[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-1decab6b515618a0-astrazeneca-s-agentic-r-d-research-assistant-summary":3,"summaries-facets-categories":105,"summary-related-1decab6b515618a0-astrazeneca-s-agentic-r-d-research-assistant-summary":7009},{"id":4,"title":5,"ai":6,"body":13,"categories":69,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":74,"navigation":88,"path":89,"published_at":90,"question":71,"scraped_at":90,"seo":91,"sitemap":92,"source_id":93,"source_name":94,"source_type":95,"source_url":80,"stem":96,"tags":97,"thumbnail_url":71,"tldr":102,"tweet":71,"unknown_tags":103,"__hash__":104},"summaries\u002Fsummaries\u002F1decab6b515618a0-astrazeneca-s-agentic-r-d-research-assistant-summary.md","AstraZeneca's Agentic R&D Research Assistant",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4033,560,2575,0.00184825,{"type":14,"value":15,"toc":62},"minimark",[16,21,25,29,32,55,59],[17,18,20],"h2",{"id":19},"the-shift-to-agentic-rd","The Shift to Agentic R&D",[22,23,24],"p",{},"AstraZeneca’s Research Assistant represents a move away from simple LLM-based chatbots toward autonomous agentic systems capable of executing multi-step R&D workflows. By integrating specialized tools and domain-specific knowledge, the system aims to reduce the cognitive load on researchers by automating data retrieval, synthesis, and analysis tasks that previously required manual intervention across disparate databases.",[17,26,28],{"id":27},"architecture-and-workflow-integration","Architecture and Workflow Integration",[22,30,31],{},"The system is designed to operate within the high-stakes environment of pharmaceutical development, where accuracy and traceability are paramount. Key architectural components include:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Tool-Use Capabilities:"," The agent is equipped with a suite of specialized tools that allow it to interface with internal R&D databases, scientific literature, and computational modeling software.",[36,44,45,48],{},[39,46,47],{},"Reasoning Loops:"," Rather than providing a single-shot answer, the system utilizes iterative reasoning loops to break down complex research queries into actionable sub-tasks, verify intermediate results, and refine its output based on domain-specific constraints.",[36,50,51,54],{},[39,52,53],{},"Human-in-the-Loop Validation:"," To ensure reliability, the agent incorporates structured checkpoints where human experts can review and validate the agent's progress, ensuring that automated insights align with scientific rigor.",[17,56,58],{"id":57},"impact-on-research-velocity","Impact on Research Velocity",[22,60,61],{},"By automating the 'plumbing' of research—such as searching for relevant compounds, summarizing experimental results, and cross-referencing clinical data—the system allows scientists to focus on high-level hypothesis generation and decision-making. The implementation highlights a critical pattern for enterprise AI: moving from general-purpose models to specialized, tool-augmented agents that understand the specific data structures and regulatory requirements of a highly technical industry.",{"title":63,"searchDepth":64,"depth":64,"links":65},"",2,[66,67,68],{"id":19,"depth":64,"text":20},{"id":27,"depth":64,"text":28},{"id":57,"depth":64,"text":58},[70],"AI & LLMs",null,"md",false,{"content_references":75,"triage":82},[76],{"type":77,"title":78,"author":79,"url":80,"context":81},"paper","Research Assistant: AstraZeneca's Agentic System for R&D","AstraZeneca","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.12395","reviewed",{"relevance":83,"novelty":84,"quality":84,"actionability":85,"composite":86,"reasoning":87},5,4,3,4.15,"Category: AI Automation. The article discusses AstraZeneca's development of an autonomous agentic AI system for R&D, which directly relates to the automation of workflows in AI-powered product development. It provides insights into the architecture and workflow integration of the system, showcasing practical applications in a specialized field, although it lacks specific frameworks for immediate implementation.",true,"\u002Fsummaries\u002F1decab6b515618a0-astrazeneca-s-agentic-r-d-research-assistant-summary","2026-08-15 03:11:01",{"title":5,"description":63},{"loc":89},"1decab6b515618a0","arXiv cs.AI","article","summaries\u002F1decab6b515618a0-astrazeneca-s-agentic-r-d-research-assistant-summary",[98,99,100,101],"ai-tools","agents","research","automation","AstraZeneca has developed an agentic AI system designed to automate complex R&D workflows, demonstrating how large-scale pharmaceutical research can leverage autonomous agents to accelerate discovery.",[],"Wn5IrAzn4zNrGCCJUK1JweBMG2GqniJfk1gvVtqCXis",[106,108,111,113,116,118,121,124,126,128,130,132,135,137,139,141,143,146,148,150,152,154,157,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,209,211,213,215,217,219,221,223,225,227,229,231,233,235,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,279,281,283,285,287,289,291,293,295,297,299,301,303,305,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,373,375,377,379,381,383,385,387,389,391,393,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,429,431,433,435,437,439,441,443,445,447,449,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,511,513,515,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,557,559,561,563,565,567,569,571,573,575,577,579,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,869,871,873,875,877,880,882,884,886,888,890,892,894,896,898,900,902,904,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007],{"categories":107},[70],{"categories":109},[110],"Developer Productivity",{"categories":112},[70],{"categories":114},[115],"Business & SaaS",{"categories":117},[70],{"categories":119},[120],"AI Automation",{"categories":122},[123],"Product Strategy",{"categories":125},[120],{"categories":127},[70],{"categories":129},[110],{"categories":131},[120],{"categories":133},[134],"Software Engineering",{"categories":136},[70],{"categories":138},[115],{"categories":140},[],{"categories":142},[70],{"categories":144},[145],"Inference & Serving",{"categories":147},[70],{"categories":149},[70],{"categories":151},[120],{"categories":153},[],{"categories":155},[156],"AI News & Trends",{"categories":158},[159],"Data Science & Visualization",{"categories":161},[120],{"categories":163},[70],{"categories":165},[70],{"categories":167},[115],{"categories":169},[110],{"categories":171},[70],{"categories":173},[120],{"categories":175},[156],{"categories":177},[70],{"categories":179},[120],{"categories":181},[120],{"categories":183},[70],{"categories":185},[70],{"categories":187},[120],{"categories":189},[70],{"categories":191},[70],{"categories":193},[70],{"categories":195},[120],{"categories":197},[156],{"categories":199},[70],{"categories":201},[70],{"categories":203},[70],{"categories":205},[],{"categories":207},[208],"Design & Frontend",{"categories":210},[159],{"categories":212},[156],{"categories":214},[70],{"categories":216},[70],{"categories":218},[70],{"categories":220},[],{"categories":222},[70],{"categories":224},[70],{"categories":226},[120],{"categories":228},[134],{"categories":230},[70],{"categories":232},[120],{"categories":234},[70],{"categories":236},[237],"Marketing & Growth",{"categories":239},[208],{"categories":241},[70],{"categories":243},[120],{"categories":245},[70],{"categories":247},[70],{"categories":249},[134],{"categories":251},[70],{"categories":253},[],{"categories":255},[],{"categories":257},[208],{"categories":259},[70],{"categories":261},[120],{"categories":263},[110],{"categories":265},[134],{"categories":267},[120],{"categories":269},[208],{"categories":271},[123],{"categories":273},[70],{"categories":275},[134],{"categories":277},[278],"DevOps & Cloud",{"categories":280},[120],{"categories":282},[123],{"categories":284},[156],{"categories":286},[70],{"categories":288},[],{"categories":290},[70],{"categories":292},[70],{"categories":294},[],{"categories":296},[120],{"categories":298},[134],{"categories":300},[],{"categories":302},[134],{"categories":304},[70],{"categories":306},[307],"Governance & Standards",{"categories":309},[115],{"categories":311},[],{"categories":313},[],{"categories":315},[70],{"categories":317},[70],{"categories":319},[120],{"categories":321},[70],{"categories":323},[70],{"categories":325},[120],{"categories":327},[70],{"categories":329},[70],{"categories":331},[70],{"categories":333},[],{"categories":335},[134],{"categories":337},[],{"categories":339},[],{"categories":341},[70],{"categories":343},[134],{"categories":345},[],{"categories":347},[134],{"categories":349},[70],{"categories":351},[70],{"categories":353},[237],{"categories":355},[70],{"categories":357},[70],{"categories":359},[70],{"categories":361},[208],{"categories":363},[208],{"categories":365},[70],{"categories":367},[134],{"categories":369},[120],{"categories":371},[372],"GovTech & Public-Sector Adoption",{"categories":374},[134],{"categories":376},[70],{"categories":378},[70],{"categories":380},[70],{"categories":382},[120],{"categories":384},[120],{"categories":386},[159],{"categories":388},[70],{"categories":390},[156],{"categories":392},[120],{"categories":394},[395],"Legal AI Tools",{"categories":397},[70],{"categories":399},[120],{"categories":401},[70],{"categories":403},[237],{"categories":405},[120],{"categories":407},[123],{"categories":409},[70],{"categories":411},[134],{"categories":413},[372],{"categories":415},[],{"categories":417},[120],{"categories":419},[],{"categories":421},[115],{"categories":423},[120],{"categories":425},[120],{"categories":427},[428],"RAG & Retrieval",{"categories":430},[115],{"categories":432},[70],{"categories":434},[134],{"categories":436},[134],{"categories":438},[278],{"categories":440},[208],{"categories":442},[120],{"categories":444},[70],{"categories":446},[70],{"categories":448},[],{"categories":450},[451],"Agents & Orchestration",{"categories":453},[134],{"categories":455},[70],{"categories":457},[],{"categories":459},[120],{"categories":461},[115],{"categories":463},[],{"categories":465},[70],{"categories":467},[],{"categories":469},[70],{"categories":471},[110],{"categories":473},[134],{"categories":475},[115],{"categories":477},[70],{"categories":479},[120],{"categories":481},[70],{"categories":483},[156],{"categories":485},[70],{"categories":487},[],{"categories":489},[70],{"categories":491},[],{"categories":493},[70],{"categories":495},[134],{"categories":497},[70],{"categories":499},[120],{"categories":501},[159],{"categories":503},[],{"categories":505},[70],{"categories":507},[208],{"categories":509},[510],"Models & Frontier Labs",{"categories":512},[],{"categories":514},[208],{"categories":516},[517],"Regulation & Governance of AI",{"categories":519},[123],{"categories":521},[120],{"categories":523},[],{"categories":525},[70],{"categories":527},[70],{"categories":529},[120],{"categories":531},[120],{"categories":533},[156],{"categories":535},[70],{"categories":537},[115],{"categories":539},[70],{"categories":541},[120],{"categories":543},[],{"categories":545},[134],{"categories":547},[120],{"categories":549},[70],{"categories":551},[123],{"categories":553},[70],{"categories":555},[556],"AI Policy & Regulation",{"categories":558},[],{"categories":560},[70],{"categories":562},[120],{"categories":564},[123],{"categories":566},[120],{"categories":568},[70],{"categories":570},[70],{"categories":572},[70],{"categories":574},[120],{"categories":576},[],{"categories":578},[159],{"categories":580},[581],"Evals & Reliability",{"categories":583},[70],{"categories":585},[70],{"categories":587},[],{"categories":589},[110],{"categories":591},[372],{"categories":593},[556],{"categories":595},[70],{"categories":597},[115],{"categories":599},[70],{"categories":601},[120],{"categories":603},[70],{"categories":605},[120],{"categories":607},[451],{"categories":609},[70],{"categories":611},[134],{"categories":613},[70],{"categories":615},[],{"categories":617},[208],{"categories":619},[],{"categories":621},[70],{"categories":623},[372],{"categories":625},[70],{"categories":627},[70],{"categories":629},[70],{"categories":631},[],{"categories":633},[70],{"categories":635},[208],{"categories":637},[134],{"categories":639},[],{"categories":641},[70],{"categories":643},[],{"categories":645},[120],{"categories":647},[70],{"categories":649},[208],{"categories":651},[],{"categories":653},[70],{"categories":655},[70],{"categories":657},[159],{"categories":659},[120],{"categories":661},[70],{"categories":663},[115],{"categories":665},[120],{"categories":667},[70],{"categories":669},[70],{"categories":671},[134],{"categories":673},[208],{"categories":675},[70],{"categories":677},[120],{"categories":679},[],{"categories":681},[134],{"categories":683},[120],{"categories":685},[159],{"categories":687},[],{"categories":689},[70],{"categories":691},[156],{"categories":693},[70],{"categories":695},[],{"categories":697},[70],{"categories":699},[70],{"categories":701},[70],{"categories":703},[115,237],{"categories":705},[],{"categories":707},[134],{"categories":709},[70],{"categories":711},[70],{"categories":713},[120],{"categories":715},[70],{"categories":717},[],{"categories":719},[],{"categories":721},[70],{"categories":723},[208],{"categories":725},[70],{"categories":727},[],{"categories":729},[70],{"categories":731},[278],{"categories":733},[],{"categories":735},[120],{"categories":737},[156],{"categories":739},[70],{"categories":741},[70],{"categories":743},[208],{"categories":745},[],{"categories":747},[156],{"categories":749},[70],{"categories":751},[145],{"categories":753},[70],{"categories":755},[70],{"categories":757},[120],{"categories":759},[156],{"categories":761},[510],{"categories":763},[70],{"categories":765},[237],{"categories":767},[],{"categories":769},[120],{"categories":771},[115],{"categories":773},[134],{"categories":775},[70],{"categories":777},[120],{"categories":779},[],{"categories":781},[70,278],{"categories":783},[70],{"categories":785},[70],{"categories":787},[70],{"categories":789},[120],{"categories":791},[70,134],{"categories":793},[159],{"categories":795},[70],{"categories":797},[70],{"categories":799},[70],{"categories":801},[134],{"categories":803},[70],{"categories":805},[120],{"categories":807},[120],{"categories":809},[556],{"categories":811},[237],{"categories":813},[70],{"categories":815},[120],{"categories":817},[70],{"categories":819},[70],{"categories":821},[120],{"categories":823},[],{"categories":825},[120],{"categories":827},[70],{"categories":829},[70],{"categories":831},[120],{"categories":833},[70],{"categories":835},[70,115],{"categories":837},[70],{"categories":839},[115],{"categories":841},[],{"categories":843},[208],{"categories":845},[208],{"categories":847},[70],{"categories":849},[],{"categories":851},[],{"categories":853},[70],{"categories":855},[156],{"categories":857},[],{"categories":859},[110],{"categories":861},[70],{"categories":863},[134],{"categories":865},[70],{"categories":867},[868],"Generative UI & Design-to-Code",{"categories":870},[70],{"categories":872},[70],{"categories":874},[208],{"categories":876},[70],{"categories":878},[879],"Algorithmic Accountability",{"categories":881},[120],{"categories":883},[134],{"categories":885},[156],{"categories":887},[208],{"categories":889},[70],{"categories":891},[],{"categories":893},[123],{"categories":895},[70],{"categories":897},[70],{"categories":899},[70],{"categories":901},[70],{"categories":903},[120],{"categories":905},[906],"MLOps & Infrastructure",{"categories":908},[70],{"categories":910},[70],{"categories":912},[70],{"categories":914},[70],{"categories":916},[70],{"categories":918},[134],{"categories":920},[156],{"categories":922},[70],{"categories":924},[123],{"categories":926},[110],{"categories":928},[70],{"categories":930},[120],{"categories":932},[278],{"categories":934},[70],{"categories":936},[115],{"categories":938},[70],{"categories":940},[208],{"categories":942},[70],{"categories":944},[70],{"categories":946},[120],{"categories":948},[],{"categories":950},[],{"categories":952},[70],{"categories":954},[145],{"categories":956},[208],{"categories":958},[156],{"categories":960},[159],{"categories":962},[],{"categories":964},[70],{"categories":966},[70],{"categories":968},[115],{"categories":970},[120],{"categories":972},[70],{"categories":974},[70],{"categories":976},[70],{"categories":978},[70],{"categories":980},[156],{"categories":982},[145],{"categories":984},[70],{"categories":986},[208],{"categories":988},[70],{"categories":990},[],{"categories":992},[120],{"categories":994},[134],{"categories":996},[],{"categories":998},[70],{"categories":1000},[70],{"categories":1002},[120],{"categories":1004},[134],{"categories":1006},[70],{"categories":1008},[159],{"categories":1010},[208],{"categories":1012},[],{"categories":1014},[70],{"categories":1016},[],{"categories":1018},[70],{"categories":1020},[],{"categories":1022},[70],{"categories":1024},[70],{"categories":1026},[123],{"categories":1028},[115],{"categories":1030},[120],{"categories":1032},[120],{"categories":1034},[],{"categories":1036},[70],{"categories":1038},[110],{"categories":1040},[70],{"categories":1042},[70],{"categories":1044},[115],{"categories":1046},[156],{"categories":1048},[110],{"categories":1050},[],{"categories":1052},[70],{"categories":1054},[],{"categories":1056},[70],{"categories":1058},[],{"categories":1060},[156],{"categories":1062},[156],{"categories":1064},[],{"categories":1066},[451],{"categories":1068},[70],{"categories":1070},[208],{"categories":1072},[134],{"categories":1074},[],{"categories":1076},[395],{"categories":1078},[120],{"categories":1080},[115],{"categories":1082},[],{"categories":1084},[],{"categories":1086},[110],{"categories":1088},[159],{"categories":1090},[],{"categories":1092},[237],{"categories":1094},[120],{"categories":1096},[115],{"categories":1098},[120],{"categories":1100},[70],{"categories":1102},[115],{"categories":1104},[70],{"categories":1106},[134],{"categories":1108},[],{"categories":1110},[145],{"categories":1112},[123],{"categories":1114},[70],{"categories":1116},[208],{"categories":1118},[134],{"categories":1120},[115],{"categories":1122},[70],{"categories":1124},[134],{"categories":1126},[70],{"categories":1128},[120],{"categories":1130},[115],{"categories":1132},[70],{"categories":1134},[70],{"categories":1136},[70],{"categories":1138},[70],{"categories":1140},[70],{"categories":1142},[],{"categories":1144},[],{"categories":1146},[134],{"categories":1148},[159],{"categories":1150},[123],{"categories":1152},[70],{"categories":1154},[120],{"categories":1156},[134],{"categories":1158},[134],{"categories":1160},[70],{"categories":1162},[],{"categories":1164},[156],{"categories":1166},[123],{"categories":1168},[123],{"categories":1170},[134],{"categories":1172},[70],{"categories":1174},[581],{"categories":1176},[278],{"categories":1178},[],{"categories":1180},[120],{"categories":1182},[70],{"categories":1184},[],{"categories":1186},[110],{"categories":1188},[],{"categories":1190},[70],{"categories":1192},[70],{"categories":1194},[70],{"categories":1196},[208],{"categories":1198},[237],{"categories":1200},[70],{"categories":1202},[134],{"categories":1204},[70],{"categories":1206},[120],{"categories":1208},[],{"categories":1210},[134],{"categories":1212},[70],{"categories":1214},[110],{"categories":1216},[],{"categories":1218},[115],{"categories":1220},[70],{"categories":1222},[70],{"categories":1224},[156],{"categories":1226},[70,278],{"categories":1228},[70],{"categories":1230},[1231],"Design Systems for AI",{"categories":1233},[70],{"categories":1235},[70],{"categories":1237},[156],{"categories":1239},[70],{"categories":1241},[70],{"categories":1243},[70],{"categories":1245},[115],{"categories":1247},[70],{"categories":1249},[70],{"categories":1251},[70],{"categories":1253},[],{"categories":1255},[70],{"categories":1257},[70],{"categories":1259},[115],{"categories":1261},[70],{"categories":1263},[],{"categories":1265},[120],{"categories":1267},[120],{"categories":1269},[134],{"categories":1271},[156],{"categories":1273},[134],{"categories":1275},[70],{"categories":1277},[208],{"categories":1279},[156],{"categories":1281},[159],{"categories":1283},[70],{"categories":1285},[70],{"categories":1287},[120],{"categories":1289},[110],{"categories":1291},[556],{"categories":1293},[70],{"categories":1295},[120],{"categories":1297},[70],{"categories":1299},[134],{"categories":1301},[134],{"categories":1303},[],{"categories":1305},[],{"categories":1307},[70],{"categories":1309},[120],{"categories":1311},[123],{"categories":1313},[],{"categories":1315},[115],{"categories":1317},[70],{"categories":1319},[],{"categories":1321},[208],{"categories":1323},[134],{"categories":1325},[120],{"categories":1327},[134],{"categories":1329},[208],{"categories":1331},[70],{"categories":1333},[70],{"categories":1335},[208],{"categories":1337},[],{"categories":1339},[],{"categories":1341},[156],{"categories":1343},[120],{"categories":1345},[120],{"categories":1347},[70],{"categories":1349},[70],{"categories":1351},[70],{"categories":1353},[70],{"categories":1355},[115],{"categories":1357},[70],{"categories":1359},[70],{"categories":1361},[],{"categories":1363},[134],{"categories":1365},[134],{"categories":1367},[70],{"categories":1369},[134],{"categories":1371},[115],{"categories":1373},[],{"categories":1375},[70],{"categories":1377},[70],{"categories":1379},[70],{"categories":1381},[70],{"categories":1383},[70],{"categories":1385},[120],{"categories":1387},[110],{"categories":1389},[115],{"categories":1391},[70],{"categories":1393},[120],{"categories":1395},[156],{"categories":1397},[120],{"categories":1399},[145],{"categories":1401},[237],{"categories":1403},[70],{"categories":1405},[120],{"categories":1407},[70],{"categories":1409},[70],{"categories":1411},[70],{"categories":1413},[],{"categories":1415},[208],{"categories":1417},[],{"categories":1419},[70],{"categories":1421},[70],{"categories":1423},[],{"categories":1425},[70],{"categories":1427},[134],{"categories":1429},[115],{"categories":1431},[1432],"Visual & Generative Media",{"categories":1434},[120],{"categories":1436},[],{"categories":1438},[70],{"categories":1440},[70],{"categories":1442},[134],{"categories":1444},[278],{"categories":1446},[70],{"categories":1448},[159],{"categories":1450},[556],{"categories":1452},[134],{"categories":1454},[237],{"categories":1456},[70],{"categories":1458},[208],{"categories":1460},[70],{"categories":1462},[70],{"categories":1464},[134],{"categories":1466},[120],{"categories":1468},[70],{"categories":1470},[],{"categories":1472},[],{"categories":1474},[120],{"categories":1476},[134],{"categories":1478},[110],{"categories":1480},[120],{"categories":1482},[510],{"categories":1484},[70],{"categories":1486},[123],{"categories":1488},[70],{"categories":1490},[115],{"categories":1492},[],{"categories":1494},[70],{"categories":1496},[123],{"categories":1498},[70],{"categories":1500},[70],{"categories":1502},[70],{"categories":1504},[123],{"categories":1506},[70],{"categories":1508},[70],{"categories":1510},[237],{"categories":1512},[70],{"categories":1514},[451],{"categories":1516},[70],{"categories":1518},[120],{"categories":1520},[70],{"categories":1522},[70],{"categories":1524},[70],{"categories":1526},[70],{"categories":1528},[208],{"categories":1530},[120],{"categories":1532},[],{"categories":1534},[120],{"categories":1536},[],{"categories":1538},[278],{"categories":1540},[134],{"categories":1542},[],{"categories":1544},[510],{"categories":1546},[70],{"categories":1548},[120],{"categories":1550},[120],{"categories":1552},[70],{"categories":1554},[208,70],{"categories":1556},[110],{"categories":1558},[70],{"categories":1560},[208],{"categories":1562},[],{"categories":1564},[70],{"categories":1566},[110],{"categories":1568},[70],{"categories":1570},[1571],"Medical Imaging & Radiology",{"categories":1573},[70],{"categories":1575},[70],{"categories":1577},[70],{"categories":1579},[208],{"categories":1581},[120],{"categories":1583},[134],{"categories":1585},[],{"categories":1587},[70],{"categories":1589},[70],{"categories":1591},[70],{"categories":1593},[],{"categories":1595},[],{"categories":1597},[70],{"categories":1599},[70],{"categories":1601},[451],{"categories":1603},[70],{"categories":1605},[110],{"categories":1607},[70],{"categories":1609},[70],{"categories":1611},[],{"categories":1613},[120],{"categories":1615},[70],{"categories":1617},[123],{"categories":1619},[134],{"categories":1621},[70],{"categories":1623},[120],{"categories":1625},[451],{"categories":1627},[70],{"categories":1629},[120],{"categories":1631},[70],{"categories":1633},[70],{"categories":1635},[70],{"categories":1637},[208],{"categories":1639},[120],{"categories":1641},[278],{"categories":1643},[208],{"categories":1645},[115],{"categories":1647},[120],{"categories":1649},[156],{"categories":1651},[70],{"categories":1653},[70],{"categories":1655},[123],{"categories":1657},[70],{"categories":1659},[70],{"categories":1661},[70],{"categories":1663},[70],{"categories":1665},[120],{"categories":1667},[70],{"categories":1669},[134],{"categories":1671},[134],{"categories":1673},[70],{"categories":1675},[123],{"categories":1677},[],{"categories":1679},[156],{"categories":1681},[],{"categories":1683},[123],{"categories":1685},[120],{"categories":1687},[70],{"categories":1689},[120],{"categories":1691},[1231],{"categories":1693},[1231],{"categories":1695},[208],{"categories":1697},[70],{"categories":1699},[70],{"categories":1701},[70],{"categories":1703},[120],{"categories":1705},[134],{"categories":1707},[208],{"categories":1709},[120],{"categories":1711},[156],{"categories":1713},[],{"categories":1715},[70],{"categories":1717},[],{"categories":1719},[70],{"categories":1721},[70],{"categories":1723},[70],{"categories":1725},[70],{"categories":1727},[120],{"categories":1729},[1730],"Contract Review & E-Discovery",{"categories":1732},[70],{"categories":1734},[208],{"categories":1736},[70],{"categories":1738},[110],{"categories":1740},[70],{"categories":1742},[156],{"categories":1744},[70],{"categories":1746},[70],{"categories":1748},[237],{"categories":1750},[134],{"categories":1752},[70],{"categories":1754},[70],{"categories":1756},[120],{"categories":1758},[120],{"categories":1760},[879],{"categories":1762},[70],{"categories":1764},[70],{"categories":1766},[120],{"categories":1768},[120],{"categories":1770},[70],{"categories":1772},[70],{"categories":1774},[70],{"categories":1776},[120],{"categories":1778},[70],{"categories":1780},[70],{"categories":1782},[451],{"categories":1784},[428],{"categories":1786},[70],{"categories":1788},[120],{"categories":1790},[70],{"categories":1792},[1793],"Law-Firm Practice & Adoption",{"categories":1795},[70],{"categories":1797},[120],{"categories":1799},[208],{"categories":1801},[70],{"categories":1803},[70],{"categories":1805},[70],{"categories":1807},[],{"categories":1809},[],{"categories":1811},[134],{"categories":1813},[70],{"categories":1815},[],{"categories":1817},[120],{"categories":1819},[110],{"categories":1821},[278],{"categories":1823},[70],{"categories":1825},[],{"categories":1827},[110],{"categories":1829},[115],{"categories":1831},[70],{"categories":1833},[237],{"categories":1835},[],{"categories":1837},[115],{"categories":1839},[120],{"categories":1841},[115],{"categories":1843},[],{"categories":1845},[70],{"categories":1847},[123],{"categories":1849},[70],{"categories":1851},[134],{"categories":1853},[],{"categories":1855},[],{"categories":1857},[],{"categories":1859},[],{"categories":1861},[70],{"categories":1863},[123],{"categories":1865},[120],{"categories":1867},[278],{"categories":1869},[70],{"categories":1871},[110],{"categories":1873},[134],{"categories":1875},[70],{"categories":1877},[70],{"categories":1879},[134],{"categories":1881},[123],{"categories":1883},[70],{"categories":1885},[70],{"categories":1887},[70],{"categories":1889},[906],{"categories":1891},[70],{"categories":1893},[134],{"categories":1895},[70],{"categories":1897},[237],{"categories":1899},[134],{"categories":1901},[115],{"categories":1903},[70],{"categories":1905},[70],{"categories":1907},[70],{"categories":1909},[208],{"categories":1911},[70],{"categories":1913},[70],{"categories":1915},[70],{"categories":1917},[70],{"categories":1919},[115],{"categories":1921},[120],{"categories":1923},[70,110],{"categories":1925},[451],{"categories":1927},[70],{"categories":1929},[70],{"categories":1931},[134],{"categories":1933},[134],{"categories":1935},[208],{"categories":1937},[120],{"categories":1939},[120],{"categories":1941},[134],{"categories":1943},[70],{"categories":1945},[70],{"categories":1947},[70],{"categories":1949},[],{"categories":1951},[],{"categories":1953},[70],{"categories":1955},[159],{"categories":1957},[70],{"categories":1959},[120],{"categories":1961},[],{"categories":1963},[70],{"categories":1965},[70],{"categories":1967},[134],{"categories":1969},[159],{"categories":1971},[156],{"categories":1973},[208],{"categories":1975},[70],{"categories":1977},[120],{"categories":1979},[70],{"categories":1981},[134],{"categories":1983},[],{"categories":1985},[120],{"categories":1987},[70],{"categories":1989},[70],{"categories":1991},[70],{"categories":1993},[70],{"categories":1995},[],{"categories":1997},[120],{"categories":1999},[70],{"categories":2001},[70],{"categories":2003},[70],{"categories":2005},[],{"categories":2007},[120],{"categories":2009},[70],{"categories":2011},[70],{"categories":2013},[115],{"categories":2015},[70],{"categories":2017},[70],{"categories":2019},[],{"categories":2021},[110],{"categories":2023},[70],{"categories":2025},[70],{"categories":2027},[70],{"categories":2029},[208],{"categories":2031},[70],{"categories":2033},[134],{"categories":2035},[70],{"categories":2037},[110],{"categories":2039},[70],{"categories":2041},[134],{"categories":2043},[237],{"categories":2045},[120],{"categories":2047},[120],{"categories":2049},[70],{"categories":2051},[70],{"categories":2053},[70,208],{"categories":2055},[70],{"categories":2057},[120],{"categories":2059},[156],{"categories":2061},[70],{"categories":2063},[156],{"categories":2065},[120],{"categories":2067},[208],{"categories":2069},[70],{"categories":2071},[],{"categories":2073},[134],{"categories":2075},[278],{"categories":2077},[208],{"categories":2079},[134],{"categories":2081},[70],{"categories":2083},[123],{"categories":2085},[70],{"categories":2087},[70],{"categories":2089},[120],{"categories":2091},[],{"categories":2093},[],{"categories":2095},[70],{"categories":2097},[],{"categories":2099},[],{"categories":2101},[123],{"categories":2103},[134],{"categories":2105},[70],{"categories":2107},[120],{"categories":2109},[120],{"categories":2111},[115],{"categories":2113},[120],{"categories":2115},[278],{"categories":2117},[70],{"categories":2119},[70],{"categories":2121},[70],{"categories":2123},[145],{"categories":2125},[70],{"categories":2127},[70],{"categories":2129},[70],{"categories":2131},[134],{"categories":2133},[120],{"categories":2135},[70],{"categories":2137},[70],{"categories":2139},[134],{"categories":2141},[395],{"categories":2143},[120],{"categories":2145},[879],{"categories":2147},[],{"categories":2149},[208],{"categories":2151},[1793],{"categories":2153},[134],{"categories":2155},[],{"categories":2157},[],{"categories":2159},[70],{"categories":2161},[120],{"categories":2163},[],{"categories":2165},[],{"categories":2167},[70],{"categories":2169},[237],{"categories":2171},[70],{"categories":2173},[237],{"categories":2175},[120],{"categories":2177},[70],{"categories":2179},[70],{"categories":2181},[134],{"categories":2183},[123],{"categories":2185},[],{"categories":2187},[70],{"categories":2189},[70],{"categories":2191},[134],{"categories":2193},[1730],{"categories":2195},[208],{"categories":2197},[208],{"categories":2199},[70],{"categories":2201},[120],{"categories":2203},[110],{"categories":2205},[70],{"categories":2207},[70],{"categories":2209},[70],{"categories":2211},[70],{"categories":2213},[208],{"categories":2215},[208],{"categories":2217},[120],{"categories":2219},[120],{"categories":2221},[120],{"categories":2223},[70],{"categories":2225},[70],{"categories":2227},[],{"categories":2229},[70],{"categories":2231},[],{"categories":2233},[2234],"Interaction & Product Design",{"categories":2236},[70],{"categories":2238},[120],{"categories":2240},[134],{"categories":2242},[307],{"categories":2244},[156],{"categories":2246},[134],{"categories":2248},[70],{"categories":2250},[70],{"categories":2252},[70],{"categories":2254},[134],{"categories":2256},[70],{"categories":2258},[110],{"categories":2260},[120],{"categories":2262},[70],{"categories":2264},[],{"categories":2266},[120],{"categories":2268},[120],{"categories":2270},[120],{"categories":2272},[],{"categories":2274},[134],{"categories":2276},[70],{"categories":2278},[120],{"categories":2280},[110],{"categories":2282},[2234],{"categories":2284},[70],{"categories":2286},[110],{"categories":2288},[110],{"categories":2290},[],{"categories":2292},[120],{"categories":2294},[134],{"categories":2296},[],{"categories":2298},[120],{"categories":2300},[156],{"categories":2302},[70],{"categories":2304},[120],{"categories":2306},[70],{"categories":2308},[120],{"categories":2310},[120],{"categories":2312},[70],{"categories":2314},[70],{"categories":2316},[156],{"categories":2318},[159],{"categories":2320},[70],{"categories":2322},[123],{"categories":2324},[134],{"categories":2326},[2327],"Coding Agents & Dev Productivity",{"categories":2329},[156],{"categories":2331},[208],{"categories":2333},[70],{"categories":2335},[70],{"categories":2337},[],{"categories":2339},[70],{"categories":2341},[879],{"categories":2343},[],{"categories":2345},[70],{"categories":2347},[70],{"categories":2349},[278],{"categories":2351},[70],{"categories":2353},[156],{"categories":2355},[],{"categories":2357},[],{"categories":2359},[70],{"categories":2361},[],{"categories":2363},[120],{"categories":2365},[70],{"categories":2367},[],{"categories":2369},[134],{"categories":2371},[134],{"categories":2373},[70],{"categories":2375},[159],{"categories":2377},[],{"categories":2379},[70],{"categories":2381},[70],{"categories":2383},[70],{"categories":2385},[159],{"categories":2387},[134],{"categories":2389},[120],{"categories":2391},[],{"categories":2393},[],{"categories":2395},[70],{"categories":2397},[70],{"categories":2399},[120],{"categories":2401},[120],{"categories":2403},[372],{"categories":2405},[134],{"categories":2407},[134],{"categories":2409},[120],{"categories":2411},[156],{"categories":2413},[156],{"categories":2415},[120],{"categories":2417},[120],{"categories":2419},[70],{"categories":2421},[110],{"categories":2423},[2234],{"categories":2425},[123],{"categories":2427},[70,278],{"categories":2429},[159],{"categories":2431},[],{"categories":2433},[208],{"categories":2435},[120],{"categories":2437},[134],{"categories":2439},[110],{"categories":2441},[70],{"categories":2443},[120],{"categories":2445},[2446],"The Designer's Role & Craft",{"categories":2448},[208],{"categories":2450},[],{"categories":2452},[120],{"categories":2454},[70],{"categories":2456},[120],{"categories":2458},[120],{"categories":2460},[70],{"categories":2462},[237],{"categories":2464},[70],{"categories":2466},[134],{"categories":2468},[70],{"categories":2470},[208],{"categories":2472},[70],{"categories":2474},[],{"categories":2476},[120],{"categories":2478},[208],{"categories":2480},[123],{"categories":2482},[70],{"categories":2484},[70],{"categories":2486},[70],{"categories":2488},[2489],"AI UX Patterns",{"categories":2491},[120],{"categories":2493},[120],{"categories":2495},[120],{"categories":2497},[120],{"categories":2499},[237],{"categories":2501},[159],{"categories":2503},[70],{"categories":2505},[120],{"categories":2507},[70],{"categories":2509},[1231],{"categories":2511},[],{"categories":2513},[237],{"categories":2515},[120],{"categories":2517},[156],{"categories":2519},[134],{"categories":2521},[70],{"categories":2523},[120],{"categories":2525},[],{"categories":2527},[],{"categories":2529},[70],{"categories":2531},[70],{"categories":2533},[120],{"categories":2535},[70],{"categories":2537},[120],{"categories":2539},[372],{"categories":2541},[208],{"categories":2543},[70],{"categories":2545},[156],{"categories":2547},[134],{"categories":2549},[70],{"categories":2551},[120],{"categories":2553},[120],{"categories":2555},[],{"categories":2557},[70],{"categories":2559},[],{"categories":2561},[70],{"categories":2563},[],{"categories":2565},[70],{"categories":2567},[70],{"categories":2569},[70],{"categories":2571},[120],{"categories":2573},[134],{"categories":2575},[],{"categories":2577},[],{"categories":2579},[159],{"categories":2581},[145],{"categories":2583},[70],{"categories":2585},[70],{"categories":2587},[70],{"categories":2589},[159],{"categories":2591},[70],{"categories":2593},[70],{"categories":2595},[156],{"categories":2597},[70],{"categories":2599},[70],{"categories":2601},[70],{"categories":2603},[120],{"categories":2605},[70],{"categories":2607},[120],{"categories":2609},[70],{"categories":2611},[70],{"categories":2613},[70],{"categories":2615},[120],{"categories":2617},[],{"categories":2619},[70],{"categories":2621},[],{"categories":2623},[70],{"categories":2625},[70],{"categories":2627},[278],{"categories":2629},[70],{"categories":2631},[],{"categories":2633},[],{"categories":2635},[208],{"categories":2637},[906],{"categories":2639},[120],{"categories":2641},[110],{"categories":2643},[2446],{"categories":2645},[],{"categories":2647},[],{"categories":2649},[70],{"categories":2651},[],{"categories":2653},[],{"categories":2655},[134],{"categories":2657},[156],{"categories":2659},[237],{"categories":2661},[120],{"categories":2663},[115],{"categories":2665},[70],{"categories":2667},[70],{"categories":2669},[115],{"categories":2671},[],{"categories":2673},[208],{"categories":2675},[123],{"categories":2677},[70],{"categories":2679},[70],{"categories":2681},[120],{"categories":2683},[115],{"categories":2685},[70],{"categories":2687},[70],{"categories":2689},[110],{"categories":2691},[70],{"categories":2693},[70],{"categories":2695},[],{"categories":2697},[110],{"categories":2699},[70],{"categories":2701},[237],{"categories":2703},[120],{"categories":2705},[156],{"categories":2707},[70],{"categories":2709},[134],{"categories":2711},[70],{"categories":2713},[70],{"categories":2715},[115],{"categories":2717},[70],{"categories":2719},[70],{"categories":2721},[70],{"categories":2723},[120],{"categories":2725},[70],{"categories":2727},[],{"categories":2729},[70],{"categories":2731},[134],{"categories":2733},[110],{"categories":2735},[70],{"categories":2737},[70],{"categories":2739},[70],{"categories":2741},[],{"categories":2743},[70],{"categories":2745},[451],{"categories":2747},[120],{"categories":2749},[115],{"categories":2751},[156],{"categories":2753},[70],{"categories":2755},[70],{"categories":2757},[],{"categories":2759},[115],{"categories":2761},[115],{"categories":2763},[70],{"categories":2765},[70],{"categories":2767},[123],{"categories":2769},[70],{"categories":2771},[70],{"categories":2773},[70],{"categories":2775},[70],{"categories":2777},[134],{"categories":2779},[134],{"categories":2781},[70],{"categories":2783},[],{"categories":2785},[134],{"categories":2787},[70],{"categories":2789},[134],{"categories":2791},[120],{"categories":2793},[556],{"categories":2795},[],{"categories":2797},[],{"categories":2799},[70],{"categories":2801},[156],{"categories":2803},[],{"categories":2805},[278],{"categories":2807},[70],{"categories":2809},[70],{"categories":2811},[70],{"categories":2813},[208],{"categories":2815},[868],{"categories":2817},[],{"categories":2819},[70],{"categories":2821},[70],{"categories":2823},[70],{"categories":2825},[134],{"categories":2827},[70],{"categories":2829},[70],{"categories":2831},[70,278],{"categories":2833},[70],{"categories":2835},[70],{"categories":2837},[208],{"categories":2839},[120],{"categories":2841},[],{"categories":2843},[120],{"categories":2845},[120],{"categories":2847},[70],{"categories":2849},[70],{"categories":2851},[70],{"categories":2853},[70],{"categories":2855},[159],{"categories":2857},[70],{"categories":2859},[2489],{"categories":2861},[110],{"categories":2863},[159],{"categories":2865},[110],{"categories":2867},[134],{"categories":2869},[208],{"categories":2871},[120],{"categories":2873},[70],{"categories":2875},[],{"categories":2877},[115],{"categories":2879},[70],{"categories":2881},[70],{"categories":2883},[156],{"categories":2885},[70],{"categories":2887},[70],{"categories":2889},[70],{"categories":2891},[120],{"categories":2893},[70],{"categories":2895},[70],{"categories":2897},[70],{"categories":2899},[115],{"categories":2901},[],{"categories":2903},[278],{"categories":2905},[70],{"categories":2907},[372],{"categories":2909},[208],{"categories":2911},[208],{"categories":2913},[134],{"categories":2915},[120],{"categories":2917},[70],{"categories":2919},[115],{"categories":2921},[156],{"categories":2923},[70],{"categories":2925},[70],{"categories":2927},[70],{"categories":2929},[208],{"categories":2931},[120],{"categories":2933},[120],{"categories":2935},[70],{"categories":2937},[70],{"categories":2939},[510],{"categories":2941},[120],{"categories":2943},[],{"categories":2945},[70],{"categories":2947},[70],{"categories":2949},[70],{"categories":2951},[],{"categories":2953},[],{"categories":2955},[70],{"categories":2957},[70],{"categories":2959},[120],{"categories":2961},[70],{"categories":2963},[70],{"categories":2965},[70],{"categories":2967},[134],{"categories":2969},[70],{"categories":2971},[70],{"categories":2973},[120],{"categories":2975},[70],{"categories":2977},[70],{"categories":2979},[70],{"categories":2981},[70],{"categories":2983},[70],{"categories":2985},[],{"categories":2987},[134],{"categories":2989},[159],{"categories":2991},[70],{"categories":2993},[120],{"categories":2995},[120],{"categories":2997},[70],{"categories":2999},[70],{"categories":3001},[],{"categories":3003},[],{"categories":3005},[70],{"categories":3007},[70],{"categories":3009},[70],{"categories":3011},[156],{"categories":3013},[159],{"categories":3015},[],{"categories":3017},[70],{"categories":3019},[208],{"categories":3021},[70],{"categories":3023},[278],{"categories":3025},[1793],{"categories":3027},[156],{"categories":3029},[134],{"categories":3031},[70],{"categories":3033},[134],{"categories":3035},[134],{"categories":3037},[70],{"categories":3039},[70],{"categories":3041},[134],{"categories":3043},[156],{"categories":3045},[156],{"categories":3047},[278],{"categories":3049},[120],{"categories":3051},[],{"categories":3053},[156],{"categories":3055},[70],{"categories":3057},[120],{"categories":3059},[110],{"categories":3061},[134],{"categories":3063},[70],{"categories":3065},[156],{"categories":3067},[],{"categories":3069},[70],{"categories":3071},[134],{"categories":3073},[134],{"categories":3075},[159],{"categories":3077},[70],{"categories":3079},[156],{"categories":3081},[70],{"categories":3083},[134],{"categories":3085},[120],{"categories":3087},[120],{"categories":3089},[156],{"categories":3091},[120],{"categories":3093},[278],{"categories":3095},[120],{"categories":3097},[70],{"categories":3099},[70],{"categories":3101},[70],{"categories":3103},[70],{"categories":3105},[134],{"categories":3107},[70],{"categories":3109},[],{"categories":3111},[120],{"categories":3113},[115],{"categories":3115},[134],{"categories":3117},[],{"categories":3119},[],{"categories":3121},[70],{"categories":3123},[120],{"categories":3125},[70],{"categories":3127},[70],{"categories":3129},[3130],"Frameworks & Tooling",{"categories":3132},[70],{"categories":3134},[70],{"categories":3136},[134],{"categories":3138},[70],{"categories":3140},[70],{"categories":3142},[],{"categories":3144},[159],{"categories":3146},[159],{"categories":3148},[110],{"categories":3150},[70],{"categories":3152},[120],{"categories":3154},[70],{"categories":3156},[208],{"categories":3158},[],{"categories":3160},[1793],{"categories":3162},[70],{"categories":3164},[134],{"categories":3166},[70],{"categories":3168},[278],{"categories":3170},[278],{"categories":3172},[],{"categories":3174},[120],{"categories":3176},[120],{"categories":3178},[70],{"categories":3180},[70],{"categories":3182},[156],{"categories":3184},[120],{"categories":3186},[156],{"categories":3188},[70],{"categories":3190},[120],{"categories":3192},[],{"categories":3194},[208],{"categories":3196},[70],{"categories":3198},[70],{"categories":3200},[],{"categories":3202},[70],{"categories":3204},[120],{"categories":3206},[70],{"categories":3208},[70],{"categories":3210},[70],{"categories":3212},[],{"categories":3214},[134],{"categories":3216},[70],{"categories":3218},[134],{"categories":3220},[278],{"categories":3222},[70],{"categories":3224},[70],{"categories":3226},[70],{"categories":3228},[134],{"categories":3230},[115],{"categories":3232},[70],{"categories":3234},[1793],{"categories":3236},[],{"categories":3238},[120],{"categories":3240},[110],{"categories":3242},[70],{"categories":3244},[110],{"categories":3246},[70],{"categories":3248},[],{"categories":3250},[120],{"categories":3252},[70],{"categories":3254},[70],{"categories":3256},[3257],"AI Design Tooling",{"categories":3259},[208],{"categories":3261},[70],{"categories":3263},[70],{"categories":3265},[134],{"categories":3267},[208],{"categories":3269},[70],{"categories":3271},[70],{"categories":3273},[134],{"categories":3275},[156],{"categories":3277},[123],{"categories":3279},[134],{"categories":3281},[70],{"categories":3283},[70],{"categories":3285},[70],{"categories":3287},[120],{"categories":3289},[70],{"categories":3291},[],{"categories":3293},[120],{"categories":3295},[70],{"categories":3297},[70],{"categories":3299},[120],{"categories":3301},[70],{"categories":3303},[70],{"categories":3305},[70],{"categories":3307},[120],{"categories":3309},[],{"categories":3311},[120],{"categories":3313},[3130],{"categories":3315},[70],{"categories":3317},[70],{"categories":3319},[120],{"categories":3321},[120],{"categories":3323},[134],{"categories":3325},[134],{"categories":3327},[70],{"categories":3329},[],{"categories":3331},[134],{"categories":3333},[70],{"categories":3335},[70],{"categories":3337},[120],{"categories":3339},[115],{"categories":3341},[70],{"categories":3343},[],{"categories":3345},[70],{"categories":3347},[70],{"categories":3349},[2234],{"categories":3351},[],{"categories":3353},[70],{"categories":3355},[70],{"categories":3357},[70],{"categories":3359},[70],{"categories":3361},[208],{"categories":3363},[70],{"categories":3365},[],{"categories":3367},[70],{"categories":3369},[70],{"categories":3371},[70],{"categories":3373},[70],{"categories":3375},[237],{"categories":3377},[156],{"categories":3379},[70],{"categories":3381},[70],{"categories":3383},[1793],{"categories":3385},[110],{"categories":3387},[70],{"categories":3389},[70],{"categories":3391},[159],{"categories":3393},[70],{"categories":3395},[70],{"categories":3397},[156],{"categories":3399},[120],{"categories":3401},[],{"categories":3403},[70],{"categories":3405},[70],{"categories":3407},[208],{"categories":3409},[70],{"categories":3411},[237],{"categories":3413},[120],{"categories":3415},[70],{"categories":3417},[120],{"categories":3419},[],{"categories":3421},[],{"categories":3423},[],{"categories":3425},[110],{"categories":3427},[156],{"categories":3429},[120],{"categories":3431},[70],{"categories":3433},[70],{"categories":3435},[70],{"categories":3437},[70],{"categories":3439},[395],{"categories":3441},[208],{"categories":3443},[120],{"categories":3445},[70],{"categories":3447},[],{"categories":3449},[120],{"categories":3451},[120],{"categories":3453},[],{"categories":3455},[70],{"categories":3457},[120],{"categories":3459},[70],{"categories":3461},[],{"categories":3463},[70],{"categories":3465},[70],{"categories":3467},[70],{"categories":3469},[156],{"categories":3471},[208],{"categories":3473},[120],{"categories":3475},[208],{"categories":3477},[120],{"categories":3479},[70],{"categories":3481},[115],{"categories":3483},[],{"categories":3485},[],{"categories":3487},[70],{"categories":3489},[70],{"categories":3491},[70],{"categories":3493},[110],{"categories":3495},[120],{"categories":3497},[156],{"categories":3499},[],{"categories":3501},[208],{"categories":3503},[],{"categories":3505},[134],{"categories":3507},[70],{"categories":3509},[134],{"categories":3511},[208],{"categories":3513},[134],{"categories":3515},[70],{"categories":3517},[],{"categories":3519},[70],{"categories":3521},[70],{"categories":3523},[],{"categories":3525},[70],{"categories":3527},[70],{"categories":3529},[237],{"categories":3531},[70],{"categories":3533},[70],{"categories":3535},[278],{"categories":3537},[134],{"categories":3539},[70],{"categories":3541},[],{"categories":3543},[120],{"categories":3545},[70],{"categories":3547},[110],{"categories":3549},[510],{"categories":3551},[70],{"categories":3553},[70],{"categories":3555},[120],{"categories":3557},[70],{"categories":3559},[120],{"categories":3561},[70],{"categories":3563},[70],{"categories":3565},[70],{"categories":3567},[70],{"categories":3569},[],{"categories":3571},[70],{"categories":3573},[110],{"categories":3575},[70],{"categories":3577},[115],{"categories":3579},[134],{"categories":3581},[208],{"categories":3583},[],{"categories":3585},[70],{"categories":3587},[],{"categories":3589},[120],{"categories":3591},[70],{"categories":3593},[],{"categories":3595},[120],{"categories":3597},[70],{"categories":3599},[134],{"categories":3601},[208],{"categories":3603},[156],{"categories":3605},[70],{"categories":3607},[156],{"categories":3609},[120],{"categories":3611},[208],{"categories":3613},[70],{"categories":3615},[],{"categories":3617},[70],{"categories":3619},[145],{"categories":3621},[120],{"categories":3623},[70],{"categories":3625},[208],{"categories":3627},[156],{"categories":3629},[115],{"categories":3631},[134],{"categories":3633},[70],{"categories":3635},[70],{"categories":3637},[70],{"categories":3639},[70],{"categories":3641},[156],{"categories":3643},[237],{"categories":3645},[],{"categories":3647},[],{"categories":3649},[159],{"categories":3651},[451],{"categories":3653},[70],{"categories":3655},[120],{"categories":3657},[70,134],{"categories":3659},[156],{"categories":3661},[70],{"categories":3663},[70],{"categories":3665},[70],{"categories":3667},[70],{"categories":3669},[70],{"categories":3671},[70],{"categories":3673},[70],{"categories":3675},[120],{"categories":3677},[70],{"categories":3679},[120],{"categories":3681},[70],{"categories":3683},[70],{"categories":3685},[70],{"categories":3687},[],{"categories":3689},[70],{"categories":3691},[1231],{"categories":3693},[134],{"categories":3695},[208],{"categories":3697},[70],{"categories":3699},[70],{"categories":3701},[70],{"categories":3703},[159],{"categories":3705},[120],{"categories":3707},[237],{"categories":3709},[278],{"categories":3711},[],{"categories":3713},[134],{"categories":3715},[70],{"categories":3717},[115],{"categories":3719},[120],{"categories":3721},[110],{"categories":3723},[120],{"categories":3725},[70],{"categories":3727},[120],{"categories":3729},[120],{"categories":3731},[123],{"categories":3733},[134],{"categories":3735},[70],{"categories":3737},[70],{"categories":3739},[],{"categories":3741},[],{"categories":3743},[],{"categories":3745},[278],{"categories":3747},[70],{"categories":3749},[156],{"categories":3751},[70],{"categories":3753},[70],{"categories":3755},[70],{"categories":3757},[70],{"categories":3759},[],{"categories":3761},[70],{"categories":3763},[159],{"categories":3765},[115],{"categories":3767},[120],{"categories":3769},[70],{"categories":3771},[],{"categories":3773},[70],{"categories":3775},[120],{"categories":3777},[70],{"categories":3779},[278],{"categories":3781},[],{"categories":3783},[208],{"categories":3785},[208],{"categories":3787},[70],{"categories":3789},[120],{"categories":3791},[],{"categories":3793},[134],{"categories":3795},[70],{"categories":3797},[208],{"categories":3799},[70],{"categories":3801},[115],{"categories":3803},[120],{"categories":3805},[70],{"categories":3807},[],{"categories":3809},[156],{"categories":3811},[70],{"categories":3813},[70],{"categories":3815},[70],{"categories":3817},[208],{"categories":3819},[120],{"categories":3821},[156],{"categories":3823},[],{"categories":3825},[120],{"categories":3827},[115],{"categories":3829},[120],{"categories":3831},[208],{"categories":3833},[70],{"categories":3835},[70],{"categories":3837},[70],{"categories":3839},[451],{"categories":3841},[70],{"categories":3843},[120],{"categories":3845},[],{"categories":3847},[70],{"categories":3849},[70],{"categories":3851},[278],{"categories":3853},[156],{"categories":3855},[159],{"categories":3857},[556],{"categories":3859},[159],{"categories":3861},[159],{"categories":3863},[70],{"categories":3865},[],{"categories":3867},[],{"categories":3869},[],{"categories":3871},[120],{"categories":3873},[70],{"categories":3875},[120],{"categories":3877},[120],{"categories":3879},[134],{"categories":3881},[70],{"categories":3883},[428],{"categories":3885},[134],{"categories":3887},[120],{"categories":3889},[70],{"categories":3891},[70],{"categories":3893},[70],{"categories":3895},[70],{"categories":3897},[70],{"categories":3899},[120],{"categories":3901},[70],{"categories":3903},[],{"categories":3905},[],{"categories":3907},[70],{"categories":3909},[],{"categories":3911},[70],{"categories":3913},[120],{"categories":3915},[208],{"categories":3917},[70],{"categories":3919},[70],{"categories":3921},[],{"categories":3923},[120],{"categories":3925},[70],{"categories":3927},[70],{"categories":3929},[123],{"categories":3931},[70],{"categories":3933},[208],{"categories":3935},[70],{"categories":3937},[120],{"categories":3939},[115],{"categories":3941},[70],{"categories":3943},[70],{"categories":3945},[237],{"categories":3947},[120],{"categories":3949},[70],{"categories":3951},[70],{"categories":3953},[868],{"categories":3955},[70],{"categories":3957},[120],{"categories":3959},[70],{"categories":3961},[134],{"categories":3963},[70],{"categories":3965},[510],{"categories":3967},[208],{"categories":3969},[],{"categories":3971},[70],{"categories":3973},[70],{"categories":3975},[156],{"categories":3977},[451],{"categories":3979},[120],{"categories":3981},[70],{"categories":3983},[],{"categories":3985},[156],{"categories":3987},[372],{"categories":3989},[120],{"categories":3991},[120],{"categories":3993},[120],{"categories":3995},[70],{"categories":3997},[70],{"categories":3999},[120],{"categories":4001},[],{"categories":4003},[115],{"categories":4005},[70],{"categories":4007},[115],{"categories":4009},[120],{"categories":4011},[],{"categories":4013},[134],{"categories":4015},[70],{"categories":4017},[70],{"categories":4019},[110],{"categories":4021},[70],{"categories":4023},[156],{"categories":4025},[278],{"categories":4027},[145],{"categories":4029},[120],{"categories":4031},[120],{"categories":4033},[70],{"categories":4035},[70],{"categories":4037},[120],{"categories":4039},[70],{"categories":4041},[110],{"categories":4043},[],{"categories":4045},[120],{"categories":4047},[70],{"categories":4049},[70],{"categories":4051},[70],{"categories":4053},[120],{"categories":4055},[70],{"categories":4057},[],{"categories":4059},[70],{"categories":4061},[],{"categories":4063},[208],{"categories":4065},[120],{"categories":4067},[70,115],{"categories":4069},[120],{"categories":4071},[70],{"categories":4073},[],{"categories":4075},[110],{"categories":4077},[159],{"categories":4079},[115],{"categories":4081},[70],{"categories":4083},[134],{"categories":4085},[70],{"categories":4087},[70],{"categories":4089},[120],{"categories":4091},[70],{"categories":4093},[70],{"categories":4095},[70],{"categories":4097},[156],{"categories":4099},[1231],{"categories":4101},[120],{"categories":4103},[70],{"categories":4105},[],{"categories":4107},[],{"categories":4109},[70],{"categories":4111},[120],{"categories":4113},[70],{"categories":4115},[70],{"categories":4117},[278],{"categories":4119},[],{"categories":4121},[70],{"categories":4123},[120],{"categories":4125},[145],{"categories":4127},[120],{"categories":4129},[451],{"categories":4131},[],{"categories":4133},[395],{"categories":4135},[120],{"categories":4137},[70],{"categories":4139},[70],{"categories":4141},[237],{"categories":4143},[120],{"categories":4145},[70],{"categories":4147},[159],{"categories":4149},[123],{"categories":4151},[120],{"categories":4153},[70],{"categories":4155},[451],{"categories":4157},[70],{"categories":4159},[278],{"categories":4161},[115],{"categories":4163},[],{"categories":4165},[70],{"categories":4167},[70],{"categories":4169},[237],{"categories":4171},[208],{"categories":4173},[70],{"categories":4175},[70],{"categories":4177},[70],{"categories":4179},[],{"categories":4181},[237],{"categories":4183},[156],{"categories":4185},[70],{"categories":4187},[70],{"categories":4189},[70],{"categories":4191},[556],{"categories":4193},[110],{"categories":4195},[70],{"categories":4197},[123],{"categories":4199},[70],{"categories":4201},[],{"categories":4203},[],{"categories":4205},[208],{"categories":4207},[70],{"categories":4209},[159],{"categories":4211},[237],{"categories":4213},[120],{"categories":4215},[70],{"categories":4217},[70],{"categories":4219},[237],{"categories":4221},[156],{"categories":4223},[70],{"categories":4225},[],{"categories":4227},[70],{"categories":4229},[70],{"categories":4231},[],{"categories":4233},[70],{"categories":4235},[70],{"categories":4237},[581],{"categories":4239},[70],{"categories":4241},[70],{"categories":4243},[120],{"categories":4245},[134],{"categories":4247},[451],{"categories":4249},[70],{"categories":4251},[70],{"categories":4253},[70],{"categories":4255},[],{"categories":4257},[70,134],{"categories":4259},[156],{"categories":4261},[120],{"categories":4263},[134],{"categories":4265},[120],{"categories":4267},[906],{"categories":4269},[134],{"categories":4271},[134],{"categories":4273},[120],{"categories":4275},[70],{"categories":4277},[110],{"categories":4279},[],{"categories":4281},[],{"categories":4283},[120],{"categories":4285},[70],{"categories":4287},[134],{"categories":4289},[70],{"categories":4291},[110],{"categories":4293},[134],{"categories":4295},[134],{"categories":4297},[70],{"categories":4299},[237],{"categories":4301},[70],{"categories":4303},[134],{"categories":4305},[70],{"categories":4307},[],{"categories":4309},[70],{"categories":4311},[70],{"categories":4313},[208,70],{"categories":4315},[278],{"categories":4317},[110],{"categories":4319},[70],{"categories":4321},[],{"categories":4323},[70],{"categories":4325},[70],{"categories":4327},[115],{"categories":4329},[70],{"categories":4331},[115],{"categories":4333},[70],{"categories":4335},[70],{"categories":4337},[372],{"categories":4339},[70],{"categories":4341},[115],{"categories":4343},[134],{"categories":4345},[159],{"categories":4347},[120],{"categories":4349},[70],{"categories":4351},[134],{"categories":4353},[70],{"categories":4355},[70],{"categories":4357},[156],{"categories":4359},[237],{"categories":4361},[208],{"categories":4363},[70],{"categories":4365},[70],{"categories":4367},[70],{"categories":4369},[70],{"categories":4371},[110],{"categories":4373},[70],{"categories":4375},[120],{"categories":4377},[120],{"categories":4379},[134],{"categories":4381},[156],{"categories":4383},[134],{"categories":4385},[134],{"categories":4387},[70],{"categories":4389},[70],{"categories":4391},[],{"categories":4393},[],{"categories":4395},[159],{"categories":4397},[70],{"categories":4399},[134],{"categories":4401},[70],{"categories":4403},[208],{"categories":4405},[451],{"categories":4407},[395],{"categories":4409},[372],{"categories":4411},[70],{"categories":4413},[70],{"categories":4415},[70],{"categories":4417},[159],{"categories":4419},[70],{"categories":4421},[70],{"categories":4423},[70],{"categories":4425},[70],{"categories":4427},[70],{"categories":4429},[70],{"categories":4431},[70],{"categories":4433},[120],{"categories":4435},[110],{"categories":4437},[120],{"categories":4439},[70,115],{"categories":4441},[],{"categories":4443},[208],{"categories":4445},[],{"categories":4447},[123],{"categories":4449},[70],{"categories":4451},[156],{"categories":4453},[110],{"categories":4455},[70],{"categories":4457},[110],{"categories":4459},[120],{"categories":4461},[159],{"categories":4463},[120],{"categories":4465},[123],{"categories":4467},[120],{"categories":4469},[70],{"categories":4471},[70],{"categories":4473},[115],{"categories":4475},[120],{"categories":4477},[134],{"categories":4479},[237],{"categories":4481},[70],{"categories":4483},[70],{"categories":4485},[],{"categories":4487},[156],{"categories":4489},[70],{"categories":4491},[70],{"categories":4493},[70],{"categories":4495},[70],{"categories":4497},[70],{"categories":4499},[70],{"categories":4501},[134],{"categories":4503},[156],{"categories":4505},[134],{"categories":4507},[134],{"categories":4509},[70],{"categories":4511},[70],{"categories":4513},[70],{"categories":4515},[70],{"categories":4517},[395],{"categories":4519},[70],{"categories":4521},[120],{"categories":4523},[156],{"categories":4525},[70],{"categories":4527},[70],{"categories":4529},[70],{"categories":4531},[120],{"categories":4533},[70],{"categories":4535},[70],{"categories":4537},[70],{"categories":4539},[3130],{"categories":4541},[4542],"Clinical AI",{"categories":4544},[208],{"categories":4546},[70],{"categories":4548},[70],{"categories":4550},[70],{"categories":4552},[70],{"categories":4554},[278],{"categories":4556},[2489],{"categories":4558},[70],{"categories":4560},[123],{"categories":4562},[208],{"categories":4564},[70],{"categories":4566},[120],{"categories":4568},[70],{"categories":4570},[70],{"categories":4572},[156],{"categories":4574},[70],{"categories":4576},[120],{"categories":4578},[134],{"categories":4580},[237],{"categories":4582},[70],{"categories":4584},[70],{"categories":4586},[115],{"categories":4588},[70],{"categories":4590},[70],{"categories":4592},[510],{"categories":4594},[70],{"categories":4596},[],{"categories":4598},[120],{"categories":4600},[70],{"categories":4602},[134],{"categories":4604},[110],{"categories":4606},[70],{"categories":4608},[],{"categories":4610},[],{"categories":4612},[70],{"categories":4614},[],{"categories":4616},[115],{"categories":4618},[70],{"categories":4620},[70],{"categories":4622},[120],{"categories":4624},[70],{"categories":4626},[156],{"categories":4628},[156],{"categories":4630},[156],{"categories":4632},[156],{"categories":4634},[],{"categories":4636},[110],{"categories":4638},[120],{"categories":4640},[156],{"categories":4642},[70],{"categories":4644},[581],{"categories":4646},[123],{"categories":4648},[120],{"categories":4650},[70],{"categories":4652},[110],{"categories":4654},[70],{"categories":4656},[120],{"categories":4658},[70],{"categories":4660},[70],{"categories":4662},[70],{"categories":4664},[70,120],{"categories":4666},[120],{"categories":4668},[278],{"categories":4670},[156],{"categories":4672},[120],{"categories":4674},[156],{"categories":4676},[120],{"categories":4678},[70],{"categories":4680},[],{"categories":4682},[156],{"categories":4684},[237],{"categories":4686},[110],{"categories":4688},[70],{"categories":4690},[70],{"categories":4692},[],{"categories":4694},[134],{"categories":4696},[],{"categories":4698},[110],{"categories":4700},[120],{"categories":4702},[156],{"categories":4704},[70],{"categories":4706},[156],{"categories":4708},[110],{"categories":4710},[156],{"categories":4712},[156],{"categories":4714},[],{"categories":4716},[115],{"categories":4718},[120],{"categories":4720},[156],{"categories":4722},[156],{"categories":4724},[156],{"categories":4726},[156],{"categories":4728},[156],{"categories":4730},[156],{"categories":4732},[156],{"categories":4734},[156],{"categories":4736},[156],{"categories":4738},[156],{"categories":4740},[159],{"categories":4742},[110],{"categories":4744},[70],{"categories":4746},[70],{"categories":4748},[120],{"categories":4750},[120],{"categories":4752},[],{"categories":4754},[70],{"categories":4756},[70,110],{"categories":4758},[],{"categories":4760},[120],{"categories":4762},[70],{"categories":4764},[156],{"categories":4766},[120],{"categories":4768},[906],{"categories":4770},[70],{"categories":4772},[70],{"categories":4774},[70],{"categories":4776},[70],{"categories":4778},[70],{"categories":4780},[372],{"categories":4782},[70],{"categories":4784},[70],{"categories":4786},[120],{"categories":4788},[70],{"categories":4790},[70],{"categories":4792},[115],{"categories":4794},[123],{"categories":4796},[120],{"categories":4798},[120],{"categories":4800},[],{"categories":4802},[120],{"categories":4804},[208],{"categories":4806},[156],{"categories":4808},[70],{"categories":4810},[],{"categories":4812},[123],{"categories":4814},[],{"categories":4816},[134],{"categories":4818},[70],{"categories":4820},[120],{"categories":4822},[208],{"categories":4824},[70],{"categories":4826},[],{"categories":4828},[70],{"categories":4830},[70],{"categories":4832},[],{"categories":4834},[237],{"categories":4836},[70],{"categories":4838},[120],{"categories":4840},[],{"categories":4842},[],{"categories":4844},[156],{"categories":4846},[110],{"categories":4848},[70],{"categories":4850},[70],{"categories":4852},[115],{"categories":4854},[70],{"categories":4856},[70],{"categories":4858},[120],{"categories":4860},[70],{"categories":4862},[115],{"categories":4864},[115],{"categories":4866},[208],{"categories":4868},[],{"categories":4870},[70],{"categories":4872},[156],{"categories":4874},[],{"categories":4876},[70],{"categories":4878},[70],{"categories":4880},[208],{"categories":4882},[70],{"categories":4884},[70],{"categories":4886},[237],{"categories":4888},[70],{"categories":4890},[278],{"categories":4892},[],{"categories":4894},[120],{"categories":4896},[70],{"categories":4898},[237],{"categories":4900},[134],{"categories":4902},[],{"categories":4904},[70],{"categories":4906},[],{"categories":4908},[120],{"categories":4910},[208],{"categories":4912},[134],{"categories":4914},[],{"categories":4916},[3130],{"categories":4918},[115],{"categories":4920},[110],{"categories":4922},[70],{"categories":4924},[159],{"categories":4926},[120],{"categories":4928},[208],{"categories":4930},[70],{"categories":4932},[134],{"categories":4934},[],{"categories":4936},[],{"categories":4938},[70],{"categories":4940},[110],{"categories":4942},[70],{"categories":4944},[237],{"categories":4946},[],{"categories":4948},[120],{"categories":4950},[120],{"categories":4952},[70],{"categories":4954},[120],{"categories":4956},[70],{"categories":4958},[156],{"categories":4960},[134],{"categories":4962},[70],{"categories":4964},[120],{"categories":4966},[123],{"categories":4968},[70],{"categories":4970},[70],{"categories":4972},[70],{"categories":4974},[120],{"categories":4976},[70],{"categories":4978},[123],{"categories":4980},[237],{"categories":4982},[156],{"categories":4984},[],{"categories":4986},[237],{"categories":4988},[70],{"categories":4990},[],{"categories":4992},[134],{"categories":4994},[120],{"categories":4996},[],{"categories":4998},[70],{"categories":5000},[70],{"categories":5002},[70],{"categories":5004},[70],{"categories":5006},[70],{"categories":5008},[120],{"categories":5010},[115],{"categories":5012},[110],{"categories":5014},[120],{"categories":5016},[70],{"categories":5018},[208],{"categories":5020},[134],{"categories":5022},[134],{"categories":5024},[70],{"categories":5026},[159],{"categories":5028},[120],{"categories":5030},[70],{"categories":5032},[70],{"categories":5034},[120],{"categories":5036},[70],{"categories":5038},[70],{"categories":5040},[120],{"categories":5042},[115],{"categories":5044},[70],{"categories":5046},[208],{"categories":5048},[134],{"categories":5050},[120],{"categories":5052},[70],{"categories":5054},[123],{"categories":5056},[70],{"categories":5058},[120],{"categories":5060},[70],{"categories":5062},[70],{"categories":5064},[156],{"categories":5066},[70],{"categories":5068},[],{"categories":5070},[110],{"categories":5072},[70],{"categories":5074},[70],{"categories":5076},[70],{"categories":5078},[134],{"categories":5080},[134],{"categories":5082},[70],{"categories":5084},[134],{"categories":5086},[70],{"categories":5088},[120],{"categories":5090},[70],{"categories":5092},[70],{"categories":5094},[70],{"categories":5096},[70],{"categories":5098},[70],{"categories":5100},[],{"categories":5102},[70],{"categories":5104},[208],{"categories":5106},[120],{"categories":5108},[115],{"categories":5110},[156],{"categories":5112},[70],{"categories":5114},[120],{"categories":5116},[70],{"categories":5118},[120],{"categories":5120},[70],{"categories":5122},[70],{"categories":5124},[208],{"categories":5126},[120],{"categories":5128},[70],{"categories":5130},[237],{"categories":5132},[70],{"categories":5134},[159],{"categories":5136},[70],{"categories":5138},[70],{"categories":5140},[156],{"categories":5142},[70],{"categories":5144},[70],{"categories":5146},[70],{"categories":5148},[70],{"categories":5150},[120],{"categories":5152},[278],{"categories":5154},[70],{"categories":5156},[134],{"categories":5158},[120],{"categories":5160},[159],{"categories":5162},[],{"categories":5164},[120],{"categories":5166},[134],{"categories":5168},[70],{"categories":5170},[70],{"categories":5172},[2327],{"categories":5174},[208],{"categories":5176},[307],{"categories":5178},[70],{"categories":5180},[70],{"categories":5182},[70],{"categories":5184},[70],{"categories":5186},[110],{"categories":5188},[70],{"categories":5190},[70],{"categories":5192},[134],{"categories":5194},[115],{"categories":5196},[70],{"categories":5198},[134],{"categories":5200},[70],{"categories":5202},[],{"categories":5204},[120],{"categories":5206},[120],{"categories":5208},[70],{"categories":5210},[70],{"categories":5212},[70],{"categories":5214},[159],{"categories":5216},[],{"categories":5218},[156],{"categories":5220},[],{"categories":5222},[156],{"categories":5224},[70],{"categories":5226},[70],{"categories":5228},[120],{"categories":5230},[70],{"categories":5232},[120],{"categories":5234},[120],{"categories":5236},[],{"categories":5238},[70],{"categories":5240},[156],{"categories":5242},[70],{"categories":5244},[],{"categories":5246},[70],{"categories":5248},[70],{"categories":5250},[],{"categories":5252},[70],{"categories":5254},[70],{"categories":5256},[208],{"categories":5258},[134],{"categories":5260},[120],{"categories":5262},[70],{"categories":5264},[70],{"categories":5266},[70],{"categories":5268},[70],{"categories":5270},[237],{"categories":5272},[70],{"categories":5274},[70],{"categories":5276},[70],{"categories":5278},[110],{"categories":5280},[70],{"categories":5282},[70],{"categories":5284},[],{"categories":5286},[70],{"categories":5288},[70],{"categories":5290},[70],{"categories":5292},[],{"categories":5294},[110],{"categories":5296},[70],{"categories":5298},[70],{"categories":5300},[156],{"categories":5302},[134],{"categories":5304},[123],{"categories":5306},[120],{"categories":5308},[451],{"categories":5310},[70],{"categories":5312},[70],{"categories":5314},[70],{"categories":5316},[134],{"categories":5318},[156],{"categories":5320},[208],{"categories":5322},[70],{"categories":5324},[70],{"categories":5326},[70],{"categories":5328},[70],{"categories":5330},[156],{"categories":5332},[70],{"categories":5334},[208],{"categories":5336},[70],{"categories":5338},[70],{"categories":5340},[156],{"categories":5342},[208],{"categories":5344},[70],{"categories":5346},[156],{"categories":5348},[70],{"categories":5350},[120],{"categories":5352},[120],{"categories":5354},[120],{"categories":5356},[134],{"categories":5358},[156],{"categories":5360},[120],{"categories":5362},[120],{"categories":5364},[70],{"categories":5366},[134],{"categories":5368},[208],{"categories":5370},[70],{"categories":5372},[70],{"categories":5374},[120],{"categories":5376},[70],{"categories":5378},[],{"categories":5380},[120],{"categories":5382},[],{"categories":5384},[70],{"categories":5386},[70],{"categories":5388},[],{"categories":5390},[],{"categories":5392},[120],{"categories":5394},[115],{"categories":5396},[120],{"categories":5398},[5399],"Liability & Ethics",{"categories":5401},[70],{"categories":5403},[70],{"categories":5405},[70],{"categories":5407},[120],{"categories":5409},[110],{"categories":5411},[120],{"categories":5413},[115],{"categories":5415},[237],{"categories":5417},[120],{"categories":5419},[70],{"categories":5421},[70],{"categories":5423},[],{"categories":5425},[556],{"categories":5427},[120],{"categories":5429},[],{"categories":5431},[70],{"categories":5433},[110],{"categories":5435},[120],{"categories":5437},[],{"categories":5439},[120],{"categories":5441},[70],{"categories":5443},[70],{"categories":5445},[134],{"categories":5447},[70],{"categories":5449},[156],{"categories":5451},[70],{"categories":5453},[70],{"categories":5455},[123],{"categories":5457},[120],{"categories":5459},[70],{"categories":5461},[70],{"categories":5463},[70],{"categories":5465},[156],{"categories":5467},[120],{"categories":5469},[134],{"categories":5471},[208],{"categories":5473},[110],{"categories":5475},[70],{"categories":5477},[70],{"categories":5479},[70],{"categories":5481},[],{"categories":5483},[120],{"categories":5485},[120],{"categories":5487},[120],{"categories":5489},[451],{"categories":5491},[208],{"categories":5493},[120],{"categories":5495},[278],{"categories":5497},[134],{"categories":5499},[156],{"categories":5501},[70],{"categories":5503},[208],{"categories":5505},[70],{"categories":5507},[110],{"categories":5509},[],{"categories":5511},[120],{"categories":5513},[70],{"categories":5515},[70],{"categories":5517},[70],{"categories":5519},[70],{"categories":5521},[120],{"categories":5523},[70],{"categories":5525},[70],{"categories":5527},[208],{"categories":5529},[],{"categories":5531},[120],{"categories":5533},[123],{"categories":5535},[156],{"categories":5537},[120],{"categories":5539},[115],{"categories":5541},[],{"categories":5543},[70],{"categories":5545},[70],{"categories":5547},[123],{"categories":5549},[70],{"categories":5551},[120],{"categories":5553},[156],{"categories":5555},[110],{"categories":5557},[278],{"categories":5559},[70],{"categories":5561},[70],{"categories":5563},[70],{"categories":5565},[156],{"categories":5567},[115],{"categories":5569},[70],{"categories":5571},[208],{"categories":5573},[156],{"categories":5575},[278],{"categories":5577},[70],{"categories":5579},[120],{"categories":5581},[],{"categories":5583},[510],{"categories":5585},[],{"categories":5587},[70],{"categories":5589},[278],{"categories":5591},[70],{"categories":5593},[159],{"categories":5595},[70],{"categories":5597},[120],{"categories":5599},[120],{"categories":5601},[5602],"Design News & Tools",{"categories":5604},[70],{"categories":5606},[70],{"categories":5608},[156],{"categories":5610},[70],{"categories":5612},[70],{"categories":5614},[110],{"categories":5616},[120],{"categories":5618},[70],{"categories":5620},[208],{"categories":5622},[120],{"categories":5624},[120],{"categories":5626},[208],{"categories":5628},[70],{"categories":5630},[70],{"categories":5632},[451],{"categories":5634},[120],{"categories":5636},[70],{"categories":5638},[70],{"categories":5640},[451],{"categories":5642},[70],{"categories":5644},[237],{"categories":5646},[70],{"categories":5648},[120],{"categories":5650},[],{"categories":5652},[70],{"categories":5654},[70],{"categories":5656},[70],{"categories":5658},[156],{"categories":5660},[70],{"categories":5662},[110],{"categories":5664},[],{"categories":5666},[70],{"categories":5668},[70],{"categories":5670},[70],{"categories":5672},[134],{"categories":5674},[581],{"categories":5676},[134],{"categories":5678},[208],{"categories":5680},[70],{"categories":5682},[70,120],{"categories":5684},[237,115],{"categories":5686},[134],{"categories":5688},[70],{"categories":5690},[70],{"categories":5692},[70],{"categories":5694},[70],{"categories":5696},[],{"categories":5698},[120],{"categories":5700},[70],{"categories":5702},[],{"categories":5704},[70],{"categories":5706},[134],{"categories":5708},[70],{"categories":5710},[134],{"categories":5712},[],{"categories":5714},[120],{"categories":5716},[70],{"categories":5718},[115],{"categories":5720},[70],{"categories":5722},[156],{"categories":5724},[70],{"categories":5726},[],{"categories":5728},[120],{"categories":5730},[70],{"categories":5732},[],{"categories":5734},[208],{"categories":5736},[70],{"categories":5738},[70],{"categories":5740},[120],{"categories":5742},[70],{"categories":5744},[70],{"categories":5746},[110],{"categories":5748},[120],{"categories":5750},[70],{"categories":5752},[],{"categories":5754},[70],{"categories":5756},[278],{"categories":5758},[237],{"categories":5760},[115],{"categories":5762},[115],{"categories":5764},[70],{"categories":5766},[110],{"categories":5768},[110],{"categories":5770},[70],{"categories":5772},[120],{"categories":5774},[70],{"categories":5776},[70],{"categories":5778},[70],{"categories":5780},[70],{"categories":5782},[134],{"categories":5784},[70],{"categories":5786},[110],{"categories":5788},[70],{"categories":5790},[70],{"categories":5792},[120],{"categories":5794},[70],{"categories":5796},[237],{"categories":5798},[70],{"categories":5800},[156],{"categories":5802},[70],{"categories":5804},[70],{"categories":5806},[120],{"categories":5808},[123],{"categories":5810},[70],{"categories":5812},[70],{"categories":5814},[120],{"categories":5816},[],{"categories":5818},[134],{"categories":5820},[],{"categories":5822},[134],{"categories":5824},[120],{"categories":5826},[110],{"categories":5828},[70],{"categories":5830},[],{"categories":5832},[159],{"categories":5834},[278],{"categories":5836},[70],{"categories":5838},[134],{"categories":5840},[70],{"categories":5842},[],{"categories":5844},[156],{"categories":5846},[120],{"categories":5848},[134],{"categories":5850},[208],{"categories":5852},[115],{"categories":5854},[70],{"categories":5856},[70],{"categories":5858},[120],{"categories":5860},[134],{"categories":5862},[120],{"categories":5864},[156],{"categories":5866},[70],{"categories":5868},[123],{"categories":5870},[110],{"categories":5872},[123],{"categories":5874},[156],{"categories":5876},[70],{"categories":5878},[134],{"categories":5880},[70],{"categories":5882},[208],{"categories":5884},[115],{"categories":5886},[70],{"categories":5888},[70],{"categories":5890},[70],{"categories":5892},[70],{"categories":5894},[70],{"categories":5896},[70],{"categories":5898},[120],{"categories":5900},[70],{"categories":5902},[120],{"categories":5904},[70],{"categories":5906},[70],{"categories":5908},[110],{"categories":5910},[70],{"categories":5912},[120],{"categories":5914},[120],{"categories":5916},[208],{"categories":5918},[120],{"categories":5920},[120],{"categories":5922},[70],{"categories":5924},[110],{"categories":5926},[120],{"categories":5928},[208],{"categories":5930},[],{"categories":5932},[70],{"categories":5934},[159],{"categories":5936},[451],{"categories":5938},[70],{"categories":5940},[120],{"categories":5942},[70],{"categories":5944},[70],{"categories":5946},[134],{"categories":5948},[70],{"categories":5950},[],{"categories":5952},[70],{"categories":5954},[120],{"categories":5956},[70],{"categories":5958},[237],{"categories":5960},[70],{"categories":5962},[134],{"categories":5964},[70],{"categories":5966},[156],{"categories":5968},[120],{"categories":5970},[70],{"categories":5972},[237],{"categories":5974},[120],{"categories":5976},[115],{"categories":5978},[115],{"categories":5980},[70],{"categories":5982},[70],{"categories":5984},[70],{"categories":5986},[70],{"categories":5988},[70],{"categories":5990},[70],{"categories":5992},[110],{"categories":5994},[],{"categories":5996},[70],{"categories":5998},[70],{"categories":6000},[120],{"categories":6002},[120],{"categories":6004},[70],{"categories":6006},[70],{"categories":6008},[70],{"categories":6010},[70],{"categories":6012},[70],{"categories":6014},[134],{"categories":6016},[],{"categories":6018},[110],{"categories":6020},[70],{"categories":6022},[70],{"categories":6024},[120],{"categories":6026},[120],{"categories":6028},[],{"categories":6030},[134],{"categories":6032},[134],{"categories":6034},[70],{"categories":6036},[237],{"categories":6038},[115],{"categories":6040},[208],{"categories":6042},[],{"categories":6044},[70],{"categories":6046},[120],{"categories":6048},[110],{"categories":6050},[70],{"categories":6052},[70],{"categories":6054},[134],{"categories":6056},[110],{"categories":6058},[70],{"categories":6060},[70],{"categories":6062},[156],{"categories":6064},[159],{"categories":6066},[70],{"categories":6068},[156],{"categories":6070},[120],{"categories":6072},[70],{"categories":6074},[],{"categories":6076},[156],{"categories":6078},[120],{"categories":6080},[208],{"categories":6082},[159],{"categories":6084},[70],{"categories":6086},[70],{"categories":6088},[],{"categories":6090},[120],{"categories":6092},[120],{"categories":6094},[120],{"categories":6096},[3130],{"categories":6098},[156],{"categories":6100},[70],{"categories":6102},[134],{"categories":6104},[70],{"categories":6106},[70],{"categories":6108},[70],{"categories":6110},[70],{"categories":6112},[70],{"categories":6114},[115],{"categories":6116},[70],{"categories":6118},[110],{"categories":6120},[1793],{"categories":6122},[278],{"categories":6124},[110],{"categories":6126},[],{"categories":6128},[70],{"categories":6130},[],{"categories":6132},[156],{"categories":6134},[120],{"categories":6136},[208],{"categories":6138},[70],{"categories":6140},[70],{"categories":6142},[70],{"categories":6144},[156],{"categories":6146},[],{"categories":6148},[120],{"categories":6150},[70],{"categories":6152},[120],{"categories":6154},[120],{"categories":6156},[],{"categories":6158},[70],{"categories":6160},[],{"categories":6162},[156],{"categories":6164},[110],{"categories":6166},[208],{"categories":6168},[70],{"categories":6170},[120],{"categories":6172},[156],{"categories":6174},[70],{"categories":6176},[156],{"categories":6178},[],{"categories":6180},[156],{"categories":6182},[70],{"categories":6184},[110],{"categories":6186},[451],{"categories":6188},[120],{"categories":6190},[70],{"categories":6192},[],{"categories":6194},[134],{"categories":6196},[120],{"categories":6198},[123],{"categories":6200},[120],{"categories":6202},[110],{"categories":6204},[70],{"categories":6206},[70],{"categories":6208},[],{"categories":6210},[],{"categories":6212},[],{"categories":6214},[208],{"categories":6216},[70],{"categories":6218},[120],{"categories":6220},[70],{"categories":6222},[70],{"categories":6224},[],{"categories":6226},[],{"categories":6228},[],{"categories":6230},[70],{"categories":6232},[120],{"categories":6234},[208],{"categories":6236},[70],{"categories":6238},[],{"categories":6240},[120],{"categories":6242},[70],{"categories":6244},[70],{"categories":6246},[110],{"categories":6248},[],{"categories":6250},[],{"categories":6252},[70],{"categories":6254},[70],{"categories":6256},[120],{"categories":6258},[208],{"categories":6260},[70],{"categories":6262},[156],{"categories":6264},[],{"categories":6266},[70],{"categories":6268},[70],{"categories":6270},[237],{"categories":6272},[156],{"categories":6274},[237],{"categories":6276},[159],{"categories":6278},[70],{"categories":6280},[70],{"categories":6282},[],{"categories":6284},[],{"categories":6286},[120],{"categories":6288},[],{"categories":6290},[70],{"categories":6292},[451],{"categories":6294},[70],{"categories":6296},[70],{"categories":6298},[70],{"categories":6300},[70],{"categories":6302},[],{"categories":6304},[120],{"categories":6306},[70],{"categories":6308},[70],{"categories":6310},[],{"categories":6312},[120],{"categories":6314},[70],{"categories":6316},[156],{"categories":6318},[70],{"categories":6320},[237],{"categories":6322},[115],{"categories":6324},[123],{"categories":6326},[70],{"categories":6328},[70],{"categories":6330},[120],{"categories":6332},[159],{"categories":6334},[120],{"categories":6336},[120],{"categories":6338},[],{"categories":6340},[70],{"categories":6342},[120],{"categories":6344},[],{"categories":6346},[70],{"categories":6348},[],{"categories":6350},[156],{"categories":6352},[115],{"categories":6354},[],{"categories":6356},[70],{"categories":6358},[70],{"categories":6360},[70],{"categories":6362},[],{"categories":6364},[120],{"categories":6366},[208],{"categories":6368},[110],{"categories":6370},[70],{"categories":6372},[],{"categories":6374},[115],{"categories":6376},[237],{"categories":6378},[70],{"categories":6380},[134],{"categories":6382},[110],{"categories":6384},[159],{"categories":6386},[115],{"categories":6388},[134],{"categories":6390},[120],{"categories":6392},[134],{"categories":6394},[],{"categories":6396},[70],{"categories":6398},[123],{"categories":6400},[70],{"categories":6402},[],{"categories":6404},[120],{"categories":6406},[110],{"categories":6408},[208],{"categories":6410},[70],{"categories":6412},[110],{"categories":6414},[120],{"categories":6416},[278],{"categories":6418},[70],{"categories":6420},[70],{"categories":6422},[70],{"categories":6424},[70],{"categories":6426},[70],{"categories":6428},[110],{"categories":6430},[70],{"categories":6432},[134],{"categories":6434},[159],{"categories":6436},[120],{"categories":6438},[],{"categories":6440},[70],{"categories":6442},[70],{"categories":6444},[70],{"categories":6446},[134],{"categories":6448},[120],{"categories":6450},[156],{"categories":6452},[134],{"categories":6454},[70],{"categories":6456},[123],{"categories":6458},[],{"categories":6460},[208],{"categories":6462},[134],{"categories":6464},[156],{"categories":6466},[70],{"categories":6468},[110],{"categories":6470},[120],{"categories":6472},[70],{"categories":6474},[70],{"categories":6476},[120],{"categories":6478},[123],{"categories":6480},[70],{"categories":6482},[120],{"categories":6484},[70],{"categories":6486},[115],{"categories":6488},[120],{"categories":6490},[120,278],{"categories":6492},[70],{"categories":6494},[70],{"categories":6496},[120],{"categories":6498},[134],{"categories":6500},[70],{"categories":6502},[70],{"categories":6504},[159],{"categories":6506},[120],{"categories":6508},[237],{"categories":6510},[120],{"categories":6512},[115],{"categories":6514},[],{"categories":6516},[120],{"categories":6518},[70],{"categories":6520},[115],{"categories":6522},[],{"categories":6524},[],{"categories":6526},[134],{"categories":6528},[70],{"categories":6530},[70],{"categories":6532},[120],{"categories":6534},[159],{"categories":6536},[237],{"categories":6538},[70],{"categories":6540},[70],{"categories":6542},[70],{"categories":6544},[120],{"categories":6546},[],{"categories":6548},[120],{"categories":6550},[156],{"categories":6552},[70],{"categories":6554},[120],{"categories":6556},[120],{"categories":6558},[70],{"categories":6560},[],{"categories":6562},[156],{"categories":6564},[134],{"categories":6566},[3130],{"categories":6568},[110],{"categories":6570},[134],{"categories":6572},[70],{"categories":6574},[120],{"categories":6576},[70],{"categories":6578},[70],{"categories":6580},[237],{"categories":6582},[134],{"categories":6584},[159],{"categories":6586},[],{"categories":6588},[156],{"categories":6590},[70],{"categories":6592},[70],{"categories":6594},[],{"categories":6596},[120],{"categories":6598},[70],{"categories":6600},[70],{"categories":6602},[70],{"categories":6604},[70],{"categories":6606},[120],{"categories":6608},[70],{"categories":6610},[70],{"categories":6612},[70],{"categories":6614},[123],{"categories":6616},[70],{"categories":6618},[120],{"categories":6620},[70],{"categories":6622},[70],{"categories":6624},[70],{"categories":6626},[70],{"categories":6628},[70],{"categories":6630},[70],{"categories":6632},[70],{"categories":6634},[115],{"categories":6636},[],{"categories":6638},[123],{"categories":6640},[156],{"categories":6642},[120],{"categories":6644},[70],{"categories":6646},[134],{"categories":6648},[],{"categories":6650},[134],{"categories":6652},[134],{"categories":6654},[120],{"categories":6656},[134],{"categories":6658},[70],{"categories":6660},[70],{"categories":6662},[70],{"categories":6664},[120],{"categories":6666},[134],{"categories":6668},[70],{"categories":6670},[70],{"categories":6672},[70],{"categories":6674},[120],{"categories":6676},[156],{"categories":6678},[70],{"categories":6680},[70],{"categories":6682},[70],{"categories":6684},[115],{"categories":6686},[70],{"categories":6688},[120],{"categories":6690},[208],{"categories":6692},[],{"categories":6694},[70],{"categories":6696},[159],{"categories":6698},[120],{"categories":6700},[70],{"categories":6702},[70],{"categories":6704},[],{"categories":6706},[70],{"categories":6708},[70],{"categories":6710},[156],{"categories":6712},[70],{"categories":6714},[70],{"categories":6716},[120],{"categories":6718},[237],{"categories":6720},[],{"categories":6722},[],{"categories":6724},[134],{"categories":6726},[70],{"categories":6728},[70],{"categories":6730},[156],{"categories":6732},[70],{"categories":6734},[134],{"categories":6736},[156],{"categories":6738},[70],{"categories":6740},[70],{"categories":6742},[237],{"categories":6744},[159],{"categories":6746},[70],{"categories":6748},[70],{"categories":6750},[110],{"categories":6752},[120],{"categories":6754},[70],{"categories":6756},[70],{"categories":6758},[120],{"categories":6760},[115],{"categories":6762},[120],{"categories":6764},[134],{"categories":6766},[70],{"categories":6768},[115],{"categories":6770},[],{"categories":6772},[70],{"categories":6774},[159],{"categories":6776},[70],{"categories":6778},[70],{"categories":6780},[],{"categories":6782},[156],{"categories":6784},[70],{"categories":6786},[120],{"categories":6788},[159],{"categories":6790},[70],{"categories":6792},[134],{"categories":6794},[134],{"categories":6796},[134],{"categories":6798},[70],{"categories":6800},[120],{"categories":6802},[120],{"categories":6804},[70],{"categories":6806},[120],{"categories":6808},[70],{"categories":6810},[70],{"categories":6812},[208],{"categories":6814},[159],{"categories":6816},[159],{"categories":6818},[],{"categories":6820},[156],{"categories":6822},[70],{"categories":6824},[70],{"categories":6826},[134],{"categories":6828},[],{"categories":6830},[156],{"categories":6832},[156],{"categories":6834},[156],{"categories":6836},[],{"categories":6838},[120],{"categories":6840},[70],{"categories":6842},[],{"categories":6844},[110],{"categories":6846},[115],{"categories":6848},[],{"categories":6850},[70],{"categories":6852},[70],{"categories":6854},[],{"categories":6856},[134],{"categories":6858},[],{"categories":6860},[],{"categories":6862},[],{"categories":6864},[],{"categories":6866},[70],{"categories":6868},[156],{"categories":6870},[],{"categories":6872},[],{"categories":6874},[70],{"categories":6876},[70],{"categories":6878},[70],{"categories":6880},[159],{"categories":6882},[70],{"categories":6884},[159],{"categories":6886},[],{"categories":6888},[159],{"categories":6890},[159],{"categories":6892},[278],{"categories":6894},[120],{"categories":6896},[134],{"categories":6898},[],{"categories":6900},[],{"categories":6902},[159],{"categories":6904},[134],{"categories":6906},[134],{"categories":6908},[134],{"categories":6910},[],{"categories":6912},[110],{"categories":6914},[134],{"categories":6916},[134],{"categories":6918},[110],{"categories":6920},[134],{"categories":6922},[115],{"categories":6924},[134],{"categories":6926},[134],{"categories":6928},[134],{"categories":6930},[159],{"categories":6932},[156],{"categories":6934},[156],{"categories":6936},[70],{"categories":6938},[134],{"categories":6940},[159],{"categories":6942},[278],{"categories":6944},[159],{"categories":6946},[159],{"categories":6948},[159],{"categories":6950},[],{"categories":6952},[115],{"categories":6954},[],{"categories":6956},[278],{"categories":6958},[134],{"categories":6960},[134],{"categories":6962},[134],{"categories":6964},[120],{"categories":6966},[156,115],{"categories":6968},[159],{"categories":6970},[],{"categories":6972},[],{"categories":6974},[159],{"categories":6976},[],{"categories":6978},[159],{"categories":6980},[156],{"categories":6982},[120],{"categories":6984},[],{"categories":6986},[134],{"categories":6988},[70],{"categories":6990},[208],{"categories":6992},[],{"categories":6994},[70],{"categories":6996},[],{"categories":6998},[156],{"categories":7000},[110],{"categories":7002},[159],{"categories":7004},[],{"categories":7006},[134],{"categories":7008},[156],[7010,7120,7167,7222],{"id":7011,"title":7012,"ai":7013,"body":7018,"categories":7092,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7093,"navigation":88,"path":7104,"published_at":7105,"question":71,"scraped_at":7106,"seo":7107,"sitemap":7108,"source_id":7109,"source_name":7110,"source_type":7111,"source_url":7112,"stem":7113,"tags":7114,"thumbnail_url":7115,"tldr":7116,"tweet":7117,"unknown_tags":7118,"__hash__":7119},"summaries\u002Fsummaries\u002F05263bbbfde2efc0-designing-ai-environments-for-collective-intellige-summary.md","Designing AI Environments for Collective Intelligence",{"provider":7,"model":8,"input_tokens":7014,"output_tokens":7015,"processing_time_ms":7016,"cost_usd":7017},7250,694,3578,0.0028535,{"type":14,"value":7019,"toc":7087},[7020,7024,7036,7040,7043,7063,7066,7070,7073],[17,7021,7023],{"id":7022},"the-shift-from-workflows-to-environments","The Shift from Workflows to Environments",[22,7025,7026,7027,7031,7032,7035],{},"Traditional AI agent deployment relies on rigid workflows—sequences of prompts and tools that dictate exactly how an agent should operate. This approach often caps performance by limiting the agent's creativity. The alternative is to design \"environments\" that define ",[7028,7029,7030],"em",{},"where"," an agent works and ",[7028,7033,7034],{},"what"," it is rewarded for, providing the infrastructure and incentives for intelligence to emerge naturally. By shifting focus from instruction-following to environment-design, developers can unlock collective problem-solving capabilities that exceed the capacity of any single frontier model.",[17,7037,7039],{"id":7038},"einstein-arena-collaborative-scientific-discovery","Einstein Arena: Collaborative Scientific Discovery",[22,7041,7042],{},"The Einstein Arena is an agent-native environment designed for open-ended scientific research. It features three core components:",[33,7044,7045,7051,7057],{},[36,7046,7047,7050],{},[39,7048,7049],{},"Deterministic Verifiers:"," Every problem has a clear, objective way to score solutions.",[36,7052,7053,7056],{},[39,7054,7055],{},"Agent Forums:"," A social space where agents share failed attempts, discuss strategies, and provide recommendations.",[36,7058,7059,7062],{},[39,7060,7061],{},"Live Leaderboards:"," Real-time scoring that exposes all submitted solutions, fostering both competition and collaborative refinement.",[22,7064,7065],{},"This environment successfully tackled the \"kissing number problem\" in 11 dimensions, where agents collectively pushed the known limit from 593 to 604 spheres in just a few days. The agents utilized a lineage of iterative refinement, where one agent's submission served as the foundation for the next, demonstrating that collective agent intelligence can outperform individual models.",[17,7067,7069],{"id":7068},"scaling-performance-with-dsgym-and-kernel-optimization","Scaling Performance with DSGym and Kernel Optimization",[22,7071,7072],{},"The environment-first approach extends beyond theoretical math into practical engineering and data science:",[33,7074,7075,7081],{},[36,7076,7077,7080],{},[39,7078,7079],{},"GPU Kernel Optimization:"," By swapping the verifier for a compiler and benchmarking suite, agents were tasked with optimizing GPU kernels. Using diverse agent \"personas\" (e.g., profiling-focused, memory-focused), the system produced kernels over 2x faster than the prior state-of-the-art, which are now in production at Together AI.",[36,7082,7083,7086],{},[39,7084,7085],{},"DSGym (Data Science Gym):"," To address the issue of \"shortcut learning\" in existing benchmarks (where models solve tasks without actually using the data), DSGym provides a verified, execution-based environment. It contains over 1,000 tasks across dozens of scientific domains. By training on the execution-verified trajectories generated within this gym, small open-source models can be fine-tuned to achieve best-in-class performance, capable of running locally on a laptop.",{"title":63,"searchDepth":64,"depth":64,"links":7088},[7089,7090,7091],{"id":7022,"depth":64,"text":7023},{"id":7038,"depth":64,"text":7039},{"id":7068,"depth":64,"text":7069},[70],{"content_references":7094,"triage":7101},[7095,7099],{"type":7096,"title":7097,"author":7098,"context":81},"other","Einstein Arena","James Zou et al.",{"type":7096,"title":7100,"author":7098,"context":81},"DSGym",{"relevance":84,"novelty":84,"quality":84,"actionability":85,"composite":7102,"reasoning":7103},3.8,"Category: AI & LLMs. The article discusses a shift from traditional AI workflows to more dynamic environments for agents, addressing a specific pain point of enhancing AI performance through collective intelligence. It provides concrete examples like the Einstein Arena and GPU kernel optimization, which are actionable but lack detailed frameworks for implementation.","\u002Fsummaries\u002F05263bbbfde2efc0-designing-ai-environments-for-collective-intellige-summary","2026-08-25 20:46:01","2026-08-26 03:09:54",{"title":7012,"description":63},{"loc":7104},"05263bbbfde2efc0","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=mMNkdYnIVC4","summaries\u002F05263bbbfde2efc0-designing-ai-environments-for-collective-intellige-summary",[99,98,101,100],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FmMNkdYnIVC4\u002Fhqdefault.jpg","Moving from rigid agent workflows to open, incentive-driven environments enables AI to solve complex scientific problems and optimize GPU kernels through collective, iterative collaboration.","This talk explains the design philosophy behind the [Einstein Arena](https:\u002F\u002Fx.com\u002Fjames_y_zou), an environment where AI agents compete and collaborate to solve open scientific problems like the kissing number problem. The speaker argues for building environments with deterministic verifiers and leaderboards rather than rigid workflows, noting that this approach has already produced state-of-the-art results in both mathematical research and GPU kernel optimization.",[],"ekoGS5R0zJ2HGyfbNjC1sZl14Lg1XnrJokawUZ6j5ZY",{"id":7121,"title":7122,"ai":7123,"body":7128,"categories":7148,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7149,"navigation":88,"path":7157,"published_at":7158,"question":71,"scraped_at":7158,"seo":7159,"sitemap":7160,"source_id":7161,"source_name":94,"source_type":95,"source_url":7153,"stem":7162,"tags":7163,"thumbnail_url":71,"tldr":7164,"tweet":71,"unknown_tags":7165,"__hash__":7166},"summaries\u002Fsummaries\u002Fa95d2f73ebd8e0a8-bridging-ai-and-lab-automation-from-prompts-to-pro-summary.md","Bridging AI and Lab Automation: From Prompts to Protocols",{"provider":7,"model":8,"input_tokens":7124,"output_tokens":7125,"processing_time_ms":7126,"cost_usd":7127},4053,447,2560,0.00168375,{"type":14,"value":7129,"toc":7144},[7130,7134,7137,7141],[17,7131,7133],{"id":7132},"the-shift-from-natural-language-to-executable-protocols","The Shift from Natural Language to Executable Protocols",[22,7135,7136],{},"The core challenge in laboratory automation is the translation of high-level scientific intent into precise, machine-executable instructions. The authors propose an AI agent architecture designed to bridge this gap. Instead of relying on manual coding for every experimental variation, the agent interprets natural language prompts—such as \"perform a serial dilution of this sample\"—and decomposes them into structured, hardware-compatible protocols. This approach reduces the barrier to entry for researchers who lack deep programming expertise while ensuring that the resulting protocols adhere to the physical constraints of laboratory equipment.",[17,7138,7140],{"id":7139},"agentic-architecture-for-reliable-execution","Agentic Architecture for Reliable Execution",[22,7142,7143],{},"The proposed framework moves beyond simple prompt-response patterns by implementing a verification layer. The agent does not merely generate code; it validates the generated protocol against a set of safety and feasibility constraints before execution. This \"protocol-first\" approach ensures that the agent acts as a reliable intermediary between the researcher's hypothesis and the physical lab hardware. By utilizing structured outputs and iterative refinement, the system minimizes the risk of hardware errors and reagent waste, which are common failure points in automated laboratory environments. The research highlights that the effectiveness of these agents depends heavily on the integration of domain-specific knowledge bases, allowing the AI to understand the nuances of chemical and biological workflows.",{"title":63,"searchDepth":64,"depth":64,"links":7145},[7146,7147],{"id":7132,"depth":64,"text":7133},{"id":7139,"depth":64,"text":7140},[70],{"content_references":7150,"triage":7155},[7151],{"type":77,"title":7152,"url":7153,"context":7154},"From Prompts to Protocols: An AI Agent for Laboratory Automation","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.16552","cited",{"relevance":84,"novelty":84,"quality":84,"actionability":85,"composite":7102,"reasoning":7156},"Category: AI Automation. The article discusses a novel AI agent architecture that translates natural language prompts into executable lab protocols, addressing a specific pain point for researchers lacking programming skills. It provides insights into a practical application of AI in laboratory settings, though it lacks detailed step-by-step guidance for implementation.","\u002Fsummaries\u002Fa95d2f73ebd8e0a8-bridging-ai-and-lab-automation-from-prompts-to-pro-summary","2026-05-19 07:00:54",{"title":7122,"description":63},{"loc":7157},"a95d2f73ebd8e0a8","summaries\u002Fa95d2f73ebd8e0a8-bridging-ai-and-lab-automation-from-prompts-to-pro-summary",[98,99,100,101],"The article explores the integration of AI agents into laboratory automation, focusing on the transition from natural language prompts to executable, reliable experimental protocols.",[],"IHA34gg0O7V_2kgEA6AaWcmO5BszjW1vcJDKx0wnSmE",{"id":7168,"title":7169,"ai":7170,"body":7175,"categories":7203,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7204,"navigation":88,"path":7212,"published_at":7213,"question":71,"scraped_at":7213,"seo":7214,"sitemap":7215,"source_id":7216,"source_name":94,"source_type":95,"source_url":7208,"stem":7217,"tags":7218,"thumbnail_url":71,"tldr":7219,"tweet":71,"unknown_tags":7220,"__hash__":7221},"summaries\u002Fsummaries\u002F13c6b5c4068aadbf-adias-automating-agentic-system-architecture-summary.md","ADIAS: Automating Agentic System Architecture",{"provider":7,"model":8,"input_tokens":7171,"output_tokens":7172,"processing_time_ms":7173,"cost_usd":7174},4019,488,2894,0.00173675,{"type":14,"value":7176,"toc":7198},[7177,7181,7184,7188,7191,7195],[17,7178,7180],{"id":7179},"the-shift-toward-automated-agent-design","The Shift Toward Automated Agent Design",[22,7182,7183],{},"ADIAS (Automated Design of Interactive Agentic Systems) addresses the growing complexity of building multi-agent systems. As agentic workflows move beyond simple prompt-response loops into complex, multi-step, and multi-agent interactions, the manual configuration of these systems—defining roles, communication protocols, and task decomposition—becomes a bottleneck. ADIAS proposes a framework that treats the architecture of an agentic system as a design problem to be solved algorithmically rather than manually.",[17,7185,7187],{"id":7186},"core-architectural-principles","Core Architectural Principles",[22,7189,7190],{},"The framework focuses on optimizing the interaction topology of agents. Instead of hard-coding a static pipeline, ADIAS evaluates the efficacy of different communication patterns and role distributions. By automating the design process, the system can dynamically adjust how agents share context, delegate sub-tasks, and verify outputs. This approach aims to reduce the trial-and-error cycle typically required to stabilize agentic performance in production environments, particularly in tasks requiring high degrees of reasoning and coordination.",[17,7192,7194],{"id":7193},"practical-implications-for-builders","Practical Implications for Builders",[22,7196,7197],{},"For developers, the primary value of ADIAS lies in its potential to standardize the creation of agentic architectures. By providing a structured way to define and optimize agent interactions, it allows for more reproducible and scalable deployments. The framework emphasizes the importance of modularity, ensuring that individual agent capabilities can be swapped or upgraded without necessitating a complete redesign of the system's communication layer. This modularity is critical for maintaining performance as the underlying LLMs evolve or as specific task requirements shift.",{"title":63,"searchDepth":64,"depth":64,"links":7199},[7200,7201,7202],{"id":7179,"depth":64,"text":7180},{"id":7186,"depth":64,"text":7187},{"id":7193,"depth":64,"text":7194},[70],{"content_references":7205,"triage":7209},[7206],{"type":77,"title":7207,"url":7208,"context":81},"ADIAS: Automated Design of Interactive Agentic Systems","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.06410",{"relevance":83,"novelty":84,"quality":84,"actionability":84,"composite":7210,"reasoning":7211},4.35,"Category: AI & LLMs. The article introduces the ADIAS framework, which directly addresses the complexity of building multi-agent systems, a key concern for developers integrating AI. It provides actionable insights on automating agent architecture design, which can help builders create more efficient and scalable systems.","\u002Fsummaries\u002F13c6b5c4068aadbf-adias-automating-agentic-system-architecture-summary","2026-08-11 03:21:34",{"title":7169,"description":63},{"loc":7212},"13c6b5c4068aadbf","summaries\u002F13c6b5c4068aadbf-adias-automating-agentic-system-architecture-summary",[99,98,100],"ADIAS introduces a framework for the automated design of interactive agentic systems, shifting the burden of architectural configuration from manual engineering to algorithmic optimization.",[],"TSqErWKCsYNp9PQ8YguM1lBNasIiVLzJ3YCWzLpr4wo",{"id":7223,"title":7224,"ai":7225,"body":7230,"categories":7273,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7274,"navigation":88,"path":7281,"published_at":7282,"question":71,"scraped_at":7282,"seo":7283,"sitemap":7284,"source_id":7285,"source_name":94,"source_type":95,"source_url":7278,"stem":7286,"tags":7287,"thumbnail_url":71,"tldr":7288,"tweet":71,"unknown_tags":7289,"__hash__":7290},"summaries\u002Fsummaries\u002F33e11c2e3fe1b4cf-personatrail-benchmarking-personalized-web-agents-summary.md","PersonaTrail: Benchmarking Personalized Web Agents",{"provider":7,"model":8,"input_tokens":7226,"output_tokens":7227,"processing_time_ms":7228,"cost_usd":7229},4022,401,2253,0.001607,{"type":14,"value":7231,"toc":7269},[7232,7236,7239,7243,7246,7266],[17,7233,7235],{"id":7234},"evaluating-agent-personalization","Evaluating Agent Personalization",[22,7237,7238],{},"PersonaTrail addresses a critical gap in current web agent research: the inability to measure how well an agent adapts to individual user preferences. While most benchmarks focus on task completion (e.g., 'book a flight'), they ignore the 'how'—the specific stylistic, privacy, or navigational choices a human user would make. By utilizing 'browsing trails'—sequences of historical user interactions—the benchmark provides a structured way to test if an agent can replicate a specific persona's decision-making process during web navigation.",[17,7240,7242],{"id":7241},"the-role-of-browsing-trails","The Role of Browsing Trails",[22,7244,7245],{},"The core innovation of PersonaTrail is the use of historical browsing data as a ground-truth signal for agent behavior. Instead of evaluating agents solely on whether they reach a destination, the benchmark measures alignment with the user's past patterns. This allows researchers to quantify:",[33,7247,7248,7254,7260],{},[36,7249,7250,7253],{},[39,7251,7252],{},"Preference Adherence:"," Does the agent choose the same types of sites or services the user historically prefers?",[36,7255,7256,7259],{},[39,7257,7258],{},"Contextual Consistency:"," Can the agent maintain a persona's constraints (e.g., budget, accessibility needs, or privacy settings) across a multi-step browsing session?",[36,7261,7262,7265],{},[39,7263,7264],{},"Adaptability:"," How well does the agent handle new websites while maintaining the established persona profile?",[22,7267,7268],{},"This approach moves the field toward more human-centric AI, where agents act as personal assistants rather than generic task-executors.",{"title":63,"searchDepth":64,"depth":64,"links":7270},[7271,7272],{"id":7234,"depth":64,"text":7235},{"id":7241,"depth":64,"text":7242},[70],{"content_references":7275,"triage":7279},[7276],{"type":77,"title":7277,"url":7278,"context":7154},"PersonaTrail: Benchmarking Personalized Web Agents through Browsing Trails","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.20482",{"relevance":84,"novelty":84,"quality":84,"actionability":85,"composite":7102,"reasoning":7280},"Category: AI & LLMs. The article discusses a new benchmark for evaluating web agents, which directly relates to AI engineering and the development of personalized AI tools. It provides insights into how agents can be assessed based on user preferences, addressing a specific pain point in AI development. While it offers a solid framework for evaluation, it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F33e11c2e3fe1b4cf-personatrail-benchmarking-personalized-web-agents-summary","2026-07-25 03:13:38",{"title":7224,"description":63},{"loc":7281},"33e11c2e3fe1b4cf","summaries\u002F33e11c2e3fe1b4cf-personatrail-benchmarking-personalized-web-agents-summary",[98,99,100],"PersonaTrail is a new benchmark designed to evaluate how effectively web agents can perform tasks while adhering to specific user personas and historical browsing preferences.",[],"nJj7m7TwxHMb-L-DYHsa20jQHn346dJFEQQlBxIW_eE"]