{"categories":2731},[120],{"categories":2733},[120],{"categories":2735},[1465],{"categories":2737},[114],{"categories":2739},[120],{"categories":2741},[120],{"categories":2743},[194],{"categories":2745},[120],{"categories":2747},[154],{"categories":2749},[123],{"categories":2751},[],{"categories":2753},[120],{"categories":2755},[191],{"categories":2757},[120],{"categories":2759},[217],{"categories":2761},[120],{"categories":2763},[123],{"categories":2765},[],{"categories":2767},[],{"categories":2769},[],{"categories":2771},[114],{"categories":2773},[154],{"categories":2775},[123],{"categories":2777},[120],{"categories":2779},[120],{"categories":2781},[120],{"categories":2783},[355],{"categories":2785},[191],{"categories":2787},[123],{"categories":2789},[120],{"categories":2791},[],{"categories":2793},[123],{"categories":2795},[123],{"categories":2797},[],{"categories":2799},[120],{"categories":2801},[123],{"categories":2803},[120],{"categories":2805},[],{"categories":2807},[120],{"categories":2809},[120],{"categories":2811},[154],{"categories":2813},[191],{"categories":2815},[123],{"categories":2817},[191],{"categories":2819},[123],{"categories":2821},[117],{"categories":2823},[],{"categories":2825},[],{"categories":2827},[120],{"categories":2829},[120],{"categories":2831},[114],{"categories":2833},[123],{"categories":2835},[154],{"categories":2837},[],{"categories":2839},[191],{"categories":2841},[],{"categories":2843},[60],{"categories":2845},[60],{"categories":2847},[191],{"categories":2849},[60],{"categories":2851},[120],{"categories":2853},[],{"categories":2855},[120],{"categories":2857},[120],{"categories":2859},[],{"categories":2861},[217],{"categories":2863},[120],{"categories":2865},[248],{"categories":2867},[60],{"categories":2869},[],{"categories":2871},[123],{"categories":2873},[120],{"categories":2875},[114],{"categories":2877},[446],{"categories":2879},[123],{"categories":2881},[123],{"categories":2883},[120],{"categories":2885},[120],{"categories":2887},[],{"categories":2889},[114],{"categories":2891},[120],{"categories":2893},[117],{"categories":2895},[60],{"categories":2897},[191],{"categories":2899},[],{"categories":2901},[],{"categories":2903},[],{"categories":2905},[123],{"categories":2907},[60],{"categories":2909},[191],{"categories":2911},[154],{"categories":2913},[120],{"categories":2915},[154],{"categories":2917},[123],{"categories":2919},[191],{"categories":2921},[120],{"categories":2923},[],{"categories":2925},[120],{"categories":2927},[143],{"categories":2929},[123],{"categories":2931},[191],{"categories":2933},[154],{"categories":2935},[117],{"categories":2937},[60],{"categories":2939},[120],{"categories":2941},[154],{"categories":2943},[217],{"categories":2945},[],{"categories":2947},[],{"categories":2949},[194],{"categories":2951},[397],{"categories":2953},[120],{"categories":2955},[123],{"categories":2957},[120,60],{"categories":2959},[154],{"categories":2961},[120],{"categories":2963},[120],{"categories":2965},[123],{"categories":2967},[120],{"categories":2969},[123],{"categories":2971},[120],{"categories":2973},[120],{"categories":2975},[],{"categories":2977},[1019],{"categories":2979},[60],{"categories":2981},[191],{"categories":2983},[120],{"categories":2985},[120],{"categories":2987},[120],{"categories":2989},[194],{"categories":2991},[123],{"categories":2993},[217],{"categories":2995},[248],{"categories":2997},[],{"categories":2999},[120],{"categories":3001},[117],{"categories":3003},[123],{"categories":3005},[114],{"categories":3007},[123],{"categories":3009},[120],{"categories":3011},[123],{"categories":3013},[126],{"categories":3015},[60],{"categories":3017},[120],{"categories":3019},[120],{"categories":3021},[],{"categories":3023},[],{"categories":3025},[],{"categories":3027},[248],{"categories":3029},[120],{"categories":3031},[154],{"categories":3033},[120],{"categories":3035},[120],{"categories":3037},[120],{"categories":3039},[120],{"categories":3041},[],{"categories":3043},[194],{"categories":3045},[117],{"categories":3047},[123],{"categories":3049},[120],{"categories":3051},[],{"categories":3053},[120],{"categories":3055},[123],{"categories":3057},[120],{"categories":3059},[248],{"categories":3061},[],{"categories":3063},[191],{"categories":3065},[191],{"categories":3067},[],{"categories":3069},[60],{"categories":3071},[120],{"categories":3073},[191],{"categories":3075},[120],{"categories":3077},[117],{"categories":3079},[123],{"categories":3081},[120],{"categories":3083},[],{"categories":3085},[154],{"categories":3087},[120],{"categories":3089},[120],{"categories":3091},[120],{"categories":3093},[191],{"categories":3095},[123],{"categories":3097},[154],{"categories":3099},[],{"categories":3101},[123],{"categories":3103},[123],{"categories":3105},[191],{"categories":3107},[120],{"categories":3109},[120],{"categories":3111},[120],{"categories":3113},[397],{"categories":3115},[120],{"categories":3117},[],{"categories":3119},[120],{"categories":3121},[120],{"categories":3123},[248],{"categories":3125},[154],{"categories":3127},[194],{"categories":3129},[482],{"categories":3131},[194],{"categories":3133},[],{"categories":3135},[],{"categories":3137},[],{"categories":3139},[123],{"categories":3141},[123],{"categories":3143},[60],{"categories":3145},[120],{"categories":3147},[380],{"categories":3149},[60],{"categories":3151},[120],{"categories":3153},[120],{"categories":3155},[120],{"categories":3157},[120],{"categories":3159},[123],{"categories":3161},[],{"categories":3163},[],{"categories":3165},[120],{"categories":3167},[],{"categories":3169},[120],{"categories":3171},[123],{"categories":3173},[191],{"categories":3175},[120],{"categories":3177},[120],{"categories":3179},[],{"categories":3181},[126],{"categories":3183},[120],{"categories":3185},[191],{"categories":3187},[120],{"categories":3189},[123],{"categories":3191},[117],{"categories":3193},[120],{"categories":3195},[217],{"categories":3197},[123],{"categories":3199},[120],{"categories":3201},[740],{"categories":3203},[120],{"categories":3205},[123],{"categories":3207},[120],{"categories":3209},[60],{"categories":3211},[120],{"categories":3213},[446],{"categories":3215},[191],{"categories":3217},[],{"categories":3219},[154],{"categories":3221},[397],{"categories":3223},[123],{"categories":3225},[120],{"categories":3227},[],{"categories":3229},[154],{"categories":3231},[334],{"categories":3233},[123],{"categories":3235},[123],{"categories":3237},[120],{"categories":3239},[120],{"categories":3241},[123],{"categories":3243},[],{"categories":3245},[117],{"categories":3247},[123],{"categories":3249},[],{"categories":3251},[60],{"categories":3253},[120],{"categories":3255},[114],{"categories":3257},[154],{"categories":3259},[248],{"categories":3261},[143],{"categories":3263},[123],{"categories":3265},[123],{"categories":3267},[120],{"categories":3269},[123],{"categories":3271},[114],{"categories":3273},[],{"categories":3275},[120],{"categories":3277},[120],{"categories":3279},[],{"categories":3281},[],{"categories":3283},[191],{"categories":3285},[120,117],{"categories":3287},[123],{"categories":3289},[120],{"categories":3291},[],{"categories":3293},[114],{"categories":3295},[194],{"categories":3297},[117],{"categories":3299},[120],{"categories":3301},[60],{"categories":3303},[120],{"categories":3305},[123],{"categories":3307},[120],{"categories":3309},[120],{"categories":3311},[120],{"categories":3313},[154],{"categories":3315},[1019],{"categories":3317},[123],{"categories":3319},[120],{"categories":3321},[],{"categories":3323},[],{"categories":3325},[123],{"categories":3327},[120],{"categories":3329},[248],{"categories":3331},[],{"categories":3333},[120],{"categories":3335},[123],{"categories":3337},[143],{"categories":3339},[123],{"categories":3341},[397],{"categories":3343},[],{"categories":3345},[355],{"categories":3347},[123],{"categories":3349},[120],{"categories":3351},[217],{"categories":3353},[120],{"categories":3355},[194],{"categories":3357},[123],{"categories":3359},[120],{"categories":3361},[397],{"categories":3363},[120],{"categories":3365},[248],{"categories":3367},[],{"categories":3369},[120],{"categories":3371},[217],{"categories":3373},[191],{"categories":3375},[120],{"categories":3377},[120],{"categories":3379},[],{"categories":3381},[217],{"categories":3383},[154],{"categories":3385},[120],{"categories":3387},[120],{"categories":3389},[482],{"categories":3391},[114],{"categories":3393},[120],{"categories":3395},[],{"categories":3397},[],{"categories":3399},[191],{"categories":3401},[120],{"categories":3403},[194],{"categories":3405},[217],{"categories":3407},[123],{"categories":3409},[217],{"categories":3411},[154],{"categories":3413},[],{"categories":3415},[120],{"categories":3417},[],{"categories":3419},[120],{"categories":3421},[501],{"categories":3423},[120],{"categories":3425},[120],{"categories":3427},[123],{"categories":3429},[397],{"categories":3431},[120],{"categories":3433},[120],{"categories":3435},[120],{"categories":3437},[],{"categories":3439},[120,60],{"categories":3441},[154],{"categories":3443},[123],{"categories":3445},[60],{"categories":3447},[123],{"categories":3449},[770],{"categories":3451},[60],{"categories":3453},[120],{"categories":3455},[114],{"categories":3457},[],{"categories":3459},[],{"categories":3461},[123],{"categories":3463},[120],{"categories":3465},[60],{"categories":3467},[114],{"categories":3469},[60],{"categories":3471},[60],{"categories":3473},[120],{"categories":3475},[217],{"categories":3477},[120],{"categories":3479},[60],{"categories":3481},[],{"categories":3483},[120],{"categories":3485},[191,120],{"categories":3487},[248],{"categories":3489},[114],{"categories":3491},[],{"categories":3493},[120],{"categories":3495},[120],{"categories":3497},[117],{"categories":3499},[117],{"categories":3501},[120],{"categories":3503},[120],{"categories":3505},[334],{"categories":3507},[120],{"categories":3509},[60],{"categories":3511},[194],{"categories":3513},[123],{"categories":3515},[120],{"categories":3517},[120],{"categories":3519},[154],{"categories":3521},[217],{"categories":3523},[191],{"categories":3525},[120],{"categories":3527},[120],{"categories":3529},[120],{"categories":3531},[120],{"categories":3533},[114],{"categories":3535},[120],{"categories":3537},[123],{"categories":3539},[123],{"categories":3541},[60],{"categories":3543},[154],{"categories":3545},[60],{"categories":3547},[],{"categories":3549},[],{"categories":3551},[194],{"categories":3553},[120],{"categories":3555},[60],{"categories":3557},[120],{"categories":3559},[191],{"categories":3561},[397],{"categories":3563},[355],{"categories":3565},[334],{"categories":3567},[120],{"categories":3569},[120],{"categories":3571},[120],{"categories":3573},[194],{"categories":3575},[120],{"categories":3577},[120],{"categories":3579},[120],{"categories":3581},[123],{"categories":3583},[114],{"categories":3585},[123],{"categories":3587},[120,117],{"categories":3589},[],{"categories":3591},[191],{"categories":3593},[],{"categories":3595},[126],{"categories":3597},[120],{"categories":3599},[154],{"categories":3601},[114],{"categories":3603},[114],{"categories":3605},[123],{"categories":3607},[123],{"categories":3609},[123],{"categories":3611},[120],{"categories":3613},[120],{"categories":3615},[117],{"categories":3617},[60],{"categories":3619},[217],{"categories":3621},[120],{"categories":3623},[],{"categories":3625},[154],{"categories":3627},[120],{"categories":3629},[120],{"categories":3631},[120],{"categories":3633},[120],{"categories":3635},[120],{"categories":3637},[60],{"categories":3639},[154],{"categories":3641},[60],{"categories":3643},[60],{"categories":3645},[120],{"categories":3647},[120],{"categories":3649},[355],{"categories":3651},[120],{"categories":3653},[123],{"categories":3655},[154],{"categories":3657},[120],{"categories":3659},[120],{"categories":3661},[120],{"categories":3663},[123],{"categories":3665},[120],{"categories":3667},[120],{"categories":3669},[120],{"categories":3671},[2544],{"categories":3673},[3674],"Clinical AI",{"categories":3676},[191],{"categories":3678},[120],{"categories":3680},[120],{"categories":3682},[120],{"categories":3684},[248],{"categories":3686},[2023],{"categories":3688},[120],{"categories":3690},[126],{"categories":3692},[120],{"categories":3694},[123],{"categories":3696},[120],{"categories":3698},[120],{"categories":3700},[154],{"categories":3702},[120],{"categories":3704},[123],{"categories":3706},[217],{"categories":3708},[120],{"categories":3710},[120],{"categories":3712},[117],{"categories":3714},[120],{"categories":3716},[446],{"categories":3718},[120],{"categories":3720},[],{"categories":3722},[120],{"categories":3724},[60],{"categories":3726},[120],{"categories":3728},[],{"categories":3730},[],{"categories":3732},[120],{"categories":3734},[],{"categories":3736},[117],{"categories":3738},[120],{"categories":3740},[123],{"categories":3742},[154],{"categories":3744},[154],{"categories":3746},[154],{"categories":3748},[154],{"categories":3750},[],{"categories":3752},[114],{"categories":3754},[123],{"categories":3756},[154],{"categories":3758},[120],{"categories":3760},[501],{"categories":3762},[126],{"categories":3764},[120],{"categories":3766},[114],{"categories":3768},[123],{"categories":3770},[120],{"categories":3772},[120],{"categories":3774},[120,123],{"categories":3776},[123],{"categories":3778},[248],{"categories":3780},[154],{"categories":3782},[123],{"categories":3784},[154],{"categories":3786},[123],{"categories":3788},[120],{"categories":3790},[],{"categories":3792},[154],{"categories":3794},[217],{"categories":3796},[114],{"categories":3798},[120],{"categories":3800},[120],{"categories":3802},[],{"categories":3804},[60],{"categories":3806},[],{"categories":3808},[114],{"categories":3810},[123],{"categories":3812},[154],{"categories":3814},[120],{"categories":3816},[154],{"categories":3818},[114],{"categories":3820},[154],{"categories":3822},[154],{"categories":3824},[],{"categories":3826},[117],{"categories":3828},[123],{"categories":3830},[154],{"categories":3832},[154],{"categories":3834},[154],{"categories":3836},[154],{"categories":3838},[154],{"categories":3840},[154],{"categories":3842},[154],{"categories":3844},[154],{"categories":3846},[154],{"categories":3848},[154],{"categories":3850},[194],{"categories":3852},[114],{"categories":3854},[120],{"categories":3856},[120],{"categories":3858},[123],{"categories":3860},[123],{"categories":3862},[],{"categories":3864},[120,114],{"categories":3866},[],{"categories":3868},[123],{"categories":3870},[154],{"categories":3872},[123],{"categories":3874},[770],{"categories":3876},[120],{"categories":3878},[120],{"categories":3880},[120],{"categories":3882},[120],{"categories":3884},[334],{"categories":3886},[120],{"categories":3888},[123],{"categories":3890},[117],{"categories":3892},[123],{"categories":3894},[123],{"categories":3896},[],{"categories":3898},[123],{"categories":3900},[191],{"categories":3902},[154],{"categories":3904},[120],{"categories":3906},[],{"categories":3908},[],{"categories":3910},[123],{"categories":3912},[191],{"categories":3914},[120],{"categories":3916},[],{"categories":3918},[120],{"categories":3920},[],{"categories":3922},[217],{"categories":3924},[120],{"categories":3926},[],{"categories":3928},[],{"categories":3930},[154],{"categories":3932},[114],{"categories":3934},[120],{"categories":3936},[120],{"categories":3938},[117],{"categories":3940},[120],{"categories":3942},[120],{"categories":3944},[120],{"categories":3946},[117],{"categories":3948},[191],{"categories":3950},[],{"categories":3952},[120],{"categories":3954},[154],{"categories":3956},[],{"categories":3958},[120],{"categories":3960},[120],{"categories":3962},[191],{"categories":3964},[120],{"categories":3966},[217],{"categories":3968},[120],{"categories":3970},[248],{"categories":3972},[],{"categories":3974},[123],{"categories":3976},[217],{"categories":3978},[60],{"categories":3980},[],{"categories":3982},[120],{"categories":3984},[],{"categories":3986},[123],{"categories":3988},[191],{"categories":3990},[60],{"categories":3992},[],{"categories":3994},[2544],{"categories":3996},[117],{"categories":3998},[114],{"categories":4000},[194],{"categories":4002},[123],{"categories":4004},[191],{"categories":4006},[60],{"categories":4008},[],{"categories":4010},[],{"categories":4012},[120],{"categories":4014},[114],{"categories":4016},[120],{"categories":4018},[217],{"categories":4020},[],{"categories":4022},[123],{"categories":4024},[123],{"categories":4026},[123],{"categories":4028},[120],{"categories":4030},[154],{"categories":4032},[60],{"categories":4034},[120],{"categories":4036},[123],{"categories":4038},[126],{"categories":4040},[120],{"categories":4042},[123],{"categories":4044},[120],{"categories":4046},[126],{"categories":4048},[217],{"categories":4050},[154],{"categories":4052},[],{"categories":4054},[217],{"categories":4056},[],{"categories":4058},[60],{"categories":4060},[123],{"categories":4062},[],{"categories":4064},[120],{"categories":4066},[120],{"categories":4068},[120],{"categories":4070},[120],{"categories":4072},[123],{"categories":4074},[117],{"categories":4076},[114],{"categories":4078},[120],{"categories":4080},[191],{"categories":4082},[60],{"categories":4084},[60],{"categories":4086},[120],{"categories":4088},[194],{"categories":4090},[123],{"categories":4092},[120],{"categories":4094},[123],{"categories":4096},[120],{"categories":4098},[117],{"categories":4100},[191],{"categories":4102},[60],{"categories":4104},[123],{"categories":4106},[120],{"categories":4108},[126],{"categories":4110},[120],{"categories":4112},[123],{"categories":4114},[120],{"categories":4116},[154],{"categories":4118},[],{"categories":4120},[114],{"categories":4122},[120],{"categories":4124},[120],{"categories":4126},[120],{"categories":4128},[60],{"categories":4130},[120],{"categories":4132},[60],{"categories":4134},[120],{"categories":4136},[123],{"categories":4138},[120],{"categories":4140},[120],{"categories":4142},[120],{"categories":4144},[120],{"categories":4146},[],{"categories":4148},[120],{"categories":4150},[191],{"categories":4152},[117],{"categories":4154},[154],{"categories":4156},[123],{"categories":4158},[120],{"categories":4160},[120],{"categories":4162},[191],{"categories":4164},[123],{"categories":4166},[120],{"categories":4168},[217],{"categories":4170},[120],{"categories":4172},[194],{"categories":4174},[120],{"categories":4176},[120],{"categories":4178},[154],{"categories":4180},[120],{"categories":4182},[120],{"categories":4184},[123],{"categories":4186},[248],{"categories":4188},[120],{"categories":4190},[60],{"categories":4192},[123],{"categories":4194},[194],{"categories":4196},[],{"categories":4198},[123],{"categories":4200},[60],{"categories":4202},[120],{"categories":4204},[1887],{"categories":4206},[191],{"categories":4208},[275],{"categories":4210},[120],{"categories":4212},[114],{"categories":4214},[60],{"categories":4216},[117],{"categories":4218},[60],{"categories":4220},[120],{"categories":4222},[],{"categories":4224},[123],{"categories":4226},[123],{"categories":4228},[120],{"categories":4230},[120],{"categories":4232},[194],{"categories":4234},[],{"categories":4236},[154],{"categories":4238},[],{"categories":4240},[154],{"categories":4242},[120],{"categories":4244},[120],{"categories":4246},[123],{"categories":4248},[123],{"categories":4250},[123],{"categories":4252},[],{"categories":4254},[154],{"categories":4256},[120],{"categories":4258},[],{"categories":4260},[120],{"categories":4262},[120],{"categories":4264},[],{"categories":4266},[191],{"categories":4268},[60],{"categories":4270},[123],{"categories":4272},[120],{"categories":4274},[120],{"categories":4276},[217],{"categories":4278},[120],{"categories":4280},[120],{"categories":4282},[114],{"categories":4284},[],{"categories":4286},[120],{"categories":4288},[120],{"categories":4290},[],{"categories":4292},[114],{"categories":4294},[154],{"categories":4296},[60],{"categories":4298},[397],{"categories":4300},[120],{"categories":4302},[120],{"categories":4304},[120],{"categories":4306},[60],{"categories":4308},[154],{"categories":4310},[191],{"categories":4312},[120],{"categories":4314},[120],{"categories":4316},[120],{"categories":4318},[154],{"categories":4320},[191],{"categories":4322},[120],{"categories":4324},[154],{"categories":4326},[191],{"categories":4328},[120],{"categories":4330},[154],{"categories":4332},[123],{"categories":4334},[123],{"categories":4336},[123],{"categories":4338},[60],{"categories":4340},[154],{"categories":4342},[123],{"categories":4344},[123],{"categories":4346},[120],{"categories":4348},[60],{"categories":4350},[191],{"categories":4352},[120],{"categories":4354},[],{"categories":4356},[123],{"categories":4358},[],{"categories":4360},[],{"categories":4362},[],{"categories":4364},[123],{"categories":4366},[117],{"categories":4368},[123],{"categories":4370},[4371],"Liability & Ethics",{"categories":4373},[120],{"categories":4375},[123],{"categories":4377},[114],{"categories":4379},[123],{"categories":4381},[117],{"categories":4383},[217],{"categories":4385},[123],{"categories":4387},[],{"categories":4389},[482],{"categories":4391},[123],{"categories":4393},[],{"categories":4395},[114],{"categories":4397},[123],{"categories":4399},[],{"categories":4401},[123],{"categories":4403},[120],{"categories":4405},[120],{"categories":4407},[154],{"categories":4409},[120],{"categories":4411},[120],{"categories":4413},[123],{"categories":4415},[120],{"categories":4417},[120],{"categories":4419},[154],{"categories":4421},[123],{"categories":4423},[60],{"categories":4425},[191],{"categories":4427},[114],{"categories":4429},[120],{"categories":4431},[],{"categories":4433},[123],{"categories":4435},[123],{"categories":4437},[397],{"categories":4439},[191],{"categories":4441},[248],{"categories":4443},[154],{"categories":4445},[120],{"categories":4447},[191],{"categories":4449},[120],{"categories":4451},[114],{"categories":4453},[],{"categories":4455},[123],{"categories":4457},[120],{"categories":4459},[120],{"categories":4461},[123],{"categories":4463},[120],{"categories":4465},[191],{"categories":4467},[],{"categories":4469},[123],{"categories":4471},[126],{"categories":4473},[154],{"categories":4475},[123],{"categories":4477},[117],{"categories":4479},[],{"categories":4481},[120],{"categories":4483},[126],{"categories":4485},[120],{"categories":4487},[123],{"categories":4489},[154],{"categories":4491},[114],{"categories":4493},[248],{"categories":4495},[120],{"categories":4497},[120],{"categories":4499},[120],{"categories":4501},[154],{"categories":4503},[117],{"categories":4505},[120],{"categories":4507},[191],{"categories":4509},[154],{"categories":4511},[248],{"categories":4513},[120],{"categories":4515},[123],{"categories":4517},[],{"categories":4519},[446],{"categories":4521},[],{"categories":4523},[120],{"categories":4525},[248],{"categories":4527},[194],{"categories":4529},[123],{"categories":4531},[123],{"categories":4533},[4534],"Design News & Tools",{"categories":4536},[120],{"categories":4538},[154],{"categories":4540},[120],{"categories":4542},[114],{"categories":4544},[120],{"categories":4546},[191],{"categories":4548},[123],{"categories":4550},[123],{"categories":4552},[120],{"categories":4554},[397],{"categories":4556},[120],{"categories":4558},[397],{"categories":4560},[217],{"categories":4562},[120],{"categories":4564},[123],{"categories":4566},[],{"categories":4568},[120],{"categories":4570},[120],{"categories":4572},[120],{"categories":4574},[154],{"categories":4576},[114],{"categories":4578},[],{"categories":4580},[120],{"categories":4582},[120],{"categories":4584},[60],{"categories":4586},[501],{"categories":4588},[60],{"categories":4590},[191],{"categories":4592},[120],{"categories":4594},[120,123],{"categories":4596},[217,117],{"categories":4598},[120],{"categories":4600},[120],{"categories":4602},[120],{"categories":4604},[],{"categories":4606},[123],{"categories":4608},[],{"categories":4610},[60],{"categories":4612},[120],{"categories":4614},[60],{"categories":4616},[],{"categories":4618},[123],{"categories":4620},[120],{"categories":4622},[154],{"categories":4624},[120],{"categories":4626},[],{"categories":4628},[123],{"categories":4630},[120],{"categories":4632},[],{"categories":4634},[191],{"categories":4636},[120],{"categories":4638},[123],{"categories":4640},[120],{"categories":4642},[120],{"categories":4644},[114],{"categories":4646},[123],{"categories":4648},[120],{"categories":4650},[],{"categories":4652},[248],{"categories":4654},[217],{"categories":4656},[117],{"categories":4658},[117],{"categories":4660},[120],{"categories":4662},[114],{"categories":4664},[114],{"categories":4666},[120],{"categories":4668},[123],{"categories":4670},[120],{"categories":4672},[120],{"categories":4674},[120],{"categories":4676},[60],{"categories":4678},[120],{"categories":4680},[114],{"categories":4682},[123],{"categories":4684},[120],{"categories":4686},[217],{"categories":4688},[120],{"categories":4690},[154],{"categories":4692},[120],{"categories":4694},[120],{"categories":4696},[123],{"categories":4698},[120],{"categories":4700},[],{"categories":4702},[60],{"categories":4704},[],{"categories":4706},[60],{"categories":4708},[123],{"categories":4710},[114],{"categories":4712},[],{"categories":4714},[194],{"categories":4716},[248],{"categories":4718},[120],{"categories":4720},[60],{"categories":4722},[120],{"categories":4724},[],{"categories":4726},[154],{"categories":4728},[123],{"categories":4730},[60],{"categories":4732},[191],{"categories":4734},[120],{"categories":4736},[123],{"categories":4738},[60],{"categories":4740},[123],{"categories":4742},[154],{"categories":4744},[120],{"categories":4746},[114],{"categories":4748},[154],{"categories":4750},[60],{"categories":4752},[120],{"categories":4754},[191],{"categories":4756},[117],{"categories":4758},[120],{"categories":4760},[120],{"categories":4762},[120],{"categories":4764},[120],{"categories":4766},[120],{"categories":4768},[123],{"categories":4770},[120],{"categories":4772},[123],{"categories":4774},[120],{"categories":4776},[120],{"categories":4778},[114],{"categories":4780},[120],{"categories":4782},[123],{"categories":4784},[123],{"categories":4786},[191],{"categories":4788},[123],{"categories":4790},[123],{"categories":4792},[114],{"categories":4794},[123],{"categories":4796},[191],{"categories":4798},[],{"categories":4800},[120],{"categories":4802},[194],{"categories":4804},[397],{"categories":4806},[120],{"categories":4808},[120],{"categories":4810},[120],{"categories":4812},[60],{"categories":4814},[],{"categories":4816},[123],{"categories":4818},[217],{"categories":4820},[120],{"categories":4822},[154],{"categories":4824},[123],{"categories":4826},[120],{"categories":4828},[217],{"categories":4830},[123],{"categories":4832},[117],{"categories":4834},[117],{"categories":4836},[120],{"categories":4838},[120],{"categories":4840},[120],{"categories":4842},[114],{"categories":4844},[],{"categories":4846},[120],{"categories":4848},[123],{"categories":4850},[123],{"categories":4852},[120],{"categories":4854},[120],{"categories":4856},[120],{"categories":4858},[60],{"categories":4860},[],{"categories":4862},[114],{"categories":4864},[120],{"categories":4866},[120],{"categories":4868},[123],{"categories":4870},[123],{"categories":4872},[],{"categories":4874},[60],{"categories":4876},[60],{"categories":4878},[120],{"categories":4880},[217],{"categories":4882},[117],{"categories":4884},[191],{"categories":4886},[],{"categories":4888},[120],{"categories":4890},[123],{"categories":4892},[114],{"categories":4894},[120],{"categories":4896},[60],{"categories":4898},[114],{"categories":4900},[154],{"categories":4902},[194],{"categories":4904},[154],{"categories":4906},[123],{"categories":4908},[],{"categories":4910},[154],{"categories":4912},[123],{"categories":4914},[191],{"categories":4916},[194],{"categories":4918},[120],{"categories":4920},[],{"categories":4922},[123],{"categories":4924},[2544],{"categories":4926},[154],{"categories":4928},[60],{"categories":4930},[120],{"categories":4932},[120],{"categories":4934},[117],{"categories":4936},[120],{"categories":4938},[114],{"categories":4940},[1465],{"categories":4942},[248],{"categories":4944},[114],{"categories":4946},[],{"categories":4948},[],{"categories":4950},[154],{"categories":4952},[123],{"categories":4954},[154],{"categories":4956},[],{"categories":4958},[123],{"categories":4960},[123],{"categories":4962},[123],{"categories":4964},[],{"categories":4966},[120],{"categories":4968},[],{"categories":4970},[154],{"categories":4972},[114],{"categories":4974},[191],{"categories":4976},[120],{"categories":4978},[123],{"categories":4980},[154],{"categories":4982},[120],{"categories":4984},[154],{"categories":4986},[],{"categories":4988},[154],{"categories":4990},[114],{"categories":4992},[397],{"categories":4994},[123],{"categories":4996},[120],{"categories":4998},[],{"categories":5000},[60],{"categories":5002},[123],{"categories":5004},[126],{"categories":5006},[123],{"categories":5008},[114],{"categories":5010},[],{"categories":5012},[],{"categories":5014},[],{"categories":5016},[191],{"categories":5018},[123],{"categories":5020},[120],{"categories":5022},[120],{"categories":5024},[],{"categories":5026},[],{"categories":5028},[],{"categories":5030},[191],{"categories":5032},[120],{"categories":5034},[],{"categories":5036},[123],{"categories":5038},[120],{"categories":5040},[114],{"categories":5042},[],{"categories":5044},[],{"categories":5046},[191],{"categories":5048},[120],{"categories":5050},[154],{"categories":5052},[],{"categories":5054},[217],{"categories":5056},[154],{"categories":5058},[217],{"categories":5060},[194],{"categories":5062},[120],{"categories":5064},[120],{"categories":5066},[],{"categories":5068},[],{"categories":5070},[123],{"categories":5072},[],{"categories":5074},[120],{"categories":5076},[397],{"categories":5078},[120],{"categories":5080},[120],{"categories":5082},[120],{"categories":5084},[],{"categories":5086},[123],{"categories":5088},[120],{"categories":5090},[120],{"categories":5092},[],{"categories":5094},[123],{"categories":5096},[120],{"categories":5098},[154],{"categories":5100},[120],{"categories":5102},[217],{"categories":5104},[117],{"categories":5106},[120],{"categories":5108},[120],{"categories":5110},[123],{"categories":5112},[194],{"categories":5114},[123],{"categories":5116},[123],{"categories":5118},[],{"categories":5120},[],{"categories":5122},[120],{"categories":5124},[],{"categories":5126},[154],{"categories":5128},[117],{"categories":5130},[],{"categories":5132},[],{"categories":5134},[191],{"categories":5136},[114],{"categories":5138},[],{"categories":5140},[117],{"categories":5142},[217],{"categories":5144},[120],{"categories":5146},[60],{"categories":5148},[114],{"categories":5150},[194],{"categories":5152},[117],{"categories":5154},[60],{"categories":5156},[60],{"categories":5158},[],{"categories":5160},[120],{"categories":5162},[],{"categories":5164},[123],{"categories":5166},[114],{"categories":5168},[191],{"categories":5170},[120],{"categories":5172},[114],{"categories":5174},[123],{"categories":5176},[248],{"categories":5178},[120],{"categories":5180},[120],{"categories":5182},[120],{"categories":5184},[114],{"categories":5186},[194],{"categories":5188},[123],{"categories":5190},[],{"categories":5192},[120],{"categories":5194},[60],{"categories":5196},[154],{"categories":5198},[60],{"categories":5200},[120],{"categories":5202},[126],{"categories":5204},[],{"categories":5206},[191],{"categories":5208},[154],{"categories":5210},[114],{"categories":5212},[123],{"categories":5214},[120],{"categories":5216},[120],{"categories":5218},[123],{"categories":5220},[120],{"categories":5222},[120],{"categories":5224},[117],{"categories":5226},[123],{"categories":5228},[123,248],{"categories":5230},[123],{"categories":5232},[60],{"categories":5234},[120],{"categories":5236},[120],{"categories":5238},[194],{"categories":5240},[123],{"categories":5242},[217],{"categories":5244},[123],{"categories":5246},[117],{"categories":5248},[],{"categories":5250},[123],{"categories":5252},[120],{"categories":5254},[117],{"categories":5256},[],{"categories":5258},[],{"categories":5260},[60],{"categories":5262},[120],{"categories":5264},[120],{"categories":5266},[123],{"categories":5268},[194],{"categories":5270},[217],{"categories":5272},[120],{"categories":5274},[120],{"categories":5276},[123],{"categories":5278},[],{"categories":5280},[123],{"categories":5282},[154],{"categories":5284},[123],{"categories":5286},[],{"categories":5288},[154],{"categories":5290},[60],{"categories":5292},[2544],{"categories":5294},[114],{"categories":5296},[60],{"categories":5298},[120],{"categories":5300},[123],{"categories":5302},[120],{"categories":5304},[120],{"categories":5306},[217],{"categories":5308},[60],{"categories":5310},[],{"categories":5312},[154],{"categories":5314},[120],{"categories":5316},[],{"categories":5318},[123],{"categories":5320},[120],{"categories":5322},[120],{"categories":5324},[120],{"categories":5326},[123],{"categories":5328},[120],{"categories":5330},[120],{"categories":5332},[126],{"categories":5334},[123],{"categories":5336},[120],{"categories":5338},[120],{"categories":5340},[120],{"categories":5342},[120],{"categories":5344},[120],{"categories":5346},[120],{"categories":5348},[117],{"categories":5350},[],{"categories":5352},[126],{"categories":5354},[154],{"categories":5356},[123],{"categories":5358},[120],{"categories":5360},[60],{"categories":5362},[],{"categories":5364},[60],{"categories":5366},[60],{"categories":5368},[123],{"categories":5370},[60],{"categories":5372},[120],{"categories":5374},[120],{"categories":5376},[60],{"categories":5378},[120],{"categories":5380},[123],{"categories":5382},[154],{"categories":5384},[120],{"categories":5386},[120],{"categories":5388},[120],{"categories":5390},[117],{"categories":5392},[120],{"categories":5394},[123],{"categories":5396},[191],{"categories":5398},[],{"categories":5400},[120],{"categories":5402},[194],{"categories":5404},[123],{"categories":5406},[120],{"categories":5408},[],{"categories":5410},[120],{"categories":5412},[120],{"categories":5414},[154],{"categories":5416},[120],{"categories":5418},[120],{"categories":5420},[123],{"categories":5422},[217],{"categories":5424},[],{"categories":5426},[],{"categories":5428},[60],{"categories":5430},[154],{"categories":5432},[60],{"categories":5434},[154],{"categories":5436},[120],{"categories":5438},[217],{"categories":5440},[120],{"categories":5442},[114],{"categories":5444},[123],{"categories":5446},[120],{"categories":5448},[123],{"categories":5450},[123],{"categories":5452},[120],{"categories":5454},[117],{"categories":5456},[],{"categories":5458},[194],{"categories":5460},[120],{"categories":5462},[],{"categories":5464},[154],{"categories":5466},[120],{"categories":5468},[194],{"categories":5470},[120],{"categories":5472},[60],{"categories":5474},[60],{"categories":5476},[60],{"categories":5478},[123],{"categories":5480},[123],{"categories":5482},[123],{"categories":5484},[120],{"categories":5486},[120],{"categories":5488},[191],{"categories":5490},[194],{"categories":5492},[194],{"categories":5494},[],{"categories":5496},[154],{"categories":5498},[120],{"categories":5500},[120],{"categories":5502},[60],{"categories":5504},[],{"categories":5506},[154],{"categories":5508},[154],{"categories":5510},[154],{"categories":5512},[],{"categories":5514},[123],{"categories":5516},[120],{"categories":5518},[],{"categories":5520},[114],{"categories":5522},[117],{"categories":5524},[],{"categories":5526},[120],{"categories":5528},[120],{"categories":5530},[],{"categories":5532},[60],{"categories":5534},[],{"categories":5536},[],{"categories":5538},[],{"categories":5540},[],{"categories":5542},[120],{"categories":5544},[154],{"categories":5546},[],{"categories":5548},[],{"categories":5550},[120],{"categories":5552},[120],{"categories":5554},[120],{"categories":5556},[194],{"categories":5558},[120],{"categories":5560},[194],{"categories":5562},[],{"categories":5564},[194],{"categories":5566},[194],{"categories":5568},[248],{"categories":5570},[123],{"categories":5572},[60],{"categories":5574},[],{"categories":5576},[],{"categories":5578},[194],{"categories":5580},[60],{"categories":5582},[60],{"categories":5584},[60],{"categories":5586},[],{"categories":5588},[114],{"categories":5590},[60],{"categories":5592},[60],{"categories":5594},[114],{"categories":5596},[60],{"categories":5598},[117],{"categories":5600},[60],{"categories":5602},[60],{"categories":5604},[60],{"categories":5606},[194],{"categories":5608},[154],{"categories":5610},[154],{"categories":5612},[120],{"categories":5614},[60],{"categories":5616},[194],{"categories":5618},[248],{"categories":5620},[194],{"categories":5622},[194],{"categories":5624},[194],{"categories":5626},[],{"categories":5628},[117],{"categories":5630},[],{"categories":5632},[248],{"categories":5634},[60],{"categories":5636},[60],{"categories":5638},[60],{"categories":5640},[123],{"categories":5642},[154,117],{"categories":5644},[194],{"categories":5646},[],{"categories":5648},[],{"categories":5650},[194],{"categories":5652},[],{"categories":5654},[194],{"categories":5656},[154],{"categories":5658},[123],{"categories":5660},[],{"categories":5662},[60],{"categories":5664},[120],{"categories":5666},[191],{"categories":5668},[],{"categories":5670},[120],{"categories":5672},[],{"categories":5674},[154],{"categories":5676},[114],{"categories":5678},[194],{"categories":5680},[],{"categories":5682},[60],{"categories":5684},[154],[5686,5807,6003,6169],{"id":5687,"title":5688,"ai":5689,"body":5695,"categories":5785,"created_at":61,"date_modified":61,"description":53,"extension":62,"faq":61,"featured":63,"kicker_label":61,"meta":5786,"navigation":94,"path":5792,"published_at":5793,"question":61,"scraped_at":5794,"seo":5795,"sitemap":5796,"source_id":5797,"source_name":5798,"source_type":102,"source_url":5799,"stem":5800,"tags":5801,"thumbnail_url":61,"tldr":5804,"tweet":61,"unknown_tags":5805,"__hash__":5806},"summaries\u002Fsummaries\u002F70b3eeabc3c71e38-auditing-ai-built-products-the-6-pillars-of-produc-summary.md","Auditing AI-Built Products: The 6 Pillars of Production Readiness",{"provider":7,"model":5690,"input_tokens":5691,"output_tokens":5692,"processing_time_ms":5693,"cost_usd":5694},"google\u002Fgemini-3.1-flash-lite",4001,679,3968,0.00201875,{"type":14,"value":5696,"toc":5780},[5697,5701,5704,5708,5711,5752,5756,5759],[17,5698,5700],{"id":5699},"the-limitations-of-vibe-coding","The Limitations of Vibe Coding",[22,5702,5703],{},"While AI-driven development tools (vibe coding) excel at rapid prototyping and functional code generation, they lack the contextual experience to make high-level architectural decisions. An AI-built product may function perfectly in a demo environment while harboring critical vulnerabilities in security, performance, and long-term maintainability. The human developer's role shifts from writing code to acting as an architect and auditor, ensuring the system is robust enough for production.",[17,5705,5707],{"id":5706},"the-six-pillars-of-production-readiness","The Six Pillars of Production Readiness",[22,5709,5710],{},"To move beyond a \"working\" prototype to a production-grade SaaS, you must systematically audit your codebase against these six domains:",[5712,5713,5714,5722,5728,5734,5740,5746],"ul",{},[5715,5716,5717,5721],"li",{},[5718,5719,5720],"strong",{},"Security:"," AI often ignores edge cases in authentication and authorization. You must verify that sensitive data is encrypted, API keys are managed via environment variables (not hardcoded), and input sanitization is implemented to prevent injection attacks.",[5715,5723,5724,5727],{},[5718,5725,5726],{},"Architecture:"," AI-generated code often leads to monolithic, tightly coupled structures. Audit your project for modularity, ensuring that logic is separated from UI and that your database schema is normalized and scalable.",[5715,5729,5730,5733],{},[5718,5731,5732],{},"Performance:"," AI tools rarely optimize for latency or resource consumption. Check for inefficient database queries, missing indexes, and unoptimized asset loading that could degrade user experience as traffic scales.",[5715,5735,5736,5739],{},[5718,5737,5738],{},"Reliability:"," A \"working\" app is not a resilient one. Ensure you have proper error handling, retry logic for external API calls, and a strategy for handling state during failures.",[5715,5741,5742,5745],{},[5718,5743,5744],{},"Operations:"," You need observability. Ensure your application includes logging, monitoring, and alerting mechanisms so you can diagnose issues before users report them.",[5715,5747,5748,5751],{},[5718,5749,5750],{},"Compliance:"," Depending on your jurisdiction and data handling, ensure you are meeting basic requirements like GDPR, data retention policies, and secure cookie management.",[17,5753,5755],{"id":5754},"bridging-the-gap-with-strategic-prompting","Bridging the Gap with Strategic Prompting",[22,5757,5758],{},"Rather than asking an AI to \"build a feature,\" use targeted prompts to force the model to act as a senior engineer. When auditing, use prompts that require the AI to critique its own work:",[5712,5760,5761,5768,5774],{},[5715,5762,5763,5767],{},[5764,5765,5766],"em",{},"Security Prompt:"," \"Act as a security engineer. Audit this code for vulnerabilities, specifically looking for insecure direct object references (IDOR), hardcoded credentials, and lack of input validation.\"",[5715,5769,5770,5773],{},[5764,5771,5772],{},"Architecture Prompt:"," \"Refactor this component to follow the principle of separation of concerns. Decouple the business logic from the UI and suggest a more modular file structure.\"",[5715,5775,5776,5779],{},[5764,5777,5778],{},"Performance Prompt:"," \"Analyze this database interaction pattern. Identify potential N+1 query issues and suggest an optimized approach for handling high-volume data retrieval.\"",{"title":53,"searchDepth":54,"depth":54,"links":5781},[5782,5783,5784],{"id":5699,"depth":54,"text":5700},{"id":5706,"depth":54,"text":5707},{"id":5754,"depth":54,"text":5755},[60],{"content_references":5787,"triage":5788},[],{"relevance":5789,"novelty":91,"quality":91,"actionability":5789,"composite":5790,"reasoning":5791},5,4.55,"Category: Software Engineering. The article provides a comprehensive framework for auditing AI-built products, addressing critical pain points such as security and architecture that developers face when moving from prototype to production. It offers actionable steps across six domains, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F70b3eeabc3c71e38-auditing-ai-built-products-the-6-pillars-of-produc-summary","2026-06-29 19:48:11","2026-06-30 12:57:01",{"title":5688,"description":53},{"loc":5792},"70b3eeabc3c71e38","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fthe-most-frequent-killers-of-vibe-coded-products-61b58d218a7b?source=rss----5517fd7b58a6---4","summaries\u002F70b3eeabc3c71e38-auditing-ai-built-products-the-6-pillars-of-produc-summary",[5802,106,107,5803],"ai-tools","software-engineering","AI tools can generate functional code, but they lack the architectural foresight to ensure security, scalability, and reliability. Before shipping, you must manually audit your project across six critical domains to avoid catastrophic failure.",[5803],"JWReTKvI10h2KacDnAX3CP464MqbBvvPRKJF1L8V3tU",{"id":5808,"title":5809,"ai":5810,"body":5815,"categories":5936,"created_at":61,"date_modified":61,"description":53,"extension":62,"faq":61,"featured":63,"kicker_label":61,"meta":5937,"navigation":94,"path":5989,"published_at":5990,"question":61,"scraped_at":5991,"seo":5992,"sitemap":5993,"source_id":5994,"source_name":5995,"source_type":102,"source_url":5996,"stem":5997,"tags":5998,"thumbnail_url":61,"tldr":6000,"tweet":61,"unknown_tags":6001,"__hash__":6002},"summaries\u002Fsummaries\u002F0aec124c9827ed5d-shadow-ai-outruns-enterprise-policies-in-2026-summary.md","Shadow AI Outruns Enterprise Policies in 2026",{"provider":7,"model":8,"input_tokens":5811,"output_tokens":5812,"processing_time_ms":5813,"cost_usd":5814},8228,3205,46870,0.00322545,{"type":14,"value":5816,"toc":5929},[5817,5821,5824,5827,5830,5834,5837,5840,5843,5846,5849,5853,5856,5859,5862,5865,5869,5872,5878,5884,5887,5890,5893,5897],[17,5818,5820],{"id":5819},"shadow-ais-scale-dwarfs-policy-efforts","Shadow AI's Scale Dwarfs Policy Efforts",[22,5822,5823],{},"Employees adopt AI tools faster than governance can respond: 40-65% use unapproved AI per IBM and Netskope surveys, with 47% accessing via personal accounts and over half inputting sensitive data like source code, financials, and PII. Fewer than 20% see this as wrong—it's driven by productivity needs, not malice. Even when policies exist, 38% misunderstand them and 56% lack guidance; comprehension doesn't stop circumvention.",[22,5825,5826],{},"\"By the time a company’s legal team finishes drafting its generative AI acceptable use policy, a meaningful percentage of its engineers, analysts, and product managers have already moved past it. Not deliberately. Not maliciously. Just practically.\" This opening quote captures why shadow AI is the 2026 norm: tools like ChatGPT for debugging code or summarizing meetings deliver immediate wins policies can't match.",[22,5828,5829],{},"Samsung's 2023 incidents previewed this—engineers leaked semiconductor data in three cases post-ban lift, using a memo-based policy with no enforcement. Banning one tool just shifts to others, eroding visibility.",[17,5831,5833],{"id":5832},"breach-costs-and-data-flows-reveal-hidden-risks","Breach Costs and Data Flows Reveal Hidden Risks",[22,5835,5836],{},"Shadow AI inflates breaches: IBM's 2025 report shows $670k extra costs per incident, averaging $4.63M vs $3.96M standard, factoring in 1\u002F5 breaches with 65% PII compromise (vs 53% avg) and 40% IP theft (vs 33%). Netskope logs 223 GenAI violations\u002Fmonth avg, 2,100 for top quartile, with prompts up 500% to 18k\u002Fmonth.",[22,5838,5839],{},"Data leaked spans code, projections, PII, HR data, M&A intel. Law firms exposed privileged info; hospitals misapplied de-identification (HHS clarifies it fails HIPAA sans agreements). Competitive intel is routine: engineers summarize internal analyses, sales paste pricing models.",[22,5841,5842],{},"Agentic AI escalates: Gartner predicts 40% of apps with task-specific agents by 2026 (from \u003C5%), built via Copilot Studio or APIs without IT review. These chain CRM\u002Femail access, vulnerable to prompt injection (OWASP #1 risk).",[22,5844,5845],{},"\"A policy employees understand but routinely ignore is not a governance framework. It is a liability disclaimer.\" This underscores why 63% lack policies, 66% skip audits—AI enters via browsers\u002Fextensions, not procurement.",[22,5847,5848],{},"EU AI Act enforcement (Aug 2026 for high-risk) demands inventories shadow AI evades, risking 3% turnover fines.",[17,5850,5852],{"id":5851},"bans-backfire-provide-alternatives-to-win-compliance","Bans Backfire; Provide Alternatives to Win Compliance",[22,5854,5855],{},"90% block some AI, but substitution persists—personal data, mobiles bypass. 27% prefer unauthorized for better functionality; new hires factor AI access in job choice.",[22,5857,5858],{},"Procurement models fail; NIST's Govern\u002FMap\u002FMeasure\u002FManage assumes visibility most lack (108 known cloud services, 10x shadow). Effective orgs reframe to \"managed enablement\": tier tools (approved\u002Flimited\u002Fprohibited), classify data first, use real-time coaching over blocks.",[22,5860,5861],{},"CSA's discover\u002Fclassify\u002Fassess\u002Fcontrols\u002Fmonitor loop demands live inventories. When alternatives exist, shadow use drops sharply.",[22,5863,5864],{},"\"The goal is not to eliminate shadow AI through policy force. It is to make governed AI use easier than ungoverned AI use — so that the path of least resistance runs through the approved channel.\" This pivot prioritizes friction: warnings like \"PII detected, use enterprise tool\" guide at decision point.",[17,5866,5868],{"id":5867},"layered-tools-bridge-visibility-prevention-governance","Layered Tools Bridge Visibility, Prevention, Governance",[22,5870,5871],{},"Combine layers for coverage:",[22,5873,5874,5877],{},[5718,5875,5876],{},"Discovery\u002FVisibility:"," Netskope (network traffic, 65k apps); Nudge Security (OAuth\u002Femail maps, 200k apps, behavioral nudges); Microsoft Purview (M365\u002FAzure DSPM, browser DLP).",[22,5879,5880,5883],{},[5718,5881,5882],{},"DLP for AI:"," Nightfall (ML detectors for prompts\u002Fsessions, redaction); Cyberhaven (endpoint lineage); Lakera Guard (LLM guardrails vs injections).",[22,5885,5886],{},"Governance platforms (truncated) build atop these. Tradeoff: no single tool suffices; Microsoft excels in-ecosystem but needs supplements.",[22,5888,5889],{},"Only 37% have policies, per IBM—stack these for inventories, enforcement, coaching.",[22,5891,5892],{},"\"Employees running semiconductor source code through ChatGPT to debug errors... are acting exactly in company interests — trying to close tickets faster... The productivity pressure that drives shadow AI adoption is not a bug in the system. It is the system.\"",[17,5894,5896],{"id":5895},"key-takeaways","Key Takeaways",[5712,5898,5899,5902,5905,5908,5911,5914,5917,5920,5923,5926],{},[5715,5900,5901],{},"Inventory shadow AI first: Use Netskope\u002FNudge for real-time discovery; assume 10x unknown services.",[5715,5903,5904],{},"Classify data rigorously: Define \"sensitive\" for AI contexts; prerequisite for tiered tools.",[5715,5906,5907],{},"Tier approvals: Approved (no limits), limited (rules), prohibited—migrate shadow to governed paths.",[5715,5909,5910],{},"Deploy real-time DLP\u002Fcoaching: Nightfall\u002FPurview warn\u002Fblock PII at paste, not post-breach.",[5715,5912,5913],{},"Monitor agents: Gartner 40% trajectory demands OAuth\u002FAPI sprawl controls vs human-only models.",[5715,5915,5916],{},"Measure costs: Shadow AI adds $670k\u002Fbreach; track violations (223+\u002Fmonth baseline).",[5715,5918,5919],{},"Avoid bans: Provide superior enterprise alternatives; drops unauthorized use dramatically.",[5715,5921,5922],{},"Comply proactively: EU AI Act needs inventories by Aug 2026; 73% gaps in discovery.",[5715,5924,5925],{},"Quarterly reviews: Governance as ops, not docs—CSA continuous monitor.",[5715,5927,5928],{},"Stack layers: Visibility + DLP + platforms for full stack.",{"title":53,"searchDepth":54,"depth":54,"links":5930},[5931,5932,5933,5934,5935],{"id":5819,"depth":54,"text":5820},{"id":5832,"depth":54,"text":5833},{"id":5851,"depth":54,"text":5852},{"id":5867,"depth":54,"text":5868},{"id":5895,"depth":54,"text":5896},[248],{"content_references":5938,"triage":5986},[5939,5944,5948,5951,5955,5958,5962,5966,5969,5971,5974,5977,5980,5983],{"type":5940,"title":5941,"author":5942,"publisher":5942,"url":5943,"context":70},"report","2025 Cost of a Data Breach Report","IBM","https:\u002F\u002Fnewsroom.ibm.com\u002F2025-07-30-ibm-report-13-of-organizations-reported-breaches-of-ai-models-or-applications,-97-of-which-reported-lacking-proper-ai-access-controls",{"type":5940,"title":5945,"author":5946,"publisher":5946,"url":5947,"context":70},"Cloud and Threat Report 2026","Netskope","https:\u002F\u002Fwww.netskope.com\u002Fresources\u002Fcloud-and-threat-reports\u002Fcloud-and-threat-report-2026",{"type":67,"title":5949,"url":5950,"context":70},"Samsung semiconductor data leak","https:\u002F\u002Fwww.darkreading.com\u002Fvulnerabilities-threats\u002Fsamsung-engineers-sensitive-data-chatgpt-warnings-ai-use-workplace",{"type":5940,"title":5952,"publisher":5953,"url":5954,"context":70},"AI Risk Management Framework","NIST","https:\u002F\u002Fwww.nist.gov\u002Fitl\u002Fai-risk-management-framework",{"type":5940,"title":5956,"publisher":5953,"url":5957,"context":70},"2024 Generative AI Profile (NIST AI 600-1)","https:\u002F\u002Fnvlpubs.nist.gov\u002Fnistpubs\u002Fai\u002FNIST.AI.600-1.pdf",{"type":67,"title":5959,"publisher":5960,"url":5961,"context":70},"EU AI Act","European Commission","https:\u002F\u002Fdigital-strategy.ec.europa.eu\u002Fen\u002Fpolicies\u002Fregulatory-framework-ai",{"type":5940,"title":5963,"publisher":5964,"url":5965,"context":70},"OWASP Top 10 for LLMs (2025 edition)","OWASP","https:\u002F\u002Fowasp.org\u002Fwww-project-top-10-for-large-language-model-applications\u002F",{"type":67,"title":5967,"url":5968,"context":70},"Gartner forecasts on AI agents","https:\u002F\u002Fwww.gartner.com\u002Fen\u002Fnewsroom\u002Fpress-releases\u002F2025-08-26-gartner-predicts-40-percent-of-enterprise-apps-will-feature-task-specific-ai-agents-by-2026-up-from-less-than-5-percent-in-2025",{"type":72,"title":5946,"url":5970,"context":75},"https:\u002F\u002Fwww.netskope.com\u002F",{"type":72,"title":5972,"url":5973,"context":75},"Nudge Security","https:\u002F\u002Fwww.nudgesecurity.com\u002F",{"type":72,"title":5975,"url":5976,"context":75},"Microsoft Purview","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fsecurity\u002Fbusiness\u002Fmicrosoft-purview",{"type":72,"title":5978,"url":5979,"context":75},"Nightfall AI","https:\u002F\u002Fwww.nightfall.ai\u002F",{"type":72,"title":5981,"url":5982,"context":75},"Cyberhaven","https:\u002F\u002Fwww.cyberhaven.com\u002F",{"type":72,"title":5984,"url":5985,"context":75},"Lakera Guard","https:\u002F\u002Fwww.lakera.ai\u002F",{"relevance":90,"novelty":90,"quality":91,"actionability":54,"composite":5987,"reasoning":5988},3.05,"Category: Business & SaaS. The article discusses the challenges of shadow AI in enterprises, highlighting the gap between employee tool adoption and governance policies, which is relevant to product builders concerned with compliance and risk management. However, while it presents useful statistics and insights, it lacks specific actionable steps for addressing these issues.","\u002Fsummaries\u002F0aec124c9827ed5d-shadow-ai-outruns-enterprise-policies-in-2026-summary","2026-05-13 21:44:37","2026-05-13 23:00:23",{"title":5809,"description":53},{"loc":5989},"0aec124c9827ed5d","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F13\u002Fenterprise-ai-governance-in-2026-why-the-tools-employees-use-are-ahead-of-the-policies-that-cover-them\u002F","summaries\u002F0aec124c9827ed5d-shadow-ai-outruns-enterprise-policies-in-2026-summary",[5802,107,5999,106],"cloud","40-65% of employees use unapproved AI tools for productivity, exposing sensitive data; bans fail, so shift to tiered approvals and real-time DLP to channel usage into governed paths.",[],"N94-KlXbBNrZUuG0irKBVGMXYVtnbbIerVaco84w5LY",{"id":6004,"title":6005,"ai":6006,"body":6011,"categories":6146,"created_at":61,"date_modified":61,"description":53,"extension":62,"faq":61,"featured":63,"kicker_label":61,"meta":6147,"navigation":94,"path":6156,"published_at":6157,"question":61,"scraped_at":6158,"seo":6159,"sitemap":6160,"source_id":6161,"source_name":101,"source_type":102,"source_url":6162,"stem":6163,"tags":6164,"thumbnail_url":61,"tldr":6166,"tweet":61,"unknown_tags":6167,"__hash__":6168},"summaries\u002Fsummaries\u002Fde08772e10514e45-aiap-sso-for-agents-securing-explosive-nhi-growth-summary.md","AIAP: SSO for Agents Securing Explosive NHI Growth",{"provider":7,"model":8,"input_tokens":6007,"output_tokens":6008,"processing_time_ms":6009,"cost_usd":6010},8587,2194,11587,0.00252355,{"type":14,"value":6012,"toc":6139},[6013,6017,6020,6023,6026,6029,6033,6036,6039,6065,6068,6071,6074,6078,6081,6089,6092,6095,6099,6102,6105,6108,6110],[17,6014,6016],{"id":6015},"legacy-iam-breaks-on-agent-dynamics","Legacy IAM Breaks on Agent Dynamics",[22,6018,6019],{},"Traditional identity systems like Okta and Microsoft Entra centralized human SSO via SAML\u002FOAuth\u002FSCIM, decoupling apps from static credentials. They assumed bounded human intent, manageable identity counts, and clear attribution via login events. Agents shatter this: user-driven (on-behalf-of humans) inherit broad privileges causing rights inflation and attribution blur; autonomous (workload-driven) rely on long-lived secrets in code\u002Fconfig, amplifying compromise blast radius.",[22,6021,6022],{},"Key failure modes include non-deterministic chaining across sub-agents\u002FMCP servers\u002Fdownstream APIs, degrading chain-of-custody. A single prompt triggers cascades where accountability evaporates—e.g., who owns a database deletion? Enterprises face overprovisioning (full user rights), static API keys (unscalable rotation), or denial (zero utility). Shadow AI exacerbates: unmanaged agents spawn NHIs (OAuth apps, service accounts, keys) outside visibility, hitting 15,000+ entities in months per Astrix data. MCP standardizes tool access but normalizes secret leakage on endpoints.",[22,6024,6025],{},"\"Agents expose a structural mismatch in legacy IAM... agents can now plan, branch, and chain actions across multiple services at machine speed.\"",[22,6027,6028],{},"This forces governance from \"who\" (human) to \"why\" (intent) and \"how long\" (ephemeral), as agent populations explode exponentially vs. linear human growth.",[17,6030,6032],{"id":6031},"aiap-architecture-centralized-broker-for-zero-standing-privileges","AIAP Architecture: Centralized Broker for Zero Standing Privileges",[22,6034,6035],{},"AIAP acts as \"Okta + SailPoint for agents\" or agent firewalls—a broker layer standardizing access requests, translating prompts to policies, issuing task-scoped\u002Fephemeral creds, and enforcing runtime. Core: separate worker (agent), key (NHI\u002FMCP creds), and broker via intent-aware decisions.",[22,6037,6038],{},"Four phases enable deployment today:",[5712,6040,6041,6047,6053,6059],{},[5715,6042,6043,6046],{},[5718,6044,6045],{},"Phase 1: Discover\u002FInventory\u002FRegister",": EDR-driven agent scanning across endpoints\u002FSaaS\u002Fcloud; owner attestation prevents shadow sprawl.",[5715,6048,6049,6052],{},[5718,6050,6051],{},"Phase 2: Translate\u002FAuthorize (Intent Policy)",": Parse prompt intent to OPA-style policies; bind agent+user context (e.g., Aembit's \"Agent X for User Y\").",[5715,6054,6055,6058],{},[5718,6056,6057],{},"Phase 3: Broker\u002FInject",": Secretless token exchange\u002Fgateway; just-in-time creds never touch agent.",[5715,6060,6061,6064],{},[5718,6062,6063],{},"Phase 4: Watch\u002FTerminate (Runtime)",": Continuous enforcement, kill-switch on anomaly; ZSP shrinks replay\u002Fprivilege risks.",[22,6066,6067],{},"Identity chain: Agent → NHI\u002FMCP\u002FIDP → Enterprise system becomes auditable with permission blueprints, credential lineage. Tradeoffs: Adds latency for high-volume agents (mitigated by deterministic policies); requires agent redesign for broker compatibility vs. direct API calls.",[22,6069,6070],{},"\"Zero Standing Privileges is the execution model that makes everything else real: if access is always short-lived and task-scoped, then runtime enforcement becomes decisive (the “kill switch” is simply refusing to renew or revoking an ephemeral session).\"",[22,6072,6073],{},"SACR predicts 2026 shift: volume-driven, with AIAP converging fragmented market on visibility\u002Fenforcement\u002Fcontext.",[17,6075,6077],{"id":6076},"vendor-differentiation-and-deployment-patterns","Vendor Differentiation and Deployment Patterns",[22,6079,6080],{},"Market fragments on visibility (breadth\u002Fdepth beyond logs), enforcement (runtime \"why\"\u002Fintent), UX (user\u002Fagent context). SACR analyzed five vendors via briefings\u002Fdemos (unnamed in excerpt), evaluating phase coverage:",[5712,6082,6083,6086],{},[5715,6084,6085],{},"Strengths: Deep discovery (e.g., MCP risks in 5,200 servers per Astrix); intent-binding prevents inflation.",[5715,6087,6088],{},"Gaps: Incomplete runtime for agent-to-agent; siloed NHI\u002Fworkload.",[22,6090,6091],{},"Reference architecture: Assemble via centralized broker first (Phase 1-2), layer brokerage (3), runtime (4). Avoid all-in-one hype—mix for gaps, e.g., Aembit for user-driven binding, gateways for autonomous. Practitioners gain end-to-end today: register agents, policy-gate intents, inject short-lived creds, monitor chains.",[22,6093,6094],{},"\"The practical consequence is a fragile identity chain: Agent to NHI \u002F MCP to Enterprise system, where the agent’s autonomy is only as safe as the non-human identities (NHIs) and tool paths it can reach.\"",[17,6096,6098],{"id":6097},"forward-shifts-reshaping-control-planes","Forward Shifts Reshaping Control Planes",[22,6100,6101],{},"Watch: (1) Centralized brokers eliminate direct SaaS\u002Fcloud embeds; (2) Agent-to-agent protocols need delegation rules; (3) Unified layer merges NHI\u002Fworkload\u002Fagentic into dynamic access. Not incremental tooling—full re-platforming for machine-speed identities.",[22,6103,6104],{},"\"NEW-AAIP coincides with the rise of the centralized identity broker (“SSO for Agents”). Agents no longer connect directly to SaaS\u002Fcloud APIs with embedded credentials.\"",[22,6106,6107],{},"Risks persist in MCP pitfalls (spoofing, shadow servers) and autonomy vs. least-privilege tension—agents need runtime discovery, pushing overpermission unless intent-scoped.",[17,6109,5896],{"id":5895},[5712,6111,6112,6115,6118,6121,6124,6127,6130,6133,6136],{},[5715,6113,6114],{},"Inventory agents via EDR\u002Fattestation to baseline sprawl before exponential growth hits.",[5715,6116,6117],{},"Shift policies to intent + context (\"Agent X for User Y\") over standing entitlements.",[5715,6119,6120],{},"Implement ZSP with brokers\u002Fgateways: short-lived creds via token exchange, no embeds.",[5715,6122,6123],{},"Build runtime enforcement as kill-switch; audit full chains for attribution.",[5715,6125,6126],{},"Evaluate vendors on 4 phases—mix for coverage, prioritize visibility-to-runtime.",[5715,6128,6129],{},"Prepare for agent-to-agent governance and unified NHI layers by 2026.",[5715,6131,6132],{},"Mitigate shadow AI: Mandate registration, rotate NHIs aggressively.",[5715,6134,6135],{},"Use MCP cautiously—pair with identity gateways to avoid secret leakage.",[5715,6137,6138],{},"Trade broad permissions for scoped\u002Fephemeral to balance utility\u002Fsecurity.",{"title":53,"searchDepth":54,"depth":54,"links":6140},[6141,6142,6143,6144,6145],{"id":6015,"depth":54,"text":6016},{"id":6031,"depth":54,"text":6032},{"id":6076,"depth":54,"text":6077},{"id":6097,"depth":54,"text":6098},{"id":5895,"depth":54,"text":5896},[120],{"content_references":6148,"triage":6153},[6149],{"type":5940,"title":6150,"author":6151,"url":6152,"context":70},"State of MCP Server Security 2025: 5,200 Servers, Credential Risks, and an Open-Source Fix","Astrix","https:\u002F\u002Fastrix.security\u002Flearn\u002Fblog\u002Fstate-of-mcp-server-security-2025\u002F",{"relevance":91,"novelty":90,"quality":91,"actionability":90,"composite":6154,"reasoning":6155},3.6,"Category: AI & LLMs. The article discusses the challenges of legacy identity access management (IAM) systems in the context of AI agents, which is relevant to AI product builders. It provides insights into the evolving landscape of agent-driven access management, addressing a specific pain point regarding security and governance in AI applications. However, while it presents some actionable phases for implementation, it lacks detailed step-by-step guidance that would enhance its practical applicability.","\u002Fsummaries\u002Fde08772e10514e45-aiap-sso-for-agents-securing-explosive-nhi-growth-summary","2026-02-10 19:57:27","2026-04-16 02:57:42",{"title":6005,"description":53},{"loc":6156},"de08772e10514e45","https:\u002F\u002Fsoftwareanalyst.substack.com\u002Fp\u002Femerging-agentic-identity-access","summaries\u002Fde08772e10514e45-aiap-sso-for-agents-securing-explosive-nhi-growth-summary",[6165,107,5999,106],"agents","Legacy IAM crumbles under agentic workloads; AIAP brokers intent-driven, ephemeral access via 4 phases: discover\u002Fregister, translate\u002Fauthorize, broker\u002Finject, watch\u002Fterminate—closing fragile identity chains before 2026 explosion.",[],"OB9Uvujdjh3D1lhQRMGkfm6oD2WN3FZTaQ9DVjFRWZA",{"id":6170,"title":6171,"ai":6172,"body":6177,"categories":6214,"created_at":61,"date_modified":61,"description":53,"extension":62,"faq":61,"featured":63,"kicker_label":61,"meta":6215,"navigation":94,"path":6222,"published_at":61,"question":61,"scraped_at":6223,"seo":6224,"sitemap":6225,"source_id":6226,"source_name":101,"source_type":102,"source_url":6227,"stem":6228,"tags":6229,"thumbnail_url":61,"tldr":6230,"tweet":61,"unknown_tags":6231,"__hash__":6232},"summaries\u002Fsummaries\u002F3393634cd1348cbf-secretless-iam-secures-agentic-ai-workloads-summary.md","Secretless IAM Secures Agentic AI Workloads",{"provider":7,"model":8,"input_tokens":6173,"output_tokens":6174,"processing_time_ms":6175,"cost_usd":6176},5292,1832,13966,0.00146755,{"type":14,"value":6178,"toc":6209},[6179,6183,6186,6189,6193,6196,6199,6203,6206],[17,6180,6182],{"id":6181},"eliminate-secrets-for-ai-agents-with-identity-based-access","Eliminate Secrets for AI Agents with Identity-Based Access",[22,6184,6185],{},"Traditional human IAM fails for AI agents and workloads because agents aren't humans—they need continuous verification, runtime policies, and context-aware controls without stored secrets. Use secretless authentication: grant short-lived, just-in-time credentials based on unique agent identities (delegated, autonomous, or chained). This avoids bootstrap secrets, rotations, and leakage risks. Aembit brokers access across AWS, Azure, GCP, on-prem, and SaaS using standards like OAuth, OIDC, SPIFFE, Kerberos. Result: developers skip auth coding, security enables access confidently, and agents act autonomously without compromising environments.",[22,6187,6188],{},"Enforce per-task access dynamically—no scripts or manual workflows. Combine agent+user into blended identities for MCP servers, adding MFA-strength conditions like security posture, geography, or time windows. This delivers operational visibility: audit logs per agent identity (not hidden in user sessions) and a one-click kill switch to revoke access instantly.",[17,6190,6192],{"id":6191},"policy-driven-controls-accelerate-secure-ai-adoption","Policy-Driven Controls Accelerate Secure AI Adoption",[22,6194,6195],{},"Define granular policies for what AI agents access, enforced in real-time at the gateway with token exchange and credential isolation. Supports billions of transactions in complex enterprises, SOC2\u002FISO27001 compliant, SaaS-delivered without add-ons. For agentic AI hitting LLMs (OpenAI, Claude, Gemini), APIs, or tools, centralize control in one data plane—verify, monitor, revoke per agent.",[22,6197,6198],{},"Offload secret provisioning, rotations, and audits to cut developer overhead. Works for all workloads: multi-cloud, SaaS, on-prem. Gain audit-ready logs as a single intelligence source, preventing hidden AI actions via user delegation.",[17,6200,6202],{"id":6201},"case-studies-prove-fte-savings-and-speed-gains","Case Studies Prove FTE Savings and Speed Gains",[22,6204,6205],{},"Snowflake secured agentic workloads: saved 2 FTEs, cut 85% of credential issuance\u002Frotation\u002Faudits, added conditional policies and identity logging. Large retailer replaced HashiCorp Vault DIY: saved 3-5 FTEs, delivered 6 months early, streamlined management. Property firm hit 7-month ROI: no-code multi-cloud setup, no stored credentials, better troubleshooting logs. Red Cup IT deployed AI agents in customer envs: short-lived access reduced manual handling, extended controls to cloud\u002Fdesktop without disruption.",[22,6207,6208],{},"Testimonials confirm: Snowflake saved 5-10 hours\u002Fday automating processes; scales to enterprise zero trust for non-humans across clouds\u002Fcontainers\u002FAPIs\u002FSaaS.",{"title":53,"searchDepth":54,"depth":54,"links":6210},[6211,6212,6213],{"id":6181,"depth":54,"text":6182},{"id":6191,"depth":54,"text":6192},{"id":6201,"depth":54,"text":6202},[248],{"content_references":6216,"triage":6219},[6217],{"type":67,"title":6218,"url":6162,"context":82},"Emerging Agentic Identity Access",{"relevance":5789,"novelty":91,"quality":91,"actionability":91,"composite":6220,"reasoning":6221},4.35,"Category: AI Automation. The article provides a detailed approach to implementing secretless IAM for AI agents, addressing a specific pain point of managing credentials in AI workloads. It offers actionable insights on policy enforcement and real-time audits, which can be directly applied by developers and technical founders looking to enhance security in their AI products.","\u002Fsummaries\u002F3393634cd1348cbf-secretless-iam-secures-agentic-ai-workloads-summary","2026-04-15 15:28:19",{"title":6171,"description":53},{"loc":6222},"3393634cd1348cbf","https:\u002F\u002Faembit.io","summaries\u002F3393634cd1348cbf-secretless-iam-secures-agentic-ai-workloads-summary",[6165,107,5999,106],"Replace long-lived secrets with identity-based, short-lived access for AI agents using policy enforcement and real-time audits, saving 2-5 FTEs and cutting 85% of credential tasks per case studies.",[],"cUfPDwKWNEn5zYFJq89XFEoSGGHqqrSCpWWZhz-i6Iw"]