[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-99c2642bd0e0a793-teaching-ai-agents-product-design-standards-summary":3,"summaries-facets-categories":121,"summary-related-99c2642bd0e0a793-teaching-ai-agents-product-design-standards-summary":5625},{"id":4,"title":5,"ai":6,"body":13,"categories":81,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":86,"navigation":103,"path":104,"published_at":105,"question":83,"scraped_at":106,"seo":107,"sitemap":108,"source_id":109,"source_name":110,"source_type":111,"source_url":91,"stem":112,"tags":113,"thumbnail_url":83,"tldr":118,"tweet":83,"unknown_tags":119,"__hash__":120},"summaries\u002Fsummaries\u002F99c2642bd0e0a793-teaching-ai-agents-product-design-standards-summary.md","Teaching AI Agents Product Design Standards",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8678,689,4016,0.003203,{"type":14,"value":15,"toc":74},"minimark",[16,21,30,34,37,63,67],[17,18,20],"h2",{"id":19},"codifying-product-judgment","Codifying Product Judgment",[22,23,24,25,29],"p",{},"Coding agents often replicate existing UI patterns without understanding the underlying reasoning. Vercel addresses this by treating product decisions as first-class code, stored in the repository alongside implementation. The ",[26,27,28],"code",{},"product-design"," skill acts as a single entry point for agents, providing context on interaction patterns, copy, and interface quality. This system relies on a strict operating contract that prioritizes evidence over taste, requiring agents to identify the user's job, desired outcome, and success signals before proposing UI changes.",[17,31,33],{"id":32},"the-three-tiered-governance-model","The Three-Tiered Governance Model",[22,35,36],{},"Vercel uses a tiered approach to enforce design standards based on the complexity and determinism of the rule:",[38,39,40,48,57],"ol",{},[41,42,43,47],"li",{},[44,45,46],"strong",{},"Deterministic Linters:"," Rules that can be reliably checked (e.g., preferring radio buttons over selects for 2-3 options, or enforcing accessible names) are implemented as lint rules. These provide immediate, fast feedback to developers and agents.",[41,49,50,53,54,56],{},[44,51,52],{},"Agent Skills:"," For decisions requiring product context (e.g., destructive action patterns or state management), the ",[26,55,28],{}," skill provides prose-based guidance, examples, and decision records.",[41,58,59,62],{},[44,60,61],{},"Human-in-the-Loop Evidence:"," A weekly workflow aggregates Slack discussions, Figma files, and PR comments into a review packet. Humans then decide which patterns should be promoted to agent guidance, lint rules, or documented as 'coverage gaps' where standards do not yet exist.",[17,64,66],{"id":65},"implementation-strategy-for-teams","Implementation Strategy for Teams",[22,68,69,70,73],{},"To build a similar system, teams should start by identifying repeated review comments—such as those regarding error states or navigation—and documenting them using a structured template that includes rationale, evidence, and 'good\u002Fbad' examples. Crucially, teams must define explicit triggers in ",[26,71,72],{},"AGENTS.md"," to ensure the agent loads the skill at the right time. The system should separate routing (identifying the surface) from rules (the design standard) and evidence (the source of truth), ensuring that agents cite their sources when proposing changes. By keeping guidance current through a dedicated evidence-intake process, teams can scale their design standards without relying on tribal knowledge.",{"title":75,"searchDepth":76,"depth":76,"links":77},"",2,[78,79,80],{"id":19,"depth":76,"text":20},{"id":32,"depth":76,"text":33},{"id":65,"depth":76,"text":66},[82],"Design Systems for AI",null,"md",false,{"content_references":87,"triage":98},[88,93],{"type":89,"title":90,"url":91,"context":92},"tool","Vercel Agent","https:\u002F\u002Fvercel.com\u002Fblog\u002Fteaching-agents-product-design-at-vercel","mentioned",{"type":94,"title":95,"url":96,"context":97},"other","Next.js evals","https:\u002F\u002Fvercel.com\u002Fblog\u002Fagents-md-outperforms-skills-in-our-agent-evals","cited",{"relevance":99,"novelty":100,"quality":100,"actionability":100,"composite":101,"reasoning":102},5,4,4.35,"Category: Design Systems for AI. The article provides a detailed framework for integrating product design standards into AI agents, addressing the pain point of maintaining design quality and coherence in AI-generated outputs. It outlines a structured approach for teams to document design decisions, making it actionable for designers looking to implement similar systems.",true,"\u002Fsummaries\u002F99c2642bd0e0a793-teaching-ai-agents-product-design-standards-summary","2026-06-25 07:00:00","2026-06-29 14:44:45",{"title":5,"description":75},{"loc":104},"99c2642bd0e0a793","Vercel Blog","article","summaries\u002F99c2642bd0e0a793-teaching-ai-agents-product-design-standards-summary",[114,115,116,117],"ai-agents","design-systems","patterns","craft","Vercel treats product design decisions as code by embedding a 'product-design' skill in the repository, using linters for deterministic rules, and maintaining a human-in-the-loop evidence workflow to ensure agents understand the 'why' behind UI patterns.",[],"aYKDIpTwkqrUpwWYLAy5KqKYqyAQsnkhkd0NXEk1w-U",[122,125,128,131,134,137,139,141,144,146,148,150,152,155,157,159,161,163,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,201,204,206,208,210,212,214,216,218,220,222,224,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,258,260,262,264,266,268,270,272,274,276,278,280,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,342,344,346,348,350,352,354,356,358,361,363,365,367,369,371,373,375,377,379,381,383,386,388,390,392,394,396,398,400,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,450,452,454,457,459,461,463,465,467,469,471,473,475,477,479,481,483,486,488,490,492,494,496,498,500,502,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,742,744,746,748,751,753,755,757,759,761,763,765,767,769,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623],{"categories":123},[124],"Developer Productivity",{"categories":126},[127],"Business & SaaS",{"categories":129},[130],"AI & LLMs",{"categories":132},[133],"AI Automation",{"categories":135},[136],"Product Strategy",{"categories":138},[130],{"categories":140},[124],{"categories":142},[143],"Software Engineering",{"categories":145},[130],{"categories":147},[127],{"categories":149},[],{"categories":151},[130],{"categories":153},[154],"Inference & Serving",{"categories":156},[130],{"categories":158},[130],{"categories":160},[133],{"categories":162},[],{"categories":164},[165],"AI News & Trends",{"categories":167},[133],{"categories":169},[130],{"categories":171},[127],{"categories":173},[133],{"categories":175},[165],{"categories":177},[133],{"categories":179},[133],{"categories":181},[130],{"categories":183},[133],{"categories":185},[130],{"categories":187},[130],{"categories":189},[130],{"categories":191},[165],{"categories":193},[130],{"categories":195},[130],{"categories":197},[],{"categories":199},[200],"Design & Frontend",{"categories":202},[203],"Data Science & Visualization",{"categories":205},[165],{"categories":207},[130],{"categories":209},[130],{"categories":211},[],{"categories":213},[130],{"categories":215},[133],{"categories":217},[143],{"categories":219},[130],{"categories":221},[133],{"categories":223},[130],{"categories":225},[226],"Marketing & Growth",{"categories":228},[200],{"categories":230},[130],{"categories":232},[133],{"categories":234},[130],{"categories":236},[],{"categories":238},[],{"categories":240},[200],{"categories":242},[130],{"categories":244},[133],{"categories":246},[124],{"categories":248},[143],{"categories":250},[200],{"categories":252},[130],{"categories":254},[143],{"categories":256},[257],"DevOps & Cloud",{"categories":259},[133],{"categories":261},[136],{"categories":263},[165],{"categories":265},[130],{"categories":267},[],{"categories":269},[130],{"categories":271},[],{"categories":273},[133],{"categories":275},[143],{"categories":277},[],{"categories":279},[143],{"categories":281},[282],"Governance & Standards",{"categories":284},[127],{"categories":286},[],{"categories":288},[],{"categories":290},[130],{"categories":292},[130],{"categories":294},[133],{"categories":296},[130],{"categories":298},[130],{"categories":300},[133],{"categories":302},[130],{"categories":304},[130],{"categories":306},[130],{"categories":308},[],{"categories":310},[143],{"categories":312},[],{"categories":314},[],{"categories":316},[143],{"categories":318},[],{"categories":320},[143],{"categories":322},[130],{"categories":324},[130],{"categories":326},[226],{"categories":328},[130],{"categories":330},[200],{"categories":332},[200],{"categories":334},[130],{"categories":336},[143],{"categories":338},[133],{"categories":340},[341],"GovTech & Public-Sector Adoption",{"categories":343},[143],{"categories":345},[130],{"categories":347},[130],{"categories":349},[133],{"categories":351},[133],{"categories":353},[203],{"categories":355},[165],{"categories":357},[133],{"categories":359},[360],"Legal AI Tools",{"categories":362},[133],{"categories":364},[226],{"categories":366},[133],{"categories":368},[136],{"categories":370},[143],{"categories":372},[341],{"categories":374},[],{"categories":376},[133],{"categories":378},[],{"categories":380},[133],{"categories":382},[133],{"categories":384},[385],"RAG & Retrieval",{"categories":387},[127],{"categories":389},[130],{"categories":391},[143],{"categories":393},[257],{"categories":395},[200],{"categories":397},[130],{"categories":399},[],{"categories":401},[402],"Agents & Orchestration",{"categories":404},[143],{"categories":406},[130],{"categories":408},[],{"categories":410},[133],{"categories":412},[],{"categories":414},[130],{"categories":416},[],{"categories":418},[124],{"categories":420},[143],{"categories":422},[127],{"categories":424},[130],{"categories":426},[130],{"categories":428},[165],{"categories":430},[130],{"categories":432},[],{"categories":434},[130],{"categories":436},[],{"categories":438},[143],{"categories":440},[203],{"categories":442},[],{"categories":444},[130],{"categories":446},[200],{"categories":448},[449],"Models & Frontier Labs",{"categories":451},[],{"categories":453},[200],{"categories":455},[456],"Regulation & Governance of AI",{"categories":458},[133],{"categories":460},[],{"categories":462},[130],{"categories":464},[130],{"categories":466},[133],{"categories":468},[165],{"categories":470},[127],{"categories":472},[130],{"categories":474},[],{"categories":476},[143],{"categories":478},[133],{"categories":480},[130],{"categories":482},[136],{"categories":484},[485],"AI Policy & Regulation",{"categories":487},[],{"categories":489},[130],{"categories":491},[136],{"categories":493},[133],{"categories":495},[130],{"categories":497},[133],{"categories":499},[],{"categories":501},[203],{"categories":503},[504],"Evals & Reliability",{"categories":506},[130],{"categories":508},[],{"categories":510},[124],{"categories":512},[341],{"categories":514},[485],{"categories":516},[130],{"categories":518},[127],{"categories":520},[130],{"categories":522},[133],{"categories":524},[130],{"categories":526},[133],{"categories":528},[402],{"categories":530},[130],{"categories":532},[143],{"categories":534},[130],{"categories":536},[],{"categories":538},[],{"categories":540},[130],{"categories":542},[341],{"categories":544},[130],{"categories":546},[130],{"categories":548},[],{"categories":550},[200],{"categories":552},[],{"categories":554},[130],{"categories":556},[],{"categories":558},[133],{"categories":560},[130],{"categories":562},[200],{"categories":564},[],{"categories":566},[130],{"categories":568},[133],{"categories":570},[130],{"categories":572},[127],{"categories":574},[133],{"categories":576},[130],{"categories":578},[130],{"categories":580},[143],{"categories":582},[200],{"categories":584},[133],{"categories":586},[],{"categories":588},[143],{"categories":590},[133],{"categories":592},[],{"categories":594},[165],{"categories":596},[],{"categories":598},[130],{"categories":600},[130],{"categories":602},[127,226],{"categories":604},[],{"categories":606},[130],{"categories":608},[130],{"categories":610},[133],{"categories":612},[],{"categories":614},[],{"categories":616},[130],{"categories":618},[200],{"categories":620},[130],{"categories":622},[],{"categories":624},[130],{"categories":626},[257],{"categories":628},[],{"categories":630},[133],{"categories":632},[165],{"categories":634},[130],{"categories":636},[200],{"categories":638},[],{"categories":640},[165],{"categories":642},[130],{"categories":644},[154],{"categories":646},[130],{"categories":648},[133],{"categories":650},[165],{"categories":652},[449],{"categories":654},[130],{"categories":656},[226],{"categories":658},[],{"categories":660},[133],{"categories":662},[127],{"categories":664},[143],{"categories":666},[130],{"categories":668},[133],{"categories":670},[],{"categories":672},[130,257],{"categories":674},[130],{"categories":676},[130],{"categories":678},[130],{"categories":680},[133],{"categories":682},[130,143],{"categories":684},[203],{"categories":686},[130],{"categories":688},[130],{"categories":690},[143],{"categories":692},[133],{"categories":694},[485],{"categories":696},[226],{"categories":698},[133],{"categories":700},[130],{"categories":702},[130],{"categories":704},[133],{"categories":706},[],{"categories":708},[402],{"categories":710},[133],{"categories":712},[130],{"categories":714},[130,127],{"categories":716},[127],{"categories":718},[],{"categories":720},[200],{"categories":722},[200],{"categories":724},[130],{"categories":726},[],{"categories":728},[],{"categories":730},[165],{"categories":732},[],{"categories":734},[124],{"categories":736},[130],{"categories":738},[143],{"categories":740},[741],"Generative UI & Design-to-Code",{"categories":743},[130],{"categories":745},[200],{"categories":747},[130],{"categories":749},[750],"Algorithmic Accountability",{"categories":752},[133],{"categories":754},[143],{"categories":756},[165],{"categories":758},[200],{"categories":760},[],{"categories":762},[130],{"categories":764},[130],{"categories":766},[130],{"categories":768},[133],{"categories":770},[771],"MLOps & Infrastructure",{"categories":773},[130],{"categories":775},[130],{"categories":777},[130],{"categories":779},[130],{"categories":781},[165],{"categories":783},[124],{"categories":785},[130],{"categories":787},[133],{"categories":789},[257],{"categories":791},[130],{"categories":793},[200],{"categories":795},[130],{"categories":797},[133],{"categories":799},[],{"categories":801},[],{"categories":803},[154],{"categories":805},[200],{"categories":807},[165],{"categories":809},[203],{"categories":811},[],{"categories":813},[130],{"categories":815},[130],{"categories":817},[127],{"categories":819},[130],{"categories":821},[130],{"categories":823},[130],{"categories":825},[165],{"categories":827},[154],{"categories":829},[130],{"categories":831},[200],{"categories":833},[],{"categories":835},[133],{"categories":837},[143],{"categories":839},[],{"categories":841},[130],{"categories":843},[130],{"categories":845},[133],{"categories":847},[143],{"categories":849},[130],{"categories":851},[203],{"categories":853},[],{"categories":855},[130],{"categories":857},[],{"categories":859},[130],{"categories":861},[],{"categories":863},[136],{"categories":865},[127],{"categories":867},[133],{"categories":869},[133],{"categories":871},[],{"categories":873},[124],{"categories":875},[130],{"categories":877},[127],{"categories":879},[165],{"categories":881},[124],{"categories":883},[],{"categories":885},[130],{"categories":887},[],{"categories":889},[],{"categories":891},[165],{"categories":893},[165],{"categories":895},[],{"categories":897},[402],{"categories":899},[130],{"categories":901},[200],{"categories":903},[143],{"categories":905},[],{"categories":907},[360],{"categories":909},[127],{"categories":911},[],{"categories":913},[],{"categories":915},[124],{"categories":917},[203],{"categories":919},[],{"categories":921},[226],{"categories":923},[133],{"categories":925},[127],{"categories":927},[133],{"categories":929},[127],{"categories":931},[143],{"categories":933},[],{"categories":935},[154],{"categories":937},[136],{"categories":939},[130],{"categories":941},[200],{"categories":943},[143],{"categories":945},[127],{"categories":947},[130],{"categories":949},[133],{"categories":951},[127],{"categories":953},[130],{"categories":955},[],{"categories":957},[],{"categories":959},[143],{"categories":961},[203],{"categories":963},[136],{"categories":965},[130],{"categories":967},[133],{"categories":969},[130],{"categories":971},[],{"categories":973},[165],{"categories":975},[136],{"categories":977},[130],{"categories":979},[504],{"categories":981},[257],{"categories":983},[],{"categories":985},[133],{"categories":987},[],{"categories":989},[124],{"categories":991},[],{"categories":993},[130],{"categories":995},[130],{"categories":997},[200],{"categories":999},[226],{"categories":1001},[143],{"categories":1003},[133],{"categories":1005},[],{"categories":1007},[143],{"categories":1009},[124],{"categories":1011},[],{"categories":1013},[165],{"categories":1015},[130,257],{"categories":1017},[82],{"categories":1019},[130],{"categories":1021},[165],{"categories":1023},[130],{"categories":1025},[130],{"categories":1027},[127],{"categories":1029},[130],{"categories":1031},[],{"categories":1033},[130],{"categories":1035},[127],{"categories":1037},[130],{"categories":1039},[],{"categories":1041},[133],{"categories":1043},[143],{"categories":1045},[143],{"categories":1047},[200],{"categories":1049},[165],{"categories":1051},[203],{"categories":1053},[130],{"categories":1055},[124],{"categories":1057},[485],{"categories":1059},[130],{"categories":1061},[133],{"categories":1063},[130],{"categories":1065},[143],{"categories":1067},[143],{"categories":1069},[],{"categories":1071},[],{"categories":1073},[133],{"categories":1075},[136],{"categories":1077},[],{"categories":1079},[130],{"categories":1081},[],{"categories":1083},[200],{"categories":1085},[133],{"categories":1087},[143],{"categories":1089},[200],{"categories":1091},[130],{"categories":1093},[200],{"categories":1095},[],{"categories":1097},[],{"categories":1099},[165],{"categories":1101},[133],{"categories":1103},[133],{"categories":1105},[130],{"categories":1107},[130],{"categories":1109},[130],{"categories":1111},[127],{"categories":1113},[130],{"categories":1115},[130],{"categories":1117},[],{"categories":1119},[143],{"categories":1121},[143],{"categories":1123},[130],{"categories":1125},[143],{"categories":1127},[127],{"categories":1129},[],{"categories":1131},[130],{"categories":1133},[130],{"categories":1135},[130],{"categories":1137},[133],{"categories":1139},[124],{"categories":1141},[127],{"categories":1143},[165],{"categories":1145},[133],{"categories":1147},[154],{"categories":1149},[226],{"categories":1151},[130],{"categories":1153},[133],{"categories":1155},[],{"categories":1157},[200],{"categories":1159},[],{"categories":1161},[130],{"categories":1163},[130],{"categories":1165},[],{"categories":1167},[143],{"categories":1169},[127],{"categories":1171},[1172],"Visual & Generative Media",{"categories":1174},[133],{"categories":1176},[],{"categories":1178},[130],{"categories":1180},[130],{"categories":1182},[257],{"categories":1184},[203],{"categories":1186},[485],{"categories":1188},[143],{"categories":1190},[226],{"categories":1192},[130],{"categories":1194},[200],{"categories":1196},[130],{"categories":1198},[143],{"categories":1200},[133],{"categories":1202},[],{"categories":1204},[],{"categories":1206},[133],{"categories":1208},[124],{"categories":1210},[133],{"categories":1212},[449],{"categories":1214},[130],{"categories":1216},[136],{"categories":1218},[127],{"categories":1220},[],{"categories":1222},[130],{"categories":1224},[136],{"categories":1226},[130],{"categories":1228},[130],{"categories":1230},[130],{"categories":1232},[130],{"categories":1234},[130],{"categories":1236},[226],{"categories":1238},[130],{"categories":1240},[402],{"categories":1242},[130],{"categories":1244},[130],{"categories":1246},[130],{"categories":1248},[130],{"categories":1250},[130],{"categories":1252},[200],{"categories":1254},[133],{"categories":1256},[],{"categories":1258},[133],{"categories":1260},[],{"categories":1262},[257],{"categories":1264},[143],{"categories":1266},[],{"categories":1268},[449],{"categories":1270},[133],{"categories":1272},[130],{"categories":1274},[200,130],{"categories":1276},[124],{"categories":1278},[],{"categories":1280},[130],{"categories":1282},[124],{"categories":1284},[1285],"Medical Imaging & Radiology",{"categories":1287},[200],{"categories":1289},[133],{"categories":1291},[143],{"categories":1293},[],{"categories":1295},[130],{"categories":1297},[130],{"categories":1299},[130],{"categories":1301},[],{"categories":1303},[],{"categories":1305},[130],{"categories":1307},[402],{"categories":1309},[130],{"categories":1311},[124],{"categories":1313},[130],{"categories":1315},[130],{"categories":1317},[],{"categories":1319},[133],{"categories":1321},[130],{"categories":1323},[136],{"categories":1325},[143],{"categories":1327},[130],{"categories":1329},[402],{"categories":1331},[130],{"categories":1333},[133],{"categories":1335},[130],{"categories":1337},[200],{"categories":1339},[133],{"categories":1341},[257],{"categories":1343},[200],{"categories":1345},[127],{"categories":1347},[133],{"categories":1349},[130],{"categories":1351},[130],{"categories":1353},[130],{"categories":1355},[133],{"categories":1357},[143],{"categories":1359},[130],{"categories":1361},[136],{"categories":1363},[],{"categories":1365},[165],{"categories":1367},[],{"categories":1369},[136],{"categories":1371},[133],{"categories":1373},[82],{"categories":1375},[82],{"categories":1377},[200],{"categories":1379},[130],{"categories":1381},[130],{"categories":1383},[133],{"categories":1385},[143],{"categories":1387},[200],{"categories":1389},[133],{"categories":1391},[165],{"categories":1393},[],{"categories":1395},[130],{"categories":1397},[],{"categories":1399},[130],{"categories":1401},[130],{"categories":1403},[1404],"Contract Review & E-Discovery",{"categories":1406},[200],{"categories":1408},[130],{"categories":1410},[124],{"categories":1412},[165],{"categories":1414},[130],{"categories":1416},[130],{"categories":1418},[226],{"categories":1420},[130],{"categories":1422},[130],{"categories":1424},[133],{"categories":1426},[133],{"categories":1428},[750],{"categories":1430},[133],{"categories":1432},[402],{"categories":1434},[130],{"categories":1436},[130],{"categories":1438},[133],{"categories":1440},[130],{"categories":1442},[402],{"categories":1444},[385],{"categories":1446},[130],{"categories":1448},[133],{"categories":1450},[130],{"categories":1452},[1453],"Law-Firm Practice & Adoption",{"categories":1455},[130],{"categories":1457},[133],{"categories":1459},[200],{"categories":1461},[130],{"categories":1463},[130],{"categories":1465},[],{"categories":1467},[],{"categories":1469},[143],{"categories":1471},[],{"categories":1473},[124],{"categories":1475},[257],{"categories":1477},[130],{"categories":1479},[],{"categories":1481},[124],{"categories":1483},[127],{"categories":1485},[130],{"categories":1487},[226],{"categories":1489},[],{"categories":1491},[127],{"categories":1493},[127],{"categories":1495},[],{"categories":1497},[130],{"categories":1499},[130],{"categories":1501},[143],{"categories":1503},[],{"categories":1505},[],{"categories":1507},[],{"categories":1509},[],{"categories":1511},[130],{"categories":1513},[133],{"categories":1515},[257],{"categories":1517},[130],{"categories":1519},[124],{"categories":1521},[143],{"categories":1523},[130],{"categories":1525},[130],{"categories":1527},[143],{"categories":1529},[136],{"categories":1531},[130],{"categories":1533},[771],{"categories":1535},[130],{"categories":1537},[226],{"categories":1539},[143],{"categories":1541},[127],{"categories":1543},[130],{"categories":1545},[130],{"categories":1547},[200],{"categories":1549},[130],{"categories":1551},[130],{"categories":1553},[130],{"categories":1555},[133],{"categories":1557},[130,124],{"categories":1559},[402],{"categories":1561},[130],{"categories":1563},[143],{"categories":1565},[143],{"categories":1567},[200],{"categories":1569},[133],{"categories":1571},[143],{"categories":1573},[130],{"categories":1575},[130],{"categories":1577},[],{"categories":1579},[],{"categories":1581},[130],{"categories":1583},[],{"categories":1585},[130],{"categories":1587},[143],{"categories":1589},[203],{"categories":1591},[165],{"categories":1593},[200],{"categories":1595},[130],{"categories":1597},[143],{"categories":1599},[],{"categories":1601},[133],{"categories":1603},[130],{"categories":1605},[130],{"categories":1607},[130],{"categories":1609},[130],{"categories":1611},[],{"categories":1613},[133],{"categories":1615},[130],{"categories":1617},[130],{"categories":1619},[],{"categories":1621},[133],{"categories":1623},[130],{"categories":1625},[127],{"categories":1627},[130],{"categories":1629},[],{"categories":1631},[124],{"categories":1633},[130],{"categories":1635},[200],{"categories":1637},[143],{"categories":1639},[130],{"categories":1641},[124],{"categories":1643},[130],{"categories":1645},[143],{"categories":1647},[226],{"categories":1649},[133],{"categories":1651},[133],{"categories":1653},[130,200],{"categories":1655},[130],{"categories":1657},[165],{"categories":1659},[130],{"categories":1661},[165],{"categories":1663},[133],{"categories":1665},[200],{"categories":1667},[],{"categories":1669},[143],{"categories":1671},[257],{"categories":1673},[200],{"categories":1675},[143],{"categories":1677},[130],{"categories":1679},[136],{"categories":1681},[130],{"categories":1683},[133],{"categories":1685},[],{"categories":1687},[],{"categories":1689},[],{"categories":1691},[],{"categories":1693},[136],{"categories":1695},[143],{"categories":1697},[130],{"categories":1699},[133],{"categories":1701},[133],{"categories":1703},[127],{"categories":1705},[133],{"categories":1707},[257],{"categories":1709},[130],{"categories":1711},[130],{"categories":1713},[154],{"categories":1715},[402],{"categories":1717},[130],{"categories":1719},[133],{"categories":1721},[130],{"categories":1723},[130],{"categories":1725},[360],{"categories":1727},[750],{"categories":1729},[],{"categories":1731},[200],{"categories":1733},[1453],{"categories":1735},[143],{"categories":1737},[],{"categories":1739},[],{"categories":1741},[133],{"categories":1743},[],{"categories":1745},[],{"categories":1747},[226],{"categories":1749},[226],{"categories":1751},[133],{"categories":1753},[143],{"categories":1755},[],{"categories":1757},[130],{"categories":1759},[130],{"categories":1761},[143],{"categories":1763},[1404],{"categories":1765},[200],{"categories":1767},[200],{"categories":1769},[130],{"categories":1771},[133],{"categories":1773},[124],{"categories":1775},[130],{"categories":1777},[130],{"categories":1779},[200],{"categories":1781},[200],{"categories":1783},[133],{"categories":1785},[133],{"categories":1787},[130],{"categories":1789},[],{"categories":1791},[130],{"categories":1793},[],{"categories":1795},[1796],"Interaction & Product Design",{"categories":1798},[130],{"categories":1800},[133],{"categories":1802},[282],{"categories":1804},[165],{"categories":1806},[143],{"categories":1808},[130],{"categories":1810},[143],{"categories":1812},[124],{"categories":1814},[130],{"categories":1816},[],{"categories":1818},[133],{"categories":1820},[133],{"categories":1822},[],{"categories":1824},[143],{"categories":1826},[130],{"categories":1828},[124],{"categories":1830},[1796],{"categories":1832},[130],{"categories":1834},[124],{"categories":1836},[124],{"categories":1838},[],{"categories":1840},[143],{"categories":1842},[],{"categories":1844},[133],{"categories":1846},[165],{"categories":1848},[130],{"categories":1850},[133],{"categories":1852},[130],{"categories":1854},[133],{"categories":1856},[130],{"categories":1858},[165],{"categories":1860},[203],{"categories":1862},[130],{"categories":1864},[136],{"categories":1866},[143],{"categories":1868},[1869],"Coding Agents & Dev Productivity",{"categories":1871},[165],{"categories":1873},[200],{"categories":1875},[],{"categories":1877},[750],{"categories":1879},[],{"categories":1881},[130],{"categories":1883},[130],{"categories":1885},[165],{"categories":1887},[],{"categories":1889},[],{"categories":1891},[],{"categories":1893},[133],{"categories":1895},[130],{"categories":1897},[],{"categories":1899},[143],{"categories":1901},[143],{"categories":1903},[130],{"categories":1905},[203],{"categories":1907},[],{"categories":1909},[130],{"categories":1911},[130],{"categories":1913},[130],{"categories":1915},[203],{"categories":1917},[143],{"categories":1919},[],{"categories":1921},[],{"categories":1923},[133],{"categories":1925},[133],{"categories":1927},[341],{"categories":1929},[143],{"categories":1931},[143],{"categories":1933},[133],{"categories":1935},[165],{"categories":1937},[165],{"categories":1939},[133],{"categories":1941},[133],{"categories":1943},[130],{"categories":1945},[124],{"categories":1947},[1796],{"categories":1949},[130,257],{"categories":1951},[],{"categories":1953},[200],{"categories":1955},[143],{"categories":1957},[124],{"categories":1959},[130],{"categories":1961},[133],{"categories":1963},[1964],"The Designer's Role & Craft",{"categories":1966},[200],{"categories":1968},[],{"categories":1970},[133],{"categories":1972},[130],{"categories":1974},[133],{"categories":1976},[133],{"categories":1978},[130],{"categories":1980},[226],{"categories":1982},[130],{"categories":1984},[143],{"categories":1986},[200],{"categories":1988},[130],{"categories":1990},[],{"categories":1992},[133],{"categories":1994},[200],{"categories":1996},[130],{"categories":1998},[130],{"categories":2000},[2001],"AI UX Patterns",{"categories":2003},[133],{"categories":2005},[133],{"categories":2007},[133],{"categories":2009},[133],{"categories":2011},[226],{"categories":2013},[203],{"categories":2015},[130],{"categories":2017},[133],{"categories":2019},[130],{"categories":2021},[82],{"categories":2023},[],{"categories":2025},[226],{"categories":2027},[165],{"categories":2029},[143],{"categories":2031},[130],{"categories":2033},[133],{"categories":2035},[],{"categories":2037},[],{"categories":2039},[130],{"categories":2041},[133],{"categories":2043},[130],{"categories":2045},[133],{"categories":2047},[341],{"categories":2049},[200],{"categories":2051},[165],{"categories":2053},[143],{"categories":2055},[130],{"categories":2057},[133],{"categories":2059},[133],{"categories":2061},[],{"categories":2063},[130],{"categories":2065},[],{"categories":2067},[],{"categories":2069},[130],{"categories":2071},[130],{"categories":2073},[133],{"categories":2075},[143],{"categories":2077},[],{"categories":2079},[],{"categories":2081},[203],{"categories":2083},[154],{"categories":2085},[130],{"categories":2087},[203],{"categories":2089},[165],{"categories":2091},[130],{"categories":2093},[130],{"categories":2095},[133],{"categories":2097},[133],{"categories":2099},[130],{"categories":2101},[133],{"categories":2103},[],{"categories":2105},[],{"categories":2107},[130],{"categories":2109},[257],{"categories":2111},[130],{"categories":2113},[],{"categories":2115},[],{"categories":2117},[200],{"categories":2119},[771],{"categories":2121},[133],{"categories":2123},[124],{"categories":2125},[1964],{"categories":2127},[],{"categories":2129},[],{"categories":2131},[130],{"categories":2133},[],{"categories":2135},[],{"categories":2137},[143],{"categories":2139},[165],{"categories":2141},[226],{"categories":2143},[127],{"categories":2145},[130],{"categories":2147},[130],{"categories":2149},[127],{"categories":2151},[],{"categories":2153},[200],{"categories":2155},[130],{"categories":2157},[133],{"categories":2159},[127],{"categories":2161},[130],{"categories":2163},[130],{"categories":2165},[124],{"categories":2167},[130],{"categories":2169},[],{"categories":2171},[124],{"categories":2173},[130],{"categories":2175},[226],{"categories":2177},[133],{"categories":2179},[165],{"categories":2181},[130],{"categories":2183},[127],{"categories":2185},[130],{"categories":2187},[130],{"categories":2189},[130],{"categories":2191},[133],{"categories":2193},[],{"categories":2195},[130],{"categories":2197},[143],{"categories":2199},[124],{"categories":2201},[130],{"categories":2203},[130],{"categories":2205},[],{"categories":2207},[402],{"categories":2209},[165],{"categories":2211},[130],{"categories":2213},[130],{"categories":2215},[],{"categories":2217},[127],{"categories":2219},[127],{"categories":2221},[130],{"categories":2223},[130],{"categories":2225},[136],{"categories":2227},[130],{"categories":2229},[130],{"categories":2231},[143],{"categories":2233},[143],{"categories":2235},[130],{"categories":2237},[],{"categories":2239},[143],{"categories":2241},[130],{"categories":2243},[485],{"categories":2245},[],{"categories":2247},[],{"categories":2249},[130],{"categories":2251},[165],{"categories":2253},[],{"categories":2255},[257],{"categories":2257},[130],{"categories":2259},[130],{"categories":2261},[200],{"categories":2263},[741],{"categories":2265},[],{"categories":2267},[130],{"categories":2269},[143],{"categories":2271},[130],{"categories":2273},[130],{"categories":2275},[130,257],{"categories":2277},[130],{"categories":2279},[130],{"categories":2281},[200],{"categories":2283},[133],{"categories":2285},[],{"categories":2287},[133],{"categories":2289},[133],{"categories":2291},[130],{"categories":2293},[130],{"categories":2295},[130],{"categories":2297},[203],{"categories":2299},[130],{"categories":2301},[2001],{"categories":2303},[124],{"categories":2305},[203],{"categories":2307},[124],{"categories":2309},[143],{"categories":2311},[200],{"categories":2313},[133],{"categories":2315},[130],{"categories":2317},[],{"categories":2319},[130],{"categories":2321},[165],{"categories":2323},[130],{"categories":2325},[133],{"categories":2327},[130],{"categories":2329},[130],{"categories":2331},[127],{"categories":2333},[],{"categories":2335},[257],{"categories":2337},[130],{"categories":2339},[341],{"categories":2341},[200],{"categories":2343},[200],{"categories":2345},[143],{"categories":2347},[133],{"categories":2349},[130],{"categories":2351},[127],{"categories":2353},[165],{"categories":2355},[130],{"categories":2357},[200],{"categories":2359},[133],{"categories":2361},[130],{"categories":2363},[130],{"categories":2365},[449],{"categories":2367},[],{"categories":2369},[130],{"categories":2371},[130],{"categories":2373},[130],{"categories":2375},[],{"categories":2377},[],{"categories":2379},[130],{"categories":2381},[130],{"categories":2383},[130],{"categories":2385},[130],{"categories":2387},[143],{"categories":2389},[130],{"categories":2391},[130],{"categories":2393},[133],{"categories":2395},[130],{"categories":2397},[130],{"categories":2399},[130],{"categories":2401},[130],{"categories":2403},[],{"categories":2405},[203],{"categories":2407},[130],{"categories":2409},[133],{"categories":2411},[130],{"categories":2413},[],{"categories":2415},[],{"categories":2417},[130],{"categories":2419},[130],{"categories":2421},[130],{"categories":2423},[165],{"categories":2425},[],{"categories":2427},[130],{"categories":2429},[200],{"categories":2431},[130],{"categories":2433},[257],{"categories":2435},[1453],{"categories":2437},[165],{"categories":2439},[143],{"categories":2441},[143],{"categories":2443},[143],{"categories":2445},[165],{"categories":2447},[165],{"categories":2449},[257],{"categories":2451},[],{"categories":2453},[165],{"categories":2455},[130],{"categories":2457},[124],{"categories":2459},[143],{"categories":2461},[130],{"categories":2463},[165],{"categories":2465},[],{"categories":2467},[130],{"categories":2469},[143],{"categories":2471},[203],{"categories":2473},[130],{"categories":2475},[165],{"categories":2477},[130],{"categories":2479},[143],{"categories":2481},[133],{"categories":2483},[165],{"categories":2485},[133],{"categories":2487},[257],{"categories":2489},[133],{"categories":2491},[130],{"categories":2493},[130],{"categories":2495},[143],{"categories":2497},[130],{"categories":2499},[],{"categories":2501},[127],{"categories":2503},[143],{"categories":2505},[],{"categories":2507},[],{"categories":2509},[130],{"categories":2511},[133],{"categories":2513},[130],{"categories":2515},[2516],"Frameworks & Tooling",{"categories":2518},[130],{"categories":2520},[130],{"categories":2522},[130],{"categories":2524},[130],{"categories":2526},[],{"categories":2528},[203],{"categories":2530},[203],{"categories":2532},[124],{"categories":2534},[133],{"categories":2536},[200],{"categories":2538},[],{"categories":2540},[1453],{"categories":2542},[130],{"categories":2544},[143],{"categories":2546},[130],{"categories":2548},[257],{"categories":2550},[257],{"categories":2552},[],{"categories":2554},[133],{"categories":2556},[165],{"categories":2558},[165],{"categories":2560},[130],{"categories":2562},[133],{"categories":2564},[],{"categories":2566},[200],{"categories":2568},[130],{"categories":2570},[130],{"categories":2572},[],{"categories":2574},[130],{"categories":2576},[],{"categories":2578},[143],{"categories":2580},[130],{"categories":2582},[143],{"categories":2584},[257],{"categories":2586},[130],{"categories":2588},[143],{"categories":2590},[127],{"categories":2592},[130],{"categories":2594},[1453],{"categories":2596},[],{"categories":2598},[133],{"categories":2600},[124],{"categories":2602},[124],{"categories":2604},[],{"categories":2606},[133],{"categories":2608},[130],{"categories":2610},[2611],"AI Design Tooling",{"categories":2613},[200],{"categories":2615},[130],{"categories":2617},[130],{"categories":2619},[143],{"categories":2621},[200],{"categories":2623},[130],{"categories":2625},[143],{"categories":2627},[165],{"categories":2629},[136],{"categories":2631},[143],{"categories":2633},[133],{"categories":2635},[],{"categories":2637},[130],{"categories":2639},[130],{"categories":2641},[133],{"categories":2643},[130],{"categories":2645},[130],{"categories":2647},[],{"categories":2649},[133],{"categories":2651},[2516],{"categories":2653},[130],{"categories":2655},[133],{"categories":2657},[133],{"categories":2659},[143],{"categories":2661},[143],{"categories":2663},[],{"categories":2665},[143],{"categories":2667},[130],{"categories":2669},[130],{"categories":2671},[133],{"categories":2673},[127],{"categories":2675},[130],{"categories":2677},[],{"categories":2679},[130],{"categories":2681},[1796],{"categories":2683},[],{"categories":2685},[130],{"categories":2687},[130],{"categories":2689},[],{"categories":2691},[130],{"categories":2693},[402],{"categories":2695},[130],{"categories":2697},[226],{"categories":2699},[165],{"categories":2701},[130],{"categories":2703},[130],{"categories":2705},[1453],{"categories":2707},[124],{"categories":2709},[130],{"categories":2711},[130],{"categories":2713},[203],{"categories":2715},[130],{"categories":2717},[165],{"categories":2719},[133],{"categories":2721},[],{"categories":2723},[130],{"categories":2725},[200],{"categories":2727},[130],{"categories":2729},[226],{"categories":2731},[130],{"categories":2733},[133],{"categories":2735},[],{"categories":2737},[],{"categories":2739},[],{"categories":2741},[124],{"categories":2743},[165],{"categories":2745},[133],{"categories":2747},[130],{"categories":2749},[130],{"categories":2751},[130],{"categories":2753},[360],{"categories":2755},[200],{"categories":2757},[133],{"categories":2759},[130],{"categories":2761},[],{"categories":2763},[133],{"categories":2765},[133],{"categories":2767},[],{"categories":2769},[130],{"categories":2771},[133],{"categories":2773},[130],{"categories":2775},[],{"categories":2777},[130],{"categories":2779},[130],{"categories":2781},[165],{"categories":2783},[200],{"categories":2785},[133],{"categories":2787},[200],{"categories":2789},[133],{"categories":2791},[127],{"categories":2793},[],{"categories":2795},[],{"categories":2797},[130],{"categories":2799},[130],{"categories":2801},[124],{"categories":2803},[133],{"categories":2805},[165],{"categories":2807},[],{"categories":2809},[200],{"categories":2811},[],{"categories":2813},[143],{"categories":2815},[143],{"categories":2817},[200],{"categories":2819},[143],{"categories":2821},[130],{"categories":2823},[],{"categories":2825},[130],{"categories":2827},[130],{"categories":2829},[],{"categories":2831},[226],{"categories":2833},[130],{"categories":2835},[257],{"categories":2837},[143],{"categories":2839},[],{"categories":2841},[133],{"categories":2843},[130],{"categories":2845},[124],{"categories":2847},[449],{"categories":2849},[133],{"categories":2851},[133],{"categories":2853},[130],{"categories":2855},[130],{"categories":2857},[],{"categories":2859},[124],{"categories":2861},[130],{"categories":2863},[127],{"categories":2865},[143],{"categories":2867},[200],{"categories":2869},[],{"categories":2871},[],{"categories":2873},[],{"categories":2875},[133],{"categories":2877},[143],{"categories":2879},[200],{"categories":2881},[165],{"categories":2883},[130],{"categories":2885},[165],{"categories":2887},[133],{"categories":2889},[200],{"categories":2891},[130],{"categories":2893},[],{"categories":2895},[130],{"categories":2897},[154],{"categories":2899},[133],{"categories":2901},[200],{"categories":2903},[165],{"categories":2905},[127],{"categories":2907},[143],{"categories":2909},[130],{"categories":2911},[165],{"categories":2913},[226],{"categories":2915},[],{"categories":2917},[],{"categories":2919},[203],{"categories":2921},[402],{"categories":2923},[130],{"categories":2925},[133],{"categories":2927},[130,143],{"categories":2929},[165],{"categories":2931},[130],{"categories":2933},[130],{"categories":2935},[133],{"categories":2937},[130],{"categories":2939},[133],{"categories":2941},[130],{"categories":2943},[130],{"categories":2945},[],{"categories":2947},[82],{"categories":2949},[143],{"categories":2951},[200],{"categories":2953},[130],{"categories":2955},[130],{"categories":2957},[203],{"categories":2959},[133],{"categories":2961},[226],{"categories":2963},[257],{"categories":2965},[],{"categories":2967},[130],{"categories":2969},[127],{"categories":2971},[133],{"categories":2973},[124],{"categories":2975},[133],{"categories":2977},[130],{"categories":2979},[133],{"categories":2981},[136],{"categories":2983},[143],{"categories":2985},[130],{"categories":2987},[130],{"categories":2989},[],{"categories":2991},[],{"categories":2993},[],{"categories":2995},[257],{"categories":2997},[130],{"categories":2999},[165],{"categories":3001},[130],{"categories":3003},[130],{"categories":3005},[130],{"categories":3007},[130],{"categories":3009},[],{"categories":3011},[203],{"categories":3013},[127],{"categories":3015},[133],{"categories":3017},[130],{"categories":3019},[],{"categories":3021},[130],{"categories":3023},[133],{"categories":3025},[130],{"categories":3027},[257],{"categories":3029},[],{"categories":3031},[200],{"categories":3033},[200],{"categories":3035},[],{"categories":3037},[143],{"categories":3039},[130],{"categories":3041},[200],{"categories":3043},[130],{"categories":3045},[127],{"categories":3047},[133],{"categories":3049},[130],{"categories":3051},[],{"categories":3053},[165],{"categories":3055},[130],{"categories":3057},[130],{"categories":3059},[200],{"categories":3061},[133],{"categories":3063},[165],{"categories":3065},[],{"categories":3067},[133],{"categories":3069},[133],{"categories":3071},[200],{"categories":3073},[130],{"categories":3075},[130],{"categories":3077},[130],{"categories":3079},[402],{"categories":3081},[130],{"categories":3083},[],{"categories":3085},[130],{"categories":3087},[130],{"categories":3089},[257],{"categories":3091},[165],{"categories":3093},[203],{"categories":3095},[485],{"categories":3097},[203],{"categories":3099},[],{"categories":3101},[],{"categories":3103},[],{"categories":3105},[133],{"categories":3107},[133],{"categories":3109},[143],{"categories":3111},[130],{"categories":3113},[385],{"categories":3115},[143],{"categories":3117},[130],{"categories":3119},[130],{"categories":3121},[130],{"categories":3123},[130],{"categories":3125},[133],{"categories":3127},[],{"categories":3129},[],{"categories":3131},[130],{"categories":3133},[],{"categories":3135},[130],{"categories":3137},[133],{"categories":3139},[200],{"categories":3141},[130],{"categories":3143},[130],{"categories":3145},[],{"categories":3147},[136],{"categories":3149},[130],{"categories":3151},[200],{"categories":3153},[130],{"categories":3155},[127],{"categories":3157},[130],{"categories":3159},[226],{"categories":3161},[133],{"categories":3163},[130],{"categories":3165},[741],{"categories":3167},[130],{"categories":3169},[133],{"categories":3171},[130],{"categories":3173},[143],{"categories":3175},[130],{"categories":3177},[449],{"categories":3179},[200],{"categories":3181},[],{"categories":3183},[165],{"categories":3185},[402],{"categories":3187},[133],{"categories":3189},[130],{"categories":3191},[],{"categories":3193},[165],{"categories":3195},[341],{"categories":3197},[133],{"categories":3199},[133],{"categories":3201},[130],{"categories":3203},[130],{"categories":3205},[133],{"categories":3207},[],{"categories":3209},[127],{"categories":3211},[133],{"categories":3213},[],{"categories":3215},[143],{"categories":3217},[130],{"categories":3219},[124],{"categories":3221},[165],{"categories":3223},[257],{"categories":3225},[154],{"categories":3227},[133],{"categories":3229},[133],{"categories":3231},[130],{"categories":3233},[133],{"categories":3235},[124],{"categories":3237},[],{"categories":3239},[130],{"categories":3241},[130],{"categories":3243},[],{"categories":3245},[],{"categories":3247},[200],{"categories":3249},[130,127],{"categories":3251},[133],{"categories":3253},[130],{"categories":3255},[],{"categories":3257},[124],{"categories":3259},[203],{"categories":3261},[127],{"categories":3263},[130],{"categories":3265},[143],{"categories":3267},[130],{"categories":3269},[133],{"categories":3271},[130],{"categories":3273},[130],{"categories":3275},[130],{"categories":3277},[165],{"categories":3279},[82],{"categories":3281},[133],{"categories":3283},[130],{"categories":3285},[],{"categories":3287},[],{"categories":3289},[133],{"categories":3291},[130],{"categories":3293},[257],{"categories":3295},[],{"categories":3297},[130],{"categories":3299},[133],{"categories":3301},[154],{"categories":3303},[133],{"categories":3305},[402],{"categories":3307},[],{"categories":3309},[360],{"categories":3311},[133],{"categories":3313},[130],{"categories":3315},[226],{"categories":3317},[130],{"categories":3319},[203],{"categories":3321},[133],{"categories":3323},[130],{"categories":3325},[402],{"categories":3327},[130],{"categories":3329},[257],{"categories":3331},[],{"categories":3333},[130],{"categories":3335},[226],{"categories":3337},[200],{"categories":3339},[130],{"categories":3341},[130],{"categories":3343},[],{"categories":3345},[226],{"categories":3347},[165],{"categories":3349},[130],{"categories":3351},[130],{"categories":3353},[485],{"categories":3355},[124],{"categories":3357},[130],{"categories":3359},[],{"categories":3361},[],{"categories":3363},[200],{"categories":3365},[130],{"categories":3367},[203],{"categories":3369},[226],{"categories":3371},[133],{"categories":3373},[226],{"categories":3375},[165],{"categories":3377},[],{"categories":3379},[130],{"categories":3381},[],{"categories":3383},[130],{"categories":3385},[504],{"categories":3387},[130],{"categories":3389},[130],{"categories":3391},[133],{"categories":3393},[402],{"categories":3395},[130],{"categories":3397},[130],{"categories":3399},[130],{"categories":3401},[],{"categories":3403},[130,143],{"categories":3405},[165],{"categories":3407},[133],{"categories":3409},[143],{"categories":3411},[133],{"categories":3413},[771],{"categories":3415},[143],{"categories":3417},[130],{"categories":3419},[124],{"categories":3421},[],{"categories":3423},[],{"categories":3425},[133],{"categories":3427},[130],{"categories":3429},[143],{"categories":3431},[124],{"categories":3433},[143],{"categories":3435},[143],{"categories":3437},[130],{"categories":3439},[226],{"categories":3441},[130],{"categories":3443},[143],{"categories":3445},[],{"categories":3447},[130],{"categories":3449},[200,130],{"categories":3451},[257],{"categories":3453},[124],{"categories":3455},[],{"categories":3457},[130],{"categories":3459},[402],{"categories":3461},[127],{"categories":3463},[127],{"categories":3465},[130],{"categories":3467},[130],{"categories":3469},[341],{"categories":3471},[130],{"categories":3473},[143],{"categories":3475},[133],{"categories":3477},[130],{"categories":3479},[130],{"categories":3481},[165],{"categories":3483},[226],{"categories":3485},[200],{"categories":3487},[130],{"categories":3489},[130],{"categories":3491},[130],{"categories":3493},[130],{"categories":3495},[124],{"categories":3497},[130],{"categories":3499},[133],{"categories":3501},[133],{"categories":3503},[143],{"categories":3505},[165],{"categories":3507},[143],{"categories":3509},[],{"categories":3511},[],{"categories":3513},[203],{"categories":3515},[130],{"categories":3517},[143],{"categories":3519},[130],{"categories":3521},[200],{"categories":3523},[402],{"categories":3525},[360],{"categories":3527},[341],{"categories":3529},[130],{"categories":3531},[130],{"categories":3533},[130],{"categories":3535},[203],{"categories":3537},[130],{"categories":3539},[130],{"categories":3541},[130],{"categories":3543},[133],{"categories":3545},[124],{"categories":3547},[133],{"categories":3549},[130,127],{"categories":3551},[],{"categories":3553},[200],{"categories":3555},[],{"categories":3557},[136],{"categories":3559},[130],{"categories":3561},[165],{"categories":3563},[124],{"categories":3565},[124],{"categories":3567},[133],{"categories":3569},[133],{"categories":3571},[133],{"categories":3573},[130],{"categories":3575},[130],{"categories":3577},[127],{"categories":3579},[143],{"categories":3581},[226],{"categories":3583},[130],{"categories":3585},[],{"categories":3587},[165],{"categories":3589},[130],{"categories":3591},[130],{"categories":3593},[130],{"categories":3595},[130],{"categories":3597},[130],{"categories":3599},[143],{"categories":3601},[165],{"categories":3603},[143],{"categories":3605},[143],{"categories":3607},[130],{"categories":3609},[130],{"categories":3611},[360],{"categories":3613},[130],{"categories":3615},[133],{"categories":3617},[165],{"categories":3619},[130],{"categories":3621},[130],{"categories":3623},[133],{"categories":3625},[130],{"categories":3627},[130],{"categories":3629},[130],{"categories":3631},[2516],{"categories":3633},[3634],"Clinical AI",{"categories":3636},[200],{"categories":3638},[130],{"categories":3640},[130],{"categories":3642},[130],{"categories":3644},[257],{"categories":3646},[2001],{"categories":3648},[130],{"categories":3650},[136],{"categories":3652},[130],{"categories":3654},[133],{"categories":3656},[130],{"categories":3658},[130],{"categories":3660},[165],{"categories":3662},[130],{"categories":3664},[133],{"categories":3666},[226],{"categories":3668},[130],{"categories":3670},[130],{"categories":3672},[127],{"categories":3674},[130],{"categories":3676},[449],{"categories":3678},[130],{"categories":3680},[],{"categories":3682},[130],{"categories":3684},[143],{"categories":3686},[130],{"categories":3688},[],{"categories":3690},[],{"categories":3692},[130],{"categories":3694},[],{"categories":3696},[127],{"categories":3698},[130],{"categories":3700},[133],{"categories":3702},[165],{"categories":3704},[165],{"categories":3706},[165],{"categories":3708},[165],{"categories":3710},[],{"categories":3712},[124],{"categories":3714},[133],{"categories":3716},[165],{"categories":3718},[130],{"categories":3720},[504],{"categories":3722},[136],{"categories":3724},[130],{"categories":3726},[124],{"categories":3728},[133],{"categories":3730},[130],{"categories":3732},[130,133],{"categories":3734},[133],{"categories":3736},[257],{"categories":3738},[165],{"categories":3740},[133],{"categories":3742},[165],{"categories":3744},[133],{"categories":3746},[130],{"categories":3748},[],{"categories":3750},[165],{"categories":3752},[226],{"categories":3754},[124],{"categories":3756},[130],{"categories":3758},[130],{"categories":3760},[],{"categories":3762},[143],{"categories":3764},[],{"categories":3766},[124],{"categories":3768},[133],{"categories":3770},[165],{"categories":3772},[130],{"categories":3774},[165],{"categories":3776},[124],{"categories":3778},[165],{"categories":3780},[165],{"categories":3782},[],{"categories":3784},[127],{"categories":3786},[133],{"categories":3788},[165],{"categories":3790},[165],{"categories":3792},[165],{"categories":3794},[165],{"categories":3796},[165],{"categories":3798},[165],{"categories":3800},[165],{"categories":3802},[165],{"categories":3804},[165],{"categories":3806},[165],{"categories":3808},[203],{"categories":3810},[124],{"categories":3812},[130],{"categories":3814},[130],{"categories":3816},[133],{"categories":3818},[133],{"categories":3820},[],{"categories":3822},[130,124],{"categories":3824},[],{"categories":3826},[133],{"categories":3828},[165],{"categories":3830},[133],{"categories":3832},[771],{"categories":3834},[130],{"categories":3836},[130],{"categories":3838},[130],{"categories":3840},[130],{"categories":3842},[341],{"categories":3844},[130],{"categories":3846},[133],{"categories":3848},[127],{"categories":3850},[133],{"categories":3852},[771],{"categories":3854},[],{"categories":3856},[133],{"categories":3858},[200],{"categories":3860},[165],{"categories":3862},[130],{"categories":3864},[],{"categories":3866},[],{"categories":3868},[133],{"categories":3870},[200],{"categories":3872},[130],{"categories":3874},[],{"categories":3876},[130],{"categories":3878},[],{"categories":3880},[226],{"categories":3882},[130],{"categories":3884},[],{"categories":3886},[],{"categories":3888},[165],{"categories":3890},[124],{"categories":3892},[130],{"categories":3894},[127],{"categories":3896},[130],{"categories":3898},[130],{"categories":3900},[130],{"categories":3902},[127],{"categories":3904},[200],{"categories":3906},[],{"categories":3908},[130],{"categories":3910},[165],{"categories":3912},[],{"categories":3914},[130],{"categories":3916},[130],{"categories":3918},[200],{"categories":3920},[130],{"categories":3922},[226],{"categories":3924},[130],{"categories":3926},[257],{"categories":3928},[],{"categories":3930},[133],{"categories":3932},[226],{"categories":3934},[143],{"categories":3936},[],{"categories":3938},[130],{"categories":3940},[],{"categories":3942},[133],{"categories":3944},[200],{"categories":3946},[143],{"categories":3948},[],{"categories":3950},[2516],{"categories":3952},[127],{"categories":3954},[124],{"categories":3956},[203],{"categories":3958},[133],{"categories":3960},[200],{"categories":3962},[143],{"categories":3964},[],{"categories":3966},[],{"categories":3968},[130],{"categories":3970},[124],{"categories":3972},[130],{"categories":3974},[226],{"categories":3976},[],{"categories":3978},[133],{"categories":3980},[133],{"categories":3982},[133],{"categories":3984},[165],{"categories":3986},[143],{"categories":3988},[130],{"categories":3990},[133],{"categories":3992},[136],{"categories":3994},[130],{"categories":3996},[133],{"categories":3998},[130],{"categories":4000},[136],{"categories":4002},[226],{"categories":4004},[165],{"categories":4006},[],{"categories":4008},[226],{"categories":4010},[],{"categories":4012},[143],{"categories":4014},[133],{"categories":4016},[],{"categories":4018},[130],{"categories":4020},[130],{"categories":4022},[130],{"categories":4024},[130],{"categories":4026},[133],{"categories":4028},[127],{"categories":4030},[124],{"categories":4032},[130],{"categories":4034},[200],{"categories":4036},[143],{"categories":4038},[143],{"categories":4040},[130],{"categories":4042},[203],{"categories":4044},[133],{"categories":4046},[130],{"categories":4048},[133],{"categories":4050},[130],{"categories":4052},[127],{"categories":4054},[200],{"categories":4056},[143],{"categories":4058},[133],{"categories":4060},[130],{"categories":4062},[136],{"categories":4064},[130],{"categories":4066},[133],{"categories":4068},[130],{"categories":4070},[165],{"categories":4072},[],{"categories":4074},[124],{"categories":4076},[130],{"categories":4078},[130],{"categories":4080},[130],{"categories":4082},[143],{"categories":4084},[130],{"categories":4086},[143],{"categories":4088},[130],{"categories":4090},[133],{"categories":4092},[130],{"categories":4094},[130],{"categories":4096},[130],{"categories":4098},[130],{"categories":4100},[],{"categories":4102},[130],{"categories":4104},[200],{"categories":4106},[127],{"categories":4108},[165],{"categories":4110},[133],{"categories":4112},[130],{"categories":4114},[130],{"categories":4116},[200],{"categories":4118},[133],{"categories":4120},[130],{"categories":4122},[226],{"categories":4124},[130],{"categories":4126},[203],{"categories":4128},[130],{"categories":4130},[130],{"categories":4132},[165],{"categories":4134},[130],{"categories":4136},[130],{"categories":4138},[133],{"categories":4140},[257],{"categories":4142},[130],{"categories":4144},[133],{"categories":4146},[203],{"categories":4148},[],{"categories":4150},[133],{"categories":4152},[143],{"categories":4154},[130],{"categories":4156},[1869],{"categories":4158},[200],{"categories":4160},[282],{"categories":4162},[130],{"categories":4164},[124],{"categories":4166},[143],{"categories":4168},[127],{"categories":4170},[143],{"categories":4172},[130],{"categories":4174},[],{"categories":4176},[133],{"categories":4178},[133],{"categories":4180},[130],{"categories":4182},[130],{"categories":4184},[203],{"categories":4186},[],{"categories":4188},[165],{"categories":4190},[],{"categories":4192},[165],{"categories":4194},[130],{"categories":4196},[130],{"categories":4198},[133],{"categories":4200},[133],{"categories":4202},[133],{"categories":4204},[],{"categories":4206},[165],{"categories":4208},[130],{"categories":4210},[],{"categories":4212},[130],{"categories":4214},[130],{"categories":4216},[],{"categories":4218},[200],{"categories":4220},[143],{"categories":4222},[133],{"categories":4224},[130],{"categories":4226},[130],{"categories":4228},[226],{"categories":4230},[130],{"categories":4232},[130],{"categories":4234},[124],{"categories":4236},[],{"categories":4238},[130],{"categories":4240},[130],{"categories":4242},[],{"categories":4244},[124],{"categories":4246},[165],{"categories":4248},[143],{"categories":4250},[402],{"categories":4252},[130],{"categories":4254},[130],{"categories":4256},[130],{"categories":4258},[143],{"categories":4260},[165],{"categories":4262},[200],{"categories":4264},[130],{"categories":4266},[130],{"categories":4268},[130],{"categories":4270},[165],{"categories":4272},[200],{"categories":4274},[130],{"categories":4276},[165],{"categories":4278},[200],{"categories":4280},[130],{"categories":4282},[165],{"categories":4284},[133],{"categories":4286},[133],{"categories":4288},[133],{"categories":4290},[143],{"categories":4292},[165],{"categories":4294},[133],{"categories":4296},[133],{"categories":4298},[130],{"categories":4300},[143],{"categories":4302},[200],{"categories":4304},[130],{"categories":4306},[],{"categories":4308},[133],{"categories":4310},[],{"categories":4312},[],{"categories":4314},[],{"categories":4316},[133],{"categories":4318},[127],{"categories":4320},[133],{"categories":4322},[4323],"Liability & Ethics",{"categories":4325},[130],{"categories":4327},[133],{"categories":4329},[124],{"categories":4331},[133],{"categories":4333},[127],{"categories":4335},[226],{"categories":4337},[133],{"categories":4339},[],{"categories":4341},[485],{"categories":4343},[133],{"categories":4345},[],{"categories":4347},[124],{"categories":4349},[133],{"categories":4351},[],{"categories":4353},[133],{"categories":4355},[130],{"categories":4357},[130],{"categories":4359},[165],{"categories":4361},[130],{"categories":4363},[130],{"categories":4365},[133],{"categories":4367},[130],{"categories":4369},[130],{"categories":4371},[165],{"categories":4373},[133],{"categories":4375},[143],{"categories":4377},[200],{"categories":4379},[124],{"categories":4381},[130],{"categories":4383},[],{"categories":4385},[133],{"categories":4387},[133],{"categories":4389},[402],{"categories":4391},[200],{"categories":4393},[257],{"categories":4395},[165],{"categories":4397},[130],{"categories":4399},[200],{"categories":4401},[130],{"categories":4403},[124],{"categories":4405},[],{"categories":4407},[133],{"categories":4409},[130],{"categories":4411},[130],{"categories":4413},[133],{"categories":4415},[130],{"categories":4417},[200],{"categories":4419},[],{"categories":4421},[133],{"categories":4423},[136],{"categories":4425},[165],{"categories":4427},[133],{"categories":4429},[127],{"categories":4431},[],{"categories":4433},[130],{"categories":4435},[136],{"categories":4437},[130],{"categories":4439},[133],{"categories":4441},[165],{"categories":4443},[124],{"categories":4445},[257],{"categories":4447},[130],{"categories":4449},[130],{"categories":4451},[130],{"categories":4453},[165],{"categories":4455},[127],{"categories":4457},[130],{"categories":4459},[200],{"categories":4461},[165],{"categories":4463},[257],{"categories":4465},[130],{"categories":4467},[133],{"categories":4469},[],{"categories":4471},[449],{"categories":4473},[],{"categories":4475},[130],{"categories":4477},[257],{"categories":4479},[203],{"categories":4481},[133],{"categories":4483},[133],{"categories":4485},[4486],"Design News & Tools",{"categories":4488},[130],{"categories":4490},[165],{"categories":4492},[130],{"categories":4494},[124],{"categories":4496},[130],{"categories":4498},[200],{"categories":4500},[133],{"categories":4502},[133],{"categories":4504},[130],{"categories":4506},[402],{"categories":4508},[130],{"categories":4510},[402],{"categories":4512},[226],{"categories":4514},[130],{"categories":4516},[133],{"categories":4518},[],{"categories":4520},[130],{"categories":4522},[130],{"categories":4524},[130],{"categories":4526},[165],{"categories":4528},[124],{"categories":4530},[],{"categories":4532},[130],{"categories":4534},[130],{"categories":4536},[143],{"categories":4538},[504],{"categories":4540},[143],{"categories":4542},[200],{"categories":4544},[130],{"categories":4546},[130,133],{"categories":4548},[226,127],{"categories":4550},[130],{"categories":4552},[130],{"categories":4554},[130],{"categories":4556},[],{"categories":4558},[133],{"categories":4560},[],{"categories":4562},[143],{"categories":4564},[130],{"categories":4566},[143],{"categories":4568},[],{"categories":4570},[133],{"categories":4572},[130],{"categories":4574},[165],{"categories":4576},[130],{"categories":4578},[],{"categories":4580},[133],{"categories":4582},[130],{"categories":4584},[],{"categories":4586},[200],{"categories":4588},[130],{"categories":4590},[133],{"categories":4592},[130],{"categories":4594},[130],{"categories":4596},[124],{"categories":4598},[133],{"categories":4600},[130],{"categories":4602},[],{"categories":4604},[257],{"categories":4606},[226],{"categories":4608},[127],{"categories":4610},[127],{"categories":4612},[130],{"categories":4614},[124],{"categories":4616},[124],{"categories":4618},[130],{"categories":4620},[133],{"categories":4622},[130],{"categories":4624},[130],{"categories":4626},[130],{"categories":4628},[143],{"categories":4630},[130],{"categories":4632},[124],{"categories":4634},[133],{"categories":4636},[130],{"categories":4638},[226],{"categories":4640},[402],{"categories":4642},[165],{"categories":4644},[130],{"categories":4646},[130],{"categories":4648},[133],{"categories":4650},[130],{"categories":4652},[],{"categories":4654},[143],{"categories":4656},[],{"categories":4658},[143],{"categories":4660},[133],{"categories":4662},[124],{"categories":4664},[],{"categories":4666},[203],{"categories":4668},[257],{"categories":4670},[130],{"categories":4672},[143],{"categories":4674},[130],{"categories":4676},[],{"categories":4678},[165],{"categories":4680},[133],{"categories":4682},[143],{"categories":4684},[200],{"categories":4686},[130],{"categories":4688},[133],{"categories":4690},[143],{"categories":4692},[133],{"categories":4694},[165],{"categories":4696},[130],{"categories":4698},[124],{"categories":4700},[165],{"categories":4702},[143],{"categories":4704},[130],{"categories":4706},[200],{"categories":4708},[127],{"categories":4710},[130],{"categories":4712},[130],{"categories":4714},[130],{"categories":4716},[130],{"categories":4718},[130],{"categories":4720},[133],{"categories":4722},[130],{"categories":4724},[133],{"categories":4726},[130],{"categories":4728},[130],{"categories":4730},[124],{"categories":4732},[130],{"categories":4734},[133],{"categories":4736},[133],{"categories":4738},[200],{"categories":4740},[133],{"categories":4742},[133],{"categories":4744},[124],{"categories":4746},[133],{"categories":4748},[200],{"categories":4750},[],{"categories":4752},[130],{"categories":4754},[203],{"categories":4756},[402],{"categories":4758},[130],{"categories":4760},[130],{"categories":4762},[130],{"categories":4764},[143],{"categories":4766},[],{"categories":4768},[133],{"categories":4770},[226],{"categories":4772},[130],{"categories":4774},[165],{"categories":4776},[133],{"categories":4778},[130],{"categories":4780},[226],{"categories":4782},[133],{"categories":4784},[127],{"categories":4786},[127],{"categories":4788},[130],{"categories":4790},[130],{"categories":4792},[130],{"categories":4794},[124],{"categories":4796},[],{"categories":4798},[130],{"categories":4800},[133],{"categories":4802},[133],{"categories":4804},[130],{"categories":4806},[130],{"categories":4808},[130],{"categories":4810},[143],{"categories":4812},[],{"categories":4814},[124],{"categories":4816},[130],{"categories":4818},[130],{"categories":4820},[133],{"categories":4822},[133],{"categories":4824},[],{"categories":4826},[143],{"categories":4828},[143],{"categories":4830},[130],{"categories":4832},[226],{"categories":4834},[200],{"categories":4836},[],{"categories":4838},[130],{"categories":4840},[133],{"categories":4842},[124],{"categories":4844},[130],{"categories":4846},[143],{"categories":4848},[124],{"categories":4850},[165],{"categories":4852},[203],{"categories":4854},[165],{"categories":4856},[133],{"categories":4858},[],{"categories":4860},[165],{"categories":4862},[133],{"categories":4864},[200],{"categories":4866},[203],{"categories":4868},[130],{"categories":4870},[],{"categories":4872},[133],{"categories":4874},[2516],{"categories":4876},[165],{"categories":4878},[143],{"categories":4880},[130],{"categories":4882},[130],{"categories":4884},[127],{"categories":4886},[130],{"categories":4888},[124],{"categories":4890},[1453],{"categories":4892},[257],{"categories":4894},[124],{"categories":4896},[],{"categories":4898},[],{"categories":4900},[165],{"categories":4902},[133],{"categories":4904},[165],{"categories":4906},[],{"categories":4908},[133],{"categories":4910},[133],{"categories":4912},[133],{"categories":4914},[],{"categories":4916},[130],{"categories":4918},[],{"categories":4920},[165],{"categories":4922},[124],{"categories":4924},[200],{"categories":4926},[130],{"categories":4928},[165],{"categories":4930},[130],{"categories":4932},[165],{"categories":4934},[],{"categories":4936},[165],{"categories":4938},[124],{"categories":4940},[402],{"categories":4942},[133],{"categories":4944},[130],{"categories":4946},[],{"categories":4948},[143],{"categories":4950},[133],{"categories":4952},[136],{"categories":4954},[133],{"categories":4956},[124],{"categories":4958},[],{"categories":4960},[],{"categories":4962},[],{"categories":4964},[200],{"categories":4966},[133],{"categories":4968},[130],{"categories":4970},[130],{"categories":4972},[],{"categories":4974},[],{"categories":4976},[],{"categories":4978},[200],{"categories":4980},[130],{"categories":4982},[],{"categories":4984},[133],{"categories":4986},[130],{"categories":4988},[124],{"categories":4990},[],{"categories":4992},[],{"categories":4994},[200],{"categories":4996},[130],{"categories":4998},[165],{"categories":5000},[],{"categories":5002},[226],{"categories":5004},[165],{"categories":5006},[226],{"categories":5008},[203],{"categories":5010},[130],{"categories":5012},[130],{"categories":5014},[],{"categories":5016},[],{"categories":5018},[133],{"categories":5020},[],{"categories":5022},[130],{"categories":5024},[402],{"categories":5026},[130],{"categories":5028},[130],{"categories":5030},[],{"categories":5032},[133],{"categories":5034},[130],{"categories":5036},[130],{"categories":5038},[],{"categories":5040},[133],{"categories":5042},[130],{"categories":5044},[165],{"categories":5046},[130],{"categories":5048},[226],{"categories":5050},[127],{"categories":5052},[130],{"categories":5054},[130],{"categories":5056},[133],{"categories":5058},[203],{"categories":5060},[133],{"categories":5062},[133],{"categories":5064},[],{"categories":5066},[],{"categories":5068},[130],{"categories":5070},[],{"categories":5072},[165],{"categories":5074},[127],{"categories":5076},[],{"categories":5078},[],{"categories":5080},[200],{"categories":5082},[124],{"categories":5084},[],{"categories":5086},[127],{"categories":5088},[226],{"categories":5090},[130],{"categories":5092},[143],{"categories":5094},[124],{"categories":5096},[203],{"categories":5098},[127],{"categories":5100},[143],{"categories":5102},[143],{"categories":5104},[],{"categories":5106},[130],{"categories":5108},[],{"categories":5110},[133],{"categories":5112},[124],{"categories":5114},[200],{"categories":5116},[130],{"categories":5118},[124],{"categories":5120},[133],{"categories":5122},[257],{"categories":5124},[130],{"categories":5126},[130],{"categories":5128},[130],{"categories":5130},[124],{"categories":5132},[203],{"categories":5134},[133],{"categories":5136},[],{"categories":5138},[130],{"categories":5140},[143],{"categories":5142},[165],{"categories":5144},[143],{"categories":5146},[130],{"categories":5148},[136],{"categories":5150},[],{"categories":5152},[200],{"categories":5154},[165],{"categories":5156},[124],{"categories":5158},[133],{"categories":5160},[130],{"categories":5162},[130],{"categories":5164},[133],{"categories":5166},[130],{"categories":5168},[130],{"categories":5170},[127],{"categories":5172},[133],{"categories":5174},[133,257],{"categories":5176},[133],{"categories":5178},[143],{"categories":5180},[130],{"categories":5182},[130],{"categories":5184},[203],{"categories":5186},[133],{"categories":5188},[226],{"categories":5190},[133],{"categories":5192},[127],{"categories":5194},[],{"categories":5196},[133],{"categories":5198},[130],{"categories":5200},[127],{"categories":5202},[],{"categories":5204},[],{"categories":5206},[143],{"categories":5208},[130],{"categories":5210},[133],{"categories":5212},[203],{"categories":5214},[226],{"categories":5216},[130],{"categories":5218},[130],{"categories":5220},[133],{"categories":5222},[],{"categories":5224},[133],{"categories":5226},[165],{"categories":5228},[133],{"categories":5230},[],{"categories":5232},[165],{"categories":5234},[143],{"categories":5236},[2516],{"categories":5238},[124],{"categories":5240},[143],{"categories":5242},[130],{"categories":5244},[133],{"categories":5246},[130],{"categories":5248},[130],{"categories":5250},[226],{"categories":5252},[143],{"categories":5254},[],{"categories":5256},[165],{"categories":5258},[130],{"categories":5260},[],{"categories":5262},[133],{"categories":5264},[130],{"categories":5266},[130],{"categories":5268},[130],{"categories":5270},[133],{"categories":5272},[130],{"categories":5274},[130],{"categories":5276},[136],{"categories":5278},[133],{"categories":5280},[130],{"categories":5282},[130],{"categories":5284},[130],{"categories":5286},[130],{"categories":5288},[130],{"categories":5290},[127],{"categories":5292},[],{"categories":5294},[136],{"categories":5296},[165],{"categories":5298},[133],{"categories":5300},[130],{"categories":5302},[143],{"categories":5304},[],{"categories":5306},[143],{"categories":5308},[143],{"categories":5310},[133],{"categories":5312},[143],{"categories":5314},[130],{"categories":5316},[130],{"categories":5318},[143],{"categories":5320},[130],{"categories":5322},[133],{"categories":5324},[165],{"categories":5326},[130],{"categories":5328},[130],{"categories":5330},[130],{"categories":5332},[127],{"categories":5334},[130],{"categories":5336},[133],{"categories":5338},[200],{"categories":5340},[],{"categories":5342},[130],{"categories":5344},[203],{"categories":5346},[133],{"categories":5348},[130],{"categories":5350},[],{"categories":5352},[130],{"categories":5354},[130],{"categories":5356},[165],{"categories":5358},[130],{"categories":5360},[130],{"categories":5362},[133],{"categories":5364},[226],{"categories":5366},[],{"categories":5368},[],{"categories":5370},[143],{"categories":5372},[165],{"categories":5374},[143],{"categories":5376},[165],{"categories":5378},[130],{"categories":5380},[226],{"categories":5382},[130],{"categories":5384},[124],{"categories":5386},[133],{"categories":5388},[130],{"categories":5390},[133],{"categories":5392},[133],{"categories":5394},[130],{"categories":5396},[127],{"categories":5398},[],{"categories":5400},[203],{"categories":5402},[130],{"categories":5404},[],{"categories":5406},[165],{"categories":5408},[130],{"categories":5410},[203],{"categories":5412},[130],{"categories":5414},[143],{"categories":5416},[143],{"categories":5418},[143],{"categories":5420},[133],{"categories":5422},[133],{"categories":5424},[133],{"categories":5426},[130],{"categories":5428},[200],{"categories":5430},[203],{"categories":5432},[203],{"categories":5434},[],{"categories":5436},[165],{"categories":5438},[130],{"categories":5440},[130],{"categories":5442},[143],{"categories":5444},[],{"categories":5446},[165],{"categories":5448},[165],{"categories":5450},[165],{"categories":5452},[],{"categories":5454},[133],{"categories":5456},[130],{"categories":5458},[],{"categories":5460},[124],{"categories":5462},[127],{"categories":5464},[],{"categories":5466},[130],{"categories":5468},[130],{"categories":5470},[],{"categories":5472},[143],{"categories":5474},[],{"categories":5476},[],{"categories":5478},[],{"categories":5480},[],{"categories":5482},[130],{"categories":5484},[165],{"categories":5486},[],{"categories":5488},[],{"categories":5490},[130],{"categories":5492},[130],{"categories":5494},[130],{"categories":5496},[203],{"categories":5498},[130],{"categories":5500},[203],{"categories":5502},[],{"categories":5504},[203],{"categories":5506},[203],{"categories":5508},[257],{"categories":5510},[133],{"categories":5512},[143],{"categories":5514},[],{"categories":5516},[],{"categories":5518},[203],{"categories":5520},[143],{"categories":5522},[143],{"categories":5524},[143],{"categories":5526},[],{"categories":5528},[124],{"categories":5530},[143],{"categories":5532},[143],{"categories":5534},[124],{"categories":5536},[143],{"categories":5538},[127],{"categories":5540},[143],{"categories":5542},[143],{"categories":5544},[143],{"categories":5546},[203],{"categories":5548},[165],{"categories":5550},[165],{"categories":5552},[130],{"categories":5554},[143],{"categories":5556},[203],{"categories":5558},[257],{"categories":5560},[203],{"categories":5562},[203],{"categories":5564},[203],{"categories":5566},[],{"categories":5568},[127],{"categories":5570},[],{"categories":5572},[257],{"categories":5574},[143],{"categories":5576},[143],{"categories":5578},[143],{"categories":5580},[133],{"categories":5582},[165,127],{"categories":5584},[203],{"categories":5586},[],{"categories":5588},[],{"categories":5590},[203],{"categories":5592},[],{"categories":5594},[203],{"categories":5596},[165],{"categories":5598},[133],{"categories":5600},[],{"categories":5602},[143],{"categories":5604},[130],{"categories":5606},[200],{"categories":5608},[],{"categories":5610},[130],{"categories":5612},[],{"categories":5614},[165],{"categories":5616},[124],{"categories":5618},[203],{"categories":5620},[],{"categories":5622},[143],{"categories":5624},[165],[5626,5732,5814,5902],{"id":5627,"title":5628,"ai":5629,"body":5634,"categories":5701,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":5702,"navigation":103,"path":5719,"published_at":5720,"question":83,"scraped_at":5721,"seo":5722,"sitemap":5723,"source_id":5724,"source_name":5725,"source_type":111,"source_url":5726,"stem":5727,"tags":5728,"thumbnail_url":83,"tldr":5729,"tweet":83,"unknown_tags":5730,"__hash__":5731},"summaries\u002Fsummaries\u002F26baf7fc2580f791-design-systems-in-the-age-of-agentic-authorship-summary.md","Design Systems in the Age of Agentic Authorship",{"provider":7,"model":8,"input_tokens":5630,"output_tokens":5631,"processing_time_ms":5632,"cost_usd":5633},6486,827,4426,0.002862,{"type":14,"value":5635,"toc":5696},[5636,5640,5655,5659,5662,5666,5669],[17,5637,5639],{"id":5638},"the-shift-from-read-only-to-write-access","The Shift from Read-Only to Write-Access",[22,5641,5642,5643,5646,5647,5650,5651,5654],{},"Design systems have evolved from being merely 'read' by agents to being actively authored by them. This transition is driven by new capabilities like Figma's ",[26,5644,5645],{},"use_figma"," MCP server, Storybook's MCP for React, and native canvas agents. Agents are now performing four primary tasks: modifying canvases, updating token values, generating documentation, and authoring the very files (like ",[26,5648,5649],{},"SKILL.md"," or ",[26,5652,5653],{},"DESIGN.md",") that instruct them. This compression of the design process removes the human translator between intent and implementation, making design systems both more powerful and significantly more fragile.",[17,5656,5658],{"id":5657},"the-governance-crisis","The Governance Crisis",[22,5660,5661],{},"Traditional design system governance relies on human-in-the-loop review cycles that are ill-equipped for the speed and scale of agentic authorship. When an agent can update token values across platforms or apply accessibility annotations to an entire library in one pass, the lack of a clear review owner leads to 'hope-based' governance. Furthermore, traceability suffers; while human Git commits provide a narrative of 'why' a change occurred, agentic prompt histories are often transient black boxes. Without a durable record of reasoning, teams risk losing control over their system's evolution, leading to 'drift' that may not be discovered until months later.",[17,5663,5665],{"id":5664},"building-agent-ready-systems","Building Agent-Ready Systems",[22,5667,5668],{},"To survive this shift, design systems must be treated as infrastructure rather than static configuration files. Key strategies for resilient systems include:",[5670,5671,5672,5678,5684,5690],"ul",{},[41,5673,5674,5677],{},[44,5675,5676],{},"Versioned Tokens:"," Treat token systems as APIs. Proposed changes from agents should land as pull requests with changelogs and assigned reviewers, rather than direct updates to variables.",[41,5679,5680,5683],{},[44,5681,5682],{},"Purpose-Driven Documentation:"," Descriptions must move beyond visual appearance to capture the 'purpose' of a component. This provides the necessary context for agents to make accurate authoring decisions.",[41,5685,5686,5689],{},[44,5687,5688],{},"Hybrid Read\u002FWrite Formats:"," Documentation must be machine-readable (e.g., YAML frontmatter, JSON blocks) to support both automated parsing and human maintenance.",[41,5691,5692,5695],{},[44,5693,5694],{},"Explicit Ownership:"," Even if agents perform the work, a human must own the review process. Whether through automated test suites for structural regressions or periodic manual audits, teams must ensure that agent-generated output is validated before it ships.",{"title":75,"searchDepth":76,"depth":76,"links":5697},[5698,5699,5700],{"id":5638,"depth":76,"text":5639},{"id":5657,"depth":76,"text":5658},{"id":5664,"depth":76,"text":5665},[82],{"content_references":5703,"triage":5717},[5704,5707,5710,5713,5715],{"type":89,"title":5705,"url":5706,"context":92},"Figma","https:\u002F\u002Fwww.figma.com",{"type":89,"title":5708,"url":5709,"context":92},"Storybook","https:\u002F\u002Fstorybook.js.org",{"type":89,"title":5711,"url":5712,"context":92},"Claude Code","https:\u002F\u002Fcode.claude.com",{"type":94,"title":5653,"url":5714,"context":92},"https:\u002F\u002Fblog.google\u002Finnovation-and-ai\u002Fmodels-and-research\u002Fgoogle-labs\u002Fstitch-design-md\u002F",{"type":94,"title":5649,"url":5716,"context":92},"https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fequipping-agents-for-the-real-world-with-agent-skills",{"relevance":99,"novelty":100,"quality":100,"actionability":100,"composite":101,"reasoning":5718},"Category: Design Systems for AI. The article directly addresses the evolution of design systems in the context of AI agents, which is a core topic for designers navigating this shift. It provides actionable strategies for adapting governance and documentation practices, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F26baf7fc2580f791-design-systems-in-the-age-of-agentic-authorship-summary","2026-06-24 22:14:30","2026-06-29 14:45:00",{"title":5628,"description":75},{"loc":5719},"26baf7fc2580f791","Sidebar","https:\u002F\u002Fblog.murphytrueman.com\u002Fyour-design-systems-newest-author-is-an-agent\u002F","summaries\u002F26baf7fc2580f791-design-systems-in-the-age-of-agentic-authorship-summary",[114,115,116,117],"Design systems are shifting from human-authored assets to agent-authored infrastructure. This transition requires moving away from passive governance toward versioned, API-like token management and rigorous review processes for machine-generated output.",[],"30a_e17Zz8l1HmJtliUnwe4ViO_z7iX0FdKauzHQT0Y",{"id":5733,"title":5734,"ai":5735,"body":5740,"categories":5791,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":5792,"navigation":103,"path":5803,"published_at":5804,"question":83,"scraped_at":5804,"seo":5805,"sitemap":5806,"source_id":5807,"source_name":5725,"source_type":111,"source_url":5808,"stem":5809,"tags":5810,"thumbnail_url":83,"tldr":5811,"tweet":83,"unknown_tags":5812,"__hash__":5813},"summaries\u002Fsummaries\u002F397c295eb8a3c1dc-moving-beyond-the-atomic-design-metaphor-summary.md","Moving Beyond the Atomic Design Metaphor",{"provider":7,"model":8,"input_tokens":5736,"output_tokens":5737,"processing_time_ms":5738,"cost_usd":5739},4367,524,3460,0.00187775,{"type":14,"value":5741,"toc":5786},[5742,5746,5749,5753,5756,5760,5763,5783],[17,5743,5745],{"id":5744},"the-diminishing-returns-of-taxonomic-rigor","The Diminishing Returns of Taxonomic Rigor",[22,5747,5748],{},"Atomic design, introduced by Brad Frost, was a pivotal pedagogical tool that shifted the industry from page-based design to component-based thinking. By using the atoms-molecules-organisms hierarchy, it provided a shared language for building modular interfaces. However, the author argues that the metaphor has outlived its utility. Many teams now waste significant time debating the classification of components—such as whether a card with an avatar is a 'molecule' or an 'organism'—rather than focusing on the actual quality or usability of the interface.",[17,5750,5752],{"id":5751},"prioritizing-composability-over-hierarchy","Prioritizing Composability Over Hierarchy",[22,5754,5755],{},"The core value of atomic design was never the biological metaphor itself; it was the principle of composition. The insight that interfaces are built by combining smaller, reusable pieces into larger ones is the essential takeaway. Once a team internalizes this, the rigid layers of the atomic hierarchy become a 'tax' that creates unnecessary friction. The author suggests that teams should treat atomic design as an on-ramp for beginners, but move beyond it once the concept of composability is understood.",[17,5757,5759],{"id":5758},"defining-success-in-design-systems","Defining Success in Design Systems",[22,5761,5762],{},"Ultimately, the success of a design system is not measured by how neatly components fit into a predefined taxonomy. Instead, a system should be evaluated by its ability to be understood, trusted, and extended without breaking. The focus should remain on:",[5670,5764,5765,5771,5777],{},[41,5766,5767,5770],{},[44,5768,5769],{},"Clear contracts:"," Ensuring components have predictable behavior.",[41,5772,5773,5776],{},[44,5774,5775],{},"Reliable combination:"," Building small, well-defined units that can be combined repeatedly.",[41,5778,5779,5782],{},[44,5780,5781],{},"Practical utility:"," Shipping products efficiently rather than engaging in 'bookkeeping' exercises like naming debates.",[22,5784,5785],{},"If a component works well and is easy to use, its specific label in a hierarchy is irrelevant to the end product's quality.",{"title":75,"searchDepth":76,"depth":76,"links":5787},[5788,5789,5790],{"id":5744,"depth":76,"text":5745},{"id":5751,"depth":76,"text":5752},{"id":5758,"depth":76,"text":5759},[82],{"content_references":5793,"triage":5799},[5794],{"type":5795,"title":5796,"author":5797,"url":5798,"context":97},"book","Atomic Design","Brad Frost","https:\u002F\u002Fatomicdesign.bradfrost.com\u002F",{"relevance":100,"novelty":5800,"quality":100,"actionability":5800,"composite":5801,"reasoning":5802},3,3.6,"Category: Design Systems for AI. The article discusses the limitations of the atomic design metaphor and emphasizes the importance of composability, which addresses a pain point for designers working with design systems. It provides insights into evaluating design systems beyond rigid taxonomies, although it lacks specific actionable frameworks for implementation.","\u002Fsummaries\u002F397c295eb8a3c1dc-moving-beyond-the-atomic-design-metaphor-summary","2026-06-29 14:44:58",{"title":5734,"description":75},{"loc":5803},"397c295eb8a3c1dc","https:\u002F\u002Frenderghost.leaflet.pub\u002F3mnxjmjjyyc2y","summaries\u002F397c295eb8a3c1dc-moving-beyond-the-atomic-design-metaphor-summary",[115,117,116],"Atomic design successfully taught the industry to think in terms of component composition, but its rigid taxonomy has become a source of unnecessary friction. Teams should prioritize composability over maintaining strict hierarchical labels.",[],"02ohhRk-BOeycfvAl4GPsVLrnG5D9zTyjQjfxkz0068",{"id":5815,"title":5816,"ai":5817,"body":5822,"categories":5874,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":5875,"navigation":103,"path":5889,"published_at":5890,"question":83,"scraped_at":5890,"seo":5891,"sitemap":5892,"source_id":5893,"source_name":5894,"source_type":111,"source_url":5895,"stem":5896,"tags":5897,"thumbnail_url":83,"tldr":5899,"tweet":83,"unknown_tags":5900,"__hash__":5901},"summaries\u002Fsummaries\u002F888212d3a0a260e8-the-steering-layer-enforcing-brand-and-code-cohesi-summary.md","The Steering Layer: Enforcing Brand and Code Cohesion in AI",{"provider":7,"model":8,"input_tokens":5818,"output_tokens":5819,"processing_time_ms":5820,"cost_usd":5821},4265,645,3333,0.00203375,{"type":14,"value":5823,"toc":5869},[5824,5828,5831,5835,5838,5862,5866],[17,5825,5827],{"id":5826},"the-role-of-the-steering-layer","The Role of the Steering Layer",[22,5829,5830],{},"As AI models become capable of generating vast amounts of content, the primary challenge for product teams is maintaining consistency. A \"steering layer\" acts as an architectural bridge between generative tools and the codebase, ensuring that all AI-driven outputs—whether code, images, or text—adhere to established design tokens, brand guidelines, and development standards. By encoding context into this layer, teams can ensure that AI agents \"snap to\" the desired constraints, preventing the drift that often occurs when using non-deterministic models.",[17,5832,5834],{"id":5833},"implementation-strategies","Implementation Strategies",[22,5836,5837],{},"Steering layers are not one-size-fits-all; they scale based on the complexity of the project:",[5670,5839,5840,5850,5856],{},[41,5841,5842,5845,5846,5849],{},[44,5843,5844],{},"Code-Native Context:"," For technical teams, the steering layer often lives directly in the codebase as text files (e.g., ",[26,5847,5848],{},"agents.md","), design tokens, or reference images. This allows teams to leverage existing version control, code review, and collaboration workflows.",[41,5851,5852,5855],{},[44,5853,5854],{},"Retrieval-Augmented Steering:"," For more complex applications, such as Q&A features, the steering layer incorporates retrieval systems. These systems dynamically fetch relevant context based on the user's input, ensuring the AI's response is grounded in specific, curated data rather than generic model knowledge.",[41,5857,5858,5861],{},[44,5859,5860],{},"Decoupled Interfaces:"," To democratize access, the steering layer can be surfaced through a dedicated UI. This allows non-developers—such as designers, copywriters, and product managers—to contribute to and maintain the guidelines without needing to interact directly with the codebase.",[17,5863,5865],{"id":5864},"impact-on-team-velocity","Impact on Team Velocity",[22,5867,5868],{},"By centralizing guidelines, the steering layer enables broader team participation in product updates. When the \"rules of the road\" are baked into the AI's steering mechanism, team members can ship features or content updates with confidence, knowing that the system will automatically enforce brand and technical cohesion. This reduces the need for manual oversight and ensures that the quality bar remains high even as the volume of AI-generated work increases.",{"title":75,"searchDepth":76,"depth":76,"links":5870},[5871,5872,5873],{"id":5826,"depth":76,"text":5827},{"id":5833,"depth":76,"text":5834},{"id":5864,"depth":76,"text":5865},[82],{"group":5876,"content_references":5877,"triage":5887},"luke-wroblewski",[5878,5881,5884],{"type":89,"title":5879,"url":5880,"context":92},"LukeW Character Maker","https:\u002F\u002Flukew.com\u002Fmaker\u002F",{"type":89,"title":5882,"url":5883,"context":92},"Sol","https:\u002F\u002Fwww.meetsol.com\u002F",{"type":89,"title":5885,"url":5886,"context":92},"Intent","https:\u002F\u002Fwww.intentapp.dev\u002F",{"relevance":99,"novelty":100,"quality":100,"actionability":100,"composite":101,"reasoning":5888},"Category: Design Systems for AI. The article discusses the concept of a 'steering layer' that ensures AI outputs align with brand and development standards, addressing a key pain point for design teams managing AI-generated content. It provides implementation strategies that teams can adopt, making it actionable for designers and engineers.","\u002Fsummaries\u002F888212d3a0a260e8-the-steering-layer-enforcing-brand-and-code-cohesi-summary","2026-06-29 14:44:49",{"title":5816,"description":75},{"loc":5889},"888212d3a0a260e8","LukeW — Functioning Form","https:\u002F\u002Fwww.lukew.com\u002Fff\u002Fentry.asp?2155","summaries\u002F888212d3a0a260e8-the-steering-layer-enforcing-brand-and-code-cohesi-summary",[5898,115,114,117],"ai-ux","A 'steering layer' is an intentional architectural component that sits between AI tools and a codebase, using context, guidelines, and retrieval systems to ensure AI output remains consistent with brand and development standards.",[],"iFdz2cxZzB98fQ1EgWORUWNYC2EsB-8V_4U2mJZhaoA",{"id":5903,"title":5904,"ai":5905,"body":5910,"categories":5969,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":5970,"navigation":103,"path":5983,"published_at":5984,"question":83,"scraped_at":5985,"seo":5986,"sitemap":5987,"source_id":5988,"source_name":5989,"source_type":111,"source_url":5990,"stem":5991,"tags":5992,"thumbnail_url":83,"tldr":5994,"tweet":83,"unknown_tags":5995,"__hash__":5996},"summaries\u002Fsummaries\u002F5ac5e03599bed828-hypertokens-bridging-the-gap-between-tokens-and-co-summary.md","Hypertokens: Bridging the Gap Between Tokens and Components for AI",{"provider":7,"model":8,"input_tokens":5906,"output_tokens":5907,"processing_time_ms":5908,"cost_usd":5909},7378,817,4223,0.00307,{"type":14,"value":5911,"toc":5964},[5912,5916,5923,5927,5930,5933,5957,5961],[17,5913,5915],{"id":5914},"the-problem-the-drift-between-tools-and-agents","The Problem: The Drift Between Tools and Agents",[22,5917,5918,5919,5922],{},"Design systems currently suffer from a \"gap\" between single tokens (like a hex code) and full components (like a button). Designers often manually recreate these bundles—such as typography or surface styles—across Figma, CSS, and mobile platforms. This leads to drift, where styles diverge over time. While humans can visually smooth over these inconsistencies, AI agents cannot. When an agent encounters a generic class name like ",[26,5920,5921],{},".heading-lg",", it must reverse-engineer the stylesheet to guess the intent, often resulting in inaccurate implementation.",[17,5924,5926],{"id":5925},"defining-hypertokens-intent-as-structured-data","Defining Hypertokens: Intent as Structured Data",[22,5928,5929],{},"Proposed by Jake Albaugh at Config 2026, a hypertoken is a named bundle of style properties defined once as structured data. Unlike a component, which includes behavior and state, a hypertoken is purely a style definition. It acts as a single source of truth that compiles into all necessary formats (CSS classes, Figma styles, Swift structs).",[22,5931,5932],{},"Key characteristics include:",[5670,5934,5935,5941,5947],{},[41,5936,5937,5940],{},[44,5938,5939],{},"Generalization:"," Unlike fixed composite tokens (which are limited by current W3C\u002FDTCG specs), hypertokens allow designers to define any recurring fragment—such as a specific card surface or spacing group—as a reusable unit.",[41,5942,5943,5946],{},[44,5944,5945],{},"Deterministic Compilation:"," By using a single JSON-based schema, teams can compile a full system (components, icons, and code) from one source, ensuring perfect synchronization across platforms.",[41,5948,5949,5952,5953,5956],{},[44,5950,5951],{},"Agentic Efficiency:"," By providing an agent with a single label (e.g., ",[26,5954,5955],{},"Surface.brand",") instead of fifteen lines of raw values, the AI performs less work, makes fewer guesses, and produces higher-quality code.",[17,5958,5960],{"id":5959},"maintaining-human-authority-in-agentic-workflows","Maintaining Human Authority in Agentic Workflows",[22,5962,5963],{},"While hypertokens improve automation, they do not replace the need for human-authored intent. The author warns that as agents gain the ability to write back into design files and code, the \"single source of truth\" is at risk of becoming a circular, drifting mess. To maintain integrity, human designers must remain the canonical authors of the schema. Agents should be treated as compilers that push intent outward, rather than autonomous entities that define the source. Designers are encouraged to prepare for this shift by building robust semantic token layers and experimenting with agentic workflows (e.g., using MCP) to understand how machines interpret their design files.",{"title":75,"searchDepth":76,"depth":76,"links":5965},[5966,5967,5968],{"id":5914,"depth":76,"text":5915},{"id":5925,"depth":76,"text":5926},{"id":5959,"depth":76,"text":5960},[82],{"content_references":5971,"triage":5981},[5972,5977],{"type":5973,"title":5974,"author":5975,"publisher":5705,"url":5976,"context":97},"event","Figma deep dive: Agentic workflows and the MCP | Config 2026","Jake Albaugh","https:\u002F\u002Fyoutu.be\u002FD5WUW9X_-L0?si=hrJQn33HUBXv113Z",{"type":94,"title":5978,"publisher":5979,"url":5980,"context":97},"W3C \u002F DTCG spec","Design Tokens Community Group","https:\u002F\u002Fwww.designtokens.org\u002Ftr\u002Fdrafts\u002Fformat\u002F",{"relevance":99,"novelty":100,"quality":100,"actionability":100,"composite":101,"reasoning":5982},"Category: Design Systems for AI. The article discusses hypertokens, a new concept that addresses the gap between design tokens and components, which is highly relevant for designers working with AI. It provides a structured approach to improve design systems, which directly addresses the pain points of maintaining coherence in AI-generated UI.","\u002Fsummaries\u002F5ac5e03599bed828-hypertokens-bridging-the-gap-between-tokens-and-co-summary","2026-06-28 14:48:57","2026-06-29 14:44:53",{"title":5904,"description":75},{"loc":5983},"5ac5e03599bed828","UX Collective (uxdesign.cc)","https:\u002F\u002Fuxdesign.cc\u002Fwhat-are-hypertokens-the-layer-between-tokens-and-components-rebuilt-for-agents-962dbe93e0c4?source=rss----138adf9c44c---4","summaries\u002F5ac5e03599bed828-hypertokens-bridging-the-gap-between-tokens-and-co-summary",[115,114,116,5993],"figma","Hypertokens are a proposed design-system concept that bundles multiple style properties into a single, machine-readable unit. By providing AI agents with explicit intent rather than raw values, they reduce guesswork, prevent design drift, and enable automated, multi-format compilation.",[],"JyM0TgvtIxB1F_TQSzrgDWBfBc9nx8asn2Cr-8XqeTo"]