[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-d6a39e9071049bfd-omnipath-automating-wheelchair-accessibility-audit-summary":3,"summaries-facets-categories":126,"summary-related-d6a39e9071049bfd-omnipath-automating-wheelchair-accessibility-audit-summary":7030},{"id":4,"title":5,"ai":6,"body":13,"categories":90,"created_at":92,"date_modified":92,"description":84,"extension":93,"faq":92,"featured":94,"kicker_label":92,"meta":95,"navigation":108,"path":109,"published_at":110,"question":92,"scraped_at":110,"seo":111,"sitemap":112,"source_id":113,"source_name":114,"source_type":115,"source_url":116,"stem":117,"tags":118,"thumbnail_url":92,"tldr":123,"tweet":92,"unknown_tags":124,"__hash__":125},"summaries\u002Fsummaries\u002Fd6a39e9071049bfd-omnipath-automating-wheelchair-accessibility-audit-summary.md","OmniPath: Automating Wheelchair Accessibility Audits with AI",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6053,555,2990,0.00234575,{"type":14,"value":15,"toc":83},"minimark",[16,21,25,29,32,49,52,73,76,80],[17,18,20],"h2",{"id":19},"moving-beyond-static-mapping","Moving Beyond Static Mapping",[22,23,24],"p",{},"Standard mapping services like OpenStreetMap (OSM) provide topological data—where a path exists—but fail to capture the physical reality of the terrain. For wheelchair users, this creates an \"information barrier\" where a mapped route may be physically impassable due to steep slopes or surface irregularities. OmniPath addresses this by shifting from passive mapping to proactive environmental auditing, treating accessibility as a data-driven engineering problem rather than a static navigation task.",[17,26,28],{"id":27},"the-technical-framework","The Technical Framework",[22,30,31],{},"OmniPath functions by synthesizing two primary data sources:",[33,34,35,43],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Network Topology:"," Leveraging OSM to define the path structure.",[36,44,45,48],{},[39,46,47],{},"High-Density LiDAR:"," Utilizing USGS 3DEP data to create a high-fidelity 3D model of the environment.",[22,50,51],{},"An agentic framework then traverses this 3D model in 0.5-meter increments. At each interval, the system analyzes three critical physical metrics against ADA compliance standards:",[53,54,55,61,67],"ol",{},[36,56,57,60],{},[39,58,59],{},"Running Slope:"," The grade along the direction of travel.",[36,62,63,66],{},[39,64,65],{},"Cross Slope:"," The grade perpendicular to the direction of travel.",[36,68,69,72],{},[39,70,71],{},"Vertical Discontinuities:"," Sudden changes in elevation (e.g., curbs or cracks).",[22,74,75],{},"These metrics are converted into a weighted severity score, categorizing hazards from \"Mild\" to \"Critical.\" This allows for the identification of \"invisible\" barriers that are typically omitted from standard navigation datasets.",[17,77,79],{"id":78},"validation-and-reliability","Validation and Reliability",[22,81,82],{},"To ensure real-world utility, the researchers validated OmniPath against 200 physical ground-truth field surveys conducted at the National Mall. Using stratified random sampling, the system demonstrated significant diagnostic reliability for high-severity hazards, achieving F1-scores of 0.60 for \"Severe\" and 0.58 for \"Critical\" categories. This performance confirms that the framework can effectively automate micro-scale inspections, providing a scalable way to audit urban environments for accessibility before a user attempts to navigate them.",{"title":84,"searchDepth":85,"depth":85,"links":86},"",2,[87,88,89],{"id":19,"depth":85,"text":20},{"id":27,"depth":85,"text":28},{"id":78,"depth":85,"text":79},[91],"AI & LLMs",null,"md",false,{"content_references":96,"triage":103},[97,101],{"type":98,"title":99,"context":100},"other","OpenStreetMap","mentioned",{"type":98,"title":102,"context":100},"USGS 3DEP (3D Elevation Program)",{"relevance":104,"novelty":105,"quality":105,"actionability":85,"composite":106,"reasoning":107},3,4,3.25,"Category: AI & LLMs. The article discusses a novel approach to automating wheelchair accessibility audits using AI and LiDAR, which addresses a specific pain point in accessibility mapping. However, while it presents interesting insights and a technical framework, it lacks detailed actionable steps for implementation that the target audience could directly apply.",true,"\u002Fsummaries\u002Fd6a39e9071049bfd-omnipath-automating-wheelchair-accessibility-audit-summary","2026-06-24 12:56:41",{"title":5,"description":84},{"loc":109},"d6a39e9071049bfd","arXiv cs.AI","article","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.24129","summaries\u002Fd6a39e9071049bfd-omnipath-automating-wheelchair-accessibility-audit-summary",[119,120,121,122],"ai-agents","accessibility","computer-vision","lidar","OmniPath improves accessibility mapping by fusing OpenStreetMap data with high-density LiDAR to identify physical barriers like slope and surface discontinuities that standard maps ignore.",[119,120,121,122],"gLN3gX8GQgk1lhZgYl5AgUGFTFJAzLsalyUcTsQYW7g",[127,129,132,134,137,139,142,145,147,149,151,153,156,158,160,162,164,167,169,171,173,175,178,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,230,232,234,236,238,240,242,244,246,248,250,252,254,256,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,300,302,304,306,308,310,312,314,316,318,320,322,324,326,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,394,396,398,400,402,404,406,408,410,412,414,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,450,452,454,456,458,460,462,464,466,468,470,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,532,534,536,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,578,580,582,584,586,588,590,592,594,596,598,600,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,890,892,894,896,898,901,903,905,907,909,911,913,915,917,919,921,923,925,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028],{"categories":128},[91],{"categories":130},[131],"Developer Productivity",{"categories":133},[91],{"categories":135},[136],"Business & SaaS",{"categories":138},[91],{"categories":140},[141],"AI Automation",{"categories":143},[144],"Product Strategy",{"categories":146},[141],{"categories":148},[91],{"categories":150},[131],{"categories":152},[141],{"categories":154},[155],"Software Engineering",{"categories":157},[91],{"categories":159},[136],{"categories":161},[],{"categories":163},[91],{"categories":165},[166],"Inference & Serving",{"categories":168},[91],{"categories":170},[91],{"categories":172},[141],{"categories":174},[],{"categories":176},[177],"AI News & Trends",{"categories":179},[180],"Data Science & Visualization",{"categories":182},[141],{"categories":184},[91],{"categories":186},[91],{"categories":188},[136],{"categories":190},[131],{"categories":192},[91],{"categories":194},[141],{"categories":196},[177],{"categories":198},[91],{"categories":200},[141],{"categories":202},[141],{"categories":204},[91],{"categories":206},[91],{"categories":208},[141],{"categories":210},[91],{"categories":212},[91],{"categories":214},[91],{"categories":216},[141],{"categories":218},[177],{"categories":220},[91],{"categories":222},[91],{"categories":224},[91],{"categories":226},[],{"categories":228},[229],"Design & Frontend",{"categories":231},[180],{"categories":233},[177],{"categories":235},[91],{"categories":237},[91],{"categories":239},[91],{"categories":241},[],{"categories":243},[91],{"categories":245},[91],{"categories":247},[141],{"categories":249},[155],{"categories":251},[91],{"categories":253},[141],{"categories":255},[91],{"categories":257},[258],"Marketing & Growth",{"categories":260},[229],{"categories":262},[91],{"categories":264},[141],{"categories":266},[91],{"categories":268},[91],{"categories":270},[155],{"categories":272},[91],{"categories":274},[],{"categories":276},[],{"categories":278},[229],{"categories":280},[91],{"categories":282},[141],{"categories":284},[131],{"categories":286},[155],{"categories":288},[141],{"categories":290},[229],{"categories":292},[144],{"categories":294},[91],{"categories":296},[155],{"categories":298},[299],"DevOps & Cloud",{"categories":301},[141],{"categories":303},[144],{"categories":305},[177],{"categories":307},[91],{"categories":309},[],{"categories":311},[91],{"categories":313},[91],{"categories":315},[],{"categories":317},[141],{"categories":319},[155],{"categories":321},[],{"categories":323},[155],{"categories":325},[91],{"categories":327},[328],"Governance & Standards",{"categories":330},[136],{"categories":332},[],{"categories":334},[],{"categories":336},[91],{"categories":338},[91],{"categories":340},[141],{"categories":342},[91],{"categories":344},[91],{"categories":346},[141],{"categories":348},[91],{"categories":350},[91],{"categories":352},[91],{"categories":354},[],{"categories":356},[155],{"categories":358},[],{"categories":360},[],{"categories":362},[91],{"categories":364},[155],{"categories":366},[],{"categories":368},[155],{"categories":370},[91],{"categories":372},[91],{"categories":374},[258],{"categories":376},[91],{"categories":378},[91],{"categories":380},[91],{"categories":382},[229],{"categories":384},[229],{"categories":386},[91],{"categories":388},[155],{"categories":390},[141],{"categories":392},[393],"GovTech & Public-Sector Adoption",{"categories":395},[155],{"categories":397},[91],{"categories":399},[91],{"categories":401},[91],{"categories":403},[141],{"categories":405},[141],{"categories":407},[180],{"categories":409},[91],{"categories":411},[177],{"categories":413},[141],{"categories":415},[416],"Legal AI Tools",{"categories":418},[91],{"categories":420},[141],{"categories":422},[91],{"categories":424},[258],{"categories":426},[141],{"categories":428},[144],{"categories":430},[91],{"categories":432},[155],{"categories":434},[393],{"categories":436},[],{"categories":438},[141],{"categories":440},[],{"categories":442},[136],{"categories":444},[141],{"categories":446},[141],{"categories":448},[449],"RAG & Retrieval",{"categories":451},[136],{"categories":453},[91],{"categories":455},[155],{"categories":457},[155],{"categories":459},[299],{"categories":461},[229],{"categories":463},[141],{"categories":465},[91],{"categories":467},[91],{"categories":469},[],{"categories":471},[472],"Agents & Orchestration",{"categories":474},[155],{"categories":476},[91],{"categories":478},[],{"categories":480},[141],{"categories":482},[136],{"categories":484},[],{"categories":486},[91],{"categories":488},[],{"categories":490},[91],{"categories":492},[131],{"categories":494},[155],{"categories":496},[136],{"categories":498},[91],{"categories":500},[141],{"categories":502},[91],{"categories":504},[177],{"categories":506},[91],{"categories":508},[],{"categories":510},[91],{"categories":512},[],{"categories":514},[91],{"categories":516},[155],{"categories":518},[91],{"categories":520},[141],{"categories":522},[180],{"categories":524},[],{"categories":526},[91],{"categories":528},[229],{"categories":530},[531],"Models & Frontier Labs",{"categories":533},[],{"categories":535},[229],{"categories":537},[538],"Regulation & Governance of AI",{"categories":540},[144],{"categories":542},[141],{"categories":544},[],{"categories":546},[91],{"categories":548},[91],{"categories":550},[141],{"categories":552},[141],{"categories":554},[177],{"categories":556},[91],{"categories":558},[136],{"categories":560},[91],{"categories":562},[141],{"categories":564},[],{"categories":566},[155],{"categories":568},[141],{"categories":570},[91],{"categories":572},[144],{"categories":574},[91],{"categories":576},[577],"AI Policy & Regulation",{"categories":579},[],{"categories":581},[91],{"categories":583},[141],{"categories":585},[144],{"categories":587},[141],{"categories":589},[91],{"categories":591},[91],{"categories":593},[91],{"categories":595},[141],{"categories":597},[],{"categories":599},[180],{"categories":601},[602],"Evals & Reliability",{"categories":604},[91],{"categories":606},[91],{"categories":608},[],{"categories":610},[131],{"categories":612},[393],{"categories":614},[577],{"categories":616},[91],{"categories":618},[136],{"categories":620},[91],{"categories":622},[141],{"categories":624},[91],{"categories":626},[141],{"categories":628},[472],{"categories":630},[91],{"categories":632},[155],{"categories":634},[91],{"categories":636},[],{"categories":638},[229],{"categories":640},[],{"categories":642},[91],{"categories":644},[393],{"categories":646},[91],{"categories":648},[91],{"categories":650},[91],{"categories":652},[],{"categories":654},[91],{"categories":656},[229],{"categories":658},[155],{"categories":660},[],{"categories":662},[91],{"categories":664},[],{"categories":666},[141],{"categories":668},[91],{"categories":670},[229],{"categories":672},[],{"categories":674},[91],{"categories":676},[91],{"categories":678},[180],{"categories":680},[141],{"categories":682},[91],{"categories":684},[136],{"categories":686},[141],{"categories":688},[91],{"categories":690},[91],{"categories":692},[155],{"categories":694},[229],{"categories":696},[91],{"categories":698},[141],{"categories":700},[],{"categories":702},[155],{"categories":704},[141],{"categories":706},[180],{"categories":708},[],{"categories":710},[91],{"categories":712},[177],{"categories":714},[91],{"categories":716},[],{"categories":718},[91],{"categories":720},[91],{"categories":722},[91],{"categories":724},[136,258],{"categories":726},[],{"categories":728},[155],{"categories":730},[91],{"categories":732},[91],{"categories":734},[141],{"categories":736},[91],{"categories":738},[],{"categories":740},[],{"categories":742},[91],{"categories":744},[229],{"categories":746},[91],{"categories":748},[],{"categories":750},[91],{"categories":752},[299],{"categories":754},[],{"categories":756},[141],{"categories":758},[177],{"categories":760},[91],{"categories":762},[91],{"categories":764},[229],{"categories":766},[],{"categories":768},[177],{"categories":770},[91],{"categories":772},[166],{"categories":774},[91],{"categories":776},[91],{"categories":778},[141],{"categories":780},[177],{"categories":782},[531],{"categories":784},[91],{"categories":786},[258],{"categories":788},[],{"categories":790},[141],{"categories":792},[136],{"categories":794},[155],{"categories":796},[91],{"categories":798},[141],{"categories":800},[],{"categories":802},[91,299],{"categories":804},[91],{"categories":806},[91],{"categories":808},[91],{"categories":810},[141],{"categories":812},[91,155],{"categories":814},[180],{"categories":816},[91],{"categories":818},[91],{"categories":820},[91],{"categories":822},[155],{"categories":824},[91],{"categories":826},[141],{"categories":828},[141],{"categories":830},[577],{"categories":832},[258],{"categories":834},[91],{"categories":836},[141],{"categories":838},[91],{"categories":840},[91],{"categories":842},[141],{"categories":844},[],{"categories":846},[141],{"categories":848},[91],{"categories":850},[91],{"categories":852},[141],{"categories":854},[91],{"categories":856},[91,136],{"categories":858},[91],{"categories":860},[136],{"categories":862},[],{"categories":864},[229],{"categories":866},[229],{"categories":868},[91],{"categories":870},[],{"categories":872},[],{"categories":874},[91],{"categories":876},[177],{"categories":878},[],{"categories":880},[131],{"categories":882},[91],{"categories":884},[155],{"categories":886},[91],{"categories":888},[889],"Generative UI & Design-to-Code",{"categories":891},[91],{"categories":893},[91],{"categories":895},[229],{"categories":897},[91],{"categories":899},[900],"Algorithmic Accountability",{"categories":902},[141],{"categories":904},[155],{"categories":906},[177],{"categories":908},[229],{"categories":910},[91],{"categories":912},[],{"categories":914},[144],{"categories":916},[91],{"categories":918},[91],{"categories":920},[91],{"categories":922},[91],{"categories":924},[141],{"categories":926},[927],"MLOps & Infrastructure",{"categories":929},[91],{"categories":931},[91],{"categories":933},[91],{"categories":935},[91],{"categories":937},[91],{"categories":939},[155],{"categories":941},[177],{"categories":943},[91],{"categories":945},[144],{"categories":947},[131],{"categories":949},[91],{"categories":951},[141],{"categories":953},[299],{"categories":955},[91],{"categories":957},[136],{"categories":959},[91],{"categories":961},[229],{"categories":963},[91],{"categories":965},[91],{"categories":967},[141],{"categories":969},[],{"categories":971},[],{"categories":973},[91],{"categories":975},[166],{"categories":977},[229],{"categories":979},[177],{"categories":981},[180],{"categories":983},[],{"categories":985},[91],{"categories":987},[91],{"categories":989},[136],{"categories":991},[141],{"categories":993},[91],{"categories":995},[91],{"categories":997},[91],{"categories":999},[91],{"categories":1001},[177],{"categories":1003},[166],{"categories":1005},[91],{"categories":1007},[229],{"categories":1009},[91],{"categories":1011},[],{"categories":1013},[141],{"categories":1015},[155],{"categories":1017},[],{"categories":1019},[91],{"categories":1021},[91],{"categories":1023},[141],{"categories":1025},[155],{"categories":1027},[91],{"categories":1029},[180],{"categories":1031},[229],{"categories":1033},[],{"categories":1035},[91],{"categories":1037},[],{"categories":1039},[91],{"categories":1041},[],{"categories":1043},[91],{"categories":1045},[91],{"categories":1047},[144],{"categories":1049},[136],{"categories":1051},[141],{"categories":1053},[141],{"categories":1055},[],{"categories":1057},[91],{"categories":1059},[131],{"categories":1061},[91],{"categories":1063},[91],{"categories":1065},[136],{"categories":1067},[177],{"categories":1069},[131],{"categories":1071},[],{"categories":1073},[91],{"categories":1075},[],{"categories":1077},[91],{"categories":1079},[],{"categories":1081},[177],{"categories":1083},[177],{"categories":1085},[],{"categories":1087},[472],{"categories":1089},[91],{"categories":1091},[229],{"categories":1093},[155],{"categories":1095},[],{"categories":1097},[416],{"categories":1099},[141],{"categories":1101},[136],{"categories":1103},[],{"categories":1105},[],{"categories":1107},[131],{"categories":1109},[180],{"categories":1111},[],{"categories":1113},[258],{"categories":1115},[141],{"categories":1117},[136],{"categories":1119},[141],{"categories":1121},[91],{"categories":1123},[136],{"categories":1125},[91],{"categories":1127},[155],{"categories":1129},[],{"categories":1131},[166],{"categories":1133},[144],{"categories":1135},[91],{"categories":1137},[229],{"categories":1139},[155],{"categories":1141},[136],{"categories":1143},[91],{"categories":1145},[155],{"categories":1147},[91],{"categories":1149},[141],{"categories":1151},[136],{"categories":1153},[91],{"categories":1155},[91],{"categories":1157},[91],{"categories":1159},[91],{"categories":1161},[91],{"categories":1163},[],{"categories":1165},[],{"categories":1167},[155],{"categories":1169},[180],{"categories":1171},[144],{"categories":1173},[91],{"categories":1175},[141],{"categories":1177},[155],{"categories":1179},[155],{"categories":1181},[91],{"categories":1183},[],{"categories":1185},[177],{"categories":1187},[144],{"categories":1189},[144],{"categories":1191},[155],{"categories":1193},[91],{"categories":1195},[602],{"categories":1197},[299],{"categories":1199},[],{"categories":1201},[141],{"categories":1203},[91],{"categories":1205},[],{"categories":1207},[131],{"categories":1209},[],{"categories":1211},[91],{"categories":1213},[91],{"categories":1215},[91],{"categories":1217},[229],{"categories":1219},[258],{"categories":1221},[91],{"categories":1223},[155],{"categories":1225},[91],{"categories":1227},[141],{"categories":1229},[],{"categories":1231},[155],{"categories":1233},[91],{"categories":1235},[131],{"categories":1237},[],{"categories":1239},[136],{"categories":1241},[91],{"categories":1243},[91],{"categories":1245},[177],{"categories":1247},[91,299],{"categories":1249},[91],{"categories":1251},[1252],"Design Systems for AI",{"categories":1254},[91],{"categories":1256},[91],{"categories":1258},[177],{"categories":1260},[91],{"categories":1262},[91],{"categories":1264},[91],{"categories":1266},[136],{"categories":1268},[91],{"categories":1270},[91],{"categories":1272},[91],{"categories":1274},[],{"categories":1276},[91],{"categories":1278},[91],{"categories":1280},[136],{"categories":1282},[91],{"categories":1284},[],{"categories":1286},[141],{"categories":1288},[141],{"categories":1290},[155],{"categories":1292},[177],{"categories":1294},[155],{"categories":1296},[91],{"categories":1298},[229],{"categories":1300},[177],{"categories":1302},[180],{"categories":1304},[91],{"categories":1306},[91],{"categories":1308},[141],{"categories":1310},[131],{"categories":1312},[577],{"categories":1314},[91],{"categories":1316},[141],{"categories":1318},[91],{"categories":1320},[155],{"categories":1322},[155],{"categories":1324},[],{"categories":1326},[],{"categories":1328},[91],{"categories":1330},[141],{"categories":1332},[144],{"categories":1334},[],{"categories":1336},[136],{"categories":1338},[91],{"categories":1340},[],{"categories":1342},[229],{"categories":1344},[155],{"categories":1346},[141],{"categories":1348},[155],{"categories":1350},[229],{"categories":1352},[91],{"categories":1354},[91],{"categories":1356},[229],{"categories":1358},[],{"categories":1360},[],{"categories":1362},[177],{"categories":1364},[141],{"categories":1366},[141],{"categories":1368},[91],{"categories":1370},[91],{"categories":1372},[91],{"categories":1374},[91],{"categories":1376},[136],{"categories":1378},[91],{"categories":1380},[91],{"categories":1382},[],{"categories":1384},[155],{"categories":1386},[155],{"categories":1388},[91],{"categories":1390},[155],{"categories":1392},[136],{"categories":1394},[],{"categories":1396},[91],{"categories":1398},[91],{"categories":1400},[91],{"categories":1402},[91],{"categories":1404},[91],{"categories":1406},[141],{"categories":1408},[131],{"categories":1410},[136],{"categories":1412},[91],{"categories":1414},[141],{"categories":1416},[177],{"categories":1418},[141],{"categories":1420},[166],{"categories":1422},[258],{"categories":1424},[91],{"categories":1426},[141],{"categories":1428},[91],{"categories":1430},[91],{"categories":1432},[91],{"categories":1434},[],{"categories":1436},[229],{"categories":1438},[],{"categories":1440},[91],{"categories":1442},[91],{"categories":1444},[],{"categories":1446},[91],{"categories":1448},[155],{"categories":1450},[136],{"categories":1452},[1453],"Visual & Generative Media",{"categories":1455},[141],{"categories":1457},[],{"categories":1459},[91],{"categories":1461},[91],{"categories":1463},[155],{"categories":1465},[299],{"categories":1467},[91],{"categories":1469},[180],{"categories":1471},[577],{"categories":1473},[155],{"categories":1475},[258],{"categories":1477},[91],{"categories":1479},[229],{"categories":1481},[91],{"categories":1483},[91],{"categories":1485},[155],{"categories":1487},[141],{"categories":1489},[91],{"categories":1491},[],{"categories":1493},[],{"categories":1495},[141],{"categories":1497},[155],{"categories":1499},[131],{"categories":1501},[141],{"categories":1503},[531],{"categories":1505},[91],{"categories":1507},[144],{"categories":1509},[91],{"categories":1511},[136],{"categories":1513},[],{"categories":1515},[91],{"categories":1517},[144],{"categories":1519},[91],{"categories":1521},[91],{"categories":1523},[91],{"categories":1525},[144],{"categories":1527},[91],{"categories":1529},[91],{"categories":1531},[258],{"categories":1533},[91],{"categories":1535},[472],{"categories":1537},[91],{"categories":1539},[141],{"categories":1541},[91],{"categories":1543},[91],{"categories":1545},[91],{"categories":1547},[91],{"categories":1549},[229],{"categories":1551},[141],{"categories":1553},[],{"categories":1555},[141],{"categories":1557},[],{"categories":1559},[299],{"categories":1561},[155],{"categories":1563},[],{"categories":1565},[531],{"categories":1567},[91],{"categories":1569},[141],{"categories":1571},[141],{"categories":1573},[91],{"categories":1575},[229,91],{"categories":1577},[131],{"categories":1579},[91],{"categories":1581},[229],{"categories":1583},[],{"categories":1585},[91],{"categories":1587},[131],{"categories":1589},[91],{"categories":1591},[1592],"Medical Imaging & Radiology",{"categories":1594},[91],{"categories":1596},[91],{"categories":1598},[91],{"categories":1600},[229],{"categories":1602},[141],{"categories":1604},[155],{"categories":1606},[],{"categories":1608},[91],{"categories":1610},[91],{"categories":1612},[91],{"categories":1614},[],{"categories":1616},[],{"categories":1618},[91],{"categories":1620},[91],{"categories":1622},[472],{"categories":1624},[91],{"categories":1626},[131],{"categories":1628},[91],{"categories":1630},[91],{"categories":1632},[],{"categories":1634},[141],{"categories":1636},[91],{"categories":1638},[144],{"categories":1640},[155],{"categories":1642},[91],{"categories":1644},[141],{"categories":1646},[472],{"categories":1648},[91],{"categories":1650},[141],{"categories":1652},[91],{"categories":1654},[91],{"categories":1656},[91],{"categories":1658},[229],{"categories":1660},[141],{"categories":1662},[299],{"categories":1664},[229],{"categories":1666},[136],{"categories":1668},[141],{"categories":1670},[177],{"categories":1672},[91],{"categories":1674},[91],{"categories":1676},[144],{"categories":1678},[91],{"categories":1680},[91],{"categories":1682},[91],{"categories":1684},[91],{"categories":1686},[141],{"categories":1688},[91],{"categories":1690},[155],{"categories":1692},[155],{"categories":1694},[91],{"categories":1696},[144],{"categories":1698},[],{"categories":1700},[177],{"categories":1702},[],{"categories":1704},[144],{"categories":1706},[141],{"categories":1708},[91],{"categories":1710},[141],{"categories":1712},[1252],{"categories":1714},[1252],{"categories":1716},[229],{"categories":1718},[91],{"categories":1720},[91],{"categories":1722},[91],{"categories":1724},[141],{"categories":1726},[155],{"categories":1728},[229],{"categories":1730},[141],{"categories":1732},[177],{"categories":1734},[],{"categories":1736},[91],{"categories":1738},[],{"categories":1740},[91],{"categories":1742},[91],{"categories":1744},[91],{"categories":1746},[91],{"categories":1748},[141],{"categories":1750},[1751],"Contract Review & E-Discovery",{"categories":1753},[91],{"categories":1755},[229],{"categories":1757},[91],{"categories":1759},[131],{"categories":1761},[91],{"categories":1763},[177],{"categories":1765},[91],{"categories":1767},[91],{"categories":1769},[258],{"categories":1771},[155],{"categories":1773},[91],{"categories":1775},[91],{"categories":1777},[141],{"categories":1779},[141],{"categories":1781},[900],{"categories":1783},[91],{"categories":1785},[91],{"categories":1787},[141],{"categories":1789},[141],{"categories":1791},[91],{"categories":1793},[91],{"categories":1795},[91],{"categories":1797},[141],{"categories":1799},[91],{"categories":1801},[91],{"categories":1803},[472],{"categories":1805},[449],{"categories":1807},[91],{"categories":1809},[141],{"categories":1811},[91],{"categories":1813},[1814],"Law-Firm Practice & Adoption",{"categories":1816},[91],{"categories":1818},[141],{"categories":1820},[229],{"categories":1822},[91],{"categories":1824},[91],{"categories":1826},[91],{"categories":1828},[],{"categories":1830},[],{"categories":1832},[155],{"categories":1834},[91],{"categories":1836},[],{"categories":1838},[141],{"categories":1840},[131],{"categories":1842},[299],{"categories":1844},[91],{"categories":1846},[],{"categories":1848},[131],{"categories":1850},[136],{"categories":1852},[91],{"categories":1854},[258],{"categories":1856},[],{"categories":1858},[136],{"categories":1860},[141],{"categories":1862},[136],{"categories":1864},[],{"categories":1866},[91],{"categories":1868},[144],{"categories":1870},[91],{"categories":1872},[155],{"categories":1874},[],{"categories":1876},[],{"categories":1878},[],{"categories":1880},[],{"categories":1882},[91],{"categories":1884},[144],{"categories":1886},[141],{"categories":1888},[299],{"categories":1890},[91],{"categories":1892},[131],{"categories":1894},[155],{"categories":1896},[91],{"categories":1898},[91],{"categories":1900},[155],{"categories":1902},[144],{"categories":1904},[91],{"categories":1906},[91],{"categories":1908},[91],{"categories":1910},[927],{"categories":1912},[91],{"categories":1914},[155],{"categories":1916},[91],{"categories":1918},[258],{"categories":1920},[155],{"categories":1922},[136],{"categories":1924},[91],{"categories":1926},[91],{"categories":1928},[91],{"categories":1930},[229],{"categories":1932},[91],{"categories":1934},[91],{"categories":1936},[91],{"categories":1938},[91],{"categories":1940},[136],{"categories":1942},[141],{"categories":1944},[91,131],{"categories":1946},[472],{"categories":1948},[91],{"categories":1950},[91],{"categories":1952},[155],{"categories":1954},[155],{"categories":1956},[229],{"categories":1958},[141],{"categories":1960},[141],{"categories":1962},[155],{"categories":1964},[91],{"categories":1966},[91],{"categories":1968},[91],{"categories":1970},[],{"categories":1972},[],{"categories":1974},[91],{"categories":1976},[180],{"categories":1978},[91],{"categories":1980},[141],{"categories":1982},[],{"categories":1984},[91],{"categories":1986},[91],{"categories":1988},[155],{"categories":1990},[180],{"categories":1992},[177],{"categories":1994},[229],{"categories":1996},[91],{"categories":1998},[141],{"categories":2000},[91],{"categories":2002},[155],{"categories":2004},[],{"categories":2006},[141],{"categories":2008},[91],{"categories":2010},[91],{"categories":2012},[91],{"categories":2014},[91],{"categories":2016},[],{"categories":2018},[141],{"categories":2020},[91],{"categories":2022},[91],{"categories":2024},[91],{"categories":2026},[],{"categories":2028},[141],{"categories":2030},[91],{"categories":2032},[91],{"categories":2034},[136],{"categories":2036},[91],{"categories":2038},[91],{"categories":2040},[],{"categories":2042},[131],{"categories":2044},[91],{"categories":2046},[91],{"categories":2048},[91],{"categories":2050},[229],{"categories":2052},[91],{"categories":2054},[155],{"categories":2056},[91],{"categories":2058},[131],{"categories":2060},[91],{"categories":2062},[155],{"categories":2064},[258],{"categories":2066},[141],{"categories":2068},[141],{"categories":2070},[91],{"categories":2072},[91],{"categories":2074},[91,229],{"categories":2076},[91],{"categories":2078},[141],{"categories":2080},[177],{"categories":2082},[91],{"categories":2084},[177],{"categories":2086},[141],{"categories":2088},[229],{"categories":2090},[91],{"categories":2092},[],{"categories":2094},[155],{"categories":2096},[299],{"categories":2098},[229],{"categories":2100},[155],{"categories":2102},[91],{"categories":2104},[144],{"categories":2106},[91],{"categories":2108},[91],{"categories":2110},[141],{"categories":2112},[],{"categories":2114},[],{"categories":2116},[91],{"categories":2118},[],{"categories":2120},[],{"categories":2122},[144],{"categories":2124},[155],{"categories":2126},[91],{"categories":2128},[141],{"categories":2130},[141],{"categories":2132},[136],{"categories":2134},[141],{"categories":2136},[299],{"categories":2138},[91],{"categories":2140},[91],{"categories":2142},[91],{"categories":2144},[166],{"categories":2146},[91],{"categories":2148},[91],{"categories":2150},[91],{"categories":2152},[155],{"categories":2154},[141],{"categories":2156},[91],{"categories":2158},[91],{"categories":2160},[155],{"categories":2162},[416],{"categories":2164},[141],{"categories":2166},[900],{"categories":2168},[],{"categories":2170},[229],{"categories":2172},[1814],{"categories":2174},[155],{"categories":2176},[],{"categories":2178},[],{"categories":2180},[91],{"categories":2182},[141],{"categories":2184},[],{"categories":2186},[],{"categories":2188},[91],{"categories":2190},[258],{"categories":2192},[91],{"categories":2194},[258],{"categories":2196},[141],{"categories":2198},[91],{"categories":2200},[91],{"categories":2202},[155],{"categories":2204},[144],{"categories":2206},[],{"categories":2208},[91],{"categories":2210},[91],{"categories":2212},[155],{"categories":2214},[1751],{"categories":2216},[229],{"categories":2218},[229],{"categories":2220},[91],{"categories":2222},[141],{"categories":2224},[131],{"categories":2226},[91],{"categories":2228},[91],{"categories":2230},[91],{"categories":2232},[91],{"categories":2234},[229],{"categories":2236},[229],{"categories":2238},[141],{"categories":2240},[141],{"categories":2242},[141],{"categories":2244},[91],{"categories":2246},[91],{"categories":2248},[],{"categories":2250},[91],{"categories":2252},[],{"categories":2254},[2255],"Interaction & Product Design",{"categories":2257},[91],{"categories":2259},[141],{"categories":2261},[155],{"categories":2263},[328],{"categories":2265},[177],{"categories":2267},[155],{"categories":2269},[91],{"categories":2271},[91],{"categories":2273},[91],{"categories":2275},[155],{"categories":2277},[91],{"categories":2279},[131],{"categories":2281},[141],{"categories":2283},[91],{"categories":2285},[],{"categories":2287},[141],{"categories":2289},[141],{"categories":2291},[141],{"categories":2293},[],{"categories":2295},[155],{"categories":2297},[91],{"categories":2299},[141],{"categories":2301},[131],{"categories":2303},[2255],{"categories":2305},[91],{"categories":2307},[131],{"categories":2309},[131],{"categories":2311},[],{"categories":2313},[141],{"categories":2315},[155],{"categories":2317},[],{"categories":2319},[141],{"categories":2321},[177],{"categories":2323},[91],{"categories":2325},[141],{"categories":2327},[91],{"categories":2329},[141],{"categories":2331},[141],{"categories":2333},[91],{"categories":2335},[91],{"categories":2337},[177],{"categories":2339},[180],{"categories":2341},[91],{"categories":2343},[144],{"categories":2345},[155],{"categories":2347},[2348],"Coding Agents & Dev Productivity",{"categories":2350},[177],{"categories":2352},[229],{"categories":2354},[91],{"categories":2356},[91],{"categories":2358},[],{"categories":2360},[91],{"categories":2362},[900],{"categories":2364},[],{"categories":2366},[91],{"categories":2368},[91],{"categories":2370},[299],{"categories":2372},[91],{"categories":2374},[177],{"categories":2376},[],{"categories":2378},[],{"categories":2380},[91],{"categories":2382},[],{"categories":2384},[141],{"categories":2386},[91],{"categories":2388},[],{"categories":2390},[155],{"categories":2392},[155],{"categories":2394},[91],{"categories":2396},[180],{"categories":2398},[],{"categories":2400},[91],{"categories":2402},[91],{"categories":2404},[91],{"categories":2406},[180],{"categories":2408},[155],{"categories":2410},[141],{"categories":2412},[],{"categories":2414},[],{"categories":2416},[91],{"categories":2418},[91],{"categories":2420},[141],{"categories":2422},[141],{"categories":2424},[393],{"categories":2426},[155],{"categories":2428},[155],{"categories":2430},[141],{"categories":2432},[177],{"categories":2434},[177],{"categories":2436},[141],{"categories":2438},[141],{"categories":2440},[91],{"categories":2442},[131],{"categories":2444},[2255],{"categories":2446},[144],{"categories":2448},[91,299],{"categories":2450},[180],{"categories":2452},[],{"categories":2454},[229],{"categories":2456},[141],{"categories":2458},[155],{"categories":2460},[131],{"categories":2462},[91],{"categories":2464},[141],{"categories":2466},[2467],"The Designer's Role & Craft",{"categories":2469},[229],{"categories":2471},[],{"categories":2473},[141],{"categories":2475},[91],{"categories":2477},[141],{"categories":2479},[141],{"categories":2481},[91],{"categories":2483},[258],{"categories":2485},[91],{"categories":2487},[155],{"categories":2489},[91],{"categories":2491},[229],{"categories":2493},[91],{"categories":2495},[],{"categories":2497},[141],{"categories":2499},[229],{"categories":2501},[144],{"categories":2503},[91],{"categories":2505},[91],{"categories":2507},[91],{"categories":2509},[2510],"AI UX Patterns",{"categories":2512},[141],{"categories":2514},[141],{"categories":2516},[141],{"categories":2518},[141],{"categories":2520},[258],{"categories":2522},[180],{"categories":2524},[91],{"categories":2526},[141],{"categories":2528},[91],{"categories":2530},[1252],{"categories":2532},[],{"categories":2534},[258],{"categories":2536},[141],{"categories":2538},[177],{"categories":2540},[155],{"categories":2542},[91],{"categories":2544},[141],{"categories":2546},[],{"categories":2548},[],{"categories":2550},[91],{"categories":2552},[91],{"categories":2554},[141],{"categories":2556},[91],{"categories":2558},[141],{"categories":2560},[393],{"categories":2562},[229],{"categories":2564},[91],{"categories":2566},[177],{"categories":2568},[155],{"categories":2570},[91],{"categories":2572},[141],{"categories":2574},[141],{"categories":2576},[],{"categories":2578},[91],{"categories":2580},[],{"categories":2582},[91],{"categories":2584},[],{"categories":2586},[91],{"categories":2588},[91],{"categories":2590},[91],{"categories":2592},[141],{"categories":2594},[155],{"categories":2596},[],{"categories":2598},[],{"categories":2600},[180],{"categories":2602},[166],{"categories":2604},[91],{"categories":2606},[91],{"categories":2608},[91],{"categories":2610},[180],{"categories":2612},[91],{"categories":2614},[91],{"categories":2616},[177],{"categories":2618},[91],{"categories":2620},[91],{"categories":2622},[91],{"categories":2624},[141],{"categories":2626},[91],{"categories":2628},[141],{"categories":2630},[91],{"categories":2632},[91],{"categories":2634},[91],{"categories":2636},[141],{"categories":2638},[],{"categories":2640},[91],{"categories":2642},[],{"categories":2644},[91],{"categories":2646},[91],{"categories":2648},[299],{"categories":2650},[91],{"categories":2652},[],{"categories":2654},[],{"categories":2656},[229],{"categories":2658},[927],{"categories":2660},[141],{"categories":2662},[131],{"categories":2664},[2467],{"categories":2666},[],{"categories":2668},[],{"categories":2670},[91],{"categories":2672},[],{"categories":2674},[],{"categories":2676},[155],{"categories":2678},[177],{"categories":2680},[258],{"categories":2682},[141],{"categories":2684},[136],{"categories":2686},[91],{"categories":2688},[91],{"categories":2690},[136],{"categories":2692},[],{"categories":2694},[229],{"categories":2696},[144],{"categories":2698},[91],{"categories":2700},[91],{"categories":2702},[141],{"categories":2704},[136],{"categories":2706},[91],{"categories":2708},[91],{"categories":2710},[131],{"categories":2712},[91],{"categories":2714},[91],{"categories":2716},[],{"categories":2718},[131],{"categories":2720},[91],{"categories":2722},[258],{"categories":2724},[141],{"categories":2726},[177],{"categories":2728},[91],{"categories":2730},[155],{"categories":2732},[91],{"categories":2734},[91],{"categories":2736},[136],{"categories":2738},[91],{"categories":2740},[91],{"categories":2742},[91],{"categories":2744},[141],{"categories":2746},[91],{"categories":2748},[],{"categories":2750},[91],{"categories":2752},[155],{"categories":2754},[131],{"categories":2756},[91],{"categories":2758},[91],{"categories":2760},[91],{"categories":2762},[],{"categories":2764},[91],{"categories":2766},[472],{"categories":2768},[141],{"categories":2770},[136],{"categories":2772},[177],{"categories":2774},[91],{"categories":2776},[91],{"categories":2778},[],{"categories":2780},[136],{"categories":2782},[136],{"categories":2784},[91],{"categories":2786},[91],{"categories":2788},[144],{"categories":2790},[91],{"categories":2792},[91],{"categories":2794},[91],{"categories":2796},[91],{"categories":2798},[155],{"categories":2800},[155],{"categories":2802},[91],{"categories":2804},[],{"categories":2806},[155],{"categories":2808},[91],{"categories":2810},[155],{"categories":2812},[141],{"categories":2814},[577],{"categories":2816},[],{"categories":2818},[],{"categories":2820},[91],{"categories":2822},[177],{"categories":2824},[],{"categories":2826},[299],{"categories":2828},[91],{"categories":2830},[91],{"categories":2832},[91],{"categories":2834},[229],{"categories":2836},[889],{"categories":2838},[],{"categories":2840},[91],{"categories":2842},[91],{"categories":2844},[91],{"categories":2846},[155],{"categories":2848},[91],{"categories":2850},[91],{"categories":2852},[91,299],{"categories":2854},[91],{"categories":2856},[91],{"categories":2858},[229],{"categories":2860},[141],{"categories":2862},[],{"categories":2864},[141],{"categories":2866},[141],{"categories":2868},[91],{"categories":2870},[91],{"categories":2872},[91],{"categories":2874},[91],{"categories":2876},[180],{"categories":2878},[91],{"categories":2880},[2510],{"categories":2882},[131],{"categories":2884},[180],{"categories":2886},[131],{"categories":2888},[155],{"categories":2890},[229],{"categories":2892},[141],{"categories":2894},[91],{"categories":2896},[],{"categories":2898},[136],{"categories":2900},[91],{"categories":2902},[91],{"categories":2904},[177],{"categories":2906},[91],{"categories":2908},[91],{"categories":2910},[91],{"categories":2912},[141],{"categories":2914},[91],{"categories":2916},[91],{"categories":2918},[91],{"categories":2920},[136],{"categories":2922},[],{"categories":2924},[299],{"categories":2926},[91],{"categories":2928},[393],{"categories":2930},[229],{"categories":2932},[229],{"categories":2934},[155],{"categories":2936},[141],{"categories":2938},[91],{"categories":2940},[136],{"categories":2942},[177],{"categories":2944},[91],{"categories":2946},[91],{"categories":2948},[91],{"categories":2950},[229],{"categories":2952},[141],{"categories":2954},[141],{"categories":2956},[91],{"categories":2958},[91],{"categories":2960},[531],{"categories":2962},[141],{"categories":2964},[],{"categories":2966},[91],{"categories":2968},[91],{"categories":2970},[91],{"categories":2972},[],{"categories":2974},[],{"categories":2976},[91],{"categories":2978},[91],{"categories":2980},[141],{"categories":2982},[91],{"categories":2984},[91],{"categories":2986},[91],{"categories":2988},[155],{"categories":2990},[91],{"categories":2992},[91],{"categories":2994},[141],{"categories":2996},[91],{"categories":2998},[91],{"categories":3000},[91],{"categories":3002},[91],{"categories":3004},[91],{"categories":3006},[],{"categories":3008},[155],{"categories":3010},[180],{"categories":3012},[91],{"categories":3014},[141],{"categories":3016},[141],{"categories":3018},[91],{"categories":3020},[91],{"categories":3022},[],{"categories":3024},[],{"categories":3026},[91],{"categories":3028},[91],{"categories":3030},[91],{"categories":3032},[177],{"categories":3034},[180],{"categories":3036},[],{"categories":3038},[91],{"categories":3040},[229],{"categories":3042},[91],{"categories":3044},[299],{"categories":3046},[1814],{"categories":3048},[177],{"categories":3050},[155],{"categories":3052},[91],{"categories":3054},[155],{"categories":3056},[155],{"categories":3058},[91],{"categories":3060},[91],{"categories":3062},[155],{"categories":3064},[177],{"categories":3066},[177],{"categories":3068},[299],{"categories":3070},[141],{"categories":3072},[],{"categories":3074},[177],{"categories":3076},[91],{"categories":3078},[141],{"categories":3080},[131],{"categories":3082},[155],{"categories":3084},[91],{"categories":3086},[177],{"categories":3088},[],{"categories":3090},[91],{"categories":3092},[155],{"categories":3094},[155],{"categories":3096},[180],{"categories":3098},[91],{"categories":3100},[177],{"categories":3102},[91],{"categories":3104},[155],{"categories":3106},[141],{"categories":3108},[141],{"categories":3110},[177],{"categories":3112},[141],{"categories":3114},[299],{"categories":3116},[141],{"categories":3118},[91],{"categories":3120},[91],{"categories":3122},[91],{"categories":3124},[91],{"categories":3126},[155],{"categories":3128},[91],{"categories":3130},[],{"categories":3132},[141],{"categories":3134},[136],{"categories":3136},[155],{"categories":3138},[],{"categories":3140},[],{"categories":3142},[91],{"categories":3144},[141],{"categories":3146},[91],{"categories":3148},[91],{"categories":3150},[3151],"Frameworks & Tooling",{"categories":3153},[91],{"categories":3155},[91],{"categories":3157},[155],{"categories":3159},[91],{"categories":3161},[91],{"categories":3163},[],{"categories":3165},[180],{"categories":3167},[180],{"categories":3169},[131],{"categories":3171},[91],{"categories":3173},[141],{"categories":3175},[91],{"categories":3177},[229],{"categories":3179},[],{"categories":3181},[1814],{"categories":3183},[91],{"categories":3185},[155],{"categories":3187},[91],{"categories":3189},[299],{"categories":3191},[299],{"categories":3193},[],{"categories":3195},[141],{"categories":3197},[141],{"categories":3199},[91],{"categories":3201},[91],{"categories":3203},[177],{"categories":3205},[141],{"categories":3207},[177],{"categories":3209},[91],{"categories":3211},[141],{"categories":3213},[],{"categories":3215},[229],{"categories":3217},[91],{"categories":3219},[91],{"categories":3221},[],{"categories":3223},[91],{"categories":3225},[141],{"categories":3227},[91],{"categories":3229},[91],{"categories":3231},[91],{"categories":3233},[],{"categories":3235},[155],{"categories":3237},[91],{"categories":3239},[155],{"categories":3241},[299],{"categories":3243},[91],{"categories":3245},[91],{"categories":3247},[91],{"categories":3249},[155],{"categories":3251},[136],{"categories":3253},[91],{"categories":3255},[1814],{"categories":3257},[],{"categories":3259},[141],{"categories":3261},[131],{"categories":3263},[91],{"categories":3265},[131],{"categories":3267},[91],{"categories":3269},[],{"categories":3271},[141],{"categories":3273},[91],{"categories":3275},[91],{"categories":3277},[3278],"AI Design Tooling",{"categories":3280},[229],{"categories":3282},[91],{"categories":3284},[91],{"categories":3286},[155],{"categories":3288},[229],{"categories":3290},[91],{"categories":3292},[91],{"categories":3294},[155],{"categories":3296},[177],{"categories":3298},[144],{"categories":3300},[155],{"categories":3302},[91],{"categories":3304},[91],{"categories":3306},[91],{"categories":3308},[141],{"categories":3310},[91],{"categories":3312},[],{"categories":3314},[141],{"categories":3316},[91],{"categories":3318},[91],{"categories":3320},[141],{"categories":3322},[91],{"categories":3324},[91],{"categories":3326},[91],{"categories":3328},[141],{"categories":3330},[],{"categories":3332},[141],{"categories":3334},[3151],{"categories":3336},[91],{"categories":3338},[91],{"categories":3340},[141],{"categories":3342},[141],{"categories":3344},[155],{"categories":3346},[155],{"categories":3348},[91],{"categories":3350},[],{"categories":3352},[155],{"categories":3354},[91],{"categories":3356},[91],{"categories":3358},[141],{"categories":3360},[136],{"categories":3362},[91],{"categories":3364},[],{"categories":3366},[91],{"categories":3368},[91],{"categories":3370},[2255],{"categories":3372},[],{"categories":3374},[91],{"categories":3376},[91],{"categories":3378},[91],{"categories":3380},[91],{"categories":3382},[229],{"categories":3384},[91],{"categories":3386},[],{"categories":3388},[91],{"categories":3390},[91],{"categories":3392},[91],{"categories":3394},[91],{"categories":3396},[258],{"categories":3398},[177],{"categories":3400},[91],{"categories":3402},[91],{"categories":3404},[1814],{"categories":3406},[131],{"categories":3408},[91],{"categories":3410},[91],{"categories":3412},[180],{"categories":3414},[91],{"categories":3416},[91],{"categories":3418},[177],{"categories":3420},[141],{"categories":3422},[],{"categories":3424},[91],{"categories":3426},[91],{"categories":3428},[229],{"categories":3430},[91],{"categories":3432},[258],{"categories":3434},[141],{"categories":3436},[91],{"categories":3438},[141],{"categories":3440},[],{"categories":3442},[],{"categories":3444},[],{"categories":3446},[131],{"categories":3448},[177],{"categories":3450},[141],{"categories":3452},[91],{"categories":3454},[91],{"categories":3456},[91],{"categories":3458},[91],{"categories":3460},[416],{"categories":3462},[229],{"categories":3464},[141],{"categories":3466},[91],{"categories":3468},[],{"categories":3470},[141],{"categories":3472},[141],{"categories":3474},[],{"categories":3476},[91],{"categories":3478},[141],{"categories":3480},[91],{"categories":3482},[],{"categories":3484},[91],{"categories":3486},[91],{"categories":3488},[91],{"categories":3490},[177],{"categories":3492},[229],{"categories":3494},[141],{"categories":3496},[229],{"categories":3498},[141],{"categories":3500},[91],{"categories":3502},[136],{"categories":3504},[],{"categories":3506},[],{"categories":3508},[91],{"categories":3510},[91],{"categories":3512},[91],{"categories":3514},[131],{"categories":3516},[141],{"categories":3518},[177],{"categories":3520},[],{"categories":3522},[229],{"categories":3524},[],{"categories":3526},[155],{"categories":3528},[91],{"categories":3530},[155],{"categories":3532},[229],{"categories":3534},[155],{"categories":3536},[91],{"categories":3538},[],{"categories":3540},[91],{"categories":3542},[91],{"categories":3544},[],{"categories":3546},[91],{"categories":3548},[91],{"categories":3550},[258],{"categories":3552},[91],{"categories":3554},[91],{"categories":3556},[299],{"categories":3558},[155],{"categories":3560},[91],{"categories":3562},[],{"categories":3564},[141],{"categories":3566},[91],{"categories":3568},[131],{"categories":3570},[531],{"categories":3572},[91],{"categories":3574},[91],{"categories":3576},[141],{"categories":3578},[91],{"categories":3580},[141],{"categories":3582},[91],{"categories":3584},[91],{"categories":3586},[91],{"categories":3588},[91],{"categories":3590},[],{"categories":3592},[91],{"categories":3594},[131],{"categories":3596},[91],{"categories":3598},[136],{"categories":3600},[155],{"categories":3602},[229],{"categories":3604},[],{"categories":3606},[91],{"categories":3608},[],{"categories":3610},[141],{"categories":3612},[91],{"categories":3614},[],{"categories":3616},[141],{"categories":3618},[91],{"categories":3620},[155],{"categories":3622},[229],{"categories":3624},[177],{"categories":3626},[91],{"categories":3628},[177],{"categories":3630},[141],{"categories":3632},[229],{"categories":3634},[91],{"categories":3636},[],{"categories":3638},[91],{"categories":3640},[166],{"categories":3642},[141],{"categories":3644},[91],{"categories":3646},[229],{"categories":3648},[177],{"categories":3650},[136],{"categories":3652},[155],{"categories":3654},[91],{"categories":3656},[91],{"categories":3658},[91],{"categories":3660},[91],{"categories":3662},[177],{"categories":3664},[258],{"categories":3666},[],{"categories":3668},[],{"categories":3670},[180],{"categories":3672},[472],{"categories":3674},[91],{"categories":3676},[141],{"categories":3678},[91,155],{"categories":3680},[177],{"categories":3682},[91],{"categories":3684},[91],{"categories":3686},[91],{"categories":3688},[91],{"categories":3690},[91],{"categories":3692},[91],{"categories":3694},[91],{"categories":3696},[141],{"categories":3698},[91],{"categories":3700},[141],{"categories":3702},[91],{"categories":3704},[91],{"categories":3706},[91],{"categories":3708},[],{"categories":3710},[91],{"categories":3712},[1252],{"categories":3714},[155],{"categories":3716},[229],{"categories":3718},[91],{"categories":3720},[91],{"categories":3722},[91],{"categories":3724},[180],{"categories":3726},[141],{"categories":3728},[258],{"categories":3730},[299],{"categories":3732},[],{"categories":3734},[155],{"categories":3736},[91],{"categories":3738},[136],{"categories":3740},[141],{"categories":3742},[131],{"categories":3744},[141],{"categories":3746},[91],{"categories":3748},[141],{"categories":3750},[141],{"categories":3752},[144],{"categories":3754},[155],{"categories":3756},[91],{"categories":3758},[91],{"categories":3760},[],{"categories":3762},[],{"categories":3764},[],{"categories":3766},[299],{"categories":3768},[91],{"categories":3770},[177],{"categories":3772},[91],{"categories":3774},[91],{"categories":3776},[91],{"categories":3778},[91],{"categories":3780},[],{"categories":3782},[91],{"categories":3784},[180],{"categories":3786},[136],{"categories":3788},[141],{"categories":3790},[91],{"categories":3792},[],{"categories":3794},[91],{"categories":3796},[141],{"categories":3798},[91],{"categories":3800},[299],{"categories":3802},[],{"categories":3804},[229],{"categories":3806},[229],{"categories":3808},[91],{"categories":3810},[141],{"categories":3812},[],{"categories":3814},[155],{"categories":3816},[91],{"categories":3818},[229],{"categories":3820},[91],{"categories":3822},[136],{"categories":3824},[141],{"categories":3826},[91],{"categories":3828},[],{"categories":3830},[177],{"categories":3832},[91],{"categories":3834},[91],{"categories":3836},[91],{"categories":3838},[229],{"categories":3840},[141],{"categories":3842},[177],{"categories":3844},[],{"categories":3846},[141],{"categories":3848},[136],{"categories":3850},[141],{"categories":3852},[229],{"categories":3854},[91],{"categories":3856},[91],{"categories":3858},[91],{"categories":3860},[472],{"categories":3862},[91],{"categories":3864},[141],{"categories":3866},[],{"categories":3868},[91],{"categories":3870},[91],{"categories":3872},[299],{"categories":3874},[177],{"categories":3876},[180],{"categories":3878},[577],{"categories":3880},[180],{"categories":3882},[180],{"categories":3884},[91],{"categories":3886},[],{"categories":3888},[],{"categories":3890},[],{"categories":3892},[141],{"categories":3894},[91],{"categories":3896},[141],{"categories":3898},[141],{"categories":3900},[155],{"categories":3902},[91],{"categories":3904},[449],{"categories":3906},[155],{"categories":3908},[141],{"categories":3910},[91],{"categories":3912},[91],{"categories":3914},[91],{"categories":3916},[91],{"categories":3918},[91],{"categories":3920},[141],{"categories":3922},[91],{"categories":3924},[],{"categories":3926},[],{"categories":3928},[91],{"categories":3930},[],{"categories":3932},[91],{"categories":3934},[141],{"categories":3936},[229],{"categories":3938},[91],{"categories":3940},[91],{"categories":3942},[],{"categories":3944},[141],{"categories":3946},[91],{"categories":3948},[91],{"categories":3950},[144],{"categories":3952},[91],{"categories":3954},[229],{"categories":3956},[91],{"categories":3958},[141],{"categories":3960},[136],{"categories":3962},[91],{"categories":3964},[91],{"categories":3966},[258],{"categories":3968},[141],{"categories":3970},[91],{"categories":3972},[91],{"categories":3974},[889],{"categories":3976},[91],{"categories":3978},[141],{"categories":3980},[91],{"categories":3982},[155],{"categories":3984},[91],{"categories":3986},[531],{"categories":3988},[229],{"categories":3990},[],{"categories":3992},[91],{"categories":3994},[91],{"categories":3996},[177],{"categories":3998},[472],{"categories":4000},[141],{"categories":4002},[91],{"categories":4004},[],{"categories":4006},[177],{"categories":4008},[393],{"categories":4010},[141],{"categories":4012},[141],{"categories":4014},[141],{"categories":4016},[91],{"categories":4018},[91],{"categories":4020},[141],{"categories":4022},[],{"categories":4024},[136],{"categories":4026},[91],{"categories":4028},[136],{"categories":4030},[141],{"categories":4032},[],{"categories":4034},[155],{"categories":4036},[91],{"categories":4038},[91],{"categories":4040},[131],{"categories":4042},[91],{"categories":4044},[177],{"categories":4046},[299],{"categories":4048},[166],{"categories":4050},[141],{"categories":4052},[141],{"categories":4054},[91],{"categories":4056},[91],{"categories":4058},[141],{"categories":4060},[91],{"categories":4062},[131],{"categories":4064},[],{"categories":4066},[141],{"categories":4068},[91],{"categories":4070},[91],{"categories":4072},[91],{"categories":4074},[141],{"categories":4076},[91],{"categories":4078},[],{"categories":4080},[91],{"categories":4082},[],{"categories":4084},[229],{"categories":4086},[141],{"categories":4088},[91,136],{"categories":4090},[141],{"categories":4092},[91],{"categories":4094},[],{"categories":4096},[131],{"categories":4098},[180],{"categories":4100},[136],{"categories":4102},[91],{"categories":4104},[155],{"categories":4106},[91],{"categories":4108},[91],{"categories":4110},[141],{"categories":4112},[91],{"categories":4114},[91],{"categories":4116},[91],{"categories":4118},[177],{"categories":4120},[1252],{"categories":4122},[141],{"categories":4124},[91],{"categories":4126},[],{"categories":4128},[],{"categories":4130},[91],{"categories":4132},[141],{"categories":4134},[91],{"categories":4136},[91],{"categories":4138},[299],{"categories":4140},[],{"categories":4142},[91],{"categories":4144},[141],{"categories":4146},[166],{"categories":4148},[141],{"categories":4150},[472],{"categories":4152},[],{"categories":4154},[416],{"categories":4156},[141],{"categories":4158},[91],{"categories":4160},[91],{"categories":4162},[258],{"categories":4164},[141],{"categories":4166},[91],{"categories":4168},[180],{"categories":4170},[144],{"categories":4172},[141],{"categories":4174},[91],{"categories":4176},[472],{"categories":4178},[91],{"categories":4180},[299],{"categories":4182},[136],{"categories":4184},[],{"categories":4186},[91],{"categories":4188},[91],{"categories":4190},[258],{"categories":4192},[229],{"categories":4194},[91],{"categories":4196},[91],{"categories":4198},[91],{"categories":4200},[],{"categories":4202},[258],{"categories":4204},[177],{"categories":4206},[91],{"categories":4208},[91],{"categories":4210},[91],{"categories":4212},[577],{"categories":4214},[131],{"categories":4216},[91],{"categories":4218},[144],{"categories":4220},[91],{"categories":4222},[],{"categories":4224},[],{"categories":4226},[229],{"categories":4228},[91],{"categories":4230},[180],{"categories":4232},[258],{"categories":4234},[141],{"categories":4236},[91],{"categories":4238},[91],{"categories":4240},[258],{"categories":4242},[177],{"categories":4244},[91],{"categories":4246},[],{"categories":4248},[91],{"categories":4250},[91],{"categories":4252},[],{"categories":4254},[91],{"categories":4256},[91],{"categories":4258},[602],{"categories":4260},[91],{"categories":4262},[91],{"categories":4264},[141],{"categories":4266},[155],{"categories":4268},[472],{"categories":4270},[91],{"categories":4272},[91],{"categories":4274},[91],{"categories":4276},[],{"categories":4278},[91,155],{"categories":4280},[177],{"categories":4282},[141],{"categories":4284},[155],{"categories":4286},[141],{"categories":4288},[927],{"categories":4290},[155],{"categories":4292},[155],{"categories":4294},[141],{"categories":4296},[91],{"categories":4298},[131],{"categories":4300},[],{"categories":4302},[],{"categories":4304},[141],{"categories":4306},[91],{"categories":4308},[155],{"categories":4310},[91],{"categories":4312},[131],{"categories":4314},[155],{"categories":4316},[155],{"categories":4318},[91],{"categories":4320},[258],{"categories":4322},[91],{"categories":4324},[155],{"categories":4326},[91],{"categories":4328},[],{"categories":4330},[91],{"categories":4332},[91],{"categories":4334},[229,91],{"categories":4336},[299],{"categories":4338},[131],{"categories":4340},[91],{"categories":4342},[],{"categories":4344},[91],{"categories":4346},[91],{"categories":4348},[136],{"categories":4350},[91],{"categories":4352},[136],{"categories":4354},[91],{"categories":4356},[91],{"categories":4358},[393],{"categories":4360},[91],{"categories":4362},[136],{"categories":4364},[155],{"categories":4366},[180],{"categories":4368},[141],{"categories":4370},[91],{"categories":4372},[155],{"categories":4374},[91],{"categories":4376},[91],{"categories":4378},[177],{"categories":4380},[258],{"categories":4382},[229],{"categories":4384},[91],{"categories":4386},[91],{"categories":4388},[91],{"categories":4390},[91],{"categories":4392},[131],{"categories":4394},[91],{"categories":4396},[141],{"categories":4398},[141],{"categories":4400},[155],{"categories":4402},[177],{"categories":4404},[155],{"categories":4406},[155],{"categories":4408},[91],{"categories":4410},[91],{"categories":4412},[],{"categories":4414},[],{"categories":4416},[180],{"categories":4418},[91],{"categories":4420},[155],{"categories":4422},[91],{"categories":4424},[229],{"categories":4426},[472],{"categories":4428},[416],{"categories":4430},[393],{"categories":4432},[91],{"categories":4434},[91],{"categories":4436},[91],{"categories":4438},[180],{"categories":4440},[91],{"categories":4442},[91],{"categories":4444},[91],{"categories":4446},[91],{"categories":4448},[91],{"categories":4450},[91],{"categories":4452},[91],{"categories":4454},[141],{"categories":4456},[131],{"categories":4458},[141],{"categories":4460},[91,136],{"categories":4462},[],{"categories":4464},[229],{"categories":4466},[],{"categories":4468},[144],{"categories":4470},[91],{"categories":4472},[177],{"categories":4474},[131],{"categories":4476},[91],{"categories":4478},[131],{"categories":4480},[141],{"categories":4482},[180],{"categories":4484},[141],{"categories":4486},[144],{"categories":4488},[141],{"categories":4490},[91],{"categories":4492},[91],{"categories":4494},[136],{"categories":4496},[141],{"categories":4498},[155],{"categories":4500},[258],{"categories":4502},[91],{"categories":4504},[91],{"categories":4506},[],{"categories":4508},[177],{"categories":4510},[91],{"categories":4512},[91],{"categories":4514},[91],{"categories":4516},[91],{"categories":4518},[91],{"categories":4520},[91],{"categories":4522},[155],{"categories":4524},[177],{"categories":4526},[155],{"categories":4528},[155],{"categories":4530},[91],{"categories":4532},[91],{"categories":4534},[91],{"categories":4536},[91],{"categories":4538},[416],{"categories":4540},[91],{"categories":4542},[141],{"categories":4544},[177],{"categories":4546},[91],{"categories":4548},[91],{"categories":4550},[91],{"categories":4552},[141],{"categories":4554},[91],{"categories":4556},[91],{"categories":4558},[91],{"categories":4560},[3151],{"categories":4562},[4563],"Clinical AI",{"categories":4565},[229],{"categories":4567},[91],{"categories":4569},[91],{"categories":4571},[91],{"categories":4573},[91],{"categories":4575},[299],{"categories":4577},[2510],{"categories":4579},[91],{"categories":4581},[144],{"categories":4583},[229],{"categories":4585},[91],{"categories":4587},[141],{"categories":4589},[91],{"categories":4591},[91],{"categories":4593},[177],{"categories":4595},[91],{"categories":4597},[141],{"categories":4599},[155],{"categories":4601},[258],{"categories":4603},[91],{"categories":4605},[91],{"categories":4607},[136],{"categories":4609},[91],{"categories":4611},[91],{"categories":4613},[531],{"categories":4615},[91],{"categories":4617},[],{"categories":4619},[141],{"categories":4621},[91],{"categories":4623},[155],{"categories":4625},[131],{"categories":4627},[91],{"categories":4629},[],{"categories":4631},[],{"categories":4633},[91],{"categories":4635},[],{"categories":4637},[136],{"categories":4639},[91],{"categories":4641},[91],{"categories":4643},[141],{"categories":4645},[91],{"categories":4647},[177],{"categories":4649},[177],{"categories":4651},[177],{"categories":4653},[177],{"categories":4655},[],{"categories":4657},[131],{"categories":4659},[141],{"categories":4661},[177],{"categories":4663},[91],{"categories":4665},[602],{"categories":4667},[144],{"categories":4669},[141],{"categories":4671},[91],{"categories":4673},[131],{"categories":4675},[91],{"categories":4677},[141],{"categories":4679},[91],{"categories":4681},[91],{"categories":4683},[91],{"categories":4685},[91,141],{"categories":4687},[141],{"categories":4689},[299],{"categories":4691},[177],{"categories":4693},[141],{"categories":4695},[177],{"categories":4697},[141],{"categories":4699},[91],{"categories":4701},[],{"categories":4703},[177],{"categories":4705},[258],{"categories":4707},[131],{"categories":4709},[91],{"categories":4711},[91],{"categories":4713},[],{"categories":4715},[155],{"categories":4717},[],{"categories":4719},[131],{"categories":4721},[141],{"categories":4723},[177],{"categories":4725},[91],{"categories":4727},[177],{"categories":4729},[131],{"categories":4731},[177],{"categories":4733},[177],{"categories":4735},[],{"categories":4737},[136],{"categories":4739},[141],{"categories":4741},[177],{"categories":4743},[177],{"categories":4745},[177],{"categories":4747},[177],{"categories":4749},[177],{"categories":4751},[177],{"categories":4753},[177],{"categories":4755},[177],{"categories":4757},[177],{"categories":4759},[177],{"categories":4761},[180],{"categories":4763},[131],{"categories":4765},[91],{"categories":4767},[91],{"categories":4769},[141],{"categories":4771},[141],{"categories":4773},[],{"categories":4775},[91],{"categories":4777},[91,131],{"categories":4779},[],{"categories":4781},[141],{"categories":4783},[91],{"categories":4785},[177],{"categories":4787},[141],{"categories":4789},[927],{"categories":4791},[91],{"categories":4793},[91],{"categories":4795},[91],{"categories":4797},[91],{"categories":4799},[91],{"categories":4801},[393],{"categories":4803},[91],{"categories":4805},[91],{"categories":4807},[141],{"categories":4809},[91],{"categories":4811},[91],{"categories":4813},[136],{"categories":4815},[144],{"categories":4817},[141],{"categories":4819},[141],{"categories":4821},[],{"categories":4823},[141],{"categories":4825},[229],{"categories":4827},[177],{"categories":4829},[91],{"categories":4831},[],{"categories":4833},[144],{"categories":4835},[],{"categories":4837},[155],{"categories":4839},[91],{"categories":4841},[141],{"categories":4843},[229],{"categories":4845},[91],{"categories":4847},[],{"categories":4849},[91],{"categories":4851},[91],{"categories":4853},[],{"categories":4855},[258],{"categories":4857},[91],{"categories":4859},[141],{"categories":4861},[],{"categories":4863},[],{"categories":4865},[177],{"categories":4867},[131],{"categories":4869},[91],{"categories":4871},[91],{"categories":4873},[136],{"categories":4875},[91],{"categories":4877},[91],{"categories":4879},[141],{"categories":4881},[91],{"categories":4883},[136],{"categories":4885},[136],{"categories":4887},[229],{"categories":4889},[],{"categories":4891},[91],{"categories":4893},[177],{"categories":4895},[],{"categories":4897},[91],{"categories":4899},[91],{"categories":4901},[229],{"categories":4903},[91],{"categories":4905},[91],{"categories":4907},[258],{"categories":4909},[91],{"categories":4911},[299],{"categories":4913},[],{"categories":4915},[141],{"categories":4917},[91],{"categories":4919},[258],{"categories":4921},[155],{"categories":4923},[],{"categories":4925},[91],{"categories":4927},[],{"categories":4929},[141],{"categories":4931},[229],{"categories":4933},[155],{"categories":4935},[],{"categories":4937},[3151],{"categories":4939},[136],{"categories":4941},[131],{"categories":4943},[91],{"categories":4945},[180],{"categories":4947},[141],{"categories":4949},[229],{"categories":4951},[91],{"categories":4953},[155],{"categories":4955},[],{"categories":4957},[],{"categories":4959},[91],{"categories":4961},[131],{"categories":4963},[91],{"categories":4965},[258],{"categories":4967},[],{"categories":4969},[141],{"categories":4971},[141],{"categories":4973},[91],{"categories":4975},[141],{"categories":4977},[91],{"categories":4979},[177],{"categories":4981},[155],{"categories":4983},[91],{"categories":4985},[141],{"categories":4987},[144],{"categories":4989},[91],{"categories":4991},[91],{"categories":4993},[91],{"categories":4995},[141],{"categories":4997},[91],{"categories":4999},[144],{"categories":5001},[258],{"categories":5003},[177],{"categories":5005},[],{"categories":5007},[258],{"categories":5009},[91],{"categories":5011},[],{"categories":5013},[155],{"categories":5015},[141],{"categories":5017},[],{"categories":5019},[91],{"categories":5021},[91],{"categories":5023},[91],{"categories":5025},[91],{"categories":5027},[91],{"categories":5029},[141],{"categories":5031},[136],{"categories":5033},[131],{"categories":5035},[141],{"categories":5037},[91],{"categories":5039},[229],{"categories":5041},[155],{"categories":5043},[155],{"categories":5045},[91],{"categories":5047},[180],{"categories":5049},[141],{"categories":5051},[91],{"categories":5053},[91],{"categories":5055},[141],{"categories":5057},[91],{"categories":5059},[91],{"categories":5061},[141],{"categories":5063},[136],{"categories":5065},[91],{"categories":5067},[229],{"categories":5069},[155],{"categories":5071},[141],{"categories":5073},[91],{"categories":5075},[144],{"categories":5077},[91],{"categories":5079},[141],{"categories":5081},[91],{"categories":5083},[91],{"categories":5085},[177],{"categories":5087},[91],{"categories":5089},[],{"categories":5091},[131],{"categories":5093},[91],{"categories":5095},[91],{"categories":5097},[91],{"categories":5099},[155],{"categories":5101},[155],{"categories":5103},[91],{"categories":5105},[155],{"categories":5107},[91],{"categories":5109},[141],{"categories":5111},[91],{"categories":5113},[91],{"categories":5115},[91],{"categories":5117},[91],{"categories":5119},[91],{"categories":5121},[],{"categories":5123},[91],{"categories":5125},[229],{"categories":5127},[141],{"categories":5129},[136],{"categories":5131},[177],{"categories":5133},[91],{"categories":5135},[141],{"categories":5137},[91],{"categories":5139},[141],{"categories":5141},[91],{"categories":5143},[91],{"categories":5145},[229],{"categories":5147},[141],{"categories":5149},[91],{"categories":5151},[258],{"categories":5153},[91],{"categories":5155},[180],{"categories":5157},[91],{"categories":5159},[91],{"categories":5161},[177],{"categories":5163},[91],{"categories":5165},[91],{"categories":5167},[91],{"categories":5169},[91],{"categories":5171},[141],{"categories":5173},[299],{"categories":5175},[91],{"categories":5177},[155],{"categories":5179},[141],{"categories":5181},[180],{"categories":5183},[],{"categories":5185},[141],{"categories":5187},[155],{"categories":5189},[91],{"categories":5191},[91],{"categories":5193},[2348],{"categories":5195},[229],{"categories":5197},[328],{"categories":5199},[91],{"categories":5201},[91],{"categories":5203},[91],{"categories":5205},[91],{"categories":5207},[131],{"categories":5209},[91],{"categories":5211},[91],{"categories":5213},[155],{"categories":5215},[136],{"categories":5217},[91],{"categories":5219},[155],{"categories":5221},[91],{"categories":5223},[],{"categories":5225},[141],{"categories":5227},[141],{"categories":5229},[91],{"categories":5231},[91],{"categories":5233},[91],{"categories":5235},[180],{"categories":5237},[],{"categories":5239},[177],{"categories":5241},[],{"categories":5243},[177],{"categories":5245},[91],{"categories":5247},[91],{"categories":5249},[141],{"categories":5251},[91],{"categories":5253},[141],{"categories":5255},[141],{"categories":5257},[],{"categories":5259},[91],{"categories":5261},[177],{"categories":5263},[91],{"categories":5265},[],{"categories":5267},[91],{"categories":5269},[91],{"categories":5271},[],{"categories":5273},[91],{"categories":5275},[91],{"categories":5277},[229],{"categories":5279},[155],{"categories":5281},[141],{"categories":5283},[91],{"categories":5285},[91],{"categories":5287},[91],{"categories":5289},[91],{"categories":5291},[258],{"categories":5293},[91],{"categories":5295},[91],{"categories":5297},[91],{"categories":5299},[131],{"categories":5301},[91],{"categories":5303},[91],{"categories":5305},[],{"categories":5307},[91],{"categories":5309},[91],{"categories":5311},[91],{"categories":5313},[],{"categories":5315},[131],{"categories":5317},[91],{"categories":5319},[91],{"categories":5321},[177],{"categories":5323},[155],{"categories":5325},[144],{"categories":5327},[141],{"categories":5329},[472],{"categories":5331},[91],{"categories":5333},[91],{"categories":5335},[91],{"categories":5337},[155],{"categories":5339},[177],{"categories":5341},[229],{"categories":5343},[91],{"categories":5345},[91],{"categories":5347},[91],{"categories":5349},[91],{"categories":5351},[177],{"categories":5353},[91],{"categories":5355},[229],{"categories":5357},[91],{"categories":5359},[91],{"categories":5361},[177],{"categories":5363},[229],{"categories":5365},[91],{"categories":5367},[177],{"categories":5369},[91],{"categories":5371},[141],{"categories":5373},[141],{"categories":5375},[141],{"categories":5377},[155],{"categories":5379},[177],{"categories":5381},[141],{"categories":5383},[141],{"categories":5385},[91],{"categories":5387},[155],{"categories":5389},[229],{"categories":5391},[91],{"categories":5393},[91],{"categories":5395},[141],{"categories":5397},[91],{"categories":5399},[],{"categories":5401},[141],{"categories":5403},[],{"categories":5405},[91],{"categories":5407},[91],{"categories":5409},[],{"categories":5411},[],{"categories":5413},[141],{"categories":5415},[136],{"categories":5417},[141],{"categories":5419},[5420],"Liability & Ethics",{"categories":5422},[91],{"categories":5424},[91],{"categories":5426},[91],{"categories":5428},[141],{"categories":5430},[131],{"categories":5432},[141],{"categories":5434},[136],{"categories":5436},[258],{"categories":5438},[141],{"categories":5440},[91],{"categories":5442},[91],{"categories":5444},[],{"categories":5446},[577],{"categories":5448},[141],{"categories":5450},[],{"categories":5452},[91],{"categories":5454},[131],{"categories":5456},[141],{"categories":5458},[],{"categories":5460},[141],{"categories":5462},[91],{"categories":5464},[91],{"categories":5466},[155],{"categories":5468},[91],{"categories":5470},[177],{"categories":5472},[91],{"categories":5474},[91],{"categories":5476},[144],{"categories":5478},[141],{"categories":5480},[91],{"categories":5482},[91],{"categories":5484},[91],{"categories":5486},[177],{"categories":5488},[141],{"categories":5490},[155],{"categories":5492},[229],{"categories":5494},[131],{"categories":5496},[91],{"categories":5498},[91],{"categories":5500},[91],{"categories":5502},[],{"categories":5504},[141],{"categories":5506},[141],{"categories":5508},[141],{"categories":5510},[472],{"categories":5512},[229],{"categories":5514},[141],{"categories":5516},[299],{"categories":5518},[155],{"categories":5520},[177],{"categories":5522},[91],{"categories":5524},[229],{"categories":5526},[91],{"categories":5528},[131],{"categories":5530},[],{"categories":5532},[141],{"categories":5534},[91],{"categories":5536},[91],{"categories":5538},[91],{"categories":5540},[91],{"categories":5542},[141],{"categories":5544},[91],{"categories":5546},[91],{"categories":5548},[229],{"categories":5550},[],{"categories":5552},[141],{"categories":5554},[144],{"categories":5556},[177],{"categories":5558},[141],{"categories":5560},[136],{"categories":5562},[],{"categories":5564},[91],{"categories":5566},[91],{"categories":5568},[144],{"categories":5570},[91],{"categories":5572},[141],{"categories":5574},[177],{"categories":5576},[131],{"categories":5578},[299],{"categories":5580},[91],{"categories":5582},[91],{"categories":5584},[91],{"categories":5586},[177],{"categories":5588},[136],{"categories":5590},[91],{"categories":5592},[229],{"categories":5594},[177],{"categories":5596},[299],{"categories":5598},[91],{"categories":5600},[141],{"categories":5602},[],{"categories":5604},[531],{"categories":5606},[],{"categories":5608},[91],{"categories":5610},[299],{"categories":5612},[91],{"categories":5614},[180],{"categories":5616},[91],{"categories":5618},[141],{"categories":5620},[141],{"categories":5622},[5623],"Design News & Tools",{"categories":5625},[91],{"categories":5627},[91],{"categories":5629},[177],{"categories":5631},[91],{"categories":5633},[91],{"categories":5635},[131],{"categories":5637},[141],{"categories":5639},[91],{"categories":5641},[229],{"categories":5643},[141],{"categories":5645},[141],{"categories":5647},[229],{"categories":5649},[91],{"categories":5651},[91],{"categories":5653},[472],{"categories":5655},[141],{"categories":5657},[91],{"categories":5659},[91],{"categories":5661},[472],{"categories":5663},[91],{"categories":5665},[258],{"categories":5667},[91],{"categories":5669},[141],{"categories":5671},[],{"categories":5673},[91],{"categories":5675},[91],{"categories":5677},[91],{"categories":5679},[177],{"categories":5681},[91],{"categories":5683},[131],{"categories":5685},[],{"categories":5687},[91],{"categories":5689},[91],{"categories":5691},[91],{"categories":5693},[155],{"categories":5695},[602],{"categories":5697},[155],{"categories":5699},[229],{"categories":5701},[91],{"categories":5703},[91,141],{"categories":5705},[258,136],{"categories":5707},[155],{"categories":5709},[91],{"categories":5711},[91],{"categories":5713},[91],{"categories":5715},[91],{"categories":5717},[],{"categories":5719},[141],{"categories":5721},[91],{"categories":5723},[],{"categories":5725},[91],{"categories":5727},[155],{"categories":5729},[91],{"categories":5731},[155],{"categories":5733},[],{"categories":5735},[141],{"categories":5737},[91],{"categories":5739},[136],{"categories":5741},[91],{"categories":5743},[177],{"categories":5745},[91],{"categories":5747},[],{"categories":5749},[141],{"categories":5751},[91],{"categories":5753},[],{"categories":5755},[229],{"categories":5757},[91],{"categories":5759},[91],{"categories":5761},[141],{"categories":5763},[91],{"categories":5765},[91],{"categories":5767},[131],{"categories":5769},[141],{"categories":5771},[91],{"categories":5773},[],{"categories":5775},[91],{"categories":5777},[299],{"categories":5779},[258],{"categories":5781},[136],{"categories":5783},[136],{"categories":5785},[91],{"categories":5787},[131],{"categories":5789},[131],{"categories":5791},[91],{"categories":5793},[141],{"categories":5795},[91],{"categories":5797},[91],{"categories":5799},[91],{"categories":5801},[91],{"categories":5803},[155],{"categories":5805},[91],{"categories":5807},[131],{"categories":5809},[91],{"categories":5811},[91],{"categories":5813},[141],{"categories":5815},[91],{"categories":5817},[258],{"categories":5819},[91],{"categories":5821},[177],{"categories":5823},[91],{"categories":5825},[91],{"categories":5827},[141],{"categories":5829},[144],{"categories":5831},[91],{"categories":5833},[91],{"categories":5835},[141],{"categories":5837},[],{"categories":5839},[155],{"categories":5841},[],{"categories":5843},[155],{"categories":5845},[141],{"categories":5847},[131],{"categories":5849},[91],{"categories":5851},[],{"categories":5853},[180],{"categories":5855},[299],{"categories":5857},[91],{"categories":5859},[155],{"categories":5861},[91],{"categories":5863},[],{"categories":5865},[177],{"categories":5867},[141],{"categories":5869},[155],{"categories":5871},[229],{"categories":5873},[136],{"categories":5875},[91],{"categories":5877},[91],{"categories":5879},[141],{"categories":5881},[155],{"categories":5883},[141],{"categories":5885},[177],{"categories":5887},[91],{"categories":5889},[144],{"categories":5891},[131],{"categories":5893},[144],{"categories":5895},[177],{"categories":5897},[91],{"categories":5899},[155],{"categories":5901},[91],{"categories":5903},[229],{"categories":5905},[136],{"categories":5907},[91],{"categories":5909},[91],{"categories":5911},[91],{"categories":5913},[91],{"categories":5915},[91],{"categories":5917},[91],{"categories":5919},[141],{"categories":5921},[91],{"categories":5923},[141],{"categories":5925},[91],{"categories":5927},[91],{"categories":5929},[131],{"categories":5931},[91],{"categories":5933},[141],{"categories":5935},[141],{"categories":5937},[229],{"categories":5939},[141],{"categories":5941},[141],{"categories":5943},[91],{"categories":5945},[131],{"categories":5947},[141],{"categories":5949},[229],{"categories":5951},[],{"categories":5953},[91],{"categories":5955},[180],{"categories":5957},[472],{"categories":5959},[91],{"categories":5961},[141],{"categories":5963},[91],{"categories":5965},[91],{"categories":5967},[155],{"categories":5969},[91],{"categories":5971},[],{"categories":5973},[91],{"categories":5975},[141],{"categories":5977},[91],{"categories":5979},[258],{"categories":5981},[91],{"categories":5983},[155],{"categories":5985},[91],{"categories":5987},[177],{"categories":5989},[141],{"categories":5991},[91],{"categories":5993},[258],{"categories":5995},[141],{"categories":5997},[136],{"categories":5999},[136],{"categories":6001},[91],{"categories":6003},[91],{"categories":6005},[91],{"categories":6007},[91],{"categories":6009},[91],{"categories":6011},[91],{"categories":6013},[131],{"categories":6015},[],{"categories":6017},[91],{"categories":6019},[91],{"categories":6021},[141],{"categories":6023},[141],{"categories":6025},[91],{"categories":6027},[91],{"categories":6029},[91],{"categories":6031},[91],{"categories":6033},[91],{"categories":6035},[155],{"categories":6037},[],{"categories":6039},[131],{"categories":6041},[91],{"categories":6043},[91],{"categories":6045},[141],{"categories":6047},[141],{"categories":6049},[],{"categories":6051},[155],{"categories":6053},[155],{"categories":6055},[91],{"categories":6057},[258],{"categories":6059},[136],{"categories":6061},[229],{"categories":6063},[],{"categories":6065},[91],{"categories":6067},[141],{"categories":6069},[131],{"categories":6071},[91],{"categories":6073},[91],{"categories":6075},[155],{"categories":6077},[131],{"categories":6079},[91],{"categories":6081},[91],{"categories":6083},[177],{"categories":6085},[180],{"categories":6087},[91],{"categories":6089},[177],{"categories":6091},[141],{"categories":6093},[91],{"categories":6095},[],{"categories":6097},[177],{"categories":6099},[141],{"categories":6101},[229],{"categories":6103},[180],{"categories":6105},[91],{"categories":6107},[91],{"categories":6109},[],{"categories":6111},[141],{"categories":6113},[141],{"categories":6115},[141],{"categories":6117},[3151],{"categories":6119},[177],{"categories":6121},[91],{"categories":6123},[155],{"categories":6125},[91],{"categories":6127},[91],{"categories":6129},[91],{"categories":6131},[91],{"categories":6133},[91],{"categories":6135},[136],{"categories":6137},[91],{"categories":6139},[131],{"categories":6141},[1814],{"categories":6143},[299],{"categories":6145},[131],{"categories":6147},[],{"categories":6149},[91],{"categories":6151},[],{"categories":6153},[177],{"categories":6155},[141],{"categories":6157},[229],{"categories":6159},[91],{"categories":6161},[91],{"categories":6163},[91],{"categories":6165},[177],{"categories":6167},[],{"categories":6169},[141],{"categories":6171},[91],{"categories":6173},[141],{"categories":6175},[141],{"categories":6177},[],{"categories":6179},[91],{"categories":6181},[],{"categories":6183},[177],{"categories":6185},[131],{"categories":6187},[229],{"categories":6189},[91],{"categories":6191},[141],{"categories":6193},[177],{"categories":6195},[91],{"categories":6197},[177],{"categories":6199},[],{"categories":6201},[177],{"categories":6203},[91],{"categories":6205},[131],{"categories":6207},[472],{"categories":6209},[141],{"categories":6211},[91],{"categories":6213},[],{"categories":6215},[155],{"categories":6217},[141],{"categories":6219},[144],{"categories":6221},[141],{"categories":6223},[131],{"categories":6225},[91],{"categories":6227},[91],{"categories":6229},[],{"categories":6231},[],{"categories":6233},[],{"categories":6235},[229],{"categories":6237},[91],{"categories":6239},[141],{"categories":6241},[91],{"categories":6243},[91],{"categories":6245},[],{"categories":6247},[],{"categories":6249},[],{"categories":6251},[91],{"categories":6253},[141],{"categories":6255},[229],{"categories":6257},[91],{"categories":6259},[],{"categories":6261},[141],{"categories":6263},[91],{"categories":6265},[91],{"categories":6267},[131],{"categories":6269},[],{"categories":6271},[],{"categories":6273},[91],{"categories":6275},[91],{"categories":6277},[141],{"categories":6279},[229],{"categories":6281},[91],{"categories":6283},[177],{"categories":6285},[],{"categories":6287},[91],{"categories":6289},[91],{"categories":6291},[258],{"categories":6293},[177],{"categories":6295},[258],{"categories":6297},[180],{"categories":6299},[91],{"categories":6301},[91],{"categories":6303},[],{"categories":6305},[],{"categories":6307},[141],{"categories":6309},[],{"categories":6311},[91],{"categories":6313},[472],{"categories":6315},[91],{"categories":6317},[91],{"categories":6319},[91],{"categories":6321},[91],{"categories":6323},[],{"categories":6325},[141],{"categories":6327},[91],{"categories":6329},[91],{"categories":6331},[],{"categories":6333},[141],{"categories":6335},[91],{"categories":6337},[177],{"categories":6339},[91],{"categories":6341},[258],{"categories":6343},[136],{"categories":6345},[144],{"categories":6347},[91],{"categories":6349},[91],{"categories":6351},[141],{"categories":6353},[180],{"categories":6355},[141],{"categories":6357},[141],{"categories":6359},[],{"categories":6361},[91],{"categories":6363},[141],{"categories":6365},[],{"categories":6367},[91],{"categories":6369},[],{"categories":6371},[177],{"categories":6373},[136],{"categories":6375},[],{"categories":6377},[91],{"categories":6379},[91],{"categories":6381},[91],{"categories":6383},[],{"categories":6385},[141],{"categories":6387},[229],{"categories":6389},[131],{"categories":6391},[91],{"categories":6393},[],{"categories":6395},[136],{"categories":6397},[258],{"categories":6399},[91],{"categories":6401},[155],{"categories":6403},[131],{"categories":6405},[180],{"categories":6407},[136],{"categories":6409},[155],{"categories":6411},[141],{"categories":6413},[155],{"categories":6415},[],{"categories":6417},[91],{"categories":6419},[144],{"categories":6421},[91],{"categories":6423},[],{"categories":6425},[141],{"categories":6427},[131],{"categories":6429},[229],{"categories":6431},[91],{"categories":6433},[131],{"categories":6435},[141],{"categories":6437},[299],{"categories":6439},[91],{"categories":6441},[91],{"categories":6443},[91],{"categories":6445},[91],{"categories":6447},[91],{"categories":6449},[131],{"categories":6451},[91],{"categories":6453},[155],{"categories":6455},[180],{"categories":6457},[141],{"categories":6459},[],{"categories":6461},[91],{"categories":6463},[91],{"categories":6465},[91],{"categories":6467},[155],{"categories":6469},[141],{"categories":6471},[177],{"categories":6473},[155],{"categories":6475},[91],{"categories":6477},[144],{"categories":6479},[],{"categories":6481},[229],{"categories":6483},[155],{"categories":6485},[177],{"categories":6487},[91],{"categories":6489},[131],{"categories":6491},[141],{"categories":6493},[91],{"categories":6495},[91],{"categories":6497},[141],{"categories":6499},[144],{"categories":6501},[91],{"categories":6503},[141],{"categories":6505},[91],{"categories":6507},[136],{"categories":6509},[141],{"categories":6511},[141,299],{"categories":6513},[91],{"categories":6515},[91],{"categories":6517},[141],{"categories":6519},[155],{"categories":6521},[91],{"categories":6523},[91],{"categories":6525},[180],{"categories":6527},[141],{"categories":6529},[258],{"categories":6531},[141],{"categories":6533},[136],{"categories":6535},[],{"categories":6537},[141],{"categories":6539},[91],{"categories":6541},[136],{"categories":6543},[],{"categories":6545},[],{"categories":6547},[155],{"categories":6549},[91],{"categories":6551},[91],{"categories":6553},[141],{"categories":6555},[180],{"categories":6557},[258],{"categories":6559},[91],{"categories":6561},[91],{"categories":6563},[91],{"categories":6565},[141],{"categories":6567},[],{"categories":6569},[141],{"categories":6571},[177],{"categories":6573},[91],{"categories":6575},[141],{"categories":6577},[141],{"categories":6579},[91],{"categories":6581},[],{"categories":6583},[177],{"categories":6585},[155],{"categories":6587},[3151],{"categories":6589},[131],{"categories":6591},[155],{"categories":6593},[91],{"categories":6595},[141],{"categories":6597},[91],{"categories":6599},[91],{"categories":6601},[258],{"categories":6603},[155],{"categories":6605},[180],{"categories":6607},[],{"categories":6609},[177],{"categories":6611},[91],{"categories":6613},[91],{"categories":6615},[],{"categories":6617},[141],{"categories":6619},[91],{"categories":6621},[91],{"categories":6623},[91],{"categories":6625},[91],{"categories":6627},[141],{"categories":6629},[91],{"categories":6631},[91],{"categories":6633},[91],{"categories":6635},[144],{"categories":6637},[91],{"categories":6639},[141],{"categories":6641},[91],{"categories":6643},[91],{"categories":6645},[91],{"categories":6647},[91],{"categories":6649},[91],{"categories":6651},[91],{"categories":6653},[91],{"categories":6655},[136],{"categories":6657},[],{"categories":6659},[144],{"categories":6661},[177],{"categories":6663},[141],{"categories":6665},[91],{"categories":6667},[155],{"categories":6669},[],{"categories":6671},[155],{"categories":6673},[155],{"categories":6675},[141],{"categories":6677},[155],{"categories":6679},[91],{"categories":6681},[91],{"categories":6683},[91],{"categories":6685},[141],{"categories":6687},[155],{"categories":6689},[91],{"categories":6691},[91],{"categories":6693},[91],{"categories":6695},[141],{"categories":6697},[177],{"categories":6699},[91],{"categories":6701},[91],{"categories":6703},[91],{"categories":6705},[136],{"categories":6707},[91],{"categories":6709},[141],{"categories":6711},[229],{"categories":6713},[],{"categories":6715},[91],{"categories":6717},[180],{"categories":6719},[141],{"categories":6721},[91],{"categories":6723},[91],{"categories":6725},[],{"categories":6727},[91],{"categories":6729},[91],{"categories":6731},[177],{"categories":6733},[91],{"categories":6735},[91],{"categories":6737},[141],{"categories":6739},[258],{"categories":6741},[],{"categories":6743},[],{"categories":6745},[155],{"categories":6747},[91],{"categories":6749},[91],{"categories":6751},[177],{"categories":6753},[91],{"categories":6755},[155],{"categories":6757},[177],{"categories":6759},[91],{"categories":6761},[91],{"categories":6763},[258],{"categories":6765},[180],{"categories":6767},[91],{"categories":6769},[91],{"categories":6771},[131],{"categories":6773},[141],{"categories":6775},[91],{"categories":6777},[91],{"categories":6779},[141],{"categories":6781},[136],{"categories":6783},[141],{"categories":6785},[155],{"categories":6787},[91],{"categories":6789},[136],{"categories":6791},[],{"categories":6793},[91],{"categories":6795},[180],{"categories":6797},[91],{"categories":6799},[91],{"categories":6801},[],{"categories":6803},[177],{"categories":6805},[91],{"categories":6807},[141],{"categories":6809},[180],{"categories":6811},[91],{"categories":6813},[155],{"categories":6815},[155],{"categories":6817},[155],{"categories":6819},[91],{"categories":6821},[141],{"categories":6823},[141],{"categories":6825},[91],{"categories":6827},[141],{"categories":6829},[91],{"categories":6831},[91],{"categories":6833},[229],{"categories":6835},[180],{"categories":6837},[180],{"categories":6839},[],{"categories":6841},[177],{"categories":6843},[91],{"categories":6845},[91],{"categories":6847},[155],{"categories":6849},[],{"categories":6851},[177],{"categories":6853},[177],{"categories":6855},[177],{"categories":6857},[],{"categories":6859},[141],{"categories":6861},[91],{"categories":6863},[],{"categories":6865},[131],{"categories":6867},[136],{"categories":6869},[],{"categories":6871},[91],{"categories":6873},[91],{"categories":6875},[],{"categories":6877},[155],{"categories":6879},[],{"categories":6881},[],{"categories":6883},[],{"categories":6885},[],{"categories":6887},[91],{"categories":6889},[177],{"categories":6891},[],{"categories":6893},[],{"categories":6895},[91],{"categories":6897},[91],{"categories":6899},[91],{"categories":6901},[180],{"categories":6903},[91],{"categories":6905},[180],{"categories":6907},[],{"categories":6909},[180],{"categories":6911},[180],{"categories":6913},[299],{"categories":6915},[141],{"categories":6917},[155],{"categories":6919},[],{"categories":6921},[],{"categories":6923},[180],{"categories":6925},[155],{"categories":6927},[155],{"categories":6929},[155],{"categories":6931},[],{"categories":6933},[131],{"categories":6935},[155],{"categories":6937},[155],{"categories":6939},[131],{"categories":6941},[155],{"categories":6943},[136],{"categories":6945},[155],{"categories":6947},[155],{"categories":6949},[155],{"categories":6951},[180],{"categories":6953},[177],{"categories":6955},[177],{"categories":6957},[91],{"categories":6959},[155],{"categories":6961},[180],{"categories":6963},[299],{"categories":6965},[180],{"categories":6967},[180],{"categories":6969},[180],{"categories":6971},[],{"categories":6973},[136],{"categories":6975},[],{"categories":6977},[299],{"categories":6979},[155],{"categories":6981},[155],{"categories":6983},[155],{"categories":6985},[141],{"categories":6987},[177,136],{"categories":6989},[180],{"categories":6991},[],{"categories":6993},[],{"categories":6995},[180],{"categories":6997},[],{"categories":6999},[180],{"categories":7001},[177],{"categories":7003},[141],{"categories":7005},[],{"categories":7007},[155],{"categories":7009},[91],{"categories":7011},[229],{"categories":7013},[],{"categories":7015},[91],{"categories":7017},[],{"categories":7019},[177],{"categories":7021},[131],{"categories":7023},[180],{"categories":7025},[],{"categories":7027},[155],{"categories":7029},[177],[7031,7082,7128,7185],{"id":7032,"title":7033,"ai":7034,"body":7039,"categories":7059,"created_at":92,"date_modified":92,"description":84,"extension":93,"faq":92,"featured":94,"kicker_label":92,"meta":7060,"navigation":108,"path":7070,"published_at":7071,"question":92,"scraped_at":7071,"seo":7072,"sitemap":7073,"source_id":7074,"source_name":114,"source_type":115,"source_url":7066,"stem":7075,"tags":7076,"thumbnail_url":92,"tldr":7079,"tweet":92,"unknown_tags":7080,"__hash__":7081},"summaries\u002Fsummaries\u002F41b914407b7a3fae-collusion-risks-in-ai-agents-and-the-case-for-mark-summary.md","Collusion Risks in AI Agents and the Case for Market Certification",{"provider":7,"model":8,"input_tokens":7035,"output_tokens":7036,"processing_time_ms":7037,"cost_usd":7038},4033,463,2370,0.00170275,{"type":14,"value":7040,"toc":7055},[7041,7045,7048,7052],[17,7042,7044],{"id":7043},"the-emergence-of-algorithmic-collusion","The Emergence of Algorithmic Collusion",[22,7046,7047],{},"As AI reasoning agents transition from simple automation to autonomous decision-making in economic environments, they introduce novel risks to market integrity. Unlike traditional algorithmic trading, which relies on explicit rules, modern reasoning agents can interpret complex incentives and environmental cues. The core risk identified is 'tacit collusion,' where agents—even without explicit communication or shared programming—learn to coordinate their actions to maximize collective profit at the expense of market competitiveness. Because these agents are optimized for goal-directed behavior, they may independently discover that price-fixing or supply-restricting strategies yield superior outcomes compared to aggressive competition.",[17,7049,7051],{"id":7050},"the-necessity-for-market-certification","The Necessity for Market Certification",[22,7053,7054],{},"The authors argue that existing regulatory frameworks are insufficient for managing the speed and opacity of AI-driven market interactions. They propose a mandatory certification requirement for any AI agent deployed in high-stakes market decision-making. This certification would serve as a 'safety audit' to verify that the agent's objective functions and decision-making processes do not inherently incentivize collusive behavior. By establishing standardized testing protocols, regulators could ensure that agents maintain competitive behaviors even when faced with incentives that would otherwise encourage collusion. This approach shifts the burden of proof from reactive enforcement—which is often too slow to catch algorithmic shifts—to proactive design validation.",{"title":84,"searchDepth":85,"depth":85,"links":7056},[7057,7058],{"id":7043,"depth":85,"text":7044},{"id":7050,"depth":85,"text":7051},[91],{"content_references":7061,"triage":7068},[7062],{"type":7063,"title":7064,"author":7065,"url":7066,"context":7067},"paper","Position: Collusion Risks Among AI Reasoning Agents Justify Certification Requirements for Making Market Decisions","Various","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.18078","cited",{"relevance":104,"novelty":105,"quality":105,"actionability":85,"composite":106,"reasoning":7069},"Category: AI & LLMs. The article discusses the risks of collusion in AI agents, which is relevant to the audience's interest in AI-powered products. While it presents a novel perspective on market certification for AI agents, it lacks specific actionable steps for product builders to implement these ideas.","\u002Fsummaries\u002F41b914407b7a3fae-collusion-risks-in-ai-agents-and-the-case-for-mark-summary","2026-08-21 03:13:09",{"title":7033,"description":84},{"loc":7070},"41b914407b7a3fae","summaries\u002F41b914407b7a3fae-collusion-risks-in-ai-agents-and-the-case-for-mark-summary",[7077,7078,119],"research","machine-learning","As AI reasoning agents increasingly participate in market decisions, their potential to engage in tacit collusion necessitates new certification frameworks to ensure economic stability and fair competition.",[119],"QUdt74eUUmH5Vo6yT7P04KvaCWW7q4oJ0teE29OUFDM",{"id":7083,"title":7084,"ai":7085,"body":7090,"categories":7110,"created_at":92,"date_modified":92,"description":84,"extension":93,"faq":92,"featured":94,"kicker_label":92,"meta":7111,"navigation":108,"path":7118,"published_at":7119,"question":92,"scraped_at":7119,"seo":7120,"sitemap":7121,"source_id":7122,"source_name":114,"source_type":115,"source_url":7115,"stem":7123,"tags":7124,"thumbnail_url":92,"tldr":7125,"tweet":92,"unknown_tags":7126,"__hash__":7127},"summaries\u002Fsummaries\u002Fab865efa92bb9078-evaluating-internal-action-maps-without-global-aff-summary.md","Evaluating Internal Action Maps Without Global Affine Closure",{"provider":7,"model":8,"input_tokens":7086,"output_tokens":7087,"processing_time_ms":7088,"cost_usd":7089},4065,399,1998,0.00161475,{"type":14,"value":7091,"toc":7106},[7092,7096,7099,7103],[17,7093,7095],{"id":7094},"the-shift-toward-localized-state-representation","The Shift Toward Localized State Representation",[22,7097,7098],{},"This research challenges the conventional requirement for global affine closure in internal action maps—the mathematical assumption that all state transitions must exist within a single, globally consistent coordinate space. By proposing a calibrated test for internal action maps, the authors demonstrate that AI agents can successfully interpret state signals and execute actions using localized or non-affine representations. This approach suggests that models do not necessarily need to map every input into a rigid, global geometric structure to maintain functional coherence, potentially reducing the computational overhead and architectural constraints currently required for complex agentic reasoning.",[17,7100,7102],{"id":7101},"methodology-and-empirical-validation","Methodology and Empirical Validation",[22,7104,7105],{},"The paper details a rigorous testing framework designed to isolate the performance of internal action maps from broader model architecture. Through 7 figures and 4 tables of empirical data, the authors show that by relaxing the global affine constraint, agents can maintain high performance in state-signal processing while gaining flexibility in how they represent environmental dynamics. The study includes ancillary reproducibility files, providing a clear path for researchers to validate these findings across different model architectures. This work is significant for developers building autonomous agents, as it suggests that future architectures could prioritize more modular, locally-calibrated state mappings rather than attempting to force global consistency in high-dimensional latent spaces.",{"title":84,"searchDepth":85,"depth":85,"links":7107},[7108,7109],{"id":7094,"depth":85,"text":7095},{"id":7101,"depth":85,"text":7102},[91],{"content_references":7112,"triage":7116},[7113],{"type":7063,"title":7114,"url":7115,"context":7067},"A Calibrated Test of Internal Action Maps: State Signals Without Global Affine Closure","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.13626",{"relevance":104,"novelty":105,"quality":105,"actionability":85,"composite":106,"reasoning":7117},"Category: AI & LLMs. The article discusses a new framework for internal action maps in AI agents, which is relevant to AI engineering. However, while it presents novel insights into localized state representation, it lacks direct practical applications for product builders, making it less actionable.","\u002Fsummaries\u002Fab865efa92bb9078-evaluating-internal-action-maps-without-global-aff-summary","2026-08-18 03:10:25",{"title":7084,"description":84},{"loc":7118},"ab865efa92bb9078","summaries\u002Fab865efa92bb9078-evaluating-internal-action-maps-without-global-aff-summary",[7078,7077,119],"This paper introduces a calibrated testing framework for internal action maps in AI agents, demonstrating that state signals can be effectively processed without requiring global affine closure.",[119],"tqamQePHYQiFsHg715IogXaSWi9N6d91-8J0TMTdu0o",{"id":7129,"title":7130,"ai":7131,"body":7136,"categories":7167,"created_at":92,"date_modified":92,"description":84,"extension":93,"faq":92,"featured":94,"kicker_label":92,"meta":7168,"navigation":108,"path":7172,"published_at":7173,"question":92,"scraped_at":7173,"seo":7174,"sitemap":7175,"source_id":7176,"source_name":114,"source_type":115,"source_url":7177,"stem":7178,"tags":7179,"thumbnail_url":92,"tldr":7182,"tweet":92,"unknown_tags":7183,"__hash__":7184},"summaries\u002Fsummaries\u002Fbf9205c08f692fa2-synchronizing-beliefs-via-second-order-theory-of-m-summary.md","Synchronizing Beliefs via Second-Order Theory-of-Mind",{"provider":7,"model":8,"input_tokens":7132,"output_tokens":7133,"processing_time_ms":7134,"cost_usd":7135},4013,441,3487,0.00166475,{"type":14,"value":7137,"toc":7163},[7138,7142,7150,7153,7157,7160],[17,7139,7141],{"id":7140},"the-role-of-second-order-theory-of-mind-in-collaboration","The Role of Second-Order Theory-of-Mind in Collaboration",[22,7143,7144,7145,7149],{},"Effective human-autonomy collaboration often fails not because of a lack of technical capability, but because of a mismatch in mental models. The authors argue that for an autonomous agent to be a truly effective teammate, it must possess 'second-order Theory-of-Mind' (ToM). While first-order ToM involves an agent modeling what a human believes about the world, second-order ToM requires the agent to model what the human believes ",[7146,7147,7148],"em",{},"about the agent itself",".",[22,7151,7152],{},"By maintaining this recursive belief structure, the agent can anticipate when a human teammate has an incorrect perception of the agent’s current state, intentions, or capabilities. This allows the agent to proactively correct these misconceptions before they lead to task failure or safety incidents.",[17,7154,7156],{"id":7155},"synchronizing-beliefs-to-improve-team-performance","Synchronizing Beliefs to Improve Team Performance",[22,7158,7159],{},"The core contribution of the framework is a mechanism for belief synchronization. The agent continuously evaluates the discrepancy between the human’s inferred belief about the agent and the agent’s actual internal state. When this discrepancy exceeds a specific threshold, the agent triggers a communication or action designed to realign the human's mental model.",[22,7161,7162],{},"This approach shifts the burden of communication from the human to the agent. Instead of the human having to constantly query the agent's status, the agent acts as an active participant in maintaining shared situational awareness. The authors demonstrate that this recursive modeling significantly reduces the cognitive load on human teammates and improves the overall efficiency of the human-autonomy team in complex, dynamic environments where information asymmetry is common.",{"title":84,"searchDepth":85,"depth":85,"links":7164},[7165,7166],{"id":7140,"depth":85,"text":7141},{"id":7155,"depth":85,"text":7156},[91],{"content_references":7169,"triage":7170},[],{"relevance":104,"novelty":105,"quality":105,"actionability":85,"composite":106,"reasoning":7171},"Category: AI & LLMs. The article discusses a framework for improving human-autonomy collaboration through second-order Theory-of-Mind, which is relevant to AI agents. However, it lacks practical steps or frameworks that the audience can directly implement in their product development.","\u002Fsummaries\u002Fbf9205c08f692fa2-synchronizing-beliefs-via-second-order-theory-of-m-summary","2026-08-14 03:21:16",{"title":7130,"description":84},{"loc":7172},"bf9205c08f692fa2","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.11229","summaries\u002Fbf9205c08f692fa2-synchronizing-beliefs-via-second-order-theory-of-m-summary",[119,7180,7181],"human-robot-interaction","theory-of-mind","This paper proposes a framework for human-autonomy teams where agents model human beliefs about the agent's own state to reduce misalignment and improve collaborative performance.",[119,7180,7181],"uvT7i5r_byqSmrn1aL8xYGVcXam9NtEx9gVTrA1LED0",{"id":7186,"title":7187,"ai":7188,"body":7193,"categories":7279,"created_at":92,"date_modified":92,"description":84,"extension":93,"faq":92,"featured":94,"kicker_label":92,"meta":7280,"navigation":108,"path":7290,"published_at":7291,"question":92,"scraped_at":7291,"seo":7292,"sitemap":7293,"source_id":7294,"source_name":114,"source_type":115,"source_url":7284,"stem":7295,"tags":7296,"thumbnail_url":92,"tldr":7299,"tweet":92,"unknown_tags":7300,"__hash__":7301},"summaries\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary.md","Localizing AI Agent Failures: Model vs. Harness",{"provider":7,"model":8,"input_tokens":7189,"output_tokens":7190,"processing_time_ms":7191,"cost_usd":7192},4022,551,2651,0.001832,{"type":14,"value":7194,"toc":7272},[7195,7199,7210,7215,7218,7238,7242,7245,7265,7269],[17,7196,7198],{"id":7197},"distinguishing-model-vs-harness-failures","Distinguishing Model vs. Harness Failures",[22,7200,7201,7202,7205,7206,7209],{},"When an AI agent fails to complete a task, developers often struggle to identify the root cause. The core insight is to categorize failures into two distinct domains: the ",[39,7203,7204],{},"Model"," (the LLM's reasoning, knowledge, and generation capabilities) and the ",[39,7207,7208],{},"Harness"," (the orchestration logic, tool definitions, environment state, and feedback loops).",[7211,7212,7214],"h3",{"id":7213},"the-model-domain-reasoning-and-knowledge","The Model Domain: Reasoning and Knowledge",[22,7216,7217],{},"Failures in the model domain occur when the LLM itself is incapable of the task. This includes:",[33,7219,7220,7226,7232],{},[36,7221,7222,7225],{},[39,7223,7224],{},"Reasoning errors:"," The model fails to follow logical steps or plan effectively.",[36,7227,7228,7231],{},[39,7229,7230],{},"Knowledge gaps:"," The model lacks the specific information required to execute a step.",[36,7233,7234,7237],{},[39,7235,7236],{},"Instruction following:"," The model ignores system prompts or formatting constraints.",[7211,7239,7241],{"id":7240},"the-harness-domain-orchestration-and-environment","The Harness Domain: Orchestration and Environment",[22,7243,7244],{},"Failures in the harness domain occur despite the model providing correct instructions. These are often the most overlooked issues in agent development:",[33,7246,7247,7253,7259],{},[36,7248,7249,7252],{},[39,7250,7251],{},"Tool integration:"," The harness fails to correctly map the model's output to an API call or function argument.",[36,7254,7255,7258],{},[39,7256,7257],{},"Environment state:"," The agent operates on stale data or an environment that has changed since the last observation.",[36,7260,7261,7264],{},[39,7262,7263],{},"Feedback loops:"," The harness fails to pass the correct error messages or tool outputs back to the model, preventing self-correction.",[17,7266,7268],{"id":7267},"diagnostic-framework","Diagnostic Framework",[22,7270,7271],{},"To localize these failures, developers should implement a systematic interaction-centric audit. By isolating the model's output from the harness's execution, you can determine if the agent's failure is a result of poor reasoning or a breakdown in the infrastructure supporting the agent. This approach shifts the focus from 'why did the agent fail?' to 'did the model fail to reason, or did the harness fail to execute?'",{"title":84,"searchDepth":85,"depth":85,"links":7273},[7274,7278],{"id":7197,"depth":85,"text":7198,"children":7275},[7276,7277],{"id":7213,"depth":104,"text":7214},{"id":7240,"depth":104,"text":7241},{"id":7267,"depth":85,"text":7268},[91],{"content_references":7281,"triage":7286},[7282],{"type":7063,"title":7283,"url":7284,"context":7285},"Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.28802","reviewed",{"relevance":7287,"novelty":105,"quality":105,"actionability":105,"composite":7288,"reasoning":7289},5,4.35,"Category: AI & LLMs. The article provides a clear framework for diagnosing failures in AI agents, which directly addresses the pain points of developers trying to integrate AI into their products. It offers actionable insights on distinguishing between model and harness failures, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary","2026-08-04 03:10:08",{"title":7187,"description":84},{"loc":7290},"6cfdb395f3efb4ea","summaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary",[7297,119,7298],"llm","debugging","To debug AI agents effectively, you must distinguish between failures caused by the underlying LLM (Model) and those caused by the agent's orchestration, tools, or environment (Harness).",[119,7298],"kkgChMQmejtaPxThdnsF2v7nNhaJzNc0dRyHfWjzHSw"]