[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-9d14c957838cec18-preventing-ai-research-drift-with-structured-scien-summary":3,"summaries-facets-categories":109,"summary-related-9d14c957838cec18-preventing-ai-research-drift-with-structured-scien-summary":7013},{"id":4,"title":5,"ai":6,"body":13,"categories":74,"created_at":76,"date_modified":76,"description":68,"extension":77,"faq":76,"featured":78,"kicker_label":76,"meta":79,"navigation":92,"path":93,"published_at":94,"question":76,"scraped_at":94,"seo":95,"sitemap":96,"source_id":97,"source_name":98,"source_type":99,"source_url":85,"stem":100,"tags":101,"thumbnail_url":76,"tldr":106,"tweet":76,"unknown_tags":107,"__hash__":108},"summaries\u002Fsummaries\u002F9d14c957838cec18-preventing-ai-research-drift-with-structured-scien-summary.md","Preventing AI Research Drift with Structured Scientific Loops",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4037,621,3221,0.00194075,{"type":14,"value":15,"toc":67},"minimark",[16,21,25,29,32,55,59],[17,18,20],"h2",{"id":19},"the-problem-of-agentic-drift-in-scientific-discovery","The Problem of Agentic Drift in Scientific Discovery",[22,23,24],"p",{},"Automated AI scientists often suffer from 'drift,' where the agent loses focus on the core research objective or produces results that lack scientific rigor. This paper addresses this by introducing a structured framework for an AI scientist focused on quadruped navigation. The core argument is that for an AI to perform genuine research, it cannot simply iterate on prompts or code; it must operate within a system that enforces scientific taste—a set of constraints that prioritize meaningful, falsifiable findings over mere performance optimization.",[17,26,28],{"id":27},"implementing-structured-research-loops","Implementing Structured Research Loops",[22,30,31],{},"The researchers propose a framework that moves beyond open-ended generation. By embedding specific structural requirements into the research loop, the agent is forced to:",[33,34,35,43,49],"ol",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Define Falsifiable Hypotheses:"," Before running experiments, the agent must articulate a clear, testable claim. This prevents the 'black box' approach where agents simply tweak parameters until a metric improves without understanding why.",[36,44,45,48],{},[39,46,47],{},"Enforce Scientific Taste:"," The system uses a feedback mechanism that evaluates the 'quality' of the research direction. This acts as a guardrail, ensuring the agent doesn't pursue trivial or redundant experiments.",[36,50,51,54],{},[39,52,53],{},"Iterative Refinement:"," The agent uses the results of previous experiments to refine its hypothesis, creating a closed-loop system where the research trajectory is self-correcting rather than drifting toward noise.",[17,56,58],{"id":57},"application-to-quadruped-navigation","Application to Quadruped Navigation",[22,60,61,62,66],{},"In the context of quadruped robotics, the agent is tasked with navigating complex environments. Instead of just optimizing for speed or success rate, the agent is required to generate findings that explain ",[63,64,65],"em",{},"why"," certain navigation strategies succeed or fail under specific conditions. This shift from 'optimization' to 'explanation' is what allows the AI to function as a scientist rather than a simple optimizer. By requiring the agent to produce falsifiable findings, the system ensures that the resulting data is not just a collection of successful runs, but a contribution to the underlying theory of robotic locomotion.",{"title":68,"searchDepth":69,"depth":69,"links":70},"",2,[71,72,73],{"id":19,"depth":69,"text":20},{"id":27,"depth":69,"text":28},{"id":57,"depth":69,"text":58},[75],"AI & LLMs",null,"md",false,{"content_references":80,"triage":87},[81],{"type":82,"title":83,"author":84,"url":85,"context":86},"paper","An AI Scientist that Doesn't Drift: Taste, Structure, and Falsifiable Findings in a Quadruped Navigation Research Loop","N\u002FA","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.07542","reviewed",{"relevance":88,"novelty":89,"quality":89,"actionability":88,"composite":90,"reasoning":91},3,4,3.45,"Category: AI & LLMs. The article discusses a structured framework for preventing AI research drift, which is relevant to AI engineering and addresses the need for rigorous scientific methods in AI development. It introduces a novel approach to structuring AI research loops, but while it provides insights, it lacks specific actionable steps for implementation.",true,"\u002Fsummaries\u002F9d14c957838cec18-preventing-ai-research-drift-with-structured-scien-summary","2026-08-12 03:21:24",{"title":5,"description":68},{"loc":93},"9d14c957838cec18","arXiv cs.AI","article","summaries\u002F9d14c957838cec18-preventing-ai-research-drift-with-structured-scien-summary",[102,103,104,105],"ai-tools","research","machine-learning","agents","To prevent AI research agents from drifting, researchers must enforce 'scientific taste' and falsifiable constraints within the automated loop, specifically applied here to quadruped navigation.",[],"xnPxXzrMT3k9mWLsjwVKFsqqVl8rv9Ua9Qt2V_Ix6yo",[110,112,115,117,120,122,125,128,130,132,134,136,139,141,143,145,147,150,152,154,156,158,161,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,213,215,217,219,221,223,225,227,229,231,233,235,237,239,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,283,285,287,289,291,293,295,297,299,301,303,305,307,309,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,377,379,381,383,385,387,389,391,393,395,397,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,433,435,437,439,441,443,445,447,449,451,453,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,515,517,519,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,561,563,565,567,569,571,573,575,577,579,581,583,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,873,875,877,879,881,884,886,888,890,892,894,896,898,900,902,904,906,908,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011],{"categories":111},[75],{"categories":113},[114],"Developer Productivity",{"categories":116},[75],{"categories":118},[119],"Business & SaaS",{"categories":121},[75],{"categories":123},[124],"AI Automation",{"categories":126},[127],"Product Strategy",{"categories":129},[124],{"categories":131},[75],{"categories":133},[114],{"categories":135},[124],{"categories":137},[138],"Software Engineering",{"categories":140},[75],{"categories":142},[119],{"categories":144},[],{"categories":146},[75],{"categories":148},[149],"Inference & Serving",{"categories":151},[75],{"categories":153},[75],{"categories":155},[124],{"categories":157},[],{"categories":159},[160],"AI News & Trends",{"categories":162},[163],"Data Science & Visualization",{"categories":165},[124],{"categories":167},[75],{"categories":169},[75],{"categories":171},[119],{"categories":173},[114],{"categories":175},[75],{"categories":177},[124],{"categories":179},[160],{"categories":181},[75],{"categories":183},[124],{"categories":185},[124],{"categories":187},[75],{"categories":189},[75],{"categories":191},[124],{"categories":193},[75],{"categories":195},[75],{"categories":197},[75],{"categories":199},[124],{"categories":201},[160],{"categories":203},[75],{"categories":205},[75],{"categories":207},[75],{"categories":209},[],{"categories":211},[212],"Design & Frontend",{"categories":214},[163],{"categories":216},[160],{"categories":218},[75],{"categories":220},[75],{"categories":222},[75],{"categories":224},[],{"categories":226},[75],{"categories":228},[75],{"categories":230},[124],{"categories":232},[138],{"categories":234},[75],{"categories":236},[124],{"categories":238},[75],{"categories":240},[241],"Marketing & Growth",{"categories":243},[212],{"categories":245},[75],{"categories":247},[124],{"categories":249},[75],{"categories":251},[75],{"categories":253},[138],{"categories":255},[75],{"categories":257},[],{"categories":259},[],{"categories":261},[212],{"categories":263},[75],{"categories":265},[124],{"categories":267},[114],{"categories":269},[138],{"categories":271},[124],{"categories":273},[212],{"categories":275},[127],{"categories":277},[75],{"categories":279},[138],{"categories":281},[282],"DevOps & Cloud",{"categories":284},[124],{"categories":286},[127],{"categories":288},[160],{"categories":290},[75],{"categories":292},[],{"categories":294},[75],{"categories":296},[75],{"categories":298},[],{"categories":300},[124],{"categories":302},[138],{"categories":304},[],{"categories":306},[138],{"categories":308},[75],{"categories":310},[311],"Governance & Standards",{"categories":313},[119],{"categories":315},[],{"categories":317},[],{"categories":319},[75],{"categories":321},[75],{"categories":323},[124],{"categories":325},[75],{"categories":327},[75],{"categories":329},[124],{"categories":331},[75],{"categories":333},[75],{"categories":335},[75],{"categories":337},[],{"categories":339},[138],{"categories":341},[],{"categories":343},[],{"categories":345},[75],{"categories":347},[138],{"categories":349},[],{"categories":351},[138],{"categories":353},[75],{"categories":355},[75],{"categories":357},[241],{"categories":359},[75],{"categories":361},[75],{"categories":363},[75],{"categories":365},[212],{"categories":367},[212],{"categories":369},[75],{"categories":371},[138],{"categories":373},[124],{"categories":375},[376],"GovTech & Public-Sector Adoption",{"categories":378},[138],{"categories":380},[75],{"categories":382},[75],{"categories":384},[75],{"categories":386},[124],{"categories":388},[124],{"categories":390},[163],{"categories":392},[75],{"categories":394},[160],{"categories":396},[124],{"categories":398},[399],"Legal AI Tools",{"categories":401},[75],{"categories":403},[124],{"categories":405},[75],{"categories":407},[241],{"categories":409},[124],{"categories":411},[127],{"categories":413},[75],{"categories":415},[138],{"categories":417},[376],{"categories":419},[],{"categories":421},[124],{"categories":423},[],{"categories":425},[119],{"categories":427},[124],{"categories":429},[124],{"categories":431},[432],"RAG & Retrieval",{"categories":434},[119],{"categories":436},[75],{"categories":438},[138],{"categories":440},[138],{"categories":442},[282],{"categories":444},[212],{"categories":446},[124],{"categories":448},[75],{"categories":450},[75],{"categories":452},[],{"categories":454},[455],"Agents & Orchestration",{"categories":457},[138],{"categories":459},[75],{"categories":461},[],{"categories":463},[124],{"categories":465},[119],{"categories":467},[],{"categories":469},[75],{"categories":471},[],{"categories":473},[75],{"categories":475},[114],{"categories":477},[138],{"categories":479},[119],{"categories":481},[75],{"categories":483},[124],{"categories":485},[75],{"categories":487},[160],{"categories":489},[75],{"categories":491},[],{"categories":493},[75],{"categories":495},[],{"categories":497},[75],{"categories":499},[138],{"categories":501},[75],{"categories":503},[124],{"categories":505},[163],{"categories":507},[],{"categories":509},[75],{"categories":511},[212],{"categories":513},[514],"Models & Frontier Labs",{"categories":516},[],{"categories":518},[212],{"categories":520},[521],"Regulation & Governance of AI",{"categories":523},[127],{"categories":525},[124],{"categories":527},[],{"categories":529},[75],{"categories":531},[75],{"categories":533},[124],{"categories":535},[124],{"categories":537},[160],{"categories":539},[75],{"categories":541},[119],{"categories":543},[75],{"categories":545},[124],{"categories":547},[],{"categories":549},[138],{"categories":551},[124],{"categories":553},[75],{"categories":555},[127],{"categories":557},[75],{"categories":559},[560],"AI Policy & Regulation",{"categories":562},[],{"categories":564},[75],{"categories":566},[124],{"categories":568},[127],{"categories":570},[124],{"categories":572},[75],{"categories":574},[75],{"categories":576},[75],{"categories":578},[124],{"categories":580},[],{"categories":582},[163],{"categories":584},[585],"Evals & Reliability",{"categories":587},[75],{"categories":589},[75],{"categories":591},[],{"categories":593},[114],{"categories":595},[376],{"categories":597},[560],{"categories":599},[75],{"categories":601},[119],{"categories":603},[75],{"categories":605},[124],{"categories":607},[75],{"categories":609},[124],{"categories":611},[455],{"categories":613},[75],{"categories":615},[138],{"categories":617},[75],{"categories":619},[],{"categories":621},[212],{"categories":623},[],{"categories":625},[75],{"categories":627},[376],{"categories":629},[75],{"categories":631},[75],{"categories":633},[75],{"categories":635},[],{"categories":637},[75],{"categories":639},[212],{"categories":641},[138],{"categories":643},[],{"categories":645},[75],{"categories":647},[],{"categories":649},[124],{"categories":651},[75],{"categories":653},[212],{"categories":655},[],{"categories":657},[75],{"categories":659},[75],{"categories":661},[163],{"categories":663},[124],{"categories":665},[75],{"categories":667},[119],{"categories":669},[124],{"categories":671},[75],{"categories":673},[75],{"categories":675},[138],{"categories":677},[212],{"categories":679},[75],{"categories":681},[124],{"categories":683},[],{"categories":685},[138],{"categories":687},[124],{"categories":689},[163],{"categories":691},[],{"categories":693},[75],{"categories":695},[160],{"categories":697},[75],{"categories":699},[],{"categories":701},[75],{"categories":703},[75],{"categories":705},[75],{"categories":707},[119,241],{"categories":709},[],{"categories":711},[138],{"categories":713},[75],{"categories":715},[75],{"categories":717},[124],{"categories":719},[75],{"categories":721},[],{"categories":723},[],{"categories":725},[75],{"categories":727},[212],{"categories":729},[75],{"categories":731},[],{"categories":733},[75],{"categories":735},[282],{"categories":737},[],{"categories":739},[124],{"categories":741},[160],{"categories":743},[75],{"categories":745},[75],{"categories":747},[212],{"categories":749},[],{"categories":751},[160],{"categories":753},[75],{"categories":755},[149],{"categories":757},[75],{"categories":759},[75],{"categories":761},[124],{"categories":763},[160],{"categories":765},[514],{"categories":767},[75],{"categories":769},[241],{"categories":771},[],{"categories":773},[124],{"categories":775},[119],{"categories":777},[138],{"categories":779},[75],{"categories":781},[124],{"categories":783},[],{"categories":785},[75,282],{"categories":787},[75],{"categories":789},[75],{"categories":791},[75],{"categories":793},[124],{"categories":795},[75,138],{"categories":797},[163],{"categories":799},[75],{"categories":801},[75],{"categories":803},[75],{"categories":805},[138],{"categories":807},[75],{"categories":809},[124],{"categories":811},[124],{"categories":813},[560],{"categories":815},[241],{"categories":817},[75],{"categories":819},[124],{"categories":821},[75],{"categories":823},[75],{"categories":825},[124],{"categories":827},[],{"categories":829},[124],{"categories":831},[75],{"categories":833},[75],{"categories":835},[124],{"categories":837},[75],{"categories":839},[75,119],{"categories":841},[75],{"categories":843},[119],{"categories":845},[],{"categories":847},[212],{"categories":849},[212],{"categories":851},[75],{"categories":853},[],{"categories":855},[],{"categories":857},[75],{"categories":859},[160],{"categories":861},[],{"categories":863},[114],{"categories":865},[75],{"categories":867},[138],{"categories":869},[75],{"categories":871},[872],"Generative UI & Design-to-Code",{"categories":874},[75],{"categories":876},[75],{"categories":878},[212],{"categories":880},[75],{"categories":882},[883],"Algorithmic Accountability",{"categories":885},[124],{"categories":887},[138],{"categories":889},[160],{"categories":891},[212],{"categories":893},[75],{"categories":895},[],{"categories":897},[127],{"categories":899},[75],{"categories":901},[75],{"categories":903},[75],{"categories":905},[75],{"categories":907},[124],{"categories":909},[910],"MLOps & Infrastructure",{"categories":912},[75],{"categories":914},[75],{"categories":916},[75],{"categories":918},[75],{"categories":920},[75],{"categories":922},[138],{"categories":924},[160],{"categories":926},[75],{"categories":928},[127],{"categories":930},[114],{"categories":932},[75],{"categories":934},[124],{"categories":936},[282],{"categories":938},[75],{"categories":940},[119],{"categories":942},[75],{"categories":944},[212],{"categories":946},[75],{"categories":948},[75],{"categories":950},[124],{"categories":952},[],{"categories":954},[],{"categories":956},[75],{"categories":958},[149],{"categories":960},[212],{"categories":962},[160],{"categories":964},[163],{"categories":966},[],{"categories":968},[75],{"categories":970},[75],{"categories":972},[119],{"categories":974},[124],{"categories":976},[75],{"categories":978},[75],{"categories":980},[75],{"categories":982},[75],{"categories":984},[160],{"categories":986},[149],{"categories":988},[75],{"categories":990},[212],{"categories":992},[75],{"categories":994},[],{"categories":996},[124],{"categories":998},[138],{"categories":1000},[],{"categories":1002},[75],{"categories":1004},[75],{"categories":1006},[124],{"categories":1008},[138],{"categories":1010},[75],{"categories":1012},[163],{"categories":1014},[212],{"categories":1016},[],{"categories":1018},[75],{"categories":1020},[],{"categories":1022},[75],{"categories":1024},[],{"categories":1026},[75],{"categories":1028},[75],{"categories":1030},[127],{"categories":1032},[119],{"categories":1034},[124],{"categories":1036},[124],{"categories":1038},[],{"categories":1040},[75],{"categories":1042},[114],{"categories":1044},[75],{"categories":1046},[75],{"categories":1048},[119],{"categories":1050},[160],{"categories":1052},[114],{"categories":1054},[],{"categories":1056},[75],{"categories":1058},[],{"categories":1060},[75],{"categories":1062},[],{"categories":1064},[160],{"categories":1066},[160],{"categories":1068},[],{"categories":1070},[455],{"categories":1072},[75],{"categories":1074},[212],{"categories":1076},[138],{"categories":1078},[],{"categories":1080},[399],{"categories":1082},[124],{"categories":1084},[119],{"categories":1086},[],{"categories":1088},[],{"categories":1090},[114],{"categories":1092},[163],{"categories":1094},[],{"categories":1096},[241],{"categories":1098},[124],{"categories":1100},[119],{"categories":1102},[124],{"categories":1104},[75],{"categories":1106},[119],{"categories":1108},[75],{"categories":1110},[138],{"categories":1112},[],{"categories":1114},[149],{"categories":1116},[127],{"categories":1118},[75],{"categories":1120},[212],{"categories":1122},[138],{"categories":1124},[119],{"categories":1126},[75],{"categories":1128},[138],{"categories":1130},[75],{"categories":1132},[124],{"categories":1134},[119],{"categories":1136},[75],{"categories":1138},[75],{"categories":1140},[75],{"categories":1142},[75],{"categories":1144},[75],{"categories":1146},[],{"categories":1148},[],{"categories":1150},[138],{"categories":1152},[163],{"categories":1154},[127],{"categories":1156},[75],{"categories":1158},[124],{"categories":1160},[138],{"categories":1162},[138],{"categories":1164},[75],{"categories":1166},[],{"categories":1168},[160],{"categories":1170},[127],{"categories":1172},[127],{"categories":1174},[138],{"categories":1176},[75],{"categories":1178},[585],{"categories":1180},[282],{"categories":1182},[],{"categories":1184},[124],{"categories":1186},[75],{"categories":1188},[],{"categories":1190},[114],{"categories":1192},[],{"categories":1194},[75],{"categories":1196},[75],{"categories":1198},[75],{"categories":1200},[212],{"categories":1202},[241],{"categories":1204},[75],{"categories":1206},[138],{"categories":1208},[75],{"categories":1210},[124],{"categories":1212},[],{"categories":1214},[138],{"categories":1216},[75],{"categories":1218},[114],{"categories":1220},[],{"categories":1222},[119],{"categories":1224},[75],{"categories":1226},[75],{"categories":1228},[160],{"categories":1230},[75,282],{"categories":1232},[75],{"categories":1234},[1235],"Design Systems for AI",{"categories":1237},[75],{"categories":1239},[75],{"categories":1241},[160],{"categories":1243},[75],{"categories":1245},[75],{"categories":1247},[75],{"categories":1249},[119],{"categories":1251},[75],{"categories":1253},[75],{"categories":1255},[75],{"categories":1257},[],{"categories":1259},[75],{"categories":1261},[75],{"categories":1263},[119],{"categories":1265},[75],{"categories":1267},[],{"categories":1269},[124],{"categories":1271},[124],{"categories":1273},[138],{"categories":1275},[160],{"categories":1277},[138],{"categories":1279},[75],{"categories":1281},[212],{"categories":1283},[160],{"categories":1285},[163],{"categories":1287},[75],{"categories":1289},[75],{"categories":1291},[124],{"categories":1293},[114],{"categories":1295},[560],{"categories":1297},[75],{"categories":1299},[124],{"categories":1301},[75],{"categories":1303},[138],{"categories":1305},[138],{"categories":1307},[],{"categories":1309},[],{"categories":1311},[75],{"categories":1313},[124],{"categories":1315},[127],{"categories":1317},[],{"categories":1319},[119],{"categories":1321},[75],{"categories":1323},[],{"categories":1325},[212],{"categories":1327},[138],{"categories":1329},[124],{"categories":1331},[138],{"categories":1333},[212],{"categories":1335},[75],{"categories":1337},[75],{"categories":1339},[212],{"categories":1341},[],{"categories":1343},[],{"categories":1345},[160],{"categories":1347},[124],{"categories":1349},[124],{"categories":1351},[75],{"categories":1353},[75],{"categories":1355},[75],{"categories":1357},[75],{"categories":1359},[119],{"categories":1361},[75],{"categories":1363},[75],{"categories":1365},[],{"categories":1367},[138],{"categories":1369},[138],{"categories":1371},[75],{"categories":1373},[138],{"categories":1375},[119],{"categories":1377},[],{"categories":1379},[75],{"categories":1381},[75],{"categories":1383},[75],{"categories":1385},[75],{"categories":1387},[75],{"categories":1389},[124],{"categories":1391},[114],{"categories":1393},[119],{"categories":1395},[75],{"categories":1397},[124],{"categories":1399},[160],{"categories":1401},[124],{"categories":1403},[149],{"categories":1405},[241],{"categories":1407},[75],{"categories":1409},[124],{"categories":1411},[75],{"categories":1413},[75],{"categories":1415},[75],{"categories":1417},[],{"categories":1419},[212],{"categories":1421},[],{"categories":1423},[75],{"categories":1425},[75],{"categories":1427},[],{"categories":1429},[75],{"categories":1431},[138],{"categories":1433},[119],{"categories":1435},[1436],"Visual & Generative Media",{"categories":1438},[124],{"categories":1440},[],{"categories":1442},[75],{"categories":1444},[75],{"categories":1446},[138],{"categories":1448},[282],{"categories":1450},[75],{"categories":1452},[163],{"categories":1454},[560],{"categories":1456},[138],{"categories":1458},[241],{"categories":1460},[75],{"categories":1462},[212],{"categories":1464},[75],{"categories":1466},[75],{"categories":1468},[138],{"categories":1470},[124],{"categories":1472},[75],{"categories":1474},[],{"categories":1476},[],{"categories":1478},[124],{"categories":1480},[138],{"categories":1482},[114],{"categories":1484},[124],{"categories":1486},[514],{"categories":1488},[75],{"categories":1490},[127],{"categories":1492},[75],{"categories":1494},[119],{"categories":1496},[],{"categories":1498},[75],{"categories":1500},[127],{"categories":1502},[75],{"categories":1504},[75],{"categories":1506},[75],{"categories":1508},[127],{"categories":1510},[75],{"categories":1512},[75],{"categories":1514},[241],{"categories":1516},[75],{"categories":1518},[455],{"categories":1520},[75],{"categories":1522},[124],{"categories":1524},[75],{"categories":1526},[75],{"categories":1528},[75],{"categories":1530},[75],{"categories":1532},[212],{"categories":1534},[124],{"categories":1536},[],{"categories":1538},[124],{"categories":1540},[],{"categories":1542},[282],{"categories":1544},[138],{"categories":1546},[],{"categories":1548},[514],{"categories":1550},[75],{"categories":1552},[124],{"categories":1554},[124],{"categories":1556},[75],{"categories":1558},[212,75],{"categories":1560},[114],{"categories":1562},[75],{"categories":1564},[212],{"categories":1566},[],{"categories":1568},[75],{"categories":1570},[114],{"categories":1572},[75],{"categories":1574},[1575],"Medical Imaging & Radiology",{"categories":1577},[75],{"categories":1579},[75],{"categories":1581},[75],{"categories":1583},[212],{"categories":1585},[124],{"categories":1587},[138],{"categories":1589},[],{"categories":1591},[75],{"categories":1593},[75],{"categories":1595},[75],{"categories":1597},[],{"categories":1599},[],{"categories":1601},[75],{"categories":1603},[75],{"categories":1605},[455],{"categories":1607},[75],{"categories":1609},[114],{"categories":1611},[75],{"categories":1613},[75],{"categories":1615},[],{"categories":1617},[124],{"categories":1619},[75],{"categories":1621},[127],{"categories":1623},[138],{"categories":1625},[75],{"categories":1627},[124],{"categories":1629},[455],{"categories":1631},[75],{"categories":1633},[124],{"categories":1635},[75],{"categories":1637},[75],{"categories":1639},[75],{"categories":1641},[212],{"categories":1643},[124],{"categories":1645},[282],{"categories":1647},[212],{"categories":1649},[119],{"categories":1651},[124],{"categories":1653},[160],{"categories":1655},[75],{"categories":1657},[75],{"categories":1659},[127],{"categories":1661},[75],{"categories":1663},[75],{"categories":1665},[75],{"categories":1667},[75],{"categories":1669},[124],{"categories":1671},[75],{"categories":1673},[138],{"categories":1675},[138],{"categories":1677},[75],{"categories":1679},[127],{"categories":1681},[],{"categories":1683},[160],{"categories":1685},[],{"categories":1687},[127],{"categories":1689},[124],{"categories":1691},[75],{"categories":1693},[124],{"categories":1695},[1235],{"categories":1697},[1235],{"categories":1699},[212],{"categories":1701},[75],{"categories":1703},[75],{"categories":1705},[75],{"categories":1707},[124],{"categories":1709},[138],{"categories":1711},[212],{"categories":1713},[124],{"categories":1715},[160],{"categories":1717},[],{"categories":1719},[75],{"categories":1721},[],{"categories":1723},[75],{"categories":1725},[75],{"categories":1727},[75],{"categories":1729},[75],{"categories":1731},[124],{"categories":1733},[1734],"Contract Review & E-Discovery",{"categories":1736},[75],{"categories":1738},[212],{"categories":1740},[75],{"categories":1742},[114],{"categories":1744},[75],{"categories":1746},[160],{"categories":1748},[75],{"categories":1750},[75],{"categories":1752},[241],{"categories":1754},[138],{"categories":1756},[75],{"categories":1758},[75],{"categories":1760},[124],{"categories":1762},[124],{"categories":1764},[883],{"categories":1766},[75],{"categories":1768},[75],{"categories":1770},[124],{"categories":1772},[124],{"categories":1774},[75],{"categories":1776},[75],{"categories":1778},[75],{"categories":1780},[124],{"categories":1782},[75],{"categories":1784},[75],{"categories":1786},[455],{"categories":1788},[432],{"categories":1790},[75],{"categories":1792},[124],{"categories":1794},[75],{"categories":1796},[1797],"Law-Firm Practice & Adoption",{"categories":1799},[75],{"categories":1801},[124],{"categories":1803},[212],{"categories":1805},[75],{"categories":1807},[75],{"categories":1809},[75],{"categories":1811},[],{"categories":1813},[],{"categories":1815},[138],{"categories":1817},[75],{"categories":1819},[],{"categories":1821},[124],{"categories":1823},[114],{"categories":1825},[282],{"categories":1827},[75],{"categories":1829},[],{"categories":1831},[114],{"categories":1833},[119],{"categories":1835},[75],{"categories":1837},[241],{"categories":1839},[],{"categories":1841},[119],{"categories":1843},[124],{"categories":1845},[119],{"categories":1847},[],{"categories":1849},[75],{"categories":1851},[127],{"categories":1853},[75],{"categories":1855},[138],{"categories":1857},[],{"categories":1859},[],{"categories":1861},[],{"categories":1863},[],{"categories":1865},[75],{"categories":1867},[127],{"categories":1869},[124],{"categories":1871},[282],{"categories":1873},[75],{"categories":1875},[114],{"categories":1877},[138],{"categories":1879},[75],{"categories":1881},[75],{"categories":1883},[138],{"categories":1885},[127],{"categories":1887},[75],{"categories":1889},[75],{"categories":1891},[75],{"categories":1893},[910],{"categories":1895},[75],{"categories":1897},[138],{"categories":1899},[75],{"categories":1901},[241],{"categories":1903},[138],{"categories":1905},[119],{"categories":1907},[75],{"categories":1909},[75],{"categories":1911},[75],{"categories":1913},[212],{"categories":1915},[75],{"categories":1917},[75],{"categories":1919},[75],{"categories":1921},[75],{"categories":1923},[119],{"categories":1925},[124],{"categories":1927},[75,114],{"categories":1929},[455],{"categories":1931},[75],{"categories":1933},[75],{"categories":1935},[138],{"categories":1937},[138],{"categories":1939},[212],{"categories":1941},[124],{"categories":1943},[124],{"categories":1945},[138],{"categories":1947},[75],{"categories":1949},[75],{"categories":1951},[75],{"categories":1953},[],{"categories":1955},[],{"categories":1957},[75],{"categories":1959},[163],{"categories":1961},[75],{"categories":1963},[124],{"categories":1965},[],{"categories":1967},[75],{"categories":1969},[75],{"categories":1971},[138],{"categories":1973},[163],{"categories":1975},[160],{"categories":1977},[212],{"categories":1979},[75],{"categories":1981},[124],{"categories":1983},[75],{"categories":1985},[138],{"categories":1987},[],{"categories":1989},[124],{"categories":1991},[75],{"categories":1993},[75],{"categories":1995},[75],{"categories":1997},[75],{"categories":1999},[],{"categories":2001},[124],{"categories":2003},[75],{"categories":2005},[75],{"categories":2007},[75],{"categories":2009},[],{"categories":2011},[124],{"categories":2013},[75],{"categories":2015},[75],{"categories":2017},[119],{"categories":2019},[75],{"categories":2021},[75],{"categories":2023},[],{"categories":2025},[114],{"categories":2027},[75],{"categories":2029},[75],{"categories":2031},[75],{"categories":2033},[212],{"categories":2035},[75],{"categories":2037},[138],{"categories":2039},[75],{"categories":2041},[114],{"categories":2043},[75],{"categories":2045},[138],{"categories":2047},[241],{"categories":2049},[124],{"categories":2051},[124],{"categories":2053},[75],{"categories":2055},[75],{"categories":2057},[75,212],{"categories":2059},[75],{"categories":2061},[124],{"categories":2063},[160],{"categories":2065},[75],{"categories":2067},[160],{"categories":2069},[124],{"categories":2071},[212],{"categories":2073},[75],{"categories":2075},[],{"categories":2077},[138],{"categories":2079},[282],{"categories":2081},[212],{"categories":2083},[138],{"categories":2085},[75],{"categories":2087},[127],{"categories":2089},[75],{"categories":2091},[75],{"categories":2093},[124],{"categories":2095},[],{"categories":2097},[],{"categories":2099},[75],{"categories":2101},[],{"categories":2103},[],{"categories":2105},[127],{"categories":2107},[138],{"categories":2109},[75],{"categories":2111},[124],{"categories":2113},[124],{"categories":2115},[119],{"categories":2117},[124],{"categories":2119},[282],{"categories":2121},[75],{"categories":2123},[75],{"categories":2125},[75],{"categories":2127},[149],{"categories":2129},[75],{"categories":2131},[75],{"categories":2133},[75],{"categories":2135},[138],{"categories":2137},[124],{"categories":2139},[75],{"categories":2141},[75],{"categories":2143},[138],{"categories":2145},[399],{"categories":2147},[124],{"categories":2149},[883],{"categories":2151},[],{"categories":2153},[212],{"categories":2155},[1797],{"categories":2157},[138],{"categories":2159},[],{"categories":2161},[],{"categories":2163},[75],{"categories":2165},[124],{"categories":2167},[],{"categories":2169},[],{"categories":2171},[75],{"categories":2173},[241],{"categories":2175},[75],{"categories":2177},[241],{"categories":2179},[124],{"categories":2181},[75],{"categories":2183},[75],{"categories":2185},[138],{"categories":2187},[127],{"categories":2189},[],{"categories":2191},[75],{"categories":2193},[75],{"categories":2195},[138],{"categories":2197},[1734],{"categories":2199},[212],{"categories":2201},[212],{"categories":2203},[75],{"categories":2205},[124],{"categories":2207},[114],{"categories":2209},[75],{"categories":2211},[75],{"categories":2213},[75],{"categories":2215},[75],{"categories":2217},[212],{"categories":2219},[212],{"categories":2221},[124],{"categories":2223},[124],{"categories":2225},[124],{"categories":2227},[75],{"categories":2229},[75],{"categories":2231},[],{"categories":2233},[75],{"categories":2235},[],{"categories":2237},[2238],"Interaction & Product Design",{"categories":2240},[75],{"categories":2242},[124],{"categories":2244},[138],{"categories":2246},[311],{"categories":2248},[160],{"categories":2250},[138],{"categories":2252},[75],{"categories":2254},[75],{"categories":2256},[75],{"categories":2258},[138],{"categories":2260},[75],{"categories":2262},[114],{"categories":2264},[124],{"categories":2266},[75],{"categories":2268},[],{"categories":2270},[124],{"categories":2272},[124],{"categories":2274},[124],{"categories":2276},[],{"categories":2278},[138],{"categories":2280},[75],{"categories":2282},[124],{"categories":2284},[114],{"categories":2286},[2238],{"categories":2288},[75],{"categories":2290},[114],{"categories":2292},[114],{"categories":2294},[],{"categories":2296},[124],{"categories":2298},[138],{"categories":2300},[],{"categories":2302},[124],{"categories":2304},[160],{"categories":2306},[75],{"categories":2308},[124],{"categories":2310},[75],{"categories":2312},[124],{"categories":2314},[124],{"categories":2316},[75],{"categories":2318},[75],{"categories":2320},[160],{"categories":2322},[163],{"categories":2324},[75],{"categories":2326},[127],{"categories":2328},[138],{"categories":2330},[2331],"Coding Agents & Dev Productivity",{"categories":2333},[160],{"categories":2335},[212],{"categories":2337},[75],{"categories":2339},[75],{"categories":2341},[],{"categories":2343},[75],{"categories":2345},[883],{"categories":2347},[],{"categories":2349},[75],{"categories":2351},[75],{"categories":2353},[282],{"categories":2355},[75],{"categories":2357},[160],{"categories":2359},[],{"categories":2361},[],{"categories":2363},[75],{"categories":2365},[],{"categories":2367},[124],{"categories":2369},[75],{"categories":2371},[],{"categories":2373},[138],{"categories":2375},[138],{"categories":2377},[75],{"categories":2379},[163],{"categories":2381},[],{"categories":2383},[75],{"categories":2385},[75],{"categories":2387},[75],{"categories":2389},[163],{"categories":2391},[138],{"categories":2393},[124],{"categories":2395},[],{"categories":2397},[],{"categories":2399},[75],{"categories":2401},[75],{"categories":2403},[124],{"categories":2405},[124],{"categories":2407},[376],{"categories":2409},[138],{"categories":2411},[138],{"categories":2413},[124],{"categories":2415},[160],{"categories":2417},[160],{"categories":2419},[124],{"categories":2421},[124],{"categories":2423},[75],{"categories":2425},[114],{"categories":2427},[2238],{"categories":2429},[127],{"categories":2431},[75,282],{"categories":2433},[163],{"categories":2435},[],{"categories":2437},[212],{"categories":2439},[124],{"categories":2441},[138],{"categories":2443},[114],{"categories":2445},[75],{"categories":2447},[124],{"categories":2449},[2450],"The Designer's Role & Craft",{"categories":2452},[212],{"categories":2454},[],{"categories":2456},[124],{"categories":2458},[75],{"categories":2460},[124],{"categories":2462},[124],{"categories":2464},[75],{"categories":2466},[241],{"categories":2468},[75],{"categories":2470},[138],{"categories":2472},[75],{"categories":2474},[212],{"categories":2476},[75],{"categories":2478},[],{"categories":2480},[124],{"categories":2482},[212],{"categories":2484},[127],{"categories":2486},[75],{"categories":2488},[75],{"categories":2490},[75],{"categories":2492},[2493],"AI UX Patterns",{"categories":2495},[124],{"categories":2497},[124],{"categories":2499},[124],{"categories":2501},[124],{"categories":2503},[241],{"categories":2505},[163],{"categories":2507},[75],{"categories":2509},[124],{"categories":2511},[75],{"categories":2513},[1235],{"categories":2515},[],{"categories":2517},[241],{"categories":2519},[124],{"categories":2521},[160],{"categories":2523},[138],{"categories":2525},[75],{"categories":2527},[124],{"categories":2529},[],{"categories":2531},[],{"categories":2533},[75],{"categories":2535},[75],{"categories":2537},[124],{"categories":2539},[75],{"categories":2541},[124],{"categories":2543},[376],{"categories":2545},[212],{"categories":2547},[75],{"categories":2549},[160],{"categories":2551},[138],{"categories":2553},[75],{"categories":2555},[124],{"categories":2557},[124],{"categories":2559},[],{"categories":2561},[75],{"categories":2563},[],{"categories":2565},[75],{"categories":2567},[],{"categories":2569},[75],{"categories":2571},[75],{"categories":2573},[75],{"categories":2575},[124],{"categories":2577},[138],{"categories":2579},[],{"categories":2581},[],{"categories":2583},[163],{"categories":2585},[149],{"categories":2587},[75],{"categories":2589},[75],{"categories":2591},[75],{"categories":2593},[163],{"categories":2595},[75],{"categories":2597},[75],{"categories":2599},[160],{"categories":2601},[75],{"categories":2603},[75],{"categories":2605},[75],{"categories":2607},[124],{"categories":2609},[75],{"categories":2611},[124],{"categories":2613},[75],{"categories":2615},[75],{"categories":2617},[75],{"categories":2619},[124],{"categories":2621},[],{"categories":2623},[75],{"categories":2625},[],{"categories":2627},[75],{"categories":2629},[75],{"categories":2631},[282],{"categories":2633},[75],{"categories":2635},[],{"categories":2637},[],{"categories":2639},[212],{"categories":2641},[910],{"categories":2643},[124],{"categories":2645},[114],{"categories":2647},[2450],{"categories":2649},[],{"categories":2651},[],{"categories":2653},[75],{"categories":2655},[],{"categories":2657},[],{"categories":2659},[138],{"categories":2661},[160],{"categories":2663},[241],{"categories":2665},[124],{"categories":2667},[119],{"categories":2669},[75],{"categories":2671},[75],{"categories":2673},[119],{"categories":2675},[],{"categories":2677},[212],{"categories":2679},[127],{"categories":2681},[75],{"categories":2683},[75],{"categories":2685},[124],{"categories":2687},[119],{"categories":2689},[75],{"categories":2691},[75],{"categories":2693},[114],{"categories":2695},[75],{"categories":2697},[75],{"categories":2699},[],{"categories":2701},[114],{"categories":2703},[75],{"categories":2705},[241],{"categories":2707},[124],{"categories":2709},[160],{"categories":2711},[75],{"categories":2713},[138],{"categories":2715},[75],{"categories":2717},[75],{"categories":2719},[119],{"categories":2721},[75],{"categories":2723},[75],{"categories":2725},[75],{"categories":2727},[124],{"categories":2729},[75],{"categories":2731},[],{"categories":2733},[75],{"categories":2735},[138],{"categories":2737},[114],{"categories":2739},[75],{"categories":2741},[75],{"categories":2743},[75],{"categories":2745},[],{"categories":2747},[75],{"categories":2749},[455],{"categories":2751},[124],{"categories":2753},[119],{"categories":2755},[160],{"categories":2757},[75],{"categories":2759},[75],{"categories":2761},[],{"categories":2763},[119],{"categories":2765},[119],{"categories":2767},[75],{"categories":2769},[75],{"categories":2771},[127],{"categories":2773},[75],{"categories":2775},[75],{"categories":2777},[75],{"categories":2779},[75],{"categories":2781},[138],{"categories":2783},[138],{"categories":2785},[75],{"categories":2787},[],{"categories":2789},[138],{"categories":2791},[75],{"categories":2793},[138],{"categories":2795},[124],{"categories":2797},[560],{"categories":2799},[],{"categories":2801},[],{"categories":2803},[75],{"categories":2805},[160],{"categories":2807},[],{"categories":2809},[282],{"categories":2811},[75],{"categories":2813},[75],{"categories":2815},[75],{"categories":2817},[212],{"categories":2819},[872],{"categories":2821},[],{"categories":2823},[75],{"categories":2825},[75],{"categories":2827},[75],{"categories":2829},[138],{"categories":2831},[75],{"categories":2833},[75],{"categories":2835},[75,282],{"categories":2837},[75],{"categories":2839},[75],{"categories":2841},[212],{"categories":2843},[124],{"categories":2845},[],{"categories":2847},[124],{"categories":2849},[124],{"categories":2851},[75],{"categories":2853},[75],{"categories":2855},[75],{"categories":2857},[75],{"categories":2859},[163],{"categories":2861},[75],{"categories":2863},[2493],{"categories":2865},[114],{"categories":2867},[163],{"categories":2869},[114],{"categories":2871},[138],{"categories":2873},[212],{"categories":2875},[124],{"categories":2877},[75],{"categories":2879},[],{"categories":2881},[119],{"categories":2883},[75],{"categories":2885},[75],{"categories":2887},[160],{"categories":2889},[75],{"categories":2891},[75],{"categories":2893},[75],{"categories":2895},[124],{"categories":2897},[75],{"categories":2899},[75],{"categories":2901},[75],{"categories":2903},[119],{"categories":2905},[],{"categories":2907},[282],{"categories":2909},[75],{"categories":2911},[376],{"categories":2913},[212],{"categories":2915},[212],{"categories":2917},[138],{"categories":2919},[124],{"categories":2921},[75],{"categories":2923},[119],{"categories":2925},[160],{"categories":2927},[75],{"categories":2929},[75],{"categories":2931},[75],{"categories":2933},[212],{"categories":2935},[124],{"categories":2937},[124],{"categories":2939},[75],{"categories":2941},[75],{"categories":2943},[514],{"categories":2945},[124],{"categories":2947},[],{"categories":2949},[75],{"categories":2951},[75],{"categories":2953},[75],{"categories":2955},[],{"categories":2957},[],{"categories":2959},[75],{"categories":2961},[75],{"categories":2963},[124],{"categories":2965},[75],{"categories":2967},[75],{"categories":2969},[75],{"categories":2971},[138],{"categories":2973},[75],{"categories":2975},[75],{"categories":2977},[124],{"categories":2979},[75],{"categories":2981},[75],{"categories":2983},[75],{"categories":2985},[75],{"categories":2987},[75],{"categories":2989},[],{"categories":2991},[138],{"categories":2993},[163],{"categories":2995},[75],{"categories":2997},[124],{"categories":2999},[124],{"categories":3001},[75],{"categories":3003},[75],{"categories":3005},[],{"categories":3007},[],{"categories":3009},[75],{"categories":3011},[75],{"categories":3013},[75],{"categories":3015},[160],{"categories":3017},[163],{"categories":3019},[],{"categories":3021},[75],{"categories":3023},[212],{"categories":3025},[75],{"categories":3027},[282],{"categories":3029},[1797],{"categories":3031},[160],{"categories":3033},[138],{"categories":3035},[75],{"categories":3037},[138],{"categories":3039},[138],{"categories":3041},[75],{"categories":3043},[75],{"categories":3045},[138],{"categories":3047},[160],{"categories":3049},[160],{"categories":3051},[282],{"categories":3053},[124],{"categories":3055},[],{"categories":3057},[160],{"categories":3059},[75],{"categories":3061},[124],{"categories":3063},[114],{"categories":3065},[138],{"categories":3067},[75],{"categories":3069},[160],{"categories":3071},[],{"categories":3073},[75],{"categories":3075},[138],{"categories":3077},[138],{"categories":3079},[163],{"categories":3081},[75],{"categories":3083},[160],{"categories":3085},[75],{"categories":3087},[138],{"categories":3089},[124],{"categories":3091},[124],{"categories":3093},[160],{"categories":3095},[124],{"categories":3097},[282],{"categories":3099},[124],{"categories":3101},[75],{"categories":3103},[75],{"categories":3105},[75],{"categories":3107},[75],{"categories":3109},[138],{"categories":3111},[75],{"categories":3113},[],{"categories":3115},[124],{"categories":3117},[119],{"categories":3119},[138],{"categories":3121},[],{"categories":3123},[],{"categories":3125},[75],{"categories":3127},[124],{"categories":3129},[75],{"categories":3131},[75],{"categories":3133},[3134],"Frameworks & Tooling",{"categories":3136},[75],{"categories":3138},[75],{"categories":3140},[138],{"categories":3142},[75],{"categories":3144},[75],{"categories":3146},[],{"categories":3148},[163],{"categories":3150},[163],{"categories":3152},[114],{"categories":3154},[75],{"categories":3156},[124],{"categories":3158},[75],{"categories":3160},[212],{"categories":3162},[],{"categories":3164},[1797],{"categories":3166},[75],{"categories":3168},[138],{"categories":3170},[75],{"categories":3172},[282],{"categories":3174},[282],{"categories":3176},[],{"categories":3178},[124],{"categories":3180},[124],{"categories":3182},[75],{"categories":3184},[75],{"categories":3186},[160],{"categories":3188},[124],{"categories":3190},[160],{"categories":3192},[75],{"categories":3194},[124],{"categories":3196},[],{"categories":3198},[212],{"categories":3200},[75],{"categories":3202},[75],{"categories":3204},[],{"categories":3206},[75],{"categories":3208},[124],{"categories":3210},[75],{"categories":3212},[75],{"categories":3214},[75],{"categories":3216},[],{"categories":3218},[138],{"categories":3220},[75],{"categories":3222},[138],{"categories":3224},[282],{"categories":3226},[75],{"categories":3228},[75],{"categories":3230},[75],{"categories":3232},[138],{"categories":3234},[119],{"categories":3236},[75],{"categories":3238},[1797],{"categories":3240},[],{"categories":3242},[124],{"categories":3244},[114],{"categories":3246},[75],{"categories":3248},[114],{"categories":3250},[75],{"categories":3252},[],{"categories":3254},[124],{"categories":3256},[75],{"categories":3258},[75],{"categories":3260},[3261],"AI Design Tooling",{"categories":3263},[212],{"categories":3265},[75],{"categories":3267},[75],{"categories":3269},[138],{"categories":3271},[212],{"categories":3273},[75],{"categories":3275},[75],{"categories":3277},[138],{"categories":3279},[160],{"categories":3281},[127],{"categories":3283},[138],{"categories":3285},[75],{"categories":3287},[75],{"categories":3289},[75],{"categories":3291},[124],{"categories":3293},[75],{"categories":3295},[],{"categories":3297},[124],{"categories":3299},[75],{"categories":3301},[75],{"categories":3303},[124],{"categories":3305},[75],{"categories":3307},[75],{"categories":3309},[75],{"categories":3311},[124],{"categories":3313},[],{"categories":3315},[124],{"categories":3317},[3134],{"categories":3319},[75],{"categories":3321},[75],{"categories":3323},[124],{"categories":3325},[124],{"categories":3327},[138],{"categories":3329},[138],{"categories":3331},[75],{"categories":3333},[],{"categories":3335},[138],{"categories":3337},[75],{"categories":3339},[75],{"categories":3341},[124],{"categories":3343},[119],{"categories":3345},[75],{"categories":3347},[],{"categories":3349},[75],{"categories":3351},[75],{"categories":3353},[2238],{"categories":3355},[],{"categories":3357},[75],{"categories":3359},[75],{"categories":3361},[75],{"categories":3363},[75],{"categories":3365},[212],{"categories":3367},[75],{"categories":3369},[],{"categories":3371},[75],{"categories":3373},[75],{"categories":3375},[75],{"categories":3377},[75],{"categories":3379},[241],{"categories":3381},[160],{"categories":3383},[75],{"categories":3385},[75],{"categories":3387},[1797],{"categories":3389},[114],{"categories":3391},[75],{"categories":3393},[75],{"categories":3395},[163],{"categories":3397},[75],{"categories":3399},[75],{"categories":3401},[160],{"categories":3403},[124],{"categories":3405},[],{"categories":3407},[75],{"categories":3409},[75],{"categories":3411},[212],{"categories":3413},[75],{"categories":3415},[241],{"categories":3417},[124],{"categories":3419},[75],{"categories":3421},[124],{"categories":3423},[],{"categories":3425},[],{"categories":3427},[],{"categories":3429},[114],{"categories":3431},[160],{"categories":3433},[124],{"categories":3435},[75],{"categories":3437},[75],{"categories":3439},[75],{"categories":3441},[75],{"categories":3443},[399],{"categories":3445},[212],{"categories":3447},[124],{"categories":3449},[75],{"categories":3451},[],{"categories":3453},[124],{"categories":3455},[124],{"categories":3457},[],{"categories":3459},[75],{"categories":3461},[124],{"categories":3463},[75],{"categories":3465},[],{"categories":3467},[75],{"categories":3469},[75],{"categories":3471},[75],{"categories":3473},[160],{"categories":3475},[212],{"categories":3477},[124],{"categories":3479},[212],{"categories":3481},[124],{"categories":3483},[75],{"categories":3485},[119],{"categories":3487},[],{"categories":3489},[],{"categories":3491},[75],{"categories":3493},[75],{"categories":3495},[75],{"categories":3497},[114],{"categories":3499},[124],{"categories":3501},[160],{"categories":3503},[],{"categories":3505},[212],{"categories":3507},[],{"categories":3509},[138],{"categories":3511},[75],{"categories":3513},[138],{"categories":3515},[212],{"categories":3517},[138],{"categories":3519},[75],{"categories":3521},[],{"categories":3523},[75],{"categories":3525},[75],{"categories":3527},[],{"categories":3529},[75],{"categories":3531},[75],{"categories":3533},[241],{"categories":3535},[75],{"categories":3537},[75],{"categories":3539},[282],{"categories":3541},[138],{"categories":3543},[75],{"categories":3545},[],{"categories":3547},[124],{"categories":3549},[75],{"categories":3551},[114],{"categories":3553},[514],{"categories":3555},[75],{"categories":3557},[75],{"categories":3559},[124],{"categories":3561},[75],{"categories":3563},[124],{"categories":3565},[75],{"categories":3567},[75],{"categories":3569},[75],{"categories":3571},[75],{"categories":3573},[],{"categories":3575},[75],{"categories":3577},[114],{"categories":3579},[75],{"categories":3581},[119],{"categories":3583},[138],{"categories":3585},[212],{"categories":3587},[],{"categories":3589},[75],{"categories":3591},[],{"categories":3593},[124],{"categories":3595},[75],{"categories":3597},[],{"categories":3599},[124],{"categories":3601},[75],{"categories":3603},[138],{"categories":3605},[212],{"categories":3607},[160],{"categories":3609},[75],{"categories":3611},[160],{"categories":3613},[124],{"categories":3615},[212],{"categories":3617},[75],{"categories":3619},[],{"categories":3621},[75],{"categories":3623},[149],{"categories":3625},[124],{"categories":3627},[75],{"categories":3629},[212],{"categories":3631},[160],{"categories":3633},[119],{"categories":3635},[138],{"categories":3637},[75],{"categories":3639},[75],{"categories":3641},[75],{"categories":3643},[75],{"categories":3645},[160],{"categories":3647},[241],{"categories":3649},[],{"categories":3651},[],{"categories":3653},[163],{"categories":3655},[455],{"categories":3657},[75],{"categories":3659},[124],{"categories":3661},[75,138],{"categories":3663},[160],{"categories":3665},[75],{"categories":3667},[75],{"categories":3669},[75],{"categories":3671},[75],{"categories":3673},[75],{"categories":3675},[75],{"categories":3677},[75],{"categories":3679},[124],{"categories":3681},[75],{"categories":3683},[124],{"categories":3685},[75],{"categories":3687},[75],{"categories":3689},[75],{"categories":3691},[],{"categories":3693},[75],{"categories":3695},[1235],{"categories":3697},[138],{"categories":3699},[212],{"categories":3701},[75],{"categories":3703},[75],{"categories":3705},[75],{"categories":3707},[163],{"categories":3709},[124],{"categories":3711},[241],{"categories":3713},[282],{"categories":3715},[],{"categories":3717},[138],{"categories":3719},[75],{"categories":3721},[119],{"categories":3723},[124],{"categories":3725},[114],{"categories":3727},[124],{"categories":3729},[75],{"categories":3731},[124],{"categories":3733},[124],{"categories":3735},[127],{"categories":3737},[138],{"categories":3739},[75],{"categories":3741},[75],{"categories":3743},[],{"categories":3745},[],{"categories":3747},[],{"categories":3749},[282],{"categories":3751},[75],{"categories":3753},[160],{"categories":3755},[75],{"categories":3757},[75],{"categories":3759},[75],{"categories":3761},[75],{"categories":3763},[],{"categories":3765},[75],{"categories":3767},[163],{"categories":3769},[119],{"categories":3771},[124],{"categories":3773},[75],{"categories":3775},[],{"categories":3777},[75],{"categories":3779},[124],{"categories":3781},[75],{"categories":3783},[282],{"categories":3785},[],{"categories":3787},[212],{"categories":3789},[212],{"categories":3791},[75],{"categories":3793},[124],{"categories":3795},[],{"categories":3797},[138],{"categories":3799},[75],{"categories":3801},[212],{"categories":3803},[75],{"categories":3805},[119],{"categories":3807},[124],{"categories":3809},[75],{"categories":3811},[],{"categories":3813},[160],{"categories":3815},[75],{"categories":3817},[75],{"categories":3819},[75],{"categories":3821},[212],{"categories":3823},[124],{"categories":3825},[160],{"categories":3827},[],{"categories":3829},[124],{"categories":3831},[119],{"categories":3833},[124],{"categories":3835},[212],{"categories":3837},[75],{"categories":3839},[75],{"categories":3841},[75],{"categories":3843},[455],{"categories":3845},[75],{"categories":3847},[124],{"categories":3849},[],{"categories":3851},[75],{"categories":3853},[75],{"categories":3855},[282],{"categories":3857},[160],{"categories":3859},[163],{"categories":3861},[560],{"categories":3863},[163],{"categories":3865},[163],{"categories":3867},[75],{"categories":3869},[],{"categories":3871},[],{"categories":3873},[],{"categories":3875},[124],{"categories":3877},[75],{"categories":3879},[124],{"categories":3881},[124],{"categories":3883},[138],{"categories":3885},[75],{"categories":3887},[432],{"categories":3889},[138],{"categories":3891},[124],{"categories":3893},[75],{"categories":3895},[75],{"categories":3897},[75],{"categories":3899},[75],{"categories":3901},[75],{"categories":3903},[124],{"categories":3905},[75],{"categories":3907},[],{"categories":3909},[],{"categories":3911},[75],{"categories":3913},[],{"categories":3915},[75],{"categories":3917},[124],{"categories":3919},[212],{"categories":3921},[75],{"categories":3923},[75],{"categories":3925},[],{"categories":3927},[124],{"categories":3929},[75],{"categories":3931},[75],{"categories":3933},[127],{"categories":3935},[75],{"categories":3937},[212],{"categories":3939},[75],{"categories":3941},[124],{"categories":3943},[119],{"categories":3945},[75],{"categories":3947},[75],{"categories":3949},[241],{"categories":3951},[124],{"categories":3953},[75],{"categories":3955},[75],{"categories":3957},[872],{"categories":3959},[75],{"categories":3961},[124],{"categories":3963},[75],{"categories":3965},[138],{"categories":3967},[75],{"categories":3969},[514],{"categories":3971},[212],{"categories":3973},[],{"categories":3975},[75],{"categories":3977},[75],{"categories":3979},[160],{"categories":3981},[455],{"categories":3983},[124],{"categories":3985},[75],{"categories":3987},[],{"categories":3989},[160],{"categories":3991},[376],{"categories":3993},[124],{"categories":3995},[124],{"categories":3997},[124],{"categories":3999},[75],{"categories":4001},[75],{"categories":4003},[124],{"categories":4005},[],{"categories":4007},[119],{"categories":4009},[75],{"categories":4011},[119],{"categories":4013},[124],{"categories":4015},[],{"categories":4017},[138],{"categories":4019},[75],{"categories":4021},[75],{"categories":4023},[114],{"categories":4025},[75],{"categories":4027},[160],{"categories":4029},[282],{"categories":4031},[149],{"categories":4033},[124],{"categories":4035},[124],{"categories":4037},[75],{"categories":4039},[75],{"categories":4041},[124],{"categories":4043},[75],{"categories":4045},[114],{"categories":4047},[],{"categories":4049},[124],{"categories":4051},[75],{"categories":4053},[75],{"categories":4055},[75],{"categories":4057},[124],{"categories":4059},[75],{"categories":4061},[],{"categories":4063},[75],{"categories":4065},[],{"categories":4067},[212],{"categories":4069},[124],{"categories":4071},[75,119],{"categories":4073},[124],{"categories":4075},[75],{"categories":4077},[],{"categories":4079},[114],{"categories":4081},[163],{"categories":4083},[119],{"categories":4085},[75],{"categories":4087},[138],{"categories":4089},[75],{"categories":4091},[75],{"categories":4093},[124],{"categories":4095},[75],{"categories":4097},[75],{"categories":4099},[75],{"categories":4101},[160],{"categories":4103},[1235],{"categories":4105},[124],{"categories":4107},[75],{"categories":4109},[],{"categories":4111},[],{"categories":4113},[75],{"categories":4115},[124],{"categories":4117},[75],{"categories":4119},[75],{"categories":4121},[282],{"categories":4123},[],{"categories":4125},[75],{"categories":4127},[124],{"categories":4129},[149],{"categories":4131},[124],{"categories":4133},[455],{"categories":4135},[],{"categories":4137},[399],{"categories":4139},[124],{"categories":4141},[75],{"categories":4143},[75],{"categories":4145},[241],{"categories":4147},[124],{"categories":4149},[75],{"categories":4151},[163],{"categories":4153},[127],{"categories":4155},[124],{"categories":4157},[75],{"categories":4159},[455],{"categories":4161},[75],{"categories":4163},[282],{"categories":4165},[119],{"categories":4167},[],{"categories":4169},[75],{"categories":4171},[75],{"categories":4173},[241],{"categories":4175},[212],{"categories":4177},[75],{"categories":4179},[75],{"categories":4181},[75],{"categories":4183},[],{"categories":4185},[241],{"categories":4187},[160],{"categories":4189},[75],{"categories":4191},[75],{"categories":4193},[75],{"categories":4195},[560],{"categories":4197},[114],{"categories":4199},[75],{"categories":4201},[127],{"categories":4203},[75],{"categories":4205},[],{"categories":4207},[],{"categories":4209},[212],{"categories":4211},[75],{"categories":4213},[163],{"categories":4215},[241],{"categories":4217},[124],{"categories":4219},[75],{"categories":4221},[75],{"categories":4223},[241],{"categories":4225},[160],{"categories":4227},[75],{"categories":4229},[],{"categories":4231},[75],{"categories":4233},[75],{"categories":4235},[],{"categories":4237},[75],{"categories":4239},[75],{"categories":4241},[585],{"categories":4243},[75],{"categories":4245},[75],{"categories":4247},[124],{"categories":4249},[138],{"categories":4251},[455],{"categories":4253},[75],{"categories":4255},[75],{"categories":4257},[75],{"categories":4259},[],{"categories":4261},[75,138],{"categories":4263},[160],{"categories":4265},[124],{"categories":4267},[138],{"categories":4269},[124],{"categories":4271},[910],{"categories":4273},[138],{"categories":4275},[138],{"categories":4277},[124],{"categories":4279},[75],{"categories":4281},[114],{"categories":4283},[],{"categories":4285},[],{"categories":4287},[124],{"categories":4289},[75],{"categories":4291},[138],{"categories":4293},[75],{"categories":4295},[114],{"categories":4297},[138],{"categories":4299},[138],{"categories":4301},[75],{"categories":4303},[241],{"categories":4305},[75],{"categories":4307},[138],{"categories":4309},[75],{"categories":4311},[],{"categories":4313},[75],{"categories":4315},[75],{"categories":4317},[212,75],{"categories":4319},[282],{"categories":4321},[114],{"categories":4323},[75],{"categories":4325},[],{"categories":4327},[75],{"categories":4329},[75],{"categories":4331},[119],{"categories":4333},[75],{"categories":4335},[119],{"categories":4337},[75],{"categories":4339},[75],{"categories":4341},[376],{"categories":4343},[75],{"categories":4345},[119],{"categories":4347},[138],{"categories":4349},[163],{"categories":4351},[124],{"categories":4353},[75],{"categories":4355},[138],{"categories":4357},[75],{"categories":4359},[75],{"categories":4361},[160],{"categories":4363},[241],{"categories":4365},[212],{"categories":4367},[75],{"categories":4369},[75],{"categories":4371},[75],{"categories":4373},[75],{"categories":4375},[114],{"categories":4377},[75],{"categories":4379},[124],{"categories":4381},[124],{"categories":4383},[138],{"categories":4385},[160],{"categories":4387},[138],{"categories":4389},[138],{"categories":4391},[75],{"categories":4393},[75],{"categories":4395},[],{"categories":4397},[],{"categories":4399},[163],{"categories":4401},[75],{"categories":4403},[138],{"categories":4405},[75],{"categories":4407},[212],{"categories":4409},[455],{"categories":4411},[399],{"categories":4413},[376],{"categories":4415},[75],{"categories":4417},[75],{"categories":4419},[75],{"categories":4421},[163],{"categories":4423},[75],{"categories":4425},[75],{"categories":4427},[75],{"categories":4429},[75],{"categories":4431},[75],{"categories":4433},[75],{"categories":4435},[75],{"categories":4437},[124],{"categories":4439},[114],{"categories":4441},[124],{"categories":4443},[75,119],{"categories":4445},[],{"categories":4447},[212],{"categories":4449},[],{"categories":4451},[127],{"categories":4453},[75],{"categories":4455},[160],{"categories":4457},[114],{"categories":4459},[75],{"categories":4461},[114],{"categories":4463},[124],{"categories":4465},[163],{"categories":4467},[124],{"categories":4469},[127],{"categories":4471},[124],{"categories":4473},[75],{"categories":4475},[75],{"categories":4477},[119],{"categories":4479},[124],{"categories":4481},[138],{"categories":4483},[241],{"categories":4485},[75],{"categories":4487},[75],{"categories":4489},[],{"categories":4491},[160],{"categories":4493},[75],{"categories":4495},[75],{"categories":4497},[75],{"categories":4499},[75],{"categories":4501},[75],{"categories":4503},[75],{"categories":4505},[138],{"categories":4507},[160],{"categories":4509},[138],{"categories":4511},[138],{"categories":4513},[75],{"categories":4515},[75],{"categories":4517},[75],{"categories":4519},[75],{"categories":4521},[399],{"categories":4523},[75],{"categories":4525},[124],{"categories":4527},[160],{"categories":4529},[75],{"categories":4531},[75],{"categories":4533},[75],{"categories":4535},[124],{"categories":4537},[75],{"categories":4539},[75],{"categories":4541},[75],{"categories":4543},[3134],{"categories":4545},[4546],"Clinical AI",{"categories":4548},[212],{"categories":4550},[75],{"categories":4552},[75],{"categories":4554},[75],{"categories":4556},[75],{"categories":4558},[282],{"categories":4560},[2493],{"categories":4562},[75],{"categories":4564},[127],{"categories":4566},[212],{"categories":4568},[75],{"categories":4570},[124],{"categories":4572},[75],{"categories":4574},[75],{"categories":4576},[160],{"categories":4578},[75],{"categories":4580},[124],{"categories":4582},[138],{"categories":4584},[241],{"categories":4586},[75],{"categories":4588},[75],{"categories":4590},[119],{"categories":4592},[75],{"categories":4594},[75],{"categories":4596},[514],{"categories":4598},[75],{"categories":4600},[],{"categories":4602},[124],{"categories":4604},[75],{"categories":4606},[138],{"categories":4608},[114],{"categories":4610},[75],{"categories":4612},[],{"categories":4614},[],{"categories":4616},[75],{"categories":4618},[],{"categories":4620},[119],{"categories":4622},[75],{"categories":4624},[75],{"categories":4626},[124],{"categories":4628},[75],{"categories":4630},[160],{"categories":4632},[160],{"categories":4634},[160],{"categories":4636},[160],{"categories":4638},[],{"categories":4640},[114],{"categories":4642},[124],{"categories":4644},[160],{"categories":4646},[75],{"categories":4648},[585],{"categories":4650},[127],{"categories":4652},[124],{"categories":4654},[75],{"categories":4656},[114],{"categories":4658},[75],{"categories":4660},[124],{"categories":4662},[75],{"categories":4664},[75],{"categories":4666},[75],{"categories":4668},[75,124],{"categories":4670},[124],{"categories":4672},[282],{"categories":4674},[160],{"categories":4676},[124],{"categories":4678},[160],{"categories":4680},[124],{"categories":4682},[75],{"categories":4684},[],{"categories":4686},[160],{"categories":4688},[241],{"categories":4690},[114],{"categories":4692},[75],{"categories":4694},[75],{"categories":4696},[],{"categories":4698},[138],{"categories":4700},[],{"categories":4702},[114],{"categories":4704},[124],{"categories":4706},[160],{"categories":4708},[75],{"categories":4710},[160],{"categories":4712},[114],{"categories":4714},[160],{"categories":4716},[160],{"categories":4718},[],{"categories":4720},[119],{"categories":4722},[124],{"categories":4724},[160],{"categories":4726},[160],{"categories":4728},[160],{"categories":4730},[160],{"categories":4732},[160],{"categories":4734},[160],{"categories":4736},[160],{"categories":4738},[160],{"categories":4740},[160],{"categories":4742},[160],{"categories":4744},[163],{"categories":4746},[114],{"categories":4748},[75],{"categories":4750},[75],{"categories":4752},[124],{"categories":4754},[124],{"categories":4756},[],{"categories":4758},[75],{"categories":4760},[75,114],{"categories":4762},[],{"categories":4764},[124],{"categories":4766},[75],{"categories":4768},[160],{"categories":4770},[124],{"categories":4772},[910],{"categories":4774},[75],{"categories":4776},[75],{"categories":4778},[75],{"categories":4780},[75],{"categories":4782},[75],{"categories":4784},[376],{"categories":4786},[75],{"categories":4788},[75],{"categories":4790},[124],{"categories":4792},[75],{"categories":4794},[75],{"categories":4796},[119],{"categories":4798},[127],{"categories":4800},[124],{"categories":4802},[124],{"categories":4804},[],{"categories":4806},[124],{"categories":4808},[212],{"categories":4810},[160],{"categories":4812},[75],{"categories":4814},[],{"categories":4816},[127],{"categories":4818},[],{"categories":4820},[138],{"categories":4822},[75],{"categories":4824},[124],{"categories":4826},[212],{"categories":4828},[75],{"categories":4830},[],{"categories":4832},[75],{"categories":4834},[75],{"categories":4836},[],{"categories":4838},[241],{"categories":4840},[75],{"categories":4842},[124],{"categories":4844},[],{"categories":4846},[],{"categories":4848},[160],{"categories":4850},[114],{"categories":4852},[75],{"categories":4854},[75],{"categories":4856},[119],{"categories":4858},[75],{"categories":4860},[75],{"categories":4862},[124],{"categories":4864},[75],{"categories":4866},[119],{"categories":4868},[119],{"categories":4870},[212],{"categories":4872},[],{"categories":4874},[75],{"categories":4876},[160],{"categories":4878},[],{"categories":4880},[75],{"categories":4882},[75],{"categories":4884},[212],{"categories":4886},[75],{"categories":4888},[75],{"categories":4890},[241],{"categories":4892},[75],{"categories":4894},[282],{"categories":4896},[],{"categories":4898},[124],{"categories":4900},[75],{"categories":4902},[241],{"categories":4904},[138],{"categories":4906},[],{"categories":4908},[75],{"categories":4910},[],{"categories":4912},[124],{"categories":4914},[212],{"categories":4916},[138],{"categories":4918},[],{"categories":4920},[3134],{"categories":4922},[119],{"categories":4924},[114],{"categories":4926},[75],{"categories":4928},[163],{"categories":4930},[124],{"categories":4932},[212],{"categories":4934},[75],{"categories":4936},[138],{"categories":4938},[],{"categories":4940},[],{"categories":4942},[75],{"categories":4944},[114],{"categories":4946},[75],{"categories":4948},[241],{"categories":4950},[],{"categories":4952},[124],{"categories":4954},[124],{"categories":4956},[75],{"categories":4958},[124],{"categories":4960},[75],{"categories":4962},[160],{"categories":4964},[138],{"categories":4966},[75],{"categories":4968},[124],{"categories":4970},[127],{"categories":4972},[75],{"categories":4974},[75],{"categories":4976},[75],{"categories":4978},[124],{"categories":4980},[75],{"categories":4982},[127],{"categories":4984},[241],{"categories":4986},[160],{"categories":4988},[],{"categories":4990},[241],{"categories":4992},[75],{"categories":4994},[],{"categories":4996},[138],{"categories":4998},[124],{"categories":5000},[],{"categories":5002},[75],{"categories":5004},[75],{"categories":5006},[75],{"categories":5008},[75],{"categories":5010},[75],{"categories":5012},[124],{"categories":5014},[119],{"categories":5016},[114],{"categories":5018},[124],{"categories":5020},[75],{"categories":5022},[212],{"categories":5024},[138],{"categories":5026},[138],{"categories":5028},[75],{"categories":5030},[163],{"categories":5032},[124],{"categories":5034},[75],{"categories":5036},[75],{"categories":5038},[124],{"categories":5040},[75],{"categories":5042},[75],{"categories":5044},[124],{"categories":5046},[119],{"categories":5048},[75],{"categories":5050},[212],{"categories":5052},[138],{"categories":5054},[124],{"categories":5056},[75],{"categories":5058},[127],{"categories":5060},[75],{"categories":5062},[124],{"categories":5064},[75],{"categories":5066},[75],{"categories":5068},[160],{"categories":5070},[75],{"categories":5072},[],{"categories":5074},[114],{"categories":5076},[75],{"categories":5078},[75],{"categories":5080},[75],{"categories":5082},[138],{"categories":5084},[138],{"categories":5086},[75],{"categories":5088},[138],{"categories":5090},[75],{"categories":5092},[124],{"categories":5094},[75],{"categories":5096},[75],{"categories":5098},[75],{"categories":5100},[75],{"categories":5102},[75],{"categories":5104},[],{"categories":5106},[75],{"categories":5108},[212],{"categories":5110},[124],{"categories":5112},[119],{"categories":5114},[160],{"categories":5116},[75],{"categories":5118},[124],{"categories":5120},[75],{"categories":5122},[124],{"categories":5124},[75],{"categories":5126},[75],{"categories":5128},[212],{"categories":5130},[124],{"categories":5132},[75],{"categories":5134},[241],{"categories":5136},[75],{"categories":5138},[163],{"categories":5140},[75],{"categories":5142},[75],{"categories":5144},[160],{"categories":5146},[75],{"categories":5148},[75],{"categories":5150},[75],{"categories":5152},[75],{"categories":5154},[124],{"categories":5156},[282],{"categories":5158},[75],{"categories":5160},[138],{"categories":5162},[124],{"categories":5164},[163],{"categories":5166},[],{"categories":5168},[124],{"categories":5170},[138],{"categories":5172},[75],{"categories":5174},[75],{"categories":5176},[2331],{"categories":5178},[212],{"categories":5180},[311],{"categories":5182},[75],{"categories":5184},[75],{"categories":5186},[75],{"categories":5188},[75],{"categories":5190},[114],{"categories":5192},[75],{"categories":5194},[75],{"categories":5196},[138],{"categories":5198},[119],{"categories":5200},[75],{"categories":5202},[138],{"categories":5204},[75],{"categories":5206},[],{"categories":5208},[124],{"categories":5210},[124],{"categories":5212},[75],{"categories":5214},[75],{"categories":5216},[75],{"categories":5218},[163],{"categories":5220},[],{"categories":5222},[160],{"categories":5224},[],{"categories":5226},[160],{"categories":5228},[75],{"categories":5230},[75],{"categories":5232},[124],{"categories":5234},[75],{"categories":5236},[124],{"categories":5238},[124],{"categories":5240},[],{"categories":5242},[75],{"categories":5244},[160],{"categories":5246},[75],{"categories":5248},[],{"categories":5250},[75],{"categories":5252},[75],{"categories":5254},[],{"categories":5256},[75],{"categories":5258},[75],{"categories":5260},[212],{"categories":5262},[138],{"categories":5264},[124],{"categories":5266},[75],{"categories":5268},[75],{"categories":5270},[75],{"categories":5272},[75],{"categories":5274},[241],{"categories":5276},[75],{"categories":5278},[75],{"categories":5280},[75],{"categories":5282},[114],{"categories":5284},[75],{"categories":5286},[75],{"categories":5288},[],{"categories":5290},[75],{"categories":5292},[75],{"categories":5294},[75],{"categories":5296},[],{"categories":5298},[114],{"categories":5300},[75],{"categories":5302},[75],{"categories":5304},[160],{"categories":5306},[138],{"categories":5308},[127],{"categories":5310},[124],{"categories":5312},[455],{"categories":5314},[75],{"categories":5316},[75],{"categories":5318},[75],{"categories":5320},[138],{"categories":5322},[160],{"categories":5324},[212],{"categories":5326},[75],{"categories":5328},[75],{"categories":5330},[75],{"categories":5332},[75],{"categories":5334},[160],{"categories":5336},[75],{"categories":5338},[212],{"categories":5340},[75],{"categories":5342},[75],{"categories":5344},[160],{"categories":5346},[212],{"categories":5348},[75],{"categories":5350},[160],{"categories":5352},[75],{"categories":5354},[124],{"categories":5356},[124],{"categories":5358},[124],{"categories":5360},[138],{"categories":5362},[160],{"categories":5364},[124],{"categories":5366},[124],{"categories":5368},[75],{"categories":5370},[138],{"categories":5372},[212],{"categories":5374},[75],{"categories":5376},[75],{"categories":5378},[124],{"categories":5380},[75],{"categories":5382},[],{"categories":5384},[124],{"categories":5386},[],{"categories":5388},[75],{"categories":5390},[75],{"categories":5392},[],{"categories":5394},[],{"categories":5396},[124],{"categories":5398},[119],{"categories":5400},[124],{"categories":5402},[5403],"Liability & Ethics",{"categories":5405},[75],{"categories":5407},[75],{"categories":5409},[75],{"categories":5411},[124],{"categories":5413},[114],{"categories":5415},[124],{"categories":5417},[119],{"categories":5419},[241],{"categories":5421},[124],{"categories":5423},[75],{"categories":5425},[75],{"categories":5427},[],{"categories":5429},[560],{"categories":5431},[124],{"categories":5433},[],{"categories":5435},[75],{"categories":5437},[114],{"categories":5439},[124],{"categories":5441},[],{"categories":5443},[124],{"categories":5445},[75],{"categories":5447},[75],{"categories":5449},[138],{"categories":5451},[75],{"categories":5453},[160],{"categories":5455},[75],{"categories":5457},[75],{"categories":5459},[127],{"categories":5461},[124],{"categories":5463},[75],{"categories":5465},[75],{"categories":5467},[75],{"categories":5469},[160],{"categories":5471},[124],{"categories":5473},[138],{"categories":5475},[212],{"categories":5477},[114],{"categories":5479},[75],{"categories":5481},[75],{"categories":5483},[75],{"categories":5485},[],{"categories":5487},[124],{"categories":5489},[124],{"categories":5491},[124],{"categories":5493},[455],{"categories":5495},[212],{"categories":5497},[124],{"categories":5499},[282],{"categories":5501},[138],{"categories":5503},[160],{"categories":5505},[75],{"categories":5507},[212],{"categories":5509},[75],{"categories":5511},[114],{"categories":5513},[],{"categories":5515},[124],{"categories":5517},[75],{"categories":5519},[75],{"categories":5521},[75],{"categories":5523},[75],{"categories":5525},[124],{"categories":5527},[75],{"categories":5529},[75],{"categories":5531},[212],{"categories":5533},[],{"categories":5535},[124],{"categories":5537},[127],{"categories":5539},[160],{"categories":5541},[124],{"categories":5543},[119],{"categories":5545},[],{"categories":5547},[75],{"categories":5549},[75],{"categories":5551},[127],{"categories":5553},[75],{"categories":5555},[124],{"categories":5557},[160],{"categories":5559},[114],{"categories":5561},[282],{"categories":5563},[75],{"categories":5565},[75],{"categories":5567},[75],{"categories":5569},[160],{"categories":5571},[119],{"categories":5573},[75],{"categories":5575},[212],{"categories":5577},[160],{"categories":5579},[282],{"categories":5581},[75],{"categories":5583},[124],{"categories":5585},[],{"categories":5587},[514],{"categories":5589},[],{"categories":5591},[75],{"categories":5593},[282],{"categories":5595},[75],{"categories":5597},[163],{"categories":5599},[75],{"categories":5601},[124],{"categories":5603},[124],{"categories":5605},[5606],"Design News & Tools",{"categories":5608},[75],{"categories":5610},[75],{"categories":5612},[160],{"categories":5614},[75],{"categories":5616},[75],{"categories":5618},[114],{"categories":5620},[124],{"categories":5622},[75],{"categories":5624},[212],{"categories":5626},[124],{"categories":5628},[124],{"categories":5630},[212],{"categories":5632},[75],{"categories":5634},[75],{"categories":5636},[455],{"categories":5638},[124],{"categories":5640},[75],{"categories":5642},[75],{"categories":5644},[455],{"categories":5646},[75],{"categories":5648},[241],{"categories":5650},[75],{"categories":5652},[124],{"categories":5654},[],{"categories":5656},[75],{"categories":5658},[75],{"categories":5660},[75],{"categories":5662},[160],{"categories":5664},[75],{"categories":5666},[114],{"categories":5668},[],{"categories":5670},[75],{"categories":5672},[75],{"categories":5674},[75],{"categories":5676},[138],{"categories":5678},[585],{"categories":5680},[138],{"categories":5682},[212],{"categories":5684},[75],{"categories":5686},[75,124],{"categories":5688},[241,119],{"categories":5690},[138],{"categories":5692},[75],{"categories":5694},[75],{"categories":5696},[75],{"categories":5698},[75],{"categories":5700},[],{"categories":5702},[124],{"categories":5704},[75],{"categories":5706},[],{"categories":5708},[75],{"categories":5710},[138],{"categories":5712},[75],{"categories":5714},[138],{"categories":5716},[],{"categories":5718},[124],{"categories":5720},[75],{"categories":5722},[119],{"categories":5724},[75],{"categories":5726},[160],{"categories":5728},[75],{"categories":5730},[],{"categories":5732},[124],{"categories":5734},[75],{"categories":5736},[],{"categories":5738},[212],{"categories":5740},[75],{"categories":5742},[75],{"categories":5744},[124],{"categories":5746},[75],{"categories":5748},[75],{"categories":5750},[114],{"categories":5752},[124],{"categories":5754},[75],{"categories":5756},[],{"categories":5758},[75],{"categories":5760},[282],{"categories":5762},[241],{"categories":5764},[119],{"categories":5766},[119],{"categories":5768},[75],{"categories":5770},[114],{"categories":5772},[114],{"categories":5774},[75],{"categories":5776},[124],{"categories":5778},[75],{"categories":5780},[75],{"categories":5782},[75],{"categories":5784},[75],{"categories":5786},[138],{"categories":5788},[75],{"categories":5790},[114],{"categories":5792},[75],{"categories":5794},[75],{"categories":5796},[124],{"categories":5798},[75],{"categories":5800},[241],{"categories":5802},[75],{"categories":5804},[160],{"categories":5806},[75],{"categories":5808},[75],{"categories":5810},[124],{"categories":5812},[127],{"categories":5814},[75],{"categories":5816},[75],{"categories":5818},[124],{"categories":5820},[],{"categories":5822},[138],{"categories":5824},[],{"categories":5826},[138],{"categories":5828},[124],{"categories":5830},[114],{"categories":5832},[75],{"categories":5834},[],{"categories":5836},[163],{"categories":5838},[282],{"categories":5840},[75],{"categories":5842},[138],{"categories":5844},[75],{"categories":5846},[],{"categories":5848},[160],{"categories":5850},[124],{"categories":5852},[138],{"categories":5854},[212],{"categories":5856},[119],{"categories":5858},[75],{"categories":5860},[75],{"categories":5862},[124],{"categories":5864},[138],{"categories":5866},[124],{"categories":5868},[160],{"categories":5870},[75],{"categories":5872},[127],{"categories":5874},[114],{"categories":5876},[127],{"categories":5878},[160],{"categories":5880},[75],{"categories":5882},[138],{"categories":5884},[75],{"categories":5886},[212],{"categories":5888},[119],{"categories":5890},[75],{"categories":5892},[75],{"categories":5894},[75],{"categories":5896},[75],{"categories":5898},[75],{"categories":5900},[75],{"categories":5902},[124],{"categories":5904},[75],{"categories":5906},[124],{"categories":5908},[75],{"categories":5910},[75],{"categories":5912},[114],{"categories":5914},[75],{"categories":5916},[124],{"categories":5918},[124],{"categories":5920},[212],{"categories":5922},[124],{"categories":5924},[124],{"categories":5926},[75],{"categories":5928},[114],{"categories":5930},[124],{"categories":5932},[212],{"categories":5934},[],{"categories":5936},[75],{"categories":5938},[163],{"categories":5940},[455],{"categories":5942},[75],{"categories":5944},[124],{"categories":5946},[75],{"categories":5948},[75],{"categories":5950},[138],{"categories":5952},[75],{"categories":5954},[],{"categories":5956},[75],{"categories":5958},[124],{"categories":5960},[75],{"categories":5962},[241],{"categories":5964},[75],{"categories":5966},[138],{"categories":5968},[75],{"categories":5970},[160],{"categories":5972},[124],{"categories":5974},[75],{"categories":5976},[241],{"categories":5978},[124],{"categories":5980},[119],{"categories":5982},[119],{"categories":5984},[75],{"categories":5986},[75],{"categories":5988},[75],{"categories":5990},[75],{"categories":5992},[75],{"categories":5994},[75],{"categories":5996},[114],{"categories":5998},[],{"categories":6000},[75],{"categories":6002},[75],{"categories":6004},[124],{"categories":6006},[124],{"categories":6008},[75],{"categories":6010},[75],{"categories":6012},[75],{"categories":6014},[75],{"categories":6016},[75],{"categories":6018},[138],{"categories":6020},[],{"categories":6022},[114],{"categories":6024},[75],{"categories":6026},[75],{"categories":6028},[124],{"categories":6030},[124],{"categories":6032},[],{"categories":6034},[138],{"categories":6036},[138],{"categories":6038},[75],{"categories":6040},[241],{"categories":6042},[119],{"categories":6044},[212],{"categories":6046},[],{"categories":6048},[75],{"categories":6050},[124],{"categories":6052},[114],{"categories":6054},[75],{"categories":6056},[75],{"categories":6058},[138],{"categories":6060},[114],{"categories":6062},[75],{"categories":6064},[75],{"categories":6066},[160],{"categories":6068},[163],{"categories":6070},[75],{"categories":6072},[160],{"categories":6074},[124],{"categories":6076},[75],{"categories":6078},[],{"categories":6080},[160],{"categories":6082},[124],{"categories":6084},[212],{"categories":6086},[163],{"categories":6088},[75],{"categories":6090},[75],{"categories":6092},[],{"categories":6094},[124],{"categories":6096},[124],{"categories":6098},[124],{"categories":6100},[3134],{"categories":6102},[160],{"categories":6104},[75],{"categories":6106},[138],{"categories":6108},[75],{"categories":6110},[75],{"categories":6112},[75],{"categories":6114},[75],{"categories":6116},[75],{"categories":6118},[119],{"categories":6120},[75],{"categories":6122},[114],{"categories":6124},[1797],{"categories":6126},[282],{"categories":6128},[114],{"categories":6130},[],{"categories":6132},[75],{"categories":6134},[],{"categories":6136},[160],{"categories":6138},[124],{"categories":6140},[212],{"categories":6142},[75],{"categories":6144},[75],{"categories":6146},[75],{"categories":6148},[160],{"categories":6150},[],{"categories":6152},[124],{"categories":6154},[75],{"categories":6156},[124],{"categories":6158},[124],{"categories":6160},[],{"categories":6162},[75],{"categories":6164},[],{"categories":6166},[160],{"categories":6168},[114],{"categories":6170},[212],{"categories":6172},[75],{"categories":6174},[124],{"categories":6176},[160],{"categories":6178},[75],{"categories":6180},[160],{"categories":6182},[],{"categories":6184},[160],{"categories":6186},[75],{"categories":6188},[114],{"categories":6190},[455],{"categories":6192},[124],{"categories":6194},[75],{"categories":6196},[],{"categories":6198},[138],{"categories":6200},[124],{"categories":6202},[127],{"categories":6204},[124],{"categories":6206},[114],{"categories":6208},[75],{"categories":6210},[75],{"categories":6212},[],{"categories":6214},[],{"categories":6216},[],{"categories":6218},[212],{"categories":6220},[75],{"categories":6222},[124],{"categories":6224},[75],{"categories":6226},[75],{"categories":6228},[],{"categories":6230},[],{"categories":6232},[],{"categories":6234},[75],{"categories":6236},[124],{"categories":6238},[212],{"categories":6240},[75],{"categories":6242},[],{"categories":6244},[124],{"categories":6246},[75],{"categories":6248},[75],{"categories":6250},[114],{"categories":6252},[],{"categories":6254},[],{"categories":6256},[75],{"categories":6258},[75],{"categories":6260},[124],{"categories":6262},[212],{"categories":6264},[75],{"categories":6266},[160],{"categories":6268},[],{"categories":6270},[75],{"categories":6272},[75],{"categories":6274},[241],{"categories":6276},[160],{"categories":6278},[241],{"categories":6280},[163],{"categories":6282},[75],{"categories":6284},[75],{"categories":6286},[],{"categories":6288},[],{"categories":6290},[124],{"categories":6292},[],{"categories":6294},[75],{"categories":6296},[455],{"categories":6298},[75],{"categories":6300},[75],{"categories":6302},[75],{"categories":6304},[75],{"categories":6306},[],{"categories":6308},[124],{"categories":6310},[75],{"categories":6312},[75],{"categories":6314},[],{"categories":6316},[124],{"categories":6318},[75],{"categories":6320},[160],{"categories":6322},[75],{"categories":6324},[241],{"categories":6326},[119],{"categories":6328},[127],{"categories":6330},[75],{"categories":6332},[75],{"categories":6334},[124],{"categories":6336},[163],{"categories":6338},[124],{"categories":6340},[124],{"categories":6342},[],{"categories":6344},[75],{"categories":6346},[124],{"categories":6348},[],{"categories":6350},[75],{"categories":6352},[],{"categories":6354},[160],{"categories":6356},[119],{"categories":6358},[],{"categories":6360},[75],{"categories":6362},[75],{"categories":6364},[75],{"categories":6366},[],{"categories":6368},[124],{"categories":6370},[212],{"categories":6372},[114],{"categories":6374},[75],{"categories":6376},[],{"categories":6378},[119],{"categories":6380},[241],{"categories":6382},[75],{"categories":6384},[138],{"categories":6386},[114],{"categories":6388},[163],{"categories":6390},[119],{"categories":6392},[138],{"categories":6394},[124],{"categories":6396},[138],{"categories":6398},[],{"categories":6400},[75],{"categories":6402},[127],{"categories":6404},[75],{"categories":6406},[],{"categories":6408},[124],{"categories":6410},[114],{"categories":6412},[212],{"categories":6414},[75],{"categories":6416},[114],{"categories":6418},[124],{"categories":6420},[282],{"categories":6422},[75],{"categories":6424},[75],{"categories":6426},[75],{"categories":6428},[75],{"categories":6430},[75],{"categories":6432},[114],{"categories":6434},[75],{"categories":6436},[138],{"categories":6438},[163],{"categories":6440},[124],{"categories":6442},[],{"categories":6444},[75],{"categories":6446},[75],{"categories":6448},[75],{"categories":6450},[138],{"categories":6452},[124],{"categories":6454},[160],{"categories":6456},[138],{"categories":6458},[75],{"categories":6460},[127],{"categories":6462},[],{"categories":6464},[212],{"categories":6466},[138],{"categories":6468},[160],{"categories":6470},[75],{"categories":6472},[114],{"categories":6474},[124],{"categories":6476},[75],{"categories":6478},[75],{"categories":6480},[124],{"categories":6482},[127],{"categories":6484},[75],{"categories":6486},[124],{"categories":6488},[75],{"categories":6490},[119],{"categories":6492},[124],{"categories":6494},[124,282],{"categories":6496},[75],{"categories":6498},[75],{"categories":6500},[124],{"categories":6502},[138],{"categories":6504},[75],{"categories":6506},[75],{"categories":6508},[163],{"categories":6510},[124],{"categories":6512},[241],{"categories":6514},[124],{"categories":6516},[119],{"categories":6518},[],{"categories":6520},[124],{"categories":6522},[75],{"categories":6524},[119],{"categories":6526},[],{"categories":6528},[],{"categories":6530},[138],{"categories":6532},[75],{"categories":6534},[75],{"categories":6536},[124],{"categories":6538},[163],{"categories":6540},[241],{"categories":6542},[75],{"categories":6544},[75],{"categories":6546},[75],{"categories":6548},[124],{"categories":6550},[],{"categories":6552},[124],{"categories":6554},[160],{"categories":6556},[75],{"categories":6558},[124],{"categories":6560},[124],{"categories":6562},[75],{"categories":6564},[],{"categories":6566},[160],{"categories":6568},[138],{"categories":6570},[3134],{"categories":6572},[114],{"categories":6574},[138],{"categories":6576},[75],{"categories":6578},[124],{"categories":6580},[75],{"categories":6582},[75],{"categories":6584},[241],{"categories":6586},[138],{"categories":6588},[163],{"categories":6590},[],{"categories":6592},[160],{"categories":6594},[75],{"categories":6596},[75],{"categories":6598},[],{"categories":6600},[124],{"categories":6602},[75],{"categories":6604},[75],{"categories":6606},[75],{"categories":6608},[75],{"categories":6610},[124],{"categories":6612},[75],{"categories":6614},[75],{"categories":6616},[75],{"categories":6618},[127],{"categories":6620},[75],{"categories":6622},[124],{"categories":6624},[75],{"categories":6626},[75],{"categories":6628},[75],{"categories":6630},[75],{"categories":6632},[75],{"categories":6634},[75],{"categories":6636},[75],{"categories":6638},[119],{"categories":6640},[],{"categories":6642},[127],{"categories":6644},[160],{"categories":6646},[124],{"categories":6648},[75],{"categories":6650},[138],{"categories":6652},[],{"categories":6654},[138],{"categories":6656},[138],{"categories":6658},[124],{"categories":6660},[138],{"categories":6662},[75],{"categories":6664},[75],{"categories":6666},[75],{"categories":6668},[124],{"categories":6670},[138],{"categories":6672},[75],{"categories":6674},[75],{"categories":6676},[75],{"categories":6678},[124],{"categories":6680},[160],{"categories":6682},[75],{"categories":6684},[75],{"categories":6686},[75],{"categories":6688},[119],{"categories":6690},[75],{"categories":6692},[124],{"categories":6694},[212],{"categories":6696},[],{"categories":6698},[75],{"categories":6700},[163],{"categories":6702},[124],{"categories":6704},[75],{"categories":6706},[75],{"categories":6708},[],{"categories":6710},[75],{"categories":6712},[75],{"categories":6714},[160],{"categories":6716},[75],{"categories":6718},[75],{"categories":6720},[124],{"categories":6722},[241],{"categories":6724},[],{"categories":6726},[],{"categories":6728},[138],{"categories":6730},[75],{"categories":6732},[75],{"categories":6734},[160],{"categories":6736},[75],{"categories":6738},[138],{"categories":6740},[160],{"categories":6742},[75],{"categories":6744},[75],{"categories":6746},[241],{"categories":6748},[163],{"categories":6750},[75],{"categories":6752},[75],{"categories":6754},[114],{"categories":6756},[124],{"categories":6758},[75],{"categories":6760},[75],{"categories":6762},[124],{"categories":6764},[119],{"categories":6766},[124],{"categories":6768},[138],{"categories":6770},[75],{"categories":6772},[119],{"categories":6774},[],{"categories":6776},[75],{"categories":6778},[163],{"categories":6780},[75],{"categories":6782},[75],{"categories":6784},[],{"categories":6786},[160],{"categories":6788},[75],{"categories":6790},[124],{"categories":6792},[163],{"categories":6794},[75],{"categories":6796},[138],{"categories":6798},[138],{"categories":6800},[138],{"categories":6802},[75],{"categories":6804},[124],{"categories":6806},[124],{"categories":6808},[75],{"categories":6810},[124],{"categories":6812},[75],{"categories":6814},[75],{"categories":6816},[212],{"categories":6818},[163],{"categories":6820},[163],{"categories":6822},[],{"categories":6824},[160],{"categories":6826},[75],{"categories":6828},[75],{"categories":6830},[138],{"categories":6832},[],{"categories":6834},[160],{"categories":6836},[160],{"categories":6838},[160],{"categories":6840},[],{"categories":6842},[124],{"categories":6844},[75],{"categories":6846},[],{"categories":6848},[114],{"categories":6850},[119],{"categories":6852},[],{"categories":6854},[75],{"categories":6856},[75],{"categories":6858},[],{"categories":6860},[138],{"categories":6862},[],{"categories":6864},[],{"categories":6866},[],{"categories":6868},[],{"categories":6870},[75],{"categories":6872},[160],{"categories":6874},[],{"categories":6876},[],{"categories":6878},[75],{"categories":6880},[75],{"categories":6882},[75],{"categories":6884},[163],{"categories":6886},[75],{"categories":6888},[163],{"categories":6890},[],{"categories":6892},[163],{"categories":6894},[163],{"categories":6896},[282],{"categories":6898},[124],{"categories":6900},[138],{"categories":6902},[],{"categories":6904},[],{"categories":6906},[163],{"categories":6908},[138],{"categories":6910},[138],{"categories":6912},[138],{"categories":6914},[],{"categories":6916},[114],{"categories":6918},[138],{"categories":6920},[138],{"categories":6922},[114],{"categories":6924},[138],{"categories":6926},[119],{"categories":6928},[138],{"categories":6930},[138],{"categories":6932},[138],{"categories":6934},[163],{"categories":6936},[160],{"categories":6938},[160],{"categories":6940},[75],{"categories":6942},[138],{"categories":6944},[163],{"categories":6946},[282],{"categories":6948},[163],{"categories":6950},[163],{"categories":6952},[163],{"categories":6954},[],{"categories":6956},[119],{"categories":6958},[],{"categories":6960},[282],{"categories":6962},[138],{"categories":6964},[138],{"categories":6966},[138],{"categories":6968},[124],{"categories":6970},[160,119],{"categories":6972},[163],{"categories":6974},[],{"categories":6976},[],{"categories":6978},[163],{"categories":6980},[],{"categories":6982},[163],{"categories":6984},[160],{"categories":6986},[124],{"categories":6988},[],{"categories":6990},[138],{"categories":6992},[75],{"categories":6994},[212],{"categories":6996},[],{"categories":6998},[75],{"categories":7000},[],{"categories":7002},[160],{"categories":7004},[114],{"categories":7006},[163],{"categories":7008},[],{"categories":7010},[138],{"categories":7012},[160],[7014,7091,7146,7217],{"id":7015,"title":7016,"ai":7017,"body":7022,"categories":7071,"created_at":76,"date_modified":76,"description":68,"extension":77,"faq":76,"featured":78,"kicker_label":76,"meta":7072,"navigation":92,"path":7081,"published_at":7082,"question":76,"scraped_at":7082,"seo":7083,"sitemap":7084,"source_id":7085,"source_name":98,"source_type":99,"source_url":7077,"stem":7086,"tags":7087,"thumbnail_url":76,"tldr":7088,"tweet":76,"unknown_tags":7089,"__hash__":7090},"summaries\u002Fsummaries\u002F232d55fe0c35cea7-automating-behavioral-research-for-ai-agents-summary.md","Automating Behavioral Research for AI Agents",{"provider":7,"model":8,"input_tokens":7018,"output_tokens":7019,"processing_time_ms":7020,"cost_usd":7021},4027,507,56314,0.00176725,{"type":14,"value":7023,"toc":7066},[7024,7028,7031,7035,7038,7059,7063],[17,7025,7027],{"id":7026},"the-shift-toward-automated-behavioral-science","The Shift Toward Automated Behavioral Science",[22,7029,7030],{},"Traditional behavioral research on AI agents is often bottlenecked by manual design, execution, and analysis of experiments. This research proposes a systematic framework to automate the lifecycle of behavioral studies, enabling researchers to scale experiments across diverse agent architectures and environments. By treating AI agents as subjects in a controlled laboratory setting, the authors argue that we can move from anecdotal evidence to rigorous, large-scale behavioral data.",[17,7032,7034],{"id":7033},"framework-for-reproducible-agent-experiments","Framework for Reproducible Agent Experiments",[22,7036,7037],{},"The proposed approach emphasizes the modularization of experimental components. Instead of hard-coding agent interactions, the framework decouples the environment, the agent's decision-making logic, and the observational metrics. This allows for:",[7039,7040,7041,7047,7053],"ul",{},[36,7042,7043,7046],{},[39,7044,7045],{},"Standardized Environments:"," Creating consistent testing grounds where agent behavior can be isolated from environmental noise.",[36,7048,7049,7052],{},[39,7050,7051],{},"Automated Data Collection:"," Implementing logging pipelines that capture fine-grained state transitions and decision traces, which are often lost in high-level performance metrics.",[36,7054,7055,7058],{},[39,7056,7057],{},"Scalable Analysis:"," Utilizing automated statistical tools to process large volumes of agent interaction data, identifying emergent behaviors or failure modes that would be invisible in smaller, manual samples.",[17,7060,7062],{"id":7061},"addressing-multi-agent-complexity","Addressing Multi-Agent Complexity",[22,7064,7065],{},"Given the focus on multi-agent systems, the framework specifically addresses the challenges of emergent social dynamics. By automating the interaction loops, researchers can run thousands of simulations to observe how agent policies evolve in competitive or cooperative settings. This allows for the identification of stable strategies and social norms that emerge within agent populations, providing a quantitative basis for understanding agent-to-agent interaction at scale.",{"title":68,"searchDepth":69,"depth":69,"links":7067},[7068,7069,7070],{"id":7026,"depth":69,"text":7027},{"id":7033,"depth":69,"text":7034},{"id":7061,"depth":69,"text":7062},[75],{"content_references":7073,"triage":7078},[7074],{"type":82,"title":7075,"author":7076,"url":7077,"context":86},"Automating and Scaling Behavioral Scientific Research on AI Agents","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.10030",{"relevance":89,"novelty":89,"quality":89,"actionability":88,"composite":7079,"reasoning":7080},3.8,"Category: AI & LLMs. The article presents a systematic framework for automating behavioral research on AI agents, addressing a specific pain point of scaling experiments, which is relevant to product builders interested in AI tooling. It introduces new methodologies for conducting behavioral studies, but while it provides a solid foundation, it lacks detailed actionable steps for immediate implementation.","\u002Fsummaries\u002F232d55fe0c35cea7-automating-behavioral-research-for-ai-agents-summary","2026-08-13 03:25:41",{"title":7016,"description":68},{"loc":7081},"232d55fe0c35cea7","summaries\u002F232d55fe0c35cea7-automating-behavioral-research-for-ai-agents-summary",[102,105,103,104],"This paper introduces a framework for scaling behavioral scientific research on AI agents, moving beyond manual evaluation to automated, reproducible experimental pipelines.",[],"ozqegAP71fHd37GbNvov_6PqZuAsqg0BDjl4A4HessE",{"id":7092,"title":7093,"ai":7094,"body":7099,"categories":7127,"created_at":76,"date_modified":76,"description":68,"extension":77,"faq":76,"featured":78,"kicker_label":76,"meta":7128,"navigation":92,"path":7136,"published_at":7137,"question":76,"scraped_at":7137,"seo":7138,"sitemap":7139,"source_id":7140,"source_name":98,"source_type":99,"source_url":7132,"stem":7141,"tags":7142,"thumbnail_url":76,"tldr":7143,"tweet":76,"unknown_tags":7144,"__hash__":7145},"summaries\u002Fsummaries\u002Fa6d34f7361405d2a-worldclaw-scaling-agentic-3d-open-world-generation-summary.md","WorldClaw: Scaling Agentic 3D Open-World Generation",{"provider":7,"model":8,"input_tokens":7095,"output_tokens":7096,"processing_time_ms":7097,"cost_usd":7098},4020,501,2656,0.0017565,{"type":14,"value":7100,"toc":7122},[7101,7105,7108,7112,7115,7119],[17,7102,7104],{"id":7103},"the-shift-to-agentic-3d-generation","The Shift to Agentic 3D Generation",[22,7106,7107],{},"WorldClaw represents a shift in how 3D environments are synthesized. Rather than relying on monolithic generation models that struggle with scale and coherence, the framework utilizes an agentic architecture. This approach treats the generation process as a series of autonomous tasks, allowing for the creation of expansive, open-world environments that maintain structural and semantic consistency across large spatial domains.",[17,7109,7111],{"id":7110},"scalability-through-autonomous-decomposition","Scalability Through Autonomous Decomposition",[22,7113,7114],{},"The core innovation of WorldClaw lies in its ability to decompose the complex task of world-building into manageable sub-tasks handled by specialized agents. By distributing the generation workload, the system avoids the memory and computational bottlenecks typically associated with high-fidelity 3D synthesis. This agentic pipeline enables the system to generate environments that are not only larger in scope but also more detailed, as individual agents can focus on specific environmental features—such as terrain, architecture, or object placement—while maintaining a global understanding of the world's design constraints.",[17,7116,7118],{"id":7117},"practical-implications-for-virtual-environments","Practical Implications for Virtual Environments",[22,7120,7121],{},"By moving toward an agentic model, WorldClaw addresses the long-standing challenge of 'world-scale' generation. The framework allows for the iterative refinement of 3D spaces, enabling developers to scale up environment complexity without a linear increase in manual oversight. This suggests a future where virtual worlds can be generated dynamically, adapting to specific user requirements or narrative needs while ensuring the resulting 3D assets remain coherent and navigable.",{"title":68,"searchDepth":69,"depth":69,"links":7123},[7124,7125,7126],{"id":7103,"depth":69,"text":7104},{"id":7110,"depth":69,"text":7111},{"id":7117,"depth":69,"text":7118},[75],{"content_references":7129,"triage":7134},[7130],{"type":82,"title":7131,"url":7132,"context":7133},"WorldClaw: Agentic 3D Open-World Generation at Scale","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.05248","cited",{"relevance":89,"novelty":89,"quality":89,"actionability":88,"composite":7079,"reasoning":7135},"Category: AI & LLMs. The article discusses a novel agentic framework for generating 3D environments, which directly relates to AI engineering and offers insights into scalable solutions for product builders. It provides a new perspective on overcoming challenges in 3D generation, though it lacks specific actionable steps for implementation.","\u002Fsummaries\u002Fa6d34f7361405d2a-worldclaw-scaling-agentic-3d-open-world-generation-summary","2026-08-08 03:10:13",{"title":7093,"description":68},{"loc":7136},"a6d34f7361405d2a","summaries\u002Fa6d34f7361405d2a-worldclaw-scaling-agentic-3d-open-world-generation-summary",[102,105,104,103],"WorldClaw introduces an agentic framework for generating complex, large-scale 3D open worlds, moving beyond static scene generation toward autonomous, scalable environment creation.",[],"zphKnfyr4YPXeed1XYD-TbacZdWjB2FA1ZxmDRjXX64",{"id":7147,"title":7148,"ai":7149,"body":7154,"categories":7196,"created_at":76,"date_modified":76,"description":68,"extension":77,"faq":76,"featured":78,"kicker_label":76,"meta":7197,"navigation":92,"path":7207,"published_at":7208,"question":76,"scraped_at":7208,"seo":7209,"sitemap":7210,"source_id":7211,"source_name":98,"source_type":99,"source_url":7202,"stem":7212,"tags":7213,"thumbnail_url":76,"tldr":7214,"tweet":76,"unknown_tags":7215,"__hash__":7216},"summaries\u002Fsummaries\u002F73169f184d6bdeff-structure-aware-shapley-valuation-for-ai-agent-ski-summary.md","Structure-Aware Shapley Valuation for AI Agent Skills",{"provider":7,"model":8,"input_tokens":7150,"output_tokens":7151,"processing_time_ms":7152,"cost_usd":7153},3997,544,2653,0.00181525,{"type":14,"value":7155,"toc":7191},[7156,7160,7163,7167,7170,7174,7177,7188],[17,7157,7159],{"id":7158},"the-challenge-of-skill-attribution-in-ai-agents","The Challenge of Skill Attribution in AI Agents",[22,7161,7162],{},"As AI agents move from monolithic models to modular architectures—where agents utilize a library of specialized tools or 'skills'—determining the value of each individual skill becomes critical. Traditional valuation methods often treat skills as independent entities, failing to account for the reality that skills are frequently interdependent, hierarchical, or context-dependent. This paper argues that standard Shapley value calculations, which measure the marginal contribution of a feature to a total outcome, are insufficient for agentic workflows because they ignore the underlying structural relationships between skills.",[17,7164,7166],{"id":7165},"structure-aware-shapley-valuation","Structure-Aware Shapley Valuation",[22,7168,7169],{},"The authors propose a 'Structure-Aware' approach to Shapley valuation. By incorporating the dependency graph of an agent's skill set, the model can more accurately distribute credit for successful task completion. Instead of assuming all permutations of skill combinations are equally likely or valid, the structure-aware framework constrains the valuation process to respect the logical prerequisites and functional hierarchies inherent in the agent's architecture. This ensures that a foundational skill (e.g., 'data retrieval') is not undervalued simply because it is a prerequisite for a more visible, high-level skill (e.g., 'data analysis').",[17,7171,7173],{"id":7172},"practical-implications-for-agent-design","Practical Implications for Agent Design",[22,7175,7176],{},"This valuation framework provides developers with a rigorous way to prune, optimize, and improve agent performance. By quantifying the 'worth' of each skill, builders can:",[7039,7178,7179,7182,7185],{},[36,7180,7181],{},"Identify redundant or underperforming skills that contribute little to overall success.",[36,7183,7184],{},"Optimize compute resources by prioritizing the most impactful skills during inference.",[36,7186,7187],{},"Debug agent failures by pinpointing which specific skill in a chain of dependencies is responsible for performance degradation.",[22,7189,7190],{},"Ultimately, this research moves the field toward more interpretable and efficient agentic systems, shifting the focus from 'black-box' performance to a granular understanding of how individual components contribute to complex, multi-step reasoning tasks.",{"title":68,"searchDepth":69,"depth":69,"links":7192},[7193,7194,7195],{"id":7158,"depth":69,"text":7159},{"id":7165,"depth":69,"text":7166},{"id":7172,"depth":69,"text":7173},[75],{"content_references":7198,"triage":7203},[7199],{"type":82,"title":7200,"publisher":7201,"url":7202,"context":86},"What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.04562",{"relevance":7204,"novelty":89,"quality":89,"actionability":89,"composite":7205,"reasoning":7206},5,4.35,"Category: AI & LLMs. The article introduces a novel method for skill valuation in AI agents, addressing a specific pain point for developers working with modular architectures. It provides actionable insights on optimizing agent performance and debugging, making it highly relevant for product builders.","\u002Fsummaries\u002F73169f184d6bdeff-structure-aware-shapley-valuation-for-ai-agent-ski-summary","2026-08-07 03:11:45",{"title":7148,"description":68},{"loc":7207},"73169f184d6bdeff","summaries\u002F73169f184d6bdeff-structure-aware-shapley-valuation-for-ai-agent-ski-summary",[102,105,104,103],"This paper introduces a method to quantify the individual contribution of specific skills within an AI agent's repertoire by accounting for the hierarchical and dependency structures between them.",[],"ECnWFbbbiQ4QyXU8oos0azfGjmcOLxuUeI98JCS7uwQ",{"id":7218,"title":7219,"ai":7220,"body":7225,"categories":7268,"created_at":76,"date_modified":76,"description":68,"extension":77,"faq":76,"featured":78,"kicker_label":76,"meta":7269,"navigation":92,"path":7278,"published_at":7279,"question":76,"scraped_at":7279,"seo":7280,"sitemap":7281,"source_id":7282,"source_name":98,"source_type":99,"source_url":7274,"stem":7283,"tags":7284,"thumbnail_url":76,"tldr":7285,"tweet":76,"unknown_tags":7286,"__hash__":7287},"summaries\u002Fsummaries\u002Fc0bc1a35721e63b4-gogotb-automating-rtl-verification-with-agentic-co-summary.md","GoGoTB: Automating RTL Verification with Agentic Coverage Closure",{"provider":7,"model":8,"input_tokens":7221,"output_tokens":7222,"processing_time_ms":7223,"cost_usd":7224},4058,488,2280,0.0017465,{"type":14,"value":7226,"toc":7264},[7227,7231,7234,7238,7241,7261],[17,7228,7230],{"id":7229},"automating-hardware-verification-with-agentic-workflows","Automating Hardware Verification with Agentic Workflows",[22,7232,7233],{},"Hardware verification remains a significant bottleneck in chip design, often consuming up to 70% of the total development cycle. GoGoTB addresses this by introducing an agentic framework designed to automate Register Transfer Level (RTL) verification. Unlike traditional methods that rely heavily on manual testbench creation and coverage analysis, GoGoTB leverages Large Language Models (LLMs) to bridge the gap between high-level design specifications and low-level verification code.",[17,7235,7237],{"id":7236},"specification-grounded-coverage-closure","Specification-Grounded Coverage Closure",[22,7239,7240],{},"The core innovation of GoGoTB is its \"specification-grounded\" approach. Instead of generating tests in a vacuum, the agent uses the design specification as a source of truth to guide the generation of constrained-random testbenches. The framework operates in a closed-loop system:",[33,7242,7243,7249,7255],{},[36,7244,7245,7248],{},[39,7246,7247],{},"Specification Analysis:"," The agent parses the RTL design and its associated documentation to identify functional requirements.",[36,7250,7251,7254],{},[39,7252,7253],{},"Test Generation:"," It generates directed and constrained-random tests aimed at specific coverage goals.",[36,7256,7257,7260],{},[39,7258,7259],{},"Coverage Feedback Loop:"," The system executes the generated tests, analyzes the resulting coverage metrics, and uses these results as feedback to iteratively refine the testbench.",[22,7262,7263],{},"This iterative process continues until the agent achieves \"coverage closure,\" ensuring that all functional requirements defined in the specification are verified. By grounding the agent in the specification, the framework reduces the likelihood of hallucinated test cases and ensures that verification efforts are focused on critical design features rather than arbitrary code paths.",{"title":68,"searchDepth":69,"depth":69,"links":7265},[7266,7267],{"id":7229,"depth":69,"text":7230},{"id":7236,"depth":69,"text":7237},[75],{"content_references":7270,"triage":7275},[7271],{"type":82,"title":7272,"author":7273,"url":7274,"context":7133},"GoGoTB: Agentic RTL Verification with Specification-Grounded Coverage Closure","Xin Xin, Jincheng Lou","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.26181",{"relevance":89,"novelty":88,"quality":89,"actionability":88,"composite":7276,"reasoning":7277},3.6,"Category: AI & LLMs. The article discusses an innovative framework for automating RTL verification using LLMs, which addresses a specific pain point in hardware design. While it presents new insights into the application of AI in hardware verification, the practical implementation details may not be directly actionable for the audience.","\u002Fsummaries\u002Fc0bc1a35721e63b4-gogotb-automating-rtl-verification-with-agentic-co-summary","2026-08-01 03:13:02",{"title":7219,"description":68},{"loc":7278},"c0bc1a35721e63b4","summaries\u002Fc0bc1a35721e63b4-gogotb-automating-rtl-verification-with-agentic-co-summary",[102,105,104,103],"GoGoTB is an agentic framework that automates RTL verification by grounding test generation in formal specifications to achieve coverage closure, significantly reducing manual effort in hardware design.",[],"YG3hHjK4Zt9Hb2sQcFDSeWmZZ19bCqsIFg29f-iaJrE"]