[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-40a75442798cf05d-occlusion-as-a-benchmark-for-ai-spatial-memory-summary":3,"summaries-facets-categories":80,"summary-related-40a75442798cf05d-occlusion-as-a-benchmark-for-ai-spatial-memory-summary":5654},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":63,"path":64,"published_at":65,"question":48,"scraped_at":65,"seo":66,"sitemap":67,"source_id":68,"source_name":69,"source_type":70,"source_url":71,"stem":72,"tags":73,"thumbnail_url":48,"tldr":77,"tweet":48,"unknown_tags":78,"__hash__":79},"summaries\u002Fsummaries\u002F40a75442798cf05d-occlusion-as-a-benchmark-for-ai-spatial-memory-summary.md","Occlusion as a Benchmark for AI Spatial Memory",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4087,495,3099,0.00176425,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"the-failure-of-current-spatial-memory-in-agents","The Failure of Current Spatial Memory in Agents",[22,23,24],"p",{},"Most language agents rely on linguistic descriptions or 2D snapshots, which frequently fail when tasked with navigating or reasoning about 3D environments. The core issue is that these models often lack a persistent, coherent spatial memory. They treat objects as transient entities rather than permanent fixtures in a 3D coordinate system. This leads to \"hallucinated\" spatial relationships where an agent might forget an object's location the moment it moves out of the immediate field of view or is obscured by another object.",[17,26,28],{"id":27},"occlusion-as-the-definitive-test","Occlusion as the Definitive Test",[22,30,31],{},"The authors argue that occlusion—the phenomenon where one object blocks the view of another—is the most effective litmus test for true spatial understanding. If an agent cannot maintain a mental model of an object that is temporarily hidden, it does not possess a functional spatial memory. The paper proposes a framework where agents are evaluated on their ability to predict the state, location, and existence of objects that are occluded. This shifts the focus from simple object recognition to the maintenance of object permanence, requiring the agent to integrate temporal and spatial data to infer the state of the world beyond its current visual input.",[17,33,35],{"id":34},"moving-beyond-2d-representations","Moving Beyond 2D Representations",[22,37,38],{},"To solve this, the authors suggest that agents must move toward internal representations that explicitly encode 3D geometry and object permanence. Relying on the LLM's latent space to \"guess\" spatial relationships is insufficient for complex tasks. Instead, agents need a dedicated memory structure that updates in real-time based on movement and perspective changes. By forcing agents to pass occlusion-based benchmarks, developers can move away from models that merely describe scenes toward those that can reliably interact with and navigate physical or simulated 3D spaces.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"AI & LLMs",null,"md",false,{"content_references":52,"triage":58},[53],{"type":54,"title":55,"author":56,"context":57},"paper","What Spatial Memory Must Store: Occlusion as the Test for Language-Agent Memory","Unknown","reviewed",{"relevance":59,"novelty":60,"quality":60,"actionability":41,"composite":61,"reasoning":62},3,4,3.25,"Category: AI & LLMs. The article discusses a specific benchmark for evaluating AI agents' spatial memory, which is relevant to AI engineering. However, while it presents novel insights into the limitations of current models, it lacks practical steps for implementation that the target audience could directly act upon.",true,"\u002Fsummaries\u002F40a75442798cf05d-occlusion-as-a-benchmark-for-ai-spatial-memory-summary","2026-06-10 12:57:08",{"title":5,"description":40},{"loc":64},"40a75442798cf05d","arXiv cs.AI","article","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.10299","summaries\u002F40a75442798cf05d-occlusion-as-a-benchmark-for-ai-spatial-memory-summary",[74,75,76],"research","ai-agents","spatial-reasoning","Current language agents often fail to maintain consistent spatial representations; the authors propose using occlusion tasks as a rigorous benchmark to test if agents truly understand 3D object permanence and spatial relationships.",[75,76],"1ii4nkmmxhw1fhl7yiFusZ1R9AM-Y3xagGtDW71zKQk",[81,84,87,89,92,95,97,99,102,104,106,108,110,113,115,117,119,121,124,126,128,130,132,134,136,138,140,142,144,146,148,150,152,154,156,158,161,164,166,168,170,172,174,176,178,180,182,184,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,218,220,222,224,226,228,230,232,234,236,238,240,242,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,304,306,308,310,312,314,316,318,320,322,325,327,329,331,333,335,337,339,341,343,345,347,350,352,354,356,358,360,362,364,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,416,418,420,423,425,427,429,431,433,435,437,439,441,443,445,447,449,452,454,456,458,460,462,464,466,468,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,710,712,714,716,719,721,723,725,727,729,731,733,735,737,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652],{"categories":82},[83],"Developer Productivity",{"categories":85},[86],"Business & SaaS",{"categories":88},[47],{"categories":90},[91],"AI Automation",{"categories":93},[94],"Product Strategy",{"categories":96},[47],{"categories":98},[83],{"categories":100},[101],"Software Engineering",{"categories":103},[47],{"categories":105},[86],{"categories":107},[],{"categories":109},[47],{"categories":111},[112],"Inference & Serving",{"categories":114},[47],{"categories":116},[47],{"categories":118},[91],{"categories":120},[],{"categories":122},[123],"AI News & Trends",{"categories":125},[91],{"categories":127},[47],{"categories":129},[86],{"categories":131},[47],{"categories":133},[91],{"categories":135},[123],{"categories":137},[91],{"categories":139},[91],{"categories":141},[47],{"categories":143},[91],{"categories":145},[47],{"categories":147},[47],{"categories":149},[47],{"categories":151},[123],{"categories":153},[47],{"categories":155},[47],{"categories":157},[],{"categories":159},[160],"Design & Frontend",{"categories":162},[163],"Data Science & Visualization",{"categories":165},[123],{"categories":167},[47],{"categories":169},[47],{"categories":171},[],{"categories":173},[47],{"categories":175},[91],{"categories":177},[101],{"categories":179},[47],{"categories":181},[91],{"categories":183},[47],{"categories":185},[186],"Marketing & Growth",{"categories":188},[160],{"categories":190},[47],{"categories":192},[91],{"categories":194},[47],{"categories":196},[],{"categories":198},[],{"categories":200},[160],{"categories":202},[47],{"categories":204},[91],{"categories":206},[83],{"categories":208},[101],{"categories":210},[160],{"categories":212},[47],{"categories":214},[101],{"categories":216},[217],"DevOps & Cloud",{"categories":219},[91],{"categories":221},[94],{"categories":223},[123],{"categories":225},[47],{"categories":227},[],{"categories":229},[47],{"categories":231},[],{"categories":233},[91],{"categories":235},[101],{"categories":237},[],{"categories":239},[101],{"categories":241},[47],{"categories":243},[244],"Governance & Standards",{"categories":246},[86],{"categories":248},[],{"categories":250},[],{"categories":252},[47],{"categories":254},[47],{"categories":256},[91],{"categories":258},[47],{"categories":260},[47],{"categories":262},[91],{"categories":264},[47],{"categories":266},[47],{"categories":268},[47],{"categories":270},[],{"categories":272},[101],{"categories":274},[],{"categories":276},[],{"categories":278},[101],{"categories":280},[],{"categories":282},[101],{"categories":284},[47],{"categories":286},[47],{"categories":288},[186],{"categories":290},[47],{"categories":292},[160],{"categories":294},[160],{"categories":296},[47],{"categories":298},[101],{"categories":300},[91],{"categories":302},[303],"GovTech & Public-Sector Adoption",{"categories":305},[101],{"categories":307},[47],{"categories":309},[47],{"categories":311},[91],{"categories":313},[91],{"categories":315},[163],{"categories":317},[47],{"categories":319},[123],{"categories":321},[91],{"categories":323},[324],"Legal AI Tools",{"categories":326},[91],{"categories":328},[186],{"categories":330},[91],{"categories":332},[94],{"categories":334},[101],{"categories":336},[303],{"categories":338},[],{"categories":340},[91],{"categories":342},[],{"categories":344},[91],{"categories":346},[91],{"categories":348},[349],"RAG & Retrieval",{"categories":351},[86],{"categories":353},[47],{"categories":355},[101],{"categories":357},[217],{"categories":359},[160],{"categories":361},[47],{"categories":363},[],{"categories":365},[366],"Agents & Orchestration",{"categories":368},[101],{"categories":370},[47],{"categories":372},[],{"categories":374},[91],{"categories":376},[86],{"categories":378},[],{"categories":380},[47],{"categories":382},[],{"categories":384},[83],{"categories":386},[101],{"categories":388},[86],{"categories":390},[47],{"categories":392},[47],{"categories":394},[123],{"categories":396},[47],{"categories":398},[],{"categories":400},[47],{"categories":402},[],{"categories":404},[101],{"categories":406},[163],{"categories":408},[],{"categories":410},[47],{"categories":412},[160],{"categories":414},[415],"Models & Frontier Labs",{"categories":417},[],{"categories":419},[160],{"categories":421},[422],"Regulation & Governance of AI",{"categories":424},[91],{"categories":426},[],{"categories":428},[47],{"categories":430},[47],{"categories":432},[91],{"categories":434},[123],{"categories":436},[86],{"categories":438},[47],{"categories":440},[],{"categories":442},[101],{"categories":444},[91],{"categories":446},[47],{"categories":448},[94],{"categories":450},[451],"AI Policy & Regulation",{"categories":453},[],{"categories":455},[47],{"categories":457},[94],{"categories":459},[91],{"categories":461},[47],{"categories":463},[91],{"categories":465},[],{"categories":467},[163],{"categories":469},[470],"Evals & Reliability",{"categories":472},[47],{"categories":474},[],{"categories":476},[83],{"categories":478},[303],{"categories":480},[451],{"categories":482},[47],{"categories":484},[86],{"categories":486},[47],{"categories":488},[91],{"categories":490},[47],{"categories":492},[91],{"categories":494},[366],{"categories":496},[47],{"categories":498},[101],{"categories":500},[47],{"categories":502},[],{"categories":504},[],{"categories":506},[47],{"categories":508},[303],{"categories":510},[47],{"categories":512},[47],{"categories":514},[],{"categories":516},[160],{"categories":518},[],{"categories":520},[47],{"categories":522},[],{"categories":524},[91],{"categories":526},[47],{"categories":528},[160],{"categories":530},[],{"categories":532},[47],{"categories":534},[91],{"categories":536},[47],{"categories":538},[86],{"categories":540},[91],{"categories":542},[47],{"categories":544},[47],{"categories":546},[101],{"categories":548},[160],{"categories":550},[91],{"categories":552},[],{"categories":554},[101],{"categories":556},[91],{"categories":558},[],{"categories":560},[123],{"categories":562},[],{"categories":564},[47],{"categories":566},[47],{"categories":568},[86,186],{"categories":570},[],{"categories":572},[47],{"categories":574},[47],{"categories":576},[91],{"categories":578},[],{"categories":580},[],{"categories":582},[47],{"categories":584},[160],{"categories":586},[47],{"categories":588},[],{"categories":590},[47],{"categories":592},[217],{"categories":594},[],{"categories":596},[91],{"categories":598},[123],{"categories":600},[47],{"categories":602},[160],{"categories":604},[],{"categories":606},[123],{"categories":608},[47],{"categories":610},[112],{"categories":612},[47],{"categories":614},[91],{"categories":616},[123],{"categories":618},[415],{"categories":620},[47],{"categories":622},[186],{"categories":624},[],{"categories":626},[91],{"categories":628},[86],{"categories":630},[101],{"categories":632},[47],{"categories":634},[91],{"categories":636},[],{"categories":638},[47,217],{"categories":640},[47],{"categories":642},[47],{"categories":644},[47],{"categories":646},[91],{"categories":648},[47,101],{"categories":650},[163],{"categories":652},[47],{"categories":654},[47],{"categories":656},[101],{"categories":658},[91],{"categories":660},[451],{"categories":662},[186],{"categories":664},[47],{"categories":666},[91],{"categories":668},[47],{"categories":670},[47],{"categories":672},[91],{"categories":674},[],{"categories":676},[47],{"categories":678},[91],{"categories":680},[47],{"categories":682},[47,86],{"categories":684},[86],{"categories":686},[],{"categories":688},[160],{"categories":690},[160],{"categories":692},[47],{"categories":694},[],{"categories":696},[],{"categories":698},[123],{"categories":700},[],{"categories":702},[83],{"categories":704},[47],{"categories":706},[101],{"categories":708},[709],"Generative UI & Design-to-Code",{"categories":711},[47],{"categories":713},[160],{"categories":715},[47],{"categories":717},[718],"Algorithmic Accountability",{"categories":720},[91],{"categories":722},[101],{"categories":724},[123],{"categories":726},[160],{"categories":728},[],{"categories":730},[47],{"categories":732},[47],{"categories":734},[47],{"categories":736},[91],{"categories":738},[739],"MLOps & Infrastructure",{"categories":741},[47],{"categories":743},[47],{"categories":745},[47],{"categories":747},[47],{"categories":749},[123],{"categories":751},[83],{"categories":753},[47],{"categories":755},[91],{"categories":757},[217],{"categories":759},[47],{"categories":761},[160],{"categories":763},[47],{"categories":765},[91],{"categories":767},[],{"categories":769},[],{"categories":771},[112],{"categories":773},[160],{"categories":775},[123],{"categories":777},[163],{"categories":779},[],{"categories":781},[47],{"categories":783},[47],{"categories":785},[86],{"categories":787},[47],{"categories":789},[47],{"categories":791},[47],{"categories":793},[123],{"categories":795},[112],{"categories":797},[47],{"categories":799},[160],{"categories":801},[],{"categories":803},[91],{"categories":805},[101],{"categories":807},[],{"categories":809},[47],{"categories":811},[47],{"categories":813},[91],{"categories":815},[101],{"categories":817},[47],{"categories":819},[163],{"categories":821},[],{"categories":823},[47],{"categories":825},[],{"categories":827},[47],{"categories":829},[],{"categories":831},[94],{"categories":833},[86],{"categories":835},[91],{"categories":837},[91],{"categories":839},[],{"categories":841},[83],{"categories":843},[47],{"categories":845},[86],{"categories":847},[123],{"categories":849},[83],{"categories":851},[],{"categories":853},[47],{"categories":855},[],{"categories":857},[],{"categories":859},[123],{"categories":861},[123],{"categories":863},[],{"categories":865},[366],{"categories":867},[47],{"categories":869},[160],{"categories":871},[101],{"categories":873},[],{"categories":875},[324],{"categories":877},[86],{"categories":879},[],{"categories":881},[],{"categories":883},[83],{"categories":885},[163],{"categories":887},[],{"categories":889},[186],{"categories":891},[91],{"categories":893},[86],{"categories":895},[91],{"categories":897},[86],{"categories":899},[101],{"categories":901},[],{"categories":903},[112],{"categories":905},[94],{"categories":907},[47],{"categories":909},[160],{"categories":911},[101],{"categories":913},[86],{"categories":915},[47],{"categories":917},[91],{"categories":919},[86],{"categories":921},[47],{"categories":923},[47],{"categories":925},[],{"categories":927},[],{"categories":929},[101],{"categories":931},[163],{"categories":933},[94],{"categories":935},[47],{"categories":937},[91],{"categories":939},[47],{"categories":941},[],{"categories":943},[123],{"categories":945},[94],{"categories":947},[47],{"categories":949},[470],{"categories":951},[217],{"categories":953},[],{"categories":955},[91],{"categories":957},[],{"categories":959},[83],{"categories":961},[],{"categories":963},[47],{"categories":965},[47],{"categories":967},[160],{"categories":969},[186],{"categories":971},[101],{"categories":973},[91],{"categories":975},[],{"categories":977},[101],{"categories":979},[83],{"categories":981},[],{"categories":983},[123],{"categories":985},[47,217],{"categories":987},[988],"Design Systems for AI",{"categories":990},[47],{"categories":992},[123],{"categories":994},[47],{"categories":996},[47],{"categories":998},[86],{"categories":1000},[47],{"categories":1002},[],{"categories":1004},[47],{"categories":1006},[47],{"categories":1008},[86],{"categories":1010},[47],{"categories":1012},[],{"categories":1014},[91],{"categories":1016},[101],{"categories":1018},[101],{"categories":1020},[160],{"categories":1022},[123],{"categories":1024},[163],{"categories":1026},[47],{"categories":1028},[83],{"categories":1030},[451],{"categories":1032},[47],{"categories":1034},[91],{"categories":1036},[47],{"categories":1038},[101],{"categories":1040},[101],{"categories":1042},[],{"categories":1044},[],{"categories":1046},[91],{"categories":1048},[94],{"categories":1050},[],{"categories":1052},[47],{"categories":1054},[],{"categories":1056},[160],{"categories":1058},[91],{"categories":1060},[101],{"categories":1062},[160],{"categories":1064},[47],{"categories":1066},[160],{"categories":1068},[],{"categories":1070},[],{"categories":1072},[123],{"categories":1074},[91],{"categories":1076},[91],{"categories":1078},[47],{"categories":1080},[47],{"categories":1082},[47],{"categories":1084},[86],{"categories":1086},[47],{"categories":1088},[47],{"categories":1090},[],{"categories":1092},[101],{"categories":1094},[101],{"categories":1096},[47],{"categories":1098},[101],{"categories":1100},[86],{"categories":1102},[],{"categories":1104},[47],{"categories":1106},[47],{"categories":1108},[47],{"categories":1110},[91],{"categories":1112},[83],{"categories":1114},[86],{"categories":1116},[123],{"categories":1118},[91],{"categories":1120},[112],{"categories":1122},[186],{"categories":1124},[47],{"categories":1126},[91],{"categories":1128},[],{"categories":1130},[160],{"categories":1132},[],{"categories":1134},[47],{"categories":1136},[47],{"categories":1138},[],{"categories":1140},[101],{"categories":1142},[86],{"categories":1144},[1145],"Visual & Generative Media",{"categories":1147},[91],{"categories":1149},[],{"categories":1151},[47],{"categories":1153},[47],{"categories":1155},[217],{"categories":1157},[163],{"categories":1159},[451],{"categories":1161},[101],{"categories":1163},[186],{"categories":1165},[47],{"categories":1167},[160],{"categories":1169},[47],{"categories":1171},[101],{"categories":1173},[91],{"categories":1175},[],{"categories":1177},[],{"categories":1179},[91],{"categories":1181},[83],{"categories":1183},[91],{"categories":1185},[415],{"categories":1187},[47],{"categories":1189},[94],{"categories":1191},[86],{"categories":1193},[],{"categories":1195},[47],{"categories":1197},[94],{"categories":1199},[47],{"categories":1201},[47],{"categories":1203},[47],{"categories":1205},[47],{"categories":1207},[47],{"categories":1209},[186],{"categories":1211},[47],{"categories":1213},[366],{"categories":1215},[47],{"categories":1217},[47],{"categories":1219},[47],{"categories":1221},[47],{"categories":1223},[47],{"categories":1225},[160],{"categories":1227},[91],{"categories":1229},[],{"categories":1231},[91],{"categories":1233},[],{"categories":1235},[217],{"categories":1237},[101],{"categories":1239},[],{"categories":1241},[415],{"categories":1243},[91],{"categories":1245},[47],{"categories":1247},[160,47],{"categories":1249},[83],{"categories":1251},[],{"categories":1253},[47],{"categories":1255},[83],{"categories":1257},[1258],"Medical Imaging & Radiology",{"categories":1260},[160],{"categories":1262},[91],{"categories":1264},[101],{"categories":1266},[],{"categories":1268},[47],{"categories":1270},[47],{"categories":1272},[47],{"categories":1274},[],{"categories":1276},[],{"categories":1278},[47],{"categories":1280},[366],{"categories":1282},[47],{"categories":1284},[83],{"categories":1286},[47],{"categories":1288},[47],{"categories":1290},[],{"categories":1292},[91],{"categories":1294},[47],{"categories":1296},[94],{"categories":1298},[101],{"categories":1300},[47],{"categories":1302},[366],{"categories":1304},[47],{"categories":1306},[91],{"categories":1308},[47],{"categories":1310},[160],{"categories":1312},[91],{"categories":1314},[217],{"categories":1316},[160],{"categories":1318},[86],{"categories":1320},[91],{"categories":1322},[47],{"categories":1324},[47],{"categories":1326},[47],{"categories":1328},[47],{"categories":1330},[47],{"categories":1332},[91],{"categories":1334},[101],{"categories":1336},[47],{"categories":1338},[94],{"categories":1340},[],{"categories":1342},[123],{"categories":1344},[],{"categories":1346},[94],{"categories":1348},[91],{"categories":1350},[988],{"categories":1352},[988],{"categories":1354},[160],{"categories":1356},[47],{"categories":1358},[47],{"categories":1360},[91],{"categories":1362},[101],{"categories":1364},[160],{"categories":1366},[91],{"categories":1368},[123],{"categories":1370},[],{"categories":1372},[47],{"categories":1374},[],{"categories":1376},[47],{"categories":1378},[47],{"categories":1380},[47],{"categories":1382},[1383],"Contract Review & E-Discovery",{"categories":1385},[160],{"categories":1387},[47],{"categories":1389},[83],{"categories":1391},[123],{"categories":1393},[47],{"categories":1395},[47],{"categories":1397},[186],{"categories":1399},[101],{"categories":1401},[47],{"categories":1403},[47],{"categories":1405},[91],{"categories":1407},[91],{"categories":1409},[718],{"categories":1411},[91],{"categories":1413},[91],{"categories":1415},[47],{"categories":1417},[47],{"categories":1419},[91],{"categories":1421},[47],{"categories":1423},[366],{"categories":1425},[349],{"categories":1427},[47],{"categories":1429},[91],{"categories":1431},[47],{"categories":1433},[1434],"Law-Firm Practice & Adoption",{"categories":1436},[47],{"categories":1438},[91],{"categories":1440},[160],{"categories":1442},[47],{"categories":1444},[47],{"categories":1446},[],{"categories":1448},[],{"categories":1450},[101],{"categories":1452},[],{"categories":1454},[83],{"categories":1456},[217],{"categories":1458},[47],{"categories":1460},[],{"categories":1462},[83],{"categories":1464},[86],{"categories":1466},[47],{"categories":1468},[186],{"categories":1470},[],{"categories":1472},[86],{"categories":1474},[86],{"categories":1476},[],{"categories":1478},[47],{"categories":1480},[47],{"categories":1482},[101],{"categories":1484},[],{"categories":1486},[],{"categories":1488},[],{"categories":1490},[],{"categories":1492},[47],{"categories":1494},[91],{"categories":1496},[217],{"categories":1498},[47],{"categories":1500},[83],{"categories":1502},[101],{"categories":1504},[47],{"categories":1506},[47],{"categories":1508},[101],{"categories":1510},[94],{"categories":1512},[47],{"categories":1514},[739],{"categories":1516},[47],{"categories":1518},[186],{"categories":1520},[101],{"categories":1522},[86],{"categories":1524},[47],{"categories":1526},[47],{"categories":1528},[160],{"categories":1530},[47],{"categories":1532},[47],{"categories":1534},[47],{"categories":1536},[91],{"categories":1538},[47,83],{"categories":1540},[366],{"categories":1542},[47],{"categories":1544},[101],{"categories":1546},[101],{"categories":1548},[160],{"categories":1550},[91],{"categories":1552},[101],{"categories":1554},[47],{"categories":1556},[47],{"categories":1558},[],{"categories":1560},[],{"categories":1562},[47],{"categories":1564},[],{"categories":1566},[47],{"categories":1568},[101],{"categories":1570},[163],{"categories":1572},[123],{"categories":1574},[160],{"categories":1576},[47],{"categories":1578},[101],{"categories":1580},[],{"categories":1582},[91],{"categories":1584},[47],{"categories":1586},[47],{"categories":1588},[47],{"categories":1590},[47],{"categories":1592},[],{"categories":1594},[91],{"categories":1596},[47],{"categories":1598},[47],{"categories":1600},[],{"categories":1602},[91],{"categories":1604},[47],{"categories":1606},[47],{"categories":1608},[86],{"categories":1610},[47],{"categories":1612},[],{"categories":1614},[83],{"categories":1616},[47],{"categories":1618},[160],{"categories":1620},[101],{"categories":1622},[47],{"categories":1624},[83],{"categories":1626},[47],{"categories":1628},[101],{"categories":1630},[186],{"categories":1632},[91],{"categories":1634},[91],{"categories":1636},[47,160],{"categories":1638},[47],{"categories":1640},[123],{"categories":1642},[47],{"categories":1644},[123],{"categories":1646},[91],{"categories":1648},[160],{"categories":1650},[],{"categories":1652},[101],{"categories":1654},[217],{"categories":1656},[160],{"categories":1658},[101],{"categories":1660},[47],{"categories":1662},[94],{"categories":1664},[47],{"categories":1666},[91],{"categories":1668},[],{"categories":1670},[],{"categories":1672},[47],{"categories":1674},[],{"categories":1676},[],{"categories":1678},[94],{"categories":1680},[101],{"categories":1682},[47],{"categories":1684},[91],{"categories":1686},[91],{"categories":1688},[86],{"categories":1690},[91],{"categories":1692},[217],{"categories":1694},[47],{"categories":1696},[47],{"categories":1698},[112],{"categories":1700},[47],{"categories":1702},[47],{"categories":1704},[91],{"categories":1706},[47],{"categories":1708},[47],{"categories":1710},[324],{"categories":1712},[718],{"categories":1714},[],{"categories":1716},[160],{"categories":1718},[1434],{"categories":1720},[101],{"categories":1722},[],{"categories":1724},[],{"categories":1726},[91],{"categories":1728},[],{"categories":1730},[],{"categories":1732},[186],{"categories":1734},[186],{"categories":1736},[91],{"categories":1738},[101],{"categories":1740},[],{"categories":1742},[47],{"categories":1744},[47],{"categories":1746},[101],{"categories":1748},[1383],{"categories":1750},[160],{"categories":1752},[160],{"categories":1754},[47],{"categories":1756},[91],{"categories":1758},[83],{"categories":1760},[47],{"categories":1762},[47],{"categories":1764},[160],{"categories":1766},[160],{"categories":1768},[91],{"categories":1770},[91],{"categories":1772},[47],{"categories":1774},[],{"categories":1776},[47],{"categories":1778},[],{"categories":1780},[1781],"Interaction & Product Design",{"categories":1783},[47],{"categories":1785},[91],{"categories":1787},[244],{"categories":1789},[123],{"categories":1791},[101],{"categories":1793},[47],{"categories":1795},[47],{"categories":1797},[101],{"categories":1799},[83],{"categories":1801},[47],{"categories":1803},[],{"categories":1805},[91],{"categories":1807},[91],{"categories":1809},[],{"categories":1811},[101],{"categories":1813},[47],{"categories":1815},[83],{"categories":1817},[1781],{"categories":1819},[47],{"categories":1821},[83],{"categories":1823},[83],{"categories":1825},[],{"categories":1827},[101],{"categories":1829},[],{"categories":1831},[91],{"categories":1833},[123],{"categories":1835},[47],{"categories":1837},[91],{"categories":1839},[47],{"categories":1841},[91],{"categories":1843},[47],{"categories":1845},[123],{"categories":1847},[163],{"categories":1849},[47],{"categories":1851},[94],{"categories":1853},[101],{"categories":1855},[1856],"Coding Agents & Dev Productivity",{"categories":1858},[123],{"categories":1860},[160],{"categories":1862},[],{"categories":1864},[47],{"categories":1866},[718],{"categories":1868},[],{"categories":1870},[47],{"categories":1872},[47],{"categories":1874},[123],{"categories":1876},[],{"categories":1878},[],{"categories":1880},[47],{"categories":1882},[],{"categories":1884},[91],{"categories":1886},[47],{"categories":1888},[],{"categories":1890},[101],{"categories":1892},[101],{"categories":1894},[47],{"categories":1896},[163],{"categories":1898},[],{"categories":1900},[47],{"categories":1902},[47],{"categories":1904},[47],{"categories":1906},[163],{"categories":1908},[101],{"categories":1910},[],{"categories":1912},[],{"categories":1914},[91],{"categories":1916},[91],{"categories":1918},[303],{"categories":1920},[101],{"categories":1922},[101],{"categories":1924},[91],{"categories":1926},[123],{"categories":1928},[123],{"categories":1930},[91],{"categories":1932},[91],{"categories":1934},[47],{"categories":1936},[83],{"categories":1938},[1781],{"categories":1940},[47,217],{"categories":1942},[],{"categories":1944},[160],{"categories":1946},[101],{"categories":1948},[83],{"categories":1950},[47],{"categories":1952},[91],{"categories":1954},[1955],"The Designer's Role & Craft",{"categories":1957},[160],{"categories":1959},[],{"categories":1961},[91],{"categories":1963},[47],{"categories":1965},[91],{"categories":1967},[91],{"categories":1969},[47],{"categories":1971},[186],{"categories":1973},[47],{"categories":1975},[101],{"categories":1977},[160],{"categories":1979},[47],{"categories":1981},[],{"categories":1983},[91],{"categories":1985},[160],{"categories":1987},[47],{"categories":1989},[47],{"categories":1991},[1992],"AI UX Patterns",{"categories":1994},[91],{"categories":1996},[91],{"categories":1998},[91],{"categories":2000},[91],{"categories":2002},[186],{"categories":2004},[163],{"categories":2006},[47],{"categories":2008},[91],{"categories":2010},[47],{"categories":2012},[988],{"categories":2014},[],{"categories":2016},[186],{"categories":2018},[123],{"categories":2020},[101],{"categories":2022},[47],{"categories":2024},[91],{"categories":2026},[],{"categories":2028},[],{"categories":2030},[47],{"categories":2032},[91],{"categories":2034},[47],{"categories":2036},[91],{"categories":2038},[303],{"categories":2040},[160],{"categories":2042},[123],{"categories":2044},[101],{"categories":2046},[47],{"categories":2048},[91],{"categories":2050},[91],{"categories":2052},[],{"categories":2054},[47],{"categories":2056},[],{"categories":2058},[],{"categories":2060},[47],{"categories":2062},[47],{"categories":2064},[91],{"categories":2066},[101],{"categories":2068},[],{"categories":2070},[],{"categories":2072},[163],{"categories":2074},[112],{"categories":2076},[47],{"categories":2078},[163],{"categories":2080},[123],{"categories":2082},[47],{"categories":2084},[47],{"categories":2086},[91],{"categories":2088},[91],{"categories":2090},[47],{"categories":2092},[91],{"categories":2094},[],{"categories":2096},[],{"categories":2098},[47],{"categories":2100},[217],{"categories":2102},[47],{"categories":2104},[],{"categories":2106},[],{"categories":2108},[160],{"categories":2110},[739],{"categories":2112},[91],{"categories":2114},[83],{"categories":2116},[1955],{"categories":2118},[],{"categories":2120},[],{"categories":2122},[47],{"categories":2124},[],{"categories":2126},[],{"categories":2128},[101],{"categories":2130},[123],{"categories":2132},[186],{"categories":2134},[86],{"categories":2136},[47],{"categories":2138},[47],{"categories":2140},[86],{"categories":2142},[],{"categories":2144},[160],{"categories":2146},[47],{"categories":2148},[91],{"categories":2150},[86],{"categories":2152},[47],{"categories":2154},[47],{"categories":2156},[83],{"categories":2158},[47],{"categories":2160},[],{"categories":2162},[83],{"categories":2164},[47],{"categories":2166},[186],{"categories":2168},[91],{"categories":2170},[123],{"categories":2172},[47],{"categories":2174},[86],{"categories":2176},[47],{"categories":2178},[47],{"categories":2180},[47],{"categories":2182},[91],{"categories":2184},[],{"categories":2186},[47],{"categories":2188},[101],{"categories":2190},[83],{"categories":2192},[47],{"categories":2194},[47],{"categories":2196},[],{"categories":2198},[366],{"categories":2200},[123],{"categories":2202},[47],{"categories":2204},[47],{"categories":2206},[],{"categories":2208},[86],{"categories":2210},[86],{"categories":2212},[47],{"categories":2214},[47],{"categories":2216},[94],{"categories":2218},[47],{"categories":2220},[47],{"categories":2222},[101],{"categories":2224},[101],{"categories":2226},[47],{"categories":2228},[],{"categories":2230},[101],{"categories":2232},[47],{"categories":2234},[101],{"categories":2236},[451],{"categories":2238},[],{"categories":2240},[],{"categories":2242},[47],{"categories":2244},[123],{"categories":2246},[],{"categories":2248},[217],{"categories":2250},[47],{"categories":2252},[47],{"categories":2254},[160],{"categories":2256},[709],{"categories":2258},[],{"categories":2260},[47],{"categories":2262},[47],{"categories":2264},[101],{"categories":2266},[47],{"categories":2268},[47],{"categories":2270},[47,217],{"categories":2272},[47],{"categories":2274},[47],{"categories":2276},[160],{"categories":2278},[91],{"categories":2280},[],{"categories":2282},[91],{"categories":2284},[91],{"categories":2286},[47],{"categories":2288},[47],{"categories":2290},[47],{"categories":2292},[163],{"categories":2294},[47],{"categories":2296},[1992],{"categories":2298},[83],{"categories":2300},[163],{"categories":2302},[83],{"categories":2304},[101],{"categories":2306},[160],{"categories":2308},[91],{"categories":2310},[47],{"categories":2312},[],{"categories":2314},[47],{"categories":2316},[123],{"categories":2318},[47],{"categories":2320},[91],{"categories":2322},[47],{"categories":2324},[47],{"categories":2326},[86],{"categories":2328},[],{"categories":2330},[217],{"categories":2332},[47],{"categories":2334},[303],{"categories":2336},[160],{"categories":2338},[160],{"categories":2340},[101],{"categories":2342},[91],{"categories":2344},[47],{"categories":2346},[86],{"categories":2348},[123],{"categories":2350},[47],{"categories":2352},[160],{"categories":2354},[91],{"categories":2356},[47],{"categories":2358},[47],{"categories":2360},[415],{"categories":2362},[],{"categories":2364},[47],{"categories":2366},[47],{"categories":2368},[47],{"categories":2370},[],{"categories":2372},[],{"categories":2374},[47],{"categories":2376},[47],{"categories":2378},[47],{"categories":2380},[47],{"categories":2382},[101],{"categories":2384},[47],{"categories":2386},[47],{"categories":2388},[91],{"categories":2390},[47],{"categories":2392},[47],{"categories":2394},[47],{"categories":2396},[47],{"categories":2398},[],{"categories":2400},[101],{"categories":2402},[163],{"categories":2404},[47],{"categories":2406},[91],{"categories":2408},[47],{"categories":2410},[],{"categories":2412},[],{"categories":2414},[47],{"categories":2416},[47],{"categories":2418},[47],{"categories":2420},[123],{"categories":2422},[],{"categories":2424},[47],{"categories":2426},[160],{"categories":2428},[47],{"categories":2430},[217],{"categories":2432},[1434],{"categories":2434},[123],{"categories":2436},[101],{"categories":2438},[101],{"categories":2440},[101],{"categories":2442},[123],{"categories":2444},[123],{"categories":2446},[217],{"categories":2448},[],{"categories":2450},[123],{"categories":2452},[47],{"categories":2454},[83],{"categories":2456},[101],{"categories":2458},[47],{"categories":2460},[123],{"categories":2462},[],{"categories":2464},[47],{"categories":2466},[101],{"categories":2468},[163],{"categories":2470},[47],{"categories":2472},[123],{"categories":2474},[47],{"categories":2476},[101],{"categories":2478},[91],{"categories":2480},[123],{"categories":2482},[91],{"categories":2484},[217],{"categories":2486},[91],{"categories":2488},[47],{"categories":2490},[47],{"categories":2492},[101],{"categories":2494},[47],{"categories":2496},[],{"categories":2498},[86],{"categories":2500},[101],{"categories":2502},[],{"categories":2504},[],{"categories":2506},[47],{"categories":2508},[91],{"categories":2510},[47],{"categories":2512},[2513],"Frameworks & Tooling",{"categories":2515},[47],{"categories":2517},[47],{"categories":2519},[101],{"categories":2521},[47],{"categories":2523},[47],{"categories":2525},[],{"categories":2527},[163],{"categories":2529},[163],{"categories":2531},[83],{"categories":2533},[91],{"categories":2535},[160],{"categories":2537},[],{"categories":2539},[1434],{"categories":2541},[47],{"categories":2543},[101],{"categories":2545},[47],{"categories":2547},[217],{"categories":2549},[217],{"categories":2551},[],{"categories":2553},[91],{"categories":2555},[123],{"categories":2557},[123],{"categories":2559},[47],{"categories":2561},[91],{"categories":2563},[],{"categories":2565},[160],{"categories":2567},[47],{"categories":2569},[47],{"categories":2571},[],{"categories":2573},[47],{"categories":2575},[],{"categories":2577},[101],{"categories":2579},[47],{"categories":2581},[101],{"categories":2583},[217],{"categories":2585},[47],{"categories":2587},[101],{"categories":2589},[86],{"categories":2591},[47],{"categories":2593},[1434],{"categories":2595},[],{"categories":2597},[91],{"categories":2599},[83],{"categories":2601},[83],{"categories":2603},[],{"categories":2605},[91],{"categories":2607},[47],{"categories":2609},[2610],"AI Design Tooling",{"categories":2612},[160],{"categories":2614},[47],{"categories":2616},[47],{"categories":2618},[101],{"categories":2620},[160],{"categories":2622},[47],{"categories":2624},[101],{"categories":2626},[123],{"categories":2628},[94],{"categories":2630},[101],{"categories":2632},[91],{"categories":2634},[],{"categories":2636},[47],{"categories":2638},[47],{"categories":2640},[91],{"categories":2642},[47],{"categories":2644},[47],{"categories":2646},[],{"categories":2648},[91],{"categories":2650},[2513],{"categories":2652},[47],{"categories":2654},[91],{"categories":2656},[91],{"categories":2658},[101],{"categories":2660},[101],{"categories":2662},[],{"categories":2664},[101],{"categories":2666},[47],{"categories":2668},[47],{"categories":2670},[91],{"categories":2672},[86],{"categories":2674},[47],{"categories":2676},[],{"categories":2678},[47],{"categories":2680},[1781],{"categories":2682},[],{"categories":2684},[47],{"categories":2686},[47],{"categories":2688},[],{"categories":2690},[47],{"categories":2692},[47],{"categories":2694},[47],{"categories":2696},[186],{"categories":2698},[123],{"categories":2700},[47],{"categories":2702},[47],{"categories":2704},[1434],{"categories":2706},[83],{"categories":2708},[47],{"categories":2710},[47],{"categories":2712},[163],{"categories":2714},[47],{"categories":2716},[123],{"categories":2718},[91],{"categories":2720},[],{"categories":2722},[47],{"categories":2724},[160],{"categories":2726},[47],{"categories":2728},[186],{"categories":2730},[47],{"categories":2732},[91],{"categories":2734},[],{"categories":2736},[],{"categories":2738},[],{"categories":2740},[83],{"categories":2742},[123],{"categories":2744},[91],{"categories":2746},[47],{"categories":2748},[47],{"categories":2750},[47],{"categories":2752},[324],{"categories":2754},[160],{"categories":2756},[91],{"categories":2758},[47],{"categories":2760},[],{"categories":2762},[91],{"categories":2764},[91],{"categories":2766},[],{"categories":2768},[47],{"categories":2770},[91],{"categories":2772},[47],{"categories":2774},[],{"categories":2776},[47],{"categories":2778},[47],{"categories":2780},[123],{"categories":2782},[160],{"categories":2784},[91],{"categories":2786},[160],{"categories":2788},[91],{"categories":2790},[86],{"categories":2792},[],{"categories":2794},[],{"categories":2796},[47],{"categories":2798},[47],{"categories":2800},[83],{"categories":2802},[91],{"categories":2804},[123],{"categories":2806},[],{"categories":2808},[160],{"categories":2810},[],{"categories":2812},[101],{"categories":2814},[101],{"categories":2816},[160],{"categories":2818},[101],{"categories":2820},[47],{"categories":2822},[],{"categories":2824},[47],{"categories":2826},[47],{"categories":2828},[],{"categories":2830},[186],{"categories":2832},[47],{"categories":2834},[217],{"categories":2836},[101],{"categories":2838},[],{"categories":2840},[91],{"categories":2842},[47],{"categories":2844},[83],{"categories":2846},[415],{"categories":2848},[91],{"categories":2850},[91],{"categories":2852},[47],{"categories":2854},[47],{"categories":2856},[],{"categories":2858},[83],{"categories":2860},[47],{"categories":2862},[86],{"categories":2864},[101],{"categories":2866},[160],{"categories":2868},[],{"categories":2870},[],{"categories":2872},[],{"categories":2874},[91],{"categories":2876},[101],{"categories":2878},[160],{"categories":2880},[123],{"categories":2882},[47],{"categories":2884},[123],{"categories":2886},[91],{"categories":2888},[160],{"categories":2890},[47],{"categories":2892},[],{"categories":2894},[47],{"categories":2896},[112],{"categories":2898},[91],{"categories":2900},[160],{"categories":2902},[123],{"categories":2904},[86],{"categories":2906},[101],{"categories":2908},[47],{"categories":2910},[123],{"categories":2912},[186],{"categories":2914},[],{"categories":2916},[],{"categories":2918},[163],{"categories":2920},[366],{"categories":2922},[47],{"categories":2924},[91],{"categories":2926},[47,101],{"categories":2928},[123],{"categories":2930},[47],{"categories":2932},[47],{"categories":2934},[91],{"categories":2936},[47],{"categories":2938},[91],{"categories":2940},[47],{"categories":2942},[47],{"categories":2944},[],{"categories":2946},[988],{"categories":2948},[101],{"categories":2950},[160],{"categories":2952},[47],{"categories":2954},[47],{"categories":2956},[47],{"categories":2958},[163],{"categories":2960},[91],{"categories":2962},[186],{"categories":2964},[217],{"categories":2966},[],{"categories":2968},[47],{"categories":2970},[86],{"categories":2972},[91],{"categories":2974},[83],{"categories":2976},[91],{"categories":2978},[47],{"categories":2980},[91],{"categories":2982},[94],{"categories":2984},[101],{"categories":2986},[47],{"categories":2988},[47],{"categories":2990},[],{"categories":2992},[],{"categories":2994},[],{"categories":2996},[217],{"categories":2998},[47],{"categories":3000},[123],{"categories":3002},[47],{"categories":3004},[47],{"categories":3006},[47],{"categories":3008},[47],{"categories":3010},[],{"categories":3012},[163],{"categories":3014},[86],{"categories":3016},[91],{"categories":3018},[47],{"categories":3020},[],{"categories":3022},[47],{"categories":3024},[91],{"categories":3026},[47],{"categories":3028},[217],{"categories":3030},[],{"categories":3032},[160],{"categories":3034},[160],{"categories":3036},[],{"categories":3038},[101],{"categories":3040},[47],{"categories":3042},[160],{"categories":3044},[47],{"categories":3046},[86],{"categories":3048},[91],{"categories":3050},[47],{"categories":3052},[],{"categories":3054},[123],{"categories":3056},[47],{"categories":3058},[47],{"categories":3060},[47],{"categories":3062},[160],{"categories":3064},[91],{"categories":3066},[123],{"categories":3068},[],{"categories":3070},[91],{"categories":3072},[91],{"categories":3074},[160],{"categories":3076},[47],{"categories":3078},[47],{"categories":3080},[47],{"categories":3082},[366],{"categories":3084},[47],{"categories":3086},[],{"categories":3088},[47],{"categories":3090},[47],{"categories":3092},[217],{"categories":3094},[123],{"categories":3096},[163],{"categories":3098},[451],{"categories":3100},[163],{"categories":3102},[],{"categories":3104},[],{"categories":3106},[],{"categories":3108},[91],{"categories":3110},[91],{"categories":3112},[101],{"categories":3114},[47],{"categories":3116},[349],{"categories":3118},[101],{"categories":3120},[47],{"categories":3122},[47],{"categories":3124},[47],{"categories":3126},[47],{"categories":3128},[91],{"categories":3130},[],{"categories":3132},[],{"categories":3134},[47],{"categories":3136},[],{"categories":3138},[47],{"categories":3140},[91],{"categories":3142},[160],{"categories":3144},[47],{"categories":3146},[47],{"categories":3148},[],{"categories":3150},[94],{"categories":3152},[47],{"categories":3154},[160],{"categories":3156},[47],{"categories":3158},[91],{"categories":3160},[86],{"categories":3162},[47],{"categories":3164},[186],{"categories":3166},[91],{"categories":3168},[47],{"categories":3170},[709],{"categories":3172},[47],{"categories":3174},[91],{"categories":3176},[47],{"categories":3178},[101],{"categories":3180},[47],{"categories":3182},[415],{"categories":3184},[160],{"categories":3186},[],{"categories":3188},[123],{"categories":3190},[366],{"categories":3192},[91],{"categories":3194},[47],{"categories":3196},[],{"categories":3198},[123],{"categories":3200},[303],{"categories":3202},[91],{"categories":3204},[91],{"categories":3206},[47],{"categories":3208},[47],{"categories":3210},[91],{"categories":3212},[],{"categories":3214},[86],{"categories":3216},[91],{"categories":3218},[],{"categories":3220},[101],{"categories":3222},[47],{"categories":3224},[83],{"categories":3226},[123],{"categories":3228},[217],{"categories":3230},[112],{"categories":3232},[91],{"categories":3234},[91],{"categories":3236},[47],{"categories":3238},[91],{"categories":3240},[83],{"categories":3242},[],{"categories":3244},[47],{"categories":3246},[47],{"categories":3248},[],{"categories":3250},[],{"categories":3252},[160],{"categories":3254},[47,86],{"categories":3256},[91],{"categories":3258},[47],{"categories":3260},[],{"categories":3262},[83],{"categories":3264},[163],{"categories":3266},[86],{"categories":3268},[47],{"categories":3270},[101],{"categories":3272},[47],{"categories":3274},[91],{"categories":3276},[47],{"categories":3278},[47],{"categories":3280},[47],{"categories":3282},[123],{"categories":3284},[988],{"categories":3286},[91],{"categories":3288},[47],{"categories":3290},[],{"categories":3292},[],{"categories":3294},[91],{"categories":3296},[47],{"categories":3298},[217],{"categories":3300},[],{"categories":3302},[47],{"categories":3304},[91],{"categories":3306},[112],{"categories":3308},[91],{"categories":3310},[366],{"categories":3312},[],{"categories":3314},[324],{"categories":3316},[91],{"categories":3318},[47],{"categories":3320},[186],{"categories":3322},[47],{"categories":3324},[163],{"categories":3326},[91],{"categories":3328},[47],{"categories":3330},[366],{"categories":3332},[47],{"categories":3334},[217],{"categories":3336},[],{"categories":3338},[47],{"categories":3340},[186],{"categories":3342},[160],{"categories":3344},[47],{"categories":3346},[47],{"categories":3348},[],{"categories":3350},[186],{"categories":3352},[123],{"categories":3354},[47],{"categories":3356},[47],{"categories":3358},[451],{"categories":3360},[83],{"categories":3362},[47],{"categories":3364},[],{"categories":3366},[],{"categories":3368},[160],{"categories":3370},[47],{"categories":3372},[163],{"categories":3374},[186],{"categories":3376},[91],{"categories":3378},[186],{"categories":3380},[123],{"categories":3382},[],{"categories":3384},[47],{"categories":3386},[],{"categories":3388},[47],{"categories":3390},[470],{"categories":3392},[47],{"categories":3394},[47],{"categories":3396},[91],{"categories":3398},[366],{"categories":3400},[47],{"categories":3402},[47],{"categories":3404},[47],{"categories":3406},[],{"categories":3408},[47,101],{"categories":3410},[123],{"categories":3412},[91],{"categories":3414},[101],{"categories":3416},[91],{"categories":3418},[739],{"categories":3420},[101],{"categories":3422},[47],{"categories":3424},[83],{"categories":3426},[],{"categories":3428},[],{"categories":3430},[91],{"categories":3432},[47],{"categories":3434},[101],{"categories":3436},[83],{"categories":3438},[101],{"categories":3440},[101],{"categories":3442},[47],{"categories":3444},[186],{"categories":3446},[47],{"categories":3448},[101],{"categories":3450},[],{"categories":3452},[47],{"categories":3454},[160,47],{"categories":3456},[217],{"categories":3458},[83],{"categories":3460},[],{"categories":3462},[47],{"categories":3464},[47],{"categories":3466},[86],{"categories":3468},[86],{"categories":3470},[47],{"categories":3472},[47],{"categories":3474},[303],{"categories":3476},[47],{"categories":3478},[101],{"categories":3480},[163],{"categories":3482},[91],{"categories":3484},[47],{"categories":3486},[47],{"categories":3488},[123],{"categories":3490},[186],{"categories":3492},[160],{"categories":3494},[47],{"categories":3496},[47],{"categories":3498},[47],{"categories":3500},[47],{"categories":3502},[83],{"categories":3504},[47],{"categories":3506},[91],{"categories":3508},[91],{"categories":3510},[101],{"categories":3512},[123],{"categories":3514},[101],{"categories":3516},[],{"categories":3518},[],{"categories":3520},[163],{"categories":3522},[47],{"categories":3524},[101],{"categories":3526},[47],{"categories":3528},[160],{"categories":3530},[366],{"categories":3532},[324],{"categories":3534},[303],{"categories":3536},[47],{"categories":3538},[47],{"categories":3540},[47],{"categories":3542},[163],{"categories":3544},[47],{"categories":3546},[47],{"categories":3548},[47],{"categories":3550},[91],{"categories":3552},[83],{"categories":3554},[91],{"categories":3556},[47,86],{"categories":3558},[],{"categories":3560},[160],{"categories":3562},[],{"categories":3564},[94],{"categories":3566},[47],{"categories":3568},[123],{"categories":3570},[83],{"categories":3572},[83],{"categories":3574},[91],{"categories":3576},[91],{"categories":3578},[91],{"categories":3580},[47],{"categories":3582},[47],{"categories":3584},[86],{"categories":3586},[101],{"categories":3588},[186],{"categories":3590},[47],{"categories":3592},[],{"categories":3594},[123],{"categories":3596},[47],{"categories":3598},[47],{"categories":3600},[47],{"categories":3602},[47],{"categories":3604},[47],{"categories":3606},[101],{"categories":3608},[123],{"categories":3610},[101],{"categories":3612},[101],{"categories":3614},[47],{"categories":3616},[47],{"categories":3618},[324],{"categories":3620},[47],{"categories":3622},[91],{"categories":3624},[123],{"categories":3626},[47],{"categories":3628},[47],{"categories":3630},[47],{"categories":3632},[91],{"categories":3634},[47],{"categories":3636},[47],{"categories":3638},[47],{"categories":3640},[2513],{"categories":3642},[3643],"Clinical AI",{"categories":3645},[160],{"categories":3647},[47],{"categories":3649},[47],{"categories":3651},[47],{"categories":3653},[217],{"categories":3655},[1992],{"categories":3657},[47],{"categories":3659},[94],{"categories":3661},[47],{"categories":3663},[91],{"categories":3665},[47],{"categories":3667},[47],{"categories":3669},[123],{"categories":3671},[47],{"categories":3673},[91],{"categories":3675},[186],{"categories":3677},[47],{"categories":3679},[47],{"categories":3681},[86],{"categories":3683},[47],{"categories":3685},[415],{"categories":3687},[47],{"categories":3689},[],{"categories":3691},[47],{"categories":3693},[101],{"categories":3695},[47],{"categories":3697},[],{"categories":3699},[],{"categories":3701},[47],{"categories":3703},[],{"categories":3705},[86],{"categories":3707},[47],{"categories":3709},[91],{"categories":3711},[123],{"categories":3713},[123],{"categories":3715},[123],{"categories":3717},[123],{"categories":3719},[],{"categories":3721},[83],{"categories":3723},[91],{"categories":3725},[123],{"categories":3727},[47],{"categories":3729},[470],{"categories":3731},[94],{"categories":3733},[47],{"categories":3735},[83],{"categories":3737},[91],{"categories":3739},[47],{"categories":3741},[47],{"categories":3743},[47,91],{"categories":3745},[91],{"categories":3747},[217],{"categories":3749},[123],{"categories":3751},[91],{"categories":3753},[123],{"categories":3755},[91],{"categories":3757},[47],{"categories":3759},[],{"categories":3761},[123],{"categories":3763},[186],{"categories":3765},[83],{"categories":3767},[47],{"categories":3769},[47],{"categories":3771},[],{"categories":3773},[101],{"categories":3775},[],{"categories":3777},[83],{"categories":3779},[91],{"categories":3781},[123],{"categories":3783},[47],{"categories":3785},[123],{"categories":3787},[83],{"categories":3789},[123],{"categories":3791},[123],{"categories":3793},[],{"categories":3795},[86],{"categories":3797},[91],{"categories":3799},[123],{"categories":3801},[123],{"categories":3803},[123],{"categories":3805},[123],{"categories":3807},[123],{"categories":3809},[123],{"categories":3811},[123],{"categories":3813},[123],{"categories":3815},[123],{"categories":3817},[123],{"categories":3819},[163],{"categories":3821},[83],{"categories":3823},[47],{"categories":3825},[47],{"categories":3827},[91],{"categories":3829},[91],{"categories":3831},[],{"categories":3833},[47,83],{"categories":3835},[],{"categories":3837},[91],{"categories":3839},[123],{"categories":3841},[91],{"categories":3843},[739],{"categories":3845},[47],{"categories":3847},[47],{"categories":3849},[47],{"categories":3851},[47],{"categories":3853},[303],{"categories":3855},[47],{"categories":3857},[91],{"categories":3859},[86],{"categories":3861},[91],{"categories":3863},[91],{"categories":3865},[],{"categories":3867},[91],{"categories":3869},[160],{"categories":3871},[123],{"categories":3873},[47],{"categories":3875},[],{"categories":3877},[],{"categories":3879},[91],{"categories":3881},[160],{"categories":3883},[47],{"categories":3885},[],{"categories":3887},[47],{"categories":3889},[],{"categories":3891},[186],{"categories":3893},[47],{"categories":3895},[],{"categories":3897},[],{"categories":3899},[123],{"categories":3901},[83],{"categories":3903},[47],{"categories":3905},[47],{"categories":3907},[86],{"categories":3909},[47],{"categories":3911},[47],{"categories":3913},[47],{"categories":3915},[86],{"categories":3917},[160],{"categories":3919},[],{"categories":3921},[47],{"categories":3923},[123],{"categories":3925},[],{"categories":3927},[47],{"categories":3929},[47],{"categories":3931},[160],{"categories":3933},[47],{"categories":3935},[186],{"categories":3937},[47],{"categories":3939},[217],{"categories":3941},[],{"categories":3943},[91],{"categories":3945},[186],{"categories":3947},[101],{"categories":3949},[],{"categories":3951},[47],{"categories":3953},[],{"categories":3955},[91],{"categories":3957},[160],{"categories":3959},[101],{"categories":3961},[],{"categories":3963},[2513],{"categories":3965},[86],{"categories":3967},[83],{"categories":3969},[163],{"categories":3971},[91],{"categories":3973},[160],{"categories":3975},[101],{"categories":3977},[],{"categories":3979},[],{"categories":3981},[47],{"categories":3983},[83],{"categories":3985},[47],{"categories":3987},[186],{"categories":3989},[],{"categories":3991},[91],{"categories":3993},[91],{"categories":3995},[91],{"categories":3997},[47],{"categories":3999},[123],{"categories":4001},[101],{"categories":4003},[47],{"categories":4005},[91],{"categories":4007},[94],{"categories":4009},[47],{"categories":4011},[91],{"categories":4013},[47],{"categories":4015},[94],{"categories":4017},[186],{"categories":4019},[123],{"categories":4021},[],{"categories":4023},[186],{"categories":4025},[],{"categories":4027},[101],{"categories":4029},[91],{"categories":4031},[],{"categories":4033},[47],{"categories":4035},[47],{"categories":4037},[47],{"categories":4039},[47],{"categories":4041},[91],{"categories":4043},[86],{"categories":4045},[83],{"categories":4047},[47],{"categories":4049},[160],{"categories":4051},[101],{"categories":4053},[101],{"categories":4055},[47],{"categories":4057},[163],{"categories":4059},[91],{"categories":4061},[47],{"categories":4063},[91],{"categories":4065},[47],{"categories":4067},[86],{"categories":4069},[160],{"categories":4071},[101],{"categories":4073},[91],{"categories":4075},[47],{"categories":4077},[94],{"categories":4079},[47],{"categories":4081},[91],{"categories":4083},[47],{"categories":4085},[123],{"categories":4087},[],{"categories":4089},[83],{"categories":4091},[47],{"categories":4093},[47],{"categories":4095},[47],{"categories":4097},[101],{"categories":4099},[47],{"categories":4101},[101],{"categories":4103},[47],{"categories":4105},[91],{"categories":4107},[47],{"categories":4109},[47],{"categories":4111},[47],{"categories":4113},[47],{"categories":4115},[],{"categories":4117},[47],{"categories":4119},[160],{"categories":4121},[86],{"categories":4123},[123],{"categories":4125},[91],{"categories":4127},[47],{"categories":4129},[47],{"categories":4131},[160],{"categories":4133},[91],{"categories":4135},[47],{"categories":4137},[186],{"categories":4139},[47],{"categories":4141},[163],{"categories":4143},[47],{"categories":4145},[47],{"categories":4147},[123],{"categories":4149},[47],{"categories":4151},[47],{"categories":4153},[91],{"categories":4155},[217],{"categories":4157},[47],{"categories":4159},[101],{"categories":4161},[91],{"categories":4163},[163],{"categories":4165},[],{"categories":4167},[91],{"categories":4169},[101],{"categories":4171},[47],{"categories":4173},[1856],{"categories":4175},[160],{"categories":4177},[244],{"categories":4179},[47],{"categories":4181},[83],{"categories":4183},[101],{"categories":4185},[86],{"categories":4187},[101],{"categories":4189},[47],{"categories":4191},[],{"categories":4193},[91],{"categories":4195},[91],{"categories":4197},[47],{"categories":4199},[47],{"categories":4201},[163],{"categories":4203},[],{"categories":4205},[123],{"categories":4207},[],{"categories":4209},[123],{"categories":4211},[47],{"categories":4213},[47],{"categories":4215},[91],{"categories":4217},[91],{"categories":4219},[91],{"categories":4221},[],{"categories":4223},[123],{"categories":4225},[47],{"categories":4227},[],{"categories":4229},[47],{"categories":4231},[47],{"categories":4233},[],{"categories":4235},[160],{"categories":4237},[101],{"categories":4239},[91],{"categories":4241},[47],{"categories":4243},[47],{"categories":4245},[186],{"categories":4247},[47],{"categories":4249},[47],{"categories":4251},[83],{"categories":4253},[],{"categories":4255},[47],{"categories":4257},[47],{"categories":4259},[],{"categories":4261},[83],{"categories":4263},[123],{"categories":4265},[101],{"categories":4267},[366],{"categories":4269},[47],{"categories":4271},[47],{"categories":4273},[47],{"categories":4275},[101],{"categories":4277},[123],{"categories":4279},[160],{"categories":4281},[47],{"categories":4283},[47],{"categories":4285},[47],{"categories":4287},[123],{"categories":4289},[160],{"categories":4291},[47],{"categories":4293},[123],{"categories":4295},[160],{"categories":4297},[47],{"categories":4299},[123],{"categories":4301},[91],{"categories":4303},[91],{"categories":4305},[91],{"categories":4307},[101],{"categories":4309},[123],{"categories":4311},[91],{"categories":4313},[91],{"categories":4315},[47],{"categories":4317},[101],{"categories":4319},[160],{"categories":4321},[47],{"categories":4323},[],{"categories":4325},[91],{"categories":4327},[],{"categories":4329},[],{"categories":4331},[],{"categories":4333},[91],{"categories":4335},[86],{"categories":4337},[91],{"categories":4339},[4340],"Liability & Ethics",{"categories":4342},[47],{"categories":4344},[91],{"categories":4346},[83],{"categories":4348},[91],{"categories":4350},[86],{"categories":4352},[186],{"categories":4354},[91],{"categories":4356},[],{"categories":4358},[451],{"categories":4360},[91],{"categories":4362},[],{"categories":4364},[83],{"categories":4366},[91],{"categories":4368},[],{"categories":4370},[91],{"categories":4372},[47],{"categories":4374},[47],{"categories":4376},[123],{"categories":4378},[47],{"categories":4380},[47],{"categories":4382},[91],{"categories":4384},[47],{"categories":4386},[47],{"categories":4388},[123],{"categories":4390},[91],{"categories":4392},[101],{"categories":4394},[160],{"categories":4396},[83],{"categories":4398},[47],{"categories":4400},[],{"categories":4402},[91],{"categories":4404},[91],{"categories":4406},[366],{"categories":4408},[160],{"categories":4410},[217],{"categories":4412},[123],{"categories":4414},[47],{"categories":4416},[160],{"categories":4418},[47],{"categories":4420},[83],{"categories":4422},[],{"categories":4424},[91],{"categories":4426},[47],{"categories":4428},[47],{"categories":4430},[91],{"categories":4432},[47],{"categories":4434},[160],{"categories":4436},[],{"categories":4438},[91],{"categories":4440},[94],{"categories":4442},[123],{"categories":4444},[91],{"categories":4446},[86],{"categories":4448},[],{"categories":4450},[47],{"categories":4452},[94],{"categories":4454},[47],{"categories":4456},[91],{"categories":4458},[123],{"categories":4460},[83],{"categories":4462},[217],{"categories":4464},[47],{"categories":4466},[47],{"categories":4468},[47],{"categories":4470},[123],{"categories":4472},[86],{"categories":4474},[47],{"categories":4476},[160],{"categories":4478},[123],{"categories":4480},[217],{"categories":4482},[47],{"categories":4484},[91],{"categories":4486},[],{"categories":4488},[415],{"categories":4490},[],{"categories":4492},[47],{"categories":4494},[217],{"categories":4496},[163],{"categories":4498},[91],{"categories":4500},[91],{"categories":4502},[4503],"Design News & Tools",{"categories":4505},[47],{"categories":4507},[123],{"categories":4509},[47],{"categories":4511},[83],{"categories":4513},[47],{"categories":4515},[160],{"categories":4517},[91],{"categories":4519},[91],{"categories":4521},[47],{"categories":4523},[366],{"categories":4525},[47],{"categories":4527},[366],{"categories":4529},[186],{"categories":4531},[47],{"categories":4533},[91],{"categories":4535},[],{"categories":4537},[47],{"categories":4539},[47],{"categories":4541},[47],{"categories":4543},[123],{"categories":4545},[83],{"categories":4547},[],{"categories":4549},[47],{"categories":4551},[47],{"categories":4553},[101],{"categories":4555},[470],{"categories":4557},[101],{"categories":4559},[160],{"categories":4561},[47],{"categories":4563},[47,91],{"categories":4565},[186,86],{"categories":4567},[47],{"categories":4569},[47],{"categories":4571},[47],{"categories":4573},[],{"categories":4575},[91],{"categories":4577},[],{"categories":4579},[101],{"categories":4581},[47],{"categories":4583},[101],{"categories":4585},[],{"categories":4587},[91],{"categories":4589},[47],{"categories":4591},[123],{"categories":4593},[47],{"categories":4595},[],{"categories":4597},[91],{"categories":4599},[47],{"categories":4601},[],{"categories":4603},[160],{"categories":4605},[47],{"categories":4607},[91],{"categories":4609},[47],{"categories":4611},[47],{"categories":4613},[83],{"categories":4615},[91],{"categories":4617},[47],{"categories":4619},[],{"categories":4621},[217],{"categories":4623},[186],{"categories":4625},[86],{"categories":4627},[86],{"categories":4629},[47],{"categories":4631},[83],{"categories":4633},[83],{"categories":4635},[47],{"categories":4637},[91],{"categories":4639},[47],{"categories":4641},[47],{"categories":4643},[47],{"categories":4645},[101],{"categories":4647},[47],{"categories":4649},[83],{"categories":4651},[91],{"categories":4653},[47],{"categories":4655},[186],{"categories":4657},[47],{"categories":4659},[123],{"categories":4661},[47],{"categories":4663},[47],{"categories":4665},[91],{"categories":4667},[47],{"categories":4669},[],{"categories":4671},[101],{"categories":4673},[],{"categories":4675},[101],{"categories":4677},[91],{"categories":4679},[83],{"categories":4681},[],{"categories":4683},[163],{"categories":4685},[217],{"categories":4687},[47],{"categories":4689},[101],{"categories":4691},[47],{"categories":4693},[],{"categories":4695},[123],{"categories":4697},[91],{"categories":4699},[101],{"categories":4701},[160],{"categories":4703},[47],{"categories":4705},[91],{"categories":4707},[101],{"categories":4709},[91],{"categories":4711},[123],{"categories":4713},[47],{"categories":4715},[83],{"categories":4717},[123],{"categories":4719},[101],{"categories":4721},[47],{"categories":4723},[160],{"categories":4725},[86],{"categories":4727},[47],{"categories":4729},[47],{"categories":4731},[47],{"categories":4733},[47],{"categories":4735},[47],{"categories":4737},[91],{"categories":4739},[47],{"categories":4741},[91],{"categories":4743},[47],{"categories":4745},[47],{"categories":4747},[83],{"categories":4749},[47],{"categories":4751},[91],{"categories":4753},[91],{"categories":4755},[160],{"categories":4757},[91],{"categories":4759},[91],{"categories":4761},[83],{"categories":4763},[91],{"categories":4765},[160],{"categories":4767},[],{"categories":4769},[47],{"categories":4771},[163],{"categories":4773},[366],{"categories":4775},[47],{"categories":4777},[47],{"categories":4779},[47],{"categories":4781},[101],{"categories":4783},[],{"categories":4785},[91],{"categories":4787},[186],{"categories":4789},[47],{"categories":4791},[123],{"categories":4793},[91],{"categories":4795},[47],{"categories":4797},[186],{"categories":4799},[91],{"categories":4801},[86],{"categories":4803},[86],{"categories":4805},[47],{"categories":4807},[47],{"categories":4809},[47],{"categories":4811},[83],{"categories":4813},[],{"categories":4815},[47],{"categories":4817},[91],{"categories":4819},[91],{"categories":4821},[47],{"categories":4823},[47],{"categories":4825},[47],{"categories":4827},[101],{"categories":4829},[],{"categories":4831},[83],{"categories":4833},[47],{"categories":4835},[47],{"categories":4837},[91],{"categories":4839},[91],{"categories":4841},[],{"categories":4843},[101],{"categories":4845},[101],{"categories":4847},[47],{"categories":4849},[186],{"categories":4851},[86],{"categories":4853},[160],{"categories":4855},[],{"categories":4857},[47],{"categories":4859},[91],{"categories":4861},[83],{"categories":4863},[47],{"categories":4865},[101],{"categories":4867},[83],{"categories":4869},[123],{"categories":4871},[163],{"categories":4873},[123],{"categories":4875},[91],{"categories":4877},[],{"categories":4879},[123],{"categories":4881},[91],{"categories":4883},[160],{"categories":4885},[163],{"categories":4887},[47],{"categories":4889},[],{"categories":4891},[91],{"categories":4893},[2513],{"categories":4895},[123],{"categories":4897},[101],{"categories":4899},[47],{"categories":4901},[47],{"categories":4903},[86],{"categories":4905},[47],{"categories":4907},[83],{"categories":4909},[1434],{"categories":4911},[217],{"categories":4913},[83],{"categories":4915},[],{"categories":4917},[],{"categories":4919},[123],{"categories":4921},[91],{"categories":4923},[123],{"categories":4925},[],{"categories":4927},[91],{"categories":4929},[91],{"categories":4931},[91],{"categories":4933},[],{"categories":4935},[47],{"categories":4937},[],{"categories":4939},[123],{"categories":4941},[83],{"categories":4943},[160],{"categories":4945},[47],{"categories":4947},[91],{"categories":4949},[123],{"categories":4951},[47],{"categories":4953},[123],{"categories":4955},[],{"categories":4957},[123],{"categories":4959},[83],{"categories":4961},[366],{"categories":4963},[91],{"categories":4965},[47],{"categories":4967},[],{"categories":4969},[101],{"categories":4971},[91],{"categories":4973},[94],{"categories":4975},[91],{"categories":4977},[83],{"categories":4979},[],{"categories":4981},[],{"categories":4983},[],{"categories":4985},[160],{"categories":4987},[91],{"categories":4989},[47],{"categories":4991},[47],{"categories":4993},[],{"categories":4995},[],{"categories":4997},[],{"categories":4999},[160],{"categories":5001},[47],{"categories":5003},[],{"categories":5005},[91],{"categories":5007},[47],{"categories":5009},[83],{"categories":5011},[],{"categories":5013},[],{"categories":5015},[160],{"categories":5017},[47],{"categories":5019},[123],{"categories":5021},[],{"categories":5023},[186],{"categories":5025},[123],{"categories":5027},[186],{"categories":5029},[163],{"categories":5031},[47],{"categories":5033},[47],{"categories":5035},[],{"categories":5037},[],{"categories":5039},[91],{"categories":5041},[],{"categories":5043},[47],{"categories":5045},[366],{"categories":5047},[47],{"categories":5049},[47],{"categories":5051},[47],{"categories":5053},[],{"categories":5055},[91],{"categories":5057},[47],{"categories":5059},[47],{"categories":5061},[],{"categories":5063},[91],{"categories":5065},[47],{"categories":5067},[123],{"categories":5069},[47],{"categories":5071},[186],{"categories":5073},[86],{"categories":5075},[47],{"categories":5077},[47],{"categories":5079},[91],{"categories":5081},[163],{"categories":5083},[91],{"categories":5085},[91],{"categories":5087},[],{"categories":5089},[],{"categories":5091},[47],{"categories":5093},[],{"categories":5095},[123],{"categories":5097},[86],{"categories":5099},[],{"categories":5101},[],{"categories":5103},[160],{"categories":5105},[83],{"categories":5107},[],{"categories":5109},[86],{"categories":5111},[186],{"categories":5113},[47],{"categories":5115},[101],{"categories":5117},[83],{"categories":5119},[163],{"categories":5121},[86],{"categories":5123},[101],{"categories":5125},[101],{"categories":5127},[],{"categories":5129},[47],{"categories":5131},[],{"categories":5133},[91],{"categories":5135},[83],{"categories":5137},[160],{"categories":5139},[47],{"categories":5141},[83],{"categories":5143},[91],{"categories":5145},[217],{"categories":5147},[47],{"categories":5149},[47],{"categories":5151},[47],{"categories":5153},[83],{"categories":5155},[163],{"categories":5157},[91],{"categories":5159},[],{"categories":5161},[47],{"categories":5163},[101],{"categories":5165},[123],{"categories":5167},[101],{"categories":5169},[47],{"categories":5171},[94],{"categories":5173},[],{"categories":5175},[160],{"categories":5177},[123],{"categories":5179},[83],{"categories":5181},[91],{"categories":5183},[47],{"categories":5185},[47],{"categories":5187},[91],{"categories":5189},[47],{"categories":5191},[47],{"categories":5193},[86],{"categories":5195},[91],{"categories":5197},[91,217],{"categories":5199},[91],{"categories":5201},[101],{"categories":5203},[47],{"categories":5205},[47],{"categories":5207},[163],{"categories":5209},[91],{"categories":5211},[186],{"categories":5213},[91],{"categories":5215},[86],{"categories":5217},[],{"categories":5219},[91],{"categories":5221},[47],{"categories":5223},[86],{"categories":5225},[],{"categories":5227},[],{"categories":5229},[101],{"categories":5231},[47],{"categories":5233},[47],{"categories":5235},[91],{"categories":5237},[163],{"categories":5239},[186],{"categories":5241},[47],{"categories":5243},[47],{"categories":5245},[91],{"categories":5247},[],{"categories":5249},[91],{"categories":5251},[123],{"categories":5253},[91],{"categories":5255},[],{"categories":5257},[123],{"categories":5259},[101],{"categories":5261},[2513],{"categories":5263},[83],{"categories":5265},[101],{"categories":5267},[47],{"categories":5269},[91],{"categories":5271},[47],{"categories":5273},[47],{"categories":5275},[186],{"categories":5277},[101],{"categories":5279},[],{"categories":5281},[123],{"categories":5283},[47],{"categories":5285},[],{"categories":5287},[91],{"categories":5289},[47],{"categories":5291},[47],{"categories":5293},[47],{"categories":5295},[91],{"categories":5297},[47],{"categories":5299},[47],{"categories":5301},[94],{"categories":5303},[91],{"categories":5305},[47],{"categories":5307},[47],{"categories":5309},[47],{"categories":5311},[47],{"categories":5313},[47],{"categories":5315},[47],{"categories":5317},[86],{"categories":5319},[],{"categories":5321},[94],{"categories":5323},[123],{"categories":5325},[91],{"categories":5327},[47],{"categories":5329},[101],{"categories":5331},[],{"categories":5333},[101],{"categories":5335},[101],{"categories":5337},[91],{"categories":5339},[101],{"categories":5341},[47],{"categories":5343},[47],{"categories":5345},[101],{"categories":5347},[47],{"categories":5349},[91],{"categories":5351},[123],{"categories":5353},[47],{"categories":5355},[47],{"categories":5357},[47],{"categories":5359},[86],{"categories":5361},[47],{"categories":5363},[91],{"categories":5365},[160],{"categories":5367},[],{"categories":5369},[47],{"categories":5371},[163],{"categories":5373},[91],{"categories":5375},[47],{"categories":5377},[],{"categories":5379},[47],{"categories":5381},[47],{"categories":5383},[123],{"categories":5385},[47],{"categories":5387},[47],{"categories":5389},[91],{"categories":5391},[186],{"categories":5393},[],{"categories":5395},[],{"categories":5397},[101],{"categories":5399},[123],{"categories":5401},[101],{"categories":5403},[123],{"categories":5405},[47],{"categories":5407},[186],{"categories":5409},[47],{"categories":5411},[83],{"categories":5413},[91],{"categories":5415},[47],{"categories":5417},[91],{"categories":5419},[91],{"categories":5421},[47],{"categories":5423},[86],{"categories":5425},[],{"categories":5427},[163],{"categories":5429},[47],{"categories":5431},[],{"categories":5433},[123],{"categories":5435},[47],{"categories":5437},[163],{"categories":5439},[47],{"categories":5441},[101],{"categories":5443},[101],{"categories":5445},[101],{"categories":5447},[91],{"categories":5449},[91],{"categories":5451},[91],{"categories":5453},[47],{"categories":5455},[47],{"categories":5457},[160],{"categories":5459},[163],{"categories":5461},[163],{"categories":5463},[],{"categories":5465},[123],{"categories":5467},[47],{"categories":5469},[47],{"categories":5471},[101],{"categories":5473},[],{"categories":5475},[123],{"categories":5477},[123],{"categories":5479},[123],{"categories":5481},[],{"categories":5483},[91],{"categories":5485},[47],{"categories":5487},[],{"categories":5489},[83],{"categories":5491},[86],{"categories":5493},[],{"categories":5495},[47],{"categories":5497},[47],{"categories":5499},[],{"categories":5501},[101],{"categories":5503},[],{"categories":5505},[],{"categories":5507},[],{"categories":5509},[],{"categories":5511},[47],{"categories":5513},[123],{"categories":5515},[],{"categories":5517},[],{"categories":5519},[47],{"categories":5521},[47],{"categories":5523},[47],{"categories":5525},[163],{"categories":5527},[47],{"categories":5529},[163],{"categories":5531},[],{"categories":5533},[163],{"categories":5535},[163],{"categories":5537},[217],{"categories":5539},[91],{"categories":5541},[101],{"categories":5543},[],{"categories":5545},[],{"categories":5547},[163],{"categories":5549},[101],{"categories":5551},[101],{"categories":5553},[101],{"categories":5555},[],{"categories":5557},[83],{"categories":5559},[101],{"categories":5561},[101],{"categories":5563},[83],{"categories":5565},[101],{"categories":5567},[86],{"categories":5569},[101],{"categories":5571},[101],{"categories":5573},[101],{"categories":5575},[163],{"categories":5577},[123],{"categories":5579},[123],{"categories":5581},[47],{"categories":5583},[101],{"categories":5585},[163],{"categories":5587},[217],{"categories":5589},[163],{"categories":5591},[163],{"categories":5593},[163],{"categories":5595},[],{"categories":5597},[86],{"categories":5599},[],{"categories":5601},[217],{"categories":5603},[101],{"categories":5605},[101],{"categories":5607},[101],{"categories":5609},[91],{"categories":5611},[123,86],{"categories":5613},[163],{"categories":5615},[],{"categories":5617},[],{"categories":5619},[163],{"categories":5621},[],{"categories":5623},[163],{"categories":5625},[123],{"categories":5627},[91],{"categories":5629},[],{"categories":5631},[101],{"categories":5633},[47],{"categories":5635},[160],{"categories":5637},[],{"categories":5639},[47],{"categories":5641},[],{"categories":5643},[123],{"categories":5645},[83],{"categories":5647},[163],{"categories":5649},[],{"categories":5651},[101],{"categories":5653},[123],[5655,5746,5800,5846],{"id":5656,"title":5657,"ai":5658,"body":5663,"categories":5722,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5723,"navigation":63,"path":5734,"published_at":5735,"question":48,"scraped_at":5735,"seo":5736,"sitemap":5737,"source_id":5738,"source_name":69,"source_type":70,"source_url":5729,"stem":5739,"tags":5740,"thumbnail_url":48,"tldr":5743,"tweet":48,"unknown_tags":5744,"__hash__":5745},"summaries\u002Fsummaries\u002F6919176aa6d744df-personality-engineering-a-new-framework-for-ai-neg-summary.md","Personality Engineering: A New Framework for AI Negotiation Agents",{"provider":7,"model":8,"input_tokens":5659,"output_tokens":5660,"processing_time_ms":5661,"cost_usd":5662},5516,475,2784,0.0020915,{"type":14,"value":5664,"toc":5717},[5665,5669,5672,5676,5679,5702,5706],[17,5666,5668],{"id":5667},"the-challenge-of-controlled-negotiation-research","The Challenge of Controlled Negotiation Research",[22,5670,5671],{},"Traditional negotiation theory posits that successful outcomes require a delicate balance between competing interpersonal demands: empathy versus assertion, concern for others versus self-interest, and being 'soft on the people' while remaining 'hard on the problem.' Human subjects often struggle to maintain these balances consistently, making it difficult for researchers to isolate variables and test theoretical prescriptions under controlled conditions.",[17,5673,5675],{"id":5674},"personality-engineering-as-a-methodology","Personality Engineering as a Methodology",[22,5677,5678],{},"Vaccaro and Curhan introduce 'personality engineering' to overcome these human limitations. By using AI agents, researchers can precisely parameterize, manipulate, and evaluate specific personality traits. This methodology allows for:",[5680,5681,5682,5690,5696],"ul",{},[5683,5684,5685,5689],"li",{},[5686,5687,5688],"strong",{},"Precision:"," Fine-tuning agent behavior to specific personality profiles.",[5683,5691,5692,5695],{},[5686,5693,5694],{},"Consistency:"," Ensuring agents maintain a stable persona throughout an entire negotiation.",[5683,5697,5698,5701],{},[5686,5699,5700],{},"Scalability:"," Running thousands of controlled iterations to test theoretical outcomes.",[17,5703,5705],{"id":5704},"the-interpersonal-circumplex-coordinate-system","The Interpersonal Circumplex Coordinate System",[22,5707,5708,5709,5712,5713,5716],{},"The authors propose the 'interpersonal circumplex' as the foundational coordinate system for this field. This model maps personality along two primary axes: ",[5686,5710,5711],{},"warmth"," and ",[5686,5714,5715],{},"dominance",". By using these two dimensions, researchers can create a standardized grid for designing AI agents, allowing for rigorous, replicable experiments that test how varying levels of warmth and dominance impact negotiation success. This framework serves as both a scientific tool for testing existing theories and a practical design guide for developers building AI negotiation agents.",{"title":40,"searchDepth":41,"depth":41,"links":5718},[5719,5720,5721],{"id":5667,"depth":41,"text":5668},{"id":5674,"depth":41,"text":5675},{"id":5704,"depth":41,"text":5705},[47],{"content_references":5724,"triage":5731},[5725],{"type":5726,"title":5727,"author":5728,"url":5729,"context":5730},"other","Personality Engineering with AI Agents: A New Methodology for Negotiation Research","Michelle A. Vaccaro and Jared R. Curhan","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.20554","cited",{"relevance":60,"novelty":60,"quality":60,"actionability":59,"composite":5732,"reasoning":5733},3.8,"Category: AI & LLMs. The article introduces a new framework for AI negotiation agents, addressing a specific audience pain point related to AI agent behavior in practical applications. It provides insights into personality engineering, which can help developers design more effective negotiation agents, though it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F6919176aa6d744df-personality-engineering-a-new-framework-for-ai-neg-summary","2026-05-22 07:00:20",{"title":5657,"description":40},{"loc":5734},"6919176aa6d744df","summaries\u002F6919176aa6d744df-personality-engineering-a-new-framework-for-ai-neg-summary",[74,75,5741,5742],"negotiation","behavioral-science","Researchers propose 'personality engineering' using the interpersonal circumplex model to parameterize and test AI agent behavior in controlled negotiation experiments.",[75,5741,5742],"JXlleqodMcIecffVjIPtIyHh-58NPlyl2lFdZyCBvz0",{"id":5747,"title":5748,"ai":5749,"body":5755,"categories":5786,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5787,"navigation":63,"path":5788,"published_at":5789,"question":48,"scraped_at":48,"seo":5790,"sitemap":5791,"source_id":5792,"source_name":5793,"source_type":70,"source_url":5794,"stem":5795,"tags":5796,"thumbnail_url":48,"tldr":5797,"tweet":48,"unknown_tags":5798,"__hash__":5799},"summaries\u002Fsummaries\u002F15yo-quantum-phd-prodigy-targets-ai-longevity-summary.md","15yo Quantum PhD Prodigy Targets AI Longevity",{"provider":7,"model":5750,"input_tokens":5751,"output_tokens":5752,"processing_time_ms":5753,"cost_usd":5754},"x-ai\u002Fgrok-4.1-fast",6159,1535,13473,0.0019768,{"type":14,"value":5756,"toc":5781},[5757,5761,5764,5768,5771,5775,5778],[17,5758,5760],{"id":5759},"accelerated-path-unlocks-frontier-research","Accelerated Path Unlocks Frontier Research",[22,5762,5763],{},"Finish high school at 8, bachelor's in physics (3-year program) in 18 months at 11, master's on Hawking radiation and Bose-Einstein condensates at 12, PhD defended November 17, 2025, at University of Antwerp. IQ 145 (top 0.1%), photographic memory, supported by family prioritizing both scientist and child. Institutions accelerated: primary at 4, university admission as child, no special provisions for PhD.",[17,5765,5767],{"id":5766},"bose-polarons-in-exotic-quantum-states","Bose Polarons in Exotic Quantum States",[22,5769,5770],{},"Thesis \"Bose polarons in superfluids and supersolids\" models impurity particles in Bose-Einstein condensates—atoms cooled to billionths of a degree above absolute zero, forming fifth state of matter (predicted 1920s, achieved 1995). Polarons gain effective mass\u002Fenergy from medium interactions, studied in superfluids (frictionless flow) and supersolids (crystal order + superfluidity, confirmed 2019). Uses advanced theory for many-body quantum systems; supervised by leading Antwerp researchers, peer-reviewed preprints. Internship at Max Planck Quantum Optics.",[17,5772,5774],{"id":5773},"ai-for-transformational-human-enhancement","AI for Transformational Human Enhancement",[22,5776,5777],{},"Second PhD at Munich in medical science\u002FAI: thesis \"Creating a superhuman by defeating aging.\" Targets longevity mechanisms (senescent cells, telomere shortening, mitochondrial dysfunction, proteostatic collapse) via AI-driven biology. Enhancement types: therapeutic (restore baseline), elective (improve beyond norm), transformational (reengineer traits). Quantum background aids modeling quantum biology (photosynthesis, enzymes, neurons). Motivated by grandparents' death at 11: extend immortality for others. Field funded billions in 2025 (Stanford, Broad, Max Planck, biotechs).",[22,5779,5780],{},"Prodigy risks: Lacks life experience for ethical decisions in AI\u002Fbiology enhancement; needs guardrails on testing, access, side effects.",{"title":40,"searchDepth":41,"depth":41,"links":5782},[5783,5784,5785],{"id":5759,"depth":41,"text":5760},{"id":5766,"depth":41,"text":5767},{"id":5773,"depth":41,"text":5774},[123],{},"\u002Fsummaries\u002F15yo-quantum-phd-prodigy-targets-ai-longevity-summary","2026-04-08 21:21:18",{"title":5748,"description":40},{"loc":5788},"591662abc3044d92","Generative AI","https:\u002F\u002Funknown","summaries\u002F15yo-quantum-phd-prodigy-targets-ai-longevity-summary",[74],"Laurent Simons defended quantum physics PhD at 15 on Bose polarons; now pursues second PhD using AI to defeat aging and create superhumans.",[],"41bE6xcm4b-OjYbYeJWKuRddUpBJ-xqRI9MnRb4A_co",{"id":5801,"title":5802,"ai":5803,"body":5808,"categories":5834,"created_at":48,"date_modified":48,"description":5812,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5835,"navigation":63,"path":5836,"published_at":5789,"question":48,"scraped_at":48,"seo":5837,"sitemap":5838,"source_id":5839,"source_name":5840,"source_type":70,"source_url":5794,"stem":5841,"tags":5842,"thumbnail_url":48,"tldr":5843,"tweet":48,"unknown_tags":5844,"__hash__":5845},"summaries\u002Fsummaries\u002Ft-states-enable-fault-tolerant-topological-qubits-summary.md","T States Enable Fault-Tolerant Topological Qubits",{"provider":7,"model":5750,"input_tokens":5804,"output_tokens":5805,"processing_time_ms":5806,"cost_usd":5807},3621,1195,12584,0.0008513,{"type":14,"value":5809,"toc":5830},[5810,5813,5817,5820,5824,5827],[22,5811,5812],{},"This paywalled, incomplete article introduces topological quantum computing's T states (topological states) as a solution to quantum fragility. It teaches that these states harness topology to produce fault-tolerant qubits that resist errors and decoherence, enabling scalable machines.",[17,5814,5816],{"id":5815},"how-t-states-resist-quantum-errors","How T States Resist Quantum Errors",[22,5818,5819],{},"T states rely on exotic particles—Majorana fermions and non-Abelian anyons—to encode quantum information topologically. Unlike standard qubits, which decohere easily from environmental noise, T states protect data through global properties of the system rather than local ones, making local disturbances irrelevant. This fault tolerance addresses quantum computing's core weakness: fragility during operations.",[17,5821,5823],{"id":5822},"lab-path-to-hybrid-topological-states","Lab Path to Hybrid Topological States",[22,5825,5826],{},"The author recounts university experiments twisting layers of molybdenum ditelluride (MoTe2) under a scanning tunneling microscope to generate hybrid topological states. These serve as the foundation for practical topological qubits, blending excitement with the challenges of coaxing out these configurations.",[22,5828,5829],{},"Content cuts off abruptly, limiting deeper techniques or breakthroughs to the paywalled section.",{"title":40,"searchDepth":41,"depth":41,"links":5831},[5832,5833],{"id":5815,"depth":41,"text":5816},{"id":5822,"depth":41,"text":5823},[123],{},"\u002Fsummaries\u002Ft-states-enable-fault-tolerant-topological-qubits-summary",{"title":5802,"description":5812},{"loc":5836},"55af7ea6eabbcb7f","AI Simplified in Plain English","summaries\u002Ft-states-enable-fault-tolerant-topological-qubits-summary",[74],"Topological T states leverage Majorana fermions and non-Abelian anyons to create error- and decoherence-resistant qubits for scalable quantum computers.",[],"B3gfLrKZzWAd-b28hc6ou_BBQhlAoFsmzFqZF9YOPBk",{"id":5847,"title":5848,"ai":5849,"body":5854,"categories":5885,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5886,"navigation":63,"path":5900,"published_at":5901,"question":48,"scraped_at":5901,"seo":5902,"sitemap":5903,"source_id":5904,"source_name":69,"source_type":70,"source_url":5905,"stem":5906,"tags":5907,"thumbnail_url":48,"tldr":5910,"tweet":48,"unknown_tags":5911,"__hash__":5912},"summaries\u002Fsummaries\u002Ff691a6df62000de9-specialized-clinical-ai-outperforms-general-models-summary.md","Specialized Clinical AI Outperforms General Models in Real-World Use",{"provider":7,"model":8,"input_tokens":5850,"output_tokens":5851,"processing_time_ms":5852,"cost_usd":5853},6338,651,3786,0.002561,{"type":14,"value":5855,"toc":5880},[5856,5860,5863,5867,5870,5873,5877],[17,5857,5859],{"id":5858},"the-gap-between-benchmarks-and-clinical-reality","The Gap Between Benchmarks and Clinical Reality",[22,5861,5862],{},"Most evaluations of clinical AI rely on hypothetical or exam-style questions, which fail to capture the complexity of actual medical practice. This study introduces the Real-world Point-Of-Care Queries (Real-POCQi) benchmark, consisting of 620 authentic questions submitted by physicians across 30 specialties. By comparing these against 187 questions from the existing HealthBench dataset, the researchers provide a more accurate assessment of how AI performs when doctors need immediate, reliable decision support.",[17,5864,5866],{"id":5865},"specialized-engineering-vs-general-purpose-models","Specialized Engineering vs. General-Purpose Models",[22,5868,5869],{},"The study conducted a head-to-head, blinded evaluation involving 149 practicing physicians who compared answers from three frontier general-purpose models (Claude Opus 4.8, Gemini 3.1 Pro, and GPT-5.5) against a specialized clinical tool (OpenEvidence). The specialized tool consistently outperformed general-purpose models across five critical dimensions: accuracy, clinical utility, source quality, verifiability, and completeness. The win margins for the specialized tool ranged from 25 to 39 percentage points (p\u003C0.001).",[22,5871,5872],{},"These results suggest that while general-purpose models are capable, targeted engineering—such as specialized retrieval, citation management, and clinical customization—provides a measurable and significant performance advantage in high-stakes medical environments. Furthermore, the study found that while LLM-based judges can be useful, they systematically differ from human experts, reinforcing the necessity of using domain-specialized human graders for clinical AI validation.",[17,5874,5876],{"id":5875},"implications-for-ai-evaluation","Implications for AI Evaluation",[22,5878,5879],{},"The authors argue that the field must shift toward evaluation frameworks that mirror real-world query distributions. Relying on static, exam-style benchmarks is insufficient for validating tools intended for clinical decision support. By releasing the Real-POCQi dataset, the researchers aim to provide a standard for future development that prioritizes the specific needs of modern, specialized medicine.",{"title":40,"searchDepth":41,"depth":41,"links":5881},[5882,5883,5884],{"id":5858,"depth":41,"text":5859},{"id":5865,"depth":41,"text":5866},{"id":5875,"depth":41,"text":5876},[47],{"content_references":5887,"triage":5898},[5888,5893,5895],{"type":5889,"title":5890,"author":5891,"context":5892},"dataset","Real-world Point-Of-Care Queries (Real-POCQi)","Jean Feng et al.","recommended",{"type":5726,"title":5894,"context":5730},"HealthBench",{"type":5896,"title":5897,"context":57},"tool","OpenEvidence",{"relevance":59,"novelty":60,"quality":60,"actionability":41,"composite":61,"reasoning":5899},"Category: AI & LLMs. The article discusses the performance of specialized clinical AI tools versus general models, which is relevant to AI engineering and evaluation. While it presents new insights into the effectiveness of specialized models, it lacks specific actionable steps for product builders to implement these findings in their work.","\u002Fsummaries\u002Ff691a6df62000de9-specialized-clinical-ai-outperforms-general-models-summary","2026-06-30 12:57:19",{"title":5848,"description":40},{"loc":5900},"f691a6df62000de9","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.28960","summaries\u002Ff691a6df62000de9-specialized-clinical-ai-outperforms-general-models-summary",[74,5908,5909],"ai-llms","healthcare","A study of 620 real-world clinical queries shows that specialized AI tools significantly outperform general-purpose models across accuracy, utility, and verifiability, highlighting the need for domain-specific evaluation.",[5908,5909],"nQbXK06AF97slRo71C1AeoyI7r8RekNrqB-EuaPOA6A"]