[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-37abba032a5d5e73-agentic-ai-in-safety-critical-multi-drone-systems-summary":3,"summaries-facets-categories":104,"summary-related-37abba032a5d5e73-agentic-ai-in-safety-critical-multi-drone-systems-summary":7810},{"id":4,"title":5,"ai":6,"body":13,"categories":69,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":74,"navigation":86,"path":87,"published_at":88,"question":71,"scraped_at":88,"seo":89,"sitemap":90,"source_id":91,"source_name":92,"source_type":93,"source_url":94,"stem":95,"tags":96,"thumbnail_url":71,"tldr":101,"tweet":71,"unknown_tags":102,"__hash__":103},"summaries\u002Fsummaries\u002F37abba032a5d5e73-agentic-ai-in-safety-critical-multi-drone-systems-summary.md","Agentic AI in Safety-Critical Multi-Drone Systems",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4104,581,3410,0.0018975,{"type":14,"value":15,"toc":62},"minimark",[16,21,25,29,32,55,59],[17,18,20],"h2",{"id":19},"the-shift-toward-agentic-autonomy-in-robotics","The Shift Toward Agentic Autonomy in Robotics",[22,23,24],"p",{},"The integration of agentic AI—systems capable of autonomous goal-setting, planning, and execution—into multi-drone fleets represents a significant shift from traditional, rule-based automation. While these systems offer increased flexibility in dynamic environments, they introduce non-deterministic behaviors that complicate safety-critical operations. The core challenge lies in ensuring that high-level reasoning capabilities do not override low-level safety protocols, especially in scenarios where drones must navigate complex, unpredictable physical spaces.",[17,26,28],{"id":27},"balancing-autonomy-with-safety-constraints","Balancing Autonomy with Safety Constraints",[22,30,31],{},"To deploy agentic AI safely, developers must implement a multi-layered architecture that separates high-level task planning from low-level flight control. The research highlights that:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Formal Verification:"," Traditional testing is insufficient for agentic systems. Developers must adopt formal methods to verify that the AI's decision-making logic remains within defined safety envelopes at all times.",[36,44,45,48],{},[39,46,47],{},"Human-in-the-Loop (HITL):"," Agentic systems should not operate in a vacuum. Effective multi-drone coordination requires human oversight mechanisms that allow for intervention without inducing latency or cognitive overload for the operator.",[36,50,51,54],{},[39,52,53],{},"Explainability (XAI):"," For safety-critical systems, the 'black box' nature of LLMs is a liability. Systems must provide real-time, interpretable feedback on why a specific maneuver or path was chosen, enabling faster debugging and incident response.",[17,56,58],{"id":57},"technical-challenges-in-multi-agent-coordination","Technical Challenges in Multi-Agent Coordination",[22,60,61],{},"Scaling agentic AI across multiple drones introduces emergent behaviors that are difficult to predict. The paper emphasizes the need for decentralized coordination protocols where individual agents can negotiate tasks while maintaining global safety objectives. Current research gaps include the lack of standardized benchmarks for evaluating agentic safety and the difficulty of maintaining consistent communication in bandwidth-constrained environments. Future progress depends on creating hybrid architectures that combine the reasoning power of LLMs with the deterministic reliability of classical control theory.",{"title":63,"searchDepth":64,"depth":64,"links":65},"",2,[66,67,68],{"id":19,"depth":64,"text":20},{"id":27,"depth":64,"text":28},{"id":57,"depth":64,"text":58},[70],"AI & LLMs",null,"md",false,{"content_references":75,"triage":81},[76],{"type":77,"title":78,"url":79,"context":80},"event","AgentCraft Workshop at IUI2026 Conference","https:\u002F\u002Fagentcraft-iui.github.io\u002F2026\u002F","mentioned",{"relevance":82,"novelty":83,"quality":82,"actionability":83,"composite":84,"reasoning":85},4,3,3.6,"Category: AI & LLMs. The article discusses the integration of agentic AI in multi-drone systems, addressing specific audience pain points like balancing autonomy with safety constraints. It provides insights into formal verification and human-in-the-loop systems, which are actionable but may require further detail for immediate implementation.",true,"\u002Fsummaries\u002F37abba032a5d5e73-agentic-ai-in-safety-critical-multi-drone-systems-summary","2026-08-26 03:10:17",{"title":5,"description":63},{"loc":87},"37abba032a5d5e73","arXiv cs.AI","article","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.21444","summaries\u002F37abba032a5d5e73-agentic-ai-in-safety-critical-multi-drone-systems-summary",[97,98,99,100],"agents","research","ai-llms","robotics","Integrating agentic AI into multi-drone systems requires balancing autonomous decision-making with strict safety constraints, human-in-the-loop oversight, and robust verification methods.",[99,100],"KmKkWiYLPkNixNViZrLZVr-w-knQ7tBhi8IvnDKFfn0",[105,107,110,112,115,117,120,123,125,127,129,131,134,137,139,141,143,145,148,150,152,154,156,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,402,404,406,408,410,412,414,416,418,420,422,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,458,460,462,464,466,468,470,472,474,476,478,480,482,484,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,556,558,560,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,604,606,608,610,612,614,616,618,620,622,624,626,628,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,948,950,952,954,956,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106,7108,7110,7112,7114,7116,7118,7120,7122,7124,7126,7128,7130,7132,7134,7136,7138,7140,7142,7144,7146,7148,7150,7152,7154,7156,7158,7160,7162,7164,7166,7168,7170,7172,7174,7176,7178,7180,7182,7184,7186,7188,7190,7192,7194,7196,7198,7200,7202,7204,7206,7208,7210,7212,7214,7216,7218,7220,7222,7224,7226,7228,7230,7232,7234,7236,7238,7240,7242,7244,7246,7248,7250,7252,7254,7256,7258,7260,7262,7264,7266,7268,7270,7272,7274,7276,7278,7280,7282,7284,7286,7288,7290,7292,7294,7296,7298,7300,7302,7304,7306,7308,7310,7312,7314,7316,7318,7320,7322,7324,7326,7328,7330,7332,7334,7336,7338,7340,7342,7344,7346,7348,7350,7352,7354,7356,7358,7360,7362,7364,7366,7368,7370,7372,7374,7376,7378,7380,7382,7384,7386,7388,7390,7392,7394,7396,7398,7400,7402,7404,7406,7408,7410,7412,7414,7416,7418,7420,7422,7424,7426,7428,7430,7432,7434,7436,7438,7440,7442,7444,7446,7448,7450,7452,7454,7456,7458,7460,7462,7464,7466,7468,7470,7472,7474,7476,7478,7480,7482,7484,7486,7488,7490,7492,7494,7496,7498,7500,7502,7504,7506,7508,7510,7512,7514,7516,7518,7520,7522,7524,7526,7528,7530,7532,7534,7536,7538,7540,7542,7544,7546,7548,7550,7552,7554,7556,7558,7560,7562,7564,7566,7568,7570,7572,7574,7576,7578,7580,7582,7584,7586,7588,7590,7592,7594,7596,7598,7600,7602,7604,7606,7608,7610,7612,7614,7616,7618,7620,7622,7624,7626,7628,7630,7632,7634,7636,7638,7640,7642,7644,7646,7648,7650,7652,7654,7656,7658,7660,7662,7664,7666,7668,7670,7672,7674,7676,7678,7680,7682,7684,7686,7688,7690,7692,7694,7696,7698,7700,7702,7704,7706,7708,7710,7712,7714,7716,7718,7720,7722,7724,7726,7728,7730,7732,7734,7736,7738,7740,7742,7744,7746,7748,7750,7752,7754,7756,7758,7760,7762,7764,7766,7768,7770,7772,7774,7776,7778,7780,7782,7784,7786,7788,7790,7792,7794,7796,7798,7800,7802,7804,7806,7808],{"categories":106},[70],{"categories":108},[109],"Developer Productivity",{"categories":111},[70],{"categories":113},[114],"Business & SaaS",{"categories":116},[70],{"categories":118},[119],"AI Automation",{"categories":121},[122],"Product Strategy",{"categories":124},[119],{"categories":126},[70],{"categories":128},[109],{"categories":130},[119],{"categories":132},[133],"Software Engineering",{"categories":135},[136],"Data Science & Visualization",{"categories":138},[70],{"categories":140},[114],{"categories":142},[],{"categories":144},[70],{"categories":146},[147],"Inference & Serving",{"categories":149},[70],{"categories":151},[70],{"categories":153},[119],{"categories":155},[],{"categories":157},[158],"AI News & Trends",{"categories":160},[136],{"categories":162},[119],{"categories":164},[70],{"categories":166},[70],{"categories":168},[70],{"categories":170},[114],{"categories":172},[109],{"categories":174},[70],{"categories":176},[119],{"categories":178},[158],{"categories":180},[70],{"categories":182},[119],{"categories":184},[119],{"categories":186},[70],{"categories":188},[70],{"categories":190},[119],{"categories":192},[70],{"categories":194},[70],{"categories":196},[70],{"categories":198},[114],{"categories":200},[119],{"categories":202},[158],{"categories":204},[70],{"categories":206},[70],{"categories":208},[70],{"categories":210},[],{"categories":212},[213],"Design & Frontend",{"categories":215},[70],{"categories":217},[136],{"categories":219},[70],{"categories":221},[158],{"categories":223},[70],{"categories":225},[70],{"categories":227},[70],{"categories":229},[],{"categories":231},[70],{"categories":233},[70],{"categories":235},[119],{"categories":237},[133],{"categories":239},[70],{"categories":241},[70],{"categories":243},[119],{"categories":245},[70],{"categories":247},[248],"Marketing & Growth",{"categories":250},[213],{"categories":252},[70],{"categories":254},[119],{"categories":256},[70],{"categories":258},[70],{"categories":260},[133],{"categories":262},[70],{"categories":264},[],{"categories":266},[],{"categories":268},[213],{"categories":270},[70],{"categories":272},[119],{"categories":274},[109],{"categories":276},[133],{"categories":278},[119],{"categories":280},[213],{"categories":282},[70],{"categories":284},[122],{"categories":286},[70],{"categories":288},[133],{"categories":290},[291],"DevOps & Cloud",{"categories":293},[119],{"categories":295},[122],{"categories":297},[158],{"categories":299},[70],{"categories":301},[],{"categories":303},[70],{"categories":305},[70],{"categories":307},[70],{"categories":309},[],{"categories":311},[119],{"categories":313},[133],{"categories":315},[291],{"categories":317},[],{"categories":319},[133],{"categories":321},[119],{"categories":323},[70],{"categories":325},[213],{"categories":327},[328],"Governance & Standards",{"categories":330},[114],{"categories":332},[],{"categories":334},[70],{"categories":336},[],{"categories":338},[70],{"categories":340},[70],{"categories":342},[119],{"categories":344},[70],{"categories":346},[119],{"categories":348},[70],{"categories":350},[70],{"categories":352},[119],{"categories":354},[70],{"categories":356},[70],{"categories":358},[70],{"categories":360},[],{"categories":362},[133],{"categories":364},[],{"categories":366},[],{"categories":368},[70],{"categories":370},[133],{"categories":372},[],{"categories":374},[133],{"categories":376},[70],{"categories":378},[119],{"categories":380},[70],{"categories":382},[248],{"categories":384},[70],{"categories":386},[70],{"categories":388},[70],{"categories":390},[213],{"categories":392},[213],{"categories":394},[70],{"categories":396},[133],{"categories":398},[119],{"categories":400},[401],"GovTech & Public-Sector Adoption",{"categories":403},[133],{"categories":405},[70],{"categories":407},[70],{"categories":409},[70],{"categories":411},[119],{"categories":413},[119],{"categories":415},[136],{"categories":417},[70],{"categories":419},[158],{"categories":421},[119],{"categories":423},[424],"Legal AI Tools",{"categories":426},[70],{"categories":428},[119],{"categories":430},[70],{"categories":432},[248],{"categories":434},[119],{"categories":436},[122],{"categories":438},[70],{"categories":440},[133],{"categories":442},[401],{"categories":444},[],{"categories":446},[119],{"categories":448},[],{"categories":450},[114],{"categories":452},[119],{"categories":454},[119],{"categories":456},[457],"RAG & Retrieval",{"categories":459},[114],{"categories":461},[70],{"categories":463},[133],{"categories":465},[133],{"categories":467},[291],{"categories":469},[213],{"categories":471},[119],{"categories":473},[70],{"categories":475},[70],{"categories":477},[70],{"categories":479},[70],{"categories":481},[],{"categories":483},[119],{"categories":485},[486],"Agents & Orchestration",{"categories":488},[133],{"categories":490},[70],{"categories":492},[],{"categories":494},[119],{"categories":496},[114],{"categories":498},[],{"categories":500},[70],{"categories":502},[],{"categories":504},[70],{"categories":506},[109],{"categories":508},[133],{"categories":510},[114],{"categories":512},[70],{"categories":514},[70],{"categories":516},[70],{"categories":518},[119],{"categories":520},[70],{"categories":522},[70],{"categories":524},[158],{"categories":526},[70],{"categories":528},[],{"categories":530},[70],{"categories":532},[70],{"categories":534},[],{"categories":536},[70],{"categories":538},[133],{"categories":540},[70],{"categories":542},[119],{"categories":544},[136],{"categories":546},[],{"categories":548},[70],{"categories":550},[70],{"categories":552},[213],{"categories":554},[555],"Models & Frontier Labs",{"categories":557},[],{"categories":559},[213],{"categories":561},[562],"Regulation & Governance of AI",{"categories":564},[122],{"categories":566},[119],{"categories":568},[],{"categories":570},[70],{"categories":572},[70],{"categories":574},[119],{"categories":576},[119],{"categories":578},[158],{"categories":580},[70],{"categories":582},[114],{"categories":584},[70],{"categories":586},[119],{"categories":588},[],{"categories":590},[133],{"categories":592},[119],{"categories":594},[70],{"categories":596},[70],{"categories":598},[122],{"categories":600},[70],{"categories":602},[603],"AI Policy & Regulation",{"categories":605},[],{"categories":607},[70],{"categories":609},[119],{"categories":611},[119],{"categories":613},[122],{"categories":615},[119],{"categories":617},[70],{"categories":619},[70],{"categories":621},[70],{"categories":623},[119],{"categories":625},[],{"categories":627},[136],{"categories":629},[630],"Evals & Reliability",{"categories":632},[70],{"categories":634},[70],{"categories":636},[],{"categories":638},[136],{"categories":640},[109],{"categories":642},[401],{"categories":644},[603],{"categories":646},[70],{"categories":648},[70],{"categories":650},[114],{"categories":652},[70],{"categories":654},[119],{"categories":656},[70],{"categories":658},[119],{"categories":660},[486],{"categories":662},[70],{"categories":664},[133],{"categories":666},[70],{"categories":668},[70],{"categories":670},[],{"categories":672},[213],{"categories":674},[],{"categories":676},[70],{"categories":678},[70],{"categories":680},[401],{"categories":682},[70],{"categories":684},[70],{"categories":686},[70],{"categories":688},[],{"categories":690},[70],{"categories":692},[213],{"categories":694},[70],{"categories":696},[133],{"categories":698},[],{"categories":700},[70],{"categories":702},[70],{"categories":704},[],{"categories":706},[70],{"categories":708},[119],{"categories":710},[70],{"categories":712},[213],{"categories":714},[],{"categories":716},[70],{"categories":718},[70],{"categories":720},[136],{"categories":722},[119],{"categories":724},[70],{"categories":726},[114],{"categories":728},[119],{"categories":730},[70],{"categories":732},[70],{"categories":734},[133],{"categories":736},[213],{"categories":738},[70],{"categories":740},[119],{"categories":742},[],{"categories":744},[133],{"categories":746},[119],{"categories":748},[136],{"categories":750},[],{"categories":752},[70],{"categories":754},[158],{"categories":756},[70],{"categories":758},[],{"categories":760},[70],{"categories":762},[70],{"categories":764},[70],{"categories":766},[114,248],{"categories":768},[],{"categories":770},[133],{"categories":772},[70],{"categories":774},[70],{"categories":776},[119],{"categories":778},[70],{"categories":780},[70],{"categories":782},[],{"categories":784},[],{"categories":786},[70],{"categories":788},[70],{"categories":790},[213],{"categories":792},[70],{"categories":794},[],{"categories":796},[70],{"categories":798},[291],{"categories":800},[],{"categories":802},[119],{"categories":804},[158],{"categories":806},[70],{"categories":808},[114],{"categories":810},[70],{"categories":812},[133],{"categories":814},[213],{"categories":816},[],{"categories":818},[70],{"categories":820},[158],{"categories":822},[70],{"categories":824},[147],{"categories":826},[70],{"categories":828},[70],{"categories":830},[119],{"categories":832},[158],{"categories":834},[555],{"categories":836},[70],{"categories":838},[248],{"categories":840},[],{"categories":842},[119],{"categories":844},[114],{"categories":846},[133],{"categories":848},[70],{"categories":850},[119],{"categories":852},[],{"categories":854},[70,291],{"categories":856},[70],{"categories":858},[70],{"categories":860},[70],{"categories":862},[70],{"categories":864},[119],{"categories":866},[70,133],{"categories":868},[136],{"categories":870},[70],{"categories":872},[70],{"categories":874},[70],{"categories":876},[133],{"categories":878},[70],{"categories":880},[119],{"categories":882},[119],{"categories":884},[603],{"categories":886},[248],{"categories":888},[70],{"categories":890},[119],{"categories":892},[70],{"categories":894},[70],{"categories":896},[119],{"categories":898},[],{"categories":900},[119],{"categories":902},[70],{"categories":904},[70],{"categories":906},[119],{"categories":908},[70],{"categories":910},[70,114],{"categories":912},[70],{"categories":914},[70],{"categories":916},[114],{"categories":918},[],{"categories":920},[213],{"categories":922},[213],{"categories":924},[70],{"categories":926},[],{"categories":928},[],{"categories":930},[70],{"categories":932},[158],{"categories":934},[],{"categories":936},[109],{"categories":938},[70],{"categories":940},[133],{"categories":942},[119],{"categories":944},[70],{"categories":946},[947],"Generative UI & Design-to-Code",{"categories":949},[70],{"categories":951},[70],{"categories":953},[213],{"categories":955},[70],{"categories":957},[958],"Algorithmic Accountability",{"categories":960},[70],{"categories":962},[119],{"categories":964},[133],{"categories":966},[158],{"categories":968},[213],{"categories":970},[70],{"categories":972},[],{"categories":974},[122],{"categories":976},[70],{"categories":978},[70],{"categories":980},[70],{"categories":982},[70],{"categories":984},[70],{"categories":986},[119],{"categories":988},[989],"MLOps & Infrastructure",{"categories":991},[70],{"categories":993},[70],{"categories":995},[70],{"categories":997},[70],{"categories":999},[70],{"categories":1001},[70],{"categories":1003},[133],{"categories":1005},[158],{"categories":1007},[70],{"categories":1009},[70],{"categories":1011},[122],{"categories":1013},[109],{"categories":1015},[70],{"categories":1017},[119],{"categories":1019},[291],{"categories":1021},[70],{"categories":1023},[114],{"categories":1025},[70],{"categories":1027},[213],{"categories":1029},[70],{"categories":1031},[122],{"categories":1033},[70],{"categories":1035},[119],{"categories":1037},[],{"categories":1039},[],{"categories":1041},[70],{"categories":1043},[147],{"categories":1045},[213],{"categories":1047},[158],{"categories":1049},[136],{"categories":1051},[],{"categories":1053},[70],{"categories":1055},[70],{"categories":1057},[114],{"categories":1059},[119],{"categories":1061},[70],{"categories":1063},[70],{"categories":1065},[70],{"categories":1067},[70],{"categories":1069},[70],{"categories":1071},[158],{"categories":1073},[147],{"categories":1075},[70],{"categories":1077},[213],{"categories":1079},[70],{"categories":1081},[],{"categories":1083},[119],{"categories":1085},[133],{"categories":1087},[],{"categories":1089},[70],{"categories":1091},[70],{"categories":1093},[119],{"categories":1095},[133],{"categories":1097},[70],{"categories":1099},[136],{"categories":1101},[213],{"categories":1103},[],{"categories":1105},[70],{"categories":1107},[],{"categories":1109},[70],{"categories":1111},[],{"categories":1113},[70],{"categories":1115},[70],{"categories":1117},[122],{"categories":1119},[114],{"categories":1121},[119],{"categories":1123},[119],{"categories":1125},[133],{"categories":1127},[],{"categories":1129},[70],{"categories":1131},[109],{"categories":1133},[70],{"categories":1135},[70],{"categories":1137},[114],{"categories":1139},[158],{"categories":1141},[109],{"categories":1143},[],{"categories":1145},[70],{"categories":1147},[],{"categories":1149},[70],{"categories":1151},[],{"categories":1153},[70],{"categories":1155},[158],{"categories":1157},[158],{"categories":1159},[],{"categories":1161},[486],{"categories":1163},[70],{"categories":1165},[213],{"categories":1167},[133],{"categories":1169},[],{"categories":1171},[424],{"categories":1173},[119],{"categories":1175},[119],{"categories":1177},[114],{"categories":1179},[70],{"categories":1181},[],{"categories":1183},[],{"categories":1185},[109],{"categories":1187},[136],{"categories":1189},[],{"categories":1191},[248],{"categories":1193},[119],{"categories":1195},[114],{"categories":1197},[119],{"categories":1199},[70],{"categories":1201},[114],{"categories":1203},[70],{"categories":1205},[133],{"categories":1207},[],{"categories":1209},[147],{"categories":1211},[122],{"categories":1213},[70],{"categories":1215},[213],{"categories":1217},[133],{"categories":1219},[114],{"categories":1221},[70],{"categories":1223},[133],{"categories":1225},[70],{"categories":1227},[119],{"categories":1229},[114],{"categories":1231},[70],{"categories":1233},[70],{"categories":1235},[70],{"categories":1237},[70],{"categories":1239},[70],{"categories":1241},[70],{"categories":1243},[],{"categories":1245},[],{"categories":1247},[133],{"categories":1249},[136],{"categories":1251},[122],{"categories":1253},[70],{"categories":1255},[119],{"categories":1257},[133],{"categories":1259},[133],{"categories":1261},[70],{"categories":1263},[],{"categories":1265},[70],{"categories":1267},[158],{"categories":1269},[122],{"categories":1271},[122],{"categories":1273},[133],{"categories":1275},[70],{"categories":1277},[630],{"categories":1279},[291],{"categories":1281},[],{"categories":1283},[70],{"categories":1285},[119],{"categories":1287},[70],{"categories":1289},[109],{"categories":1291},[],{"categories":1293},[109],{"categories":1295},[213],{"categories":1297},[],{"categories":1299},[70],{"categories":1301},[70],{"categories":1303},[70],{"categories":1305},[213],{"categories":1307},[248],{"categories":1309},[122],{"categories":1311},[70],{"categories":1313},[133],{"categories":1315},[70],{"categories":1317},[119],{"categories":1319},[],{"categories":1321},[133],{"categories":1323},[70],{"categories":1325},[109],{"categories":1327},[],{"categories":1329},[114],{"categories":1331},[70],{"categories":1333},[70],{"categories":1335},[158],{"categories":1337},[70,291],{"categories":1339},[70],{"categories":1341},[1342],"Design Systems for AI",{"categories":1344},[70],{"categories":1346},[70],{"categories":1348},[158],{"categories":1350},[70],{"categories":1352},[70],{"categories":1354},[70],{"categories":1356},[114],{"categories":1358},[70],{"categories":1360},[70],{"categories":1362},[70],{"categories":1364},[],{"categories":1366},[70],{"categories":1368},[70],{"categories":1370},[114],{"categories":1372},[70],{"categories":1374},[],{"categories":1376},[119],{"categories":1378},[119],{"categories":1380},[133],{"categories":1382},[70],{"categories":1384},[158],{"categories":1386},[133],{"categories":1388},[70],{"categories":1390},[213],{"categories":1392},[158],{"categories":1394},[136],{"categories":1396},[70],{"categories":1398},[70],{"categories":1400},[70],{"categories":1402},[70],{"categories":1404},[119],{"categories":1406},[109],{"categories":1408},[603],{"categories":1410},[70],{"categories":1412},[70],{"categories":1414},[119],{"categories":1416},[70],{"categories":1418},[133],{"categories":1420},[70],{"categories":1422},[133],{"categories":1424},[],{"categories":1426},[213],{"categories":1428},[],{"categories":1430},[70],{"categories":1432},[119],{"categories":1434},[122],{"categories":1436},[],{"categories":1438},[114],{"categories":1440},[70],{"categories":1442},[],{"categories":1444},[213],{"categories":1446},[133],{"categories":1448},[119],{"categories":1450},[133],{"categories":1452},[70],{"categories":1454},[213],{"categories":1456},[70],{"categories":1458},[133],{"categories":1460},[70],{"categories":1462},[70],{"categories":1464},[213],{"categories":1466},[],{"categories":1468},[],{"categories":1470},[158],{"categories":1472},[119],{"categories":1474},[119],{"categories":1476},[70],{"categories":1478},[119],{"categories":1480},[70],{"categories":1482},[70],{"categories":1484},[70],{"categories":1486},[70],{"categories":1488},[70],{"categories":1490},[70],{"categories":1492},[114],{"categories":1494},[122],{"categories":1496},[70],{"categories":1498},[70],{"categories":1500},[],{"categories":1502},[133],{"categories":1504},[133],{"categories":1506},[70],{"categories":1508},[133],{"categories":1510},[114],{"categories":1512},[],{"categories":1514},[70],{"categories":1516},[70],{"categories":1518},[213],{"categories":1520},[70],{"categories":1522},[70],{"categories":1524},[70],{"categories":1526},[119],{"categories":1528},[109],{"categories":1530},[114],{"categories":1532},[70],{"categories":1534},[119],{"categories":1536},[158],{"categories":1538},[119],{"categories":1540},[147],{"categories":1542},[248],{"categories":1544},[70],{"categories":1546},[119],{"categories":1548},[70],{"categories":1550},[70],{"categories":1552},[70],{"categories":1554},[70],{"categories":1556},[],{"categories":1558},[213],{"categories":1560},[],{"categories":1562},[70],{"categories":1564},[70],{"categories":1566},[],{"categories":1568},[70],{"categories":1570},[70],{"categories":1572},[133],{"categories":1574},[114],{"categories":1576},[1577],"Visual & Generative Media",{"categories":1579},[119],{"categories":1581},[],{"categories":1583},[70],{"categories":1585},[70],{"categories":1587},[133],{"categories":1589},[70],{"categories":1591},[291],{"categories":1593},[70],{"categories":1595},[136],{"categories":1597},[603],{"categories":1599},[133],{"categories":1601},[248],{"categories":1603},[70],{"categories":1605},[122],{"categories":1607},[213],{"categories":1609},[70],{"categories":1611},[70],{"categories":1613},[133],{"categories":1615},[119],{"categories":1617},[70],{"categories":1619},[],{"categories":1621},[],{"categories":1623},[119],{"categories":1625},[133],{"categories":1627},[109],{"categories":1629},[119],{"categories":1631},[555],{"categories":1633},[70],{"categories":1635},[122],{"categories":1637},[70],{"categories":1639},[114],{"categories":1641},[],{"categories":1643},[70],{"categories":1645},[122],{"categories":1647},[70],{"categories":1649},[70],{"categories":1651},[70],{"categories":1653},[122],{"categories":1655},[70],{"categories":1657},[70],{"categories":1659},[248],{"categories":1661},[70],{"categories":1663},[486],{"categories":1665},[133],{"categories":1667},[119],{"categories":1669},[70],{"categories":1671},[119],{"categories":1673},[70],{"categories":1675},[70],{"categories":1677},[119],{"categories":1679},[70],{"categories":1681},[70],{"categories":1683},[70],{"categories":1685},[119],{"categories":1687},[70],{"categories":1689},[213],{"categories":1691},[119],{"categories":1693},[],{"categories":1695},[119],{"categories":1697},[70],{"categories":1699},[],{"categories":1701},[291],{"categories":1703},[133],{"categories":1705},[],{"categories":1707},[555],{"categories":1709},[70],{"categories":1711},[119],{"categories":1713},[119],{"categories":1715},[70],{"categories":1717},[213,70],{"categories":1719},[70],{"categories":1721},[109],{"categories":1723},[70],{"categories":1725},[119],{"categories":1727},[213],{"categories":1729},[],{"categories":1731},[70],{"categories":1733},[109],{"categories":1735},[70],{"categories":1737},[1738],"Medical Imaging & Radiology",{"categories":1740},[70],{"categories":1742},[70],{"categories":1744},[70],{"categories":1746},[213],{"categories":1748},[119],{"categories":1750},[119],{"categories":1752},[133],{"categories":1754},[],{"categories":1756},[70],{"categories":1758},[70],{"categories":1760},[70],{"categories":1762},[],{"categories":1764},[],{"categories":1766},[70],{"categories":1768},[70],{"categories":1770},[486],{"categories":1772},[70],{"categories":1774},[70],{"categories":1776},[109],{"categories":1778},[70],{"categories":1780},[70],{"categories":1782},[],{"categories":1784},[119],{"categories":1786},[70],{"categories":1788},[122],{"categories":1790},[133],{"categories":1792},[70],{"categories":1794},[70],{"categories":1796},[119],{"categories":1798},[486],{"categories":1800},[70],{"categories":1802},[119],{"categories":1804},[70],{"categories":1806},[70],{"categories":1808},[70],{"categories":1810},[70],{"categories":1812},[213],{"categories":1814},[119],{"categories":1816},[291],{"categories":1818},[213],{"categories":1820},[114],{"categories":1822},[119],{"categories":1824},[158],{"categories":1826},[70],{"categories":1828},[70],{"categories":1830},[122],{"categories":1832},[70],{"categories":1834},[70],{"categories":1836},[70],{"categories":1838},[70],{"categories":1840},[70],{"categories":1842},[119],{"categories":1844},[70],{"categories":1846},[133],{"categories":1848},[70],{"categories":1850},[133],{"categories":1852},[70],{"categories":1854},[122],{"categories":1856},[],{"categories":1858},[158],{"categories":1860},[],{"categories":1862},[122],{"categories":1864},[119],{"categories":1866},[70],{"categories":1868},[70],{"categories":1870},[119],{"categories":1872},[70],{"categories":1874},[1342],{"categories":1876},[70],{"categories":1878},[1342],{"categories":1880},[213],{"categories":1882},[70],{"categories":1884},[70],{"categories":1886},[70],{"categories":1888},[119],{"categories":1890},[133],{"categories":1892},[213],{"categories":1894},[119],{"categories":1896},[158],{"categories":1898},[],{"categories":1900},[70],{"categories":1902},[70],{"categories":1904},[],{"categories":1906},[70],{"categories":1908},[70],{"categories":1910},[119],{"categories":1912},[70],{"categories":1914},[70],{"categories":1916},[70],{"categories":1918},[119],{"categories":1920},[1921],"Contract Review & E-Discovery",{"categories":1923},[70],{"categories":1925},[213],{"categories":1927},[70],{"categories":1929},[109],{"categories":1931},[70],{"categories":1933},[158],{"categories":1935},[70],{"categories":1937},[70],{"categories":1939},[248],{"categories":1941},[133],{"categories":1943},[119],{"categories":1945},[70],{"categories":1947},[70],{"categories":1949},[70],{"categories":1951},[119],{"categories":1953},[119],{"categories":1955},[958],{"categories":1957},[70],{"categories":1959},[70],{"categories":1961},[119],{"categories":1963},[119],{"categories":1965},[70],{"categories":1967},[70],{"categories":1969},[70],{"categories":1971},[119],{"categories":1973},[70],{"categories":1975},[70],{"categories":1977},[133],{"categories":1979},[70],{"categories":1981},[486],{"categories":1983},[457],{"categories":1985},[70],{"categories":1987},[119],{"categories":1989},[70],{"categories":1991},[1992],"Law-Firm Practice & Adoption",{"categories":1994},[70],{"categories":1996},[119],{"categories":1998},[213],{"categories":2000},[70],{"categories":2002},[70],{"categories":2004},[70],{"categories":2006},[],{"categories":2008},[133],{"categories":2010},[],{"categories":2012},[133],{"categories":2014},[70],{"categories":2016},[],{"categories":2018},[133],{"categories":2020},[119],{"categories":2022},[109],{"categories":2024},[291],{"categories":2026},[70],{"categories":2028},[],{"categories":2030},[70],{"categories":2032},[109],{"categories":2034},[119],{"categories":2036},[114],{"categories":2038},[70],{"categories":2040},[248],{"categories":2042},[70],{"categories":2044},[],{"categories":2046},[114],{"categories":2048},[119],{"categories":2050},[114],{"categories":2052},[],{"categories":2054},[70],{"categories":2056},[122],{"categories":2058},[70],{"categories":2060},[133],{"categories":2062},[],{"categories":2064},[],{"categories":2066},[70],{"categories":2068},[],{"categories":2070},[],{"categories":2072},[70],{"categories":2074},[122],{"categories":2076},[119],{"categories":2078},[291],{"categories":2080},[70],{"categories":2082},[109],{"categories":2084},[133],{"categories":2086},[70],{"categories":2088},[70],{"categories":2090},[133],{"categories":2092},[122],{"categories":2094},[70],{"categories":2096},[70],{"categories":2098},[70],{"categories":2100},[989],{"categories":2102},[70],{"categories":2104},[133],{"categories":2106},[70],{"categories":2108},[248],{"categories":2110},[133],{"categories":2112},[114],{"categories":2114},[70],{"categories":2116},[70],{"categories":2118},[70],{"categories":2120},[213],{"categories":2122},[70],{"categories":2124},[70],{"categories":2126},[70],{"categories":2128},[70],{"categories":2130},[114],{"categories":2132},[119],{"categories":2134},[70,109],{"categories":2136},[70],{"categories":2138},[486],{"categories":2140},[70],{"categories":2142},[70],{"categories":2144},[70],{"categories":2146},[133],{"categories":2148},[70],{"categories":2150},[133],{"categories":2152},[213],{"categories":2154},[119],{"categories":2156},[119],{"categories":2158},[133],{"categories":2160},[70],{"categories":2162},[119],{"categories":2164},[70],{"categories":2166},[70],{"categories":2168},[],{"categories":2170},[],{"categories":2172},[70],{"categories":2174},[136],{"categories":2176},[70],{"categories":2178},[70],{"categories":2180},[213],{"categories":2182},[119],{"categories":2184},[],{"categories":2186},[70],{"categories":2188},[70],{"categories":2190},[114],{"categories":2192},[133],{"categories":2194},[136],{"categories":2196},[158],{"categories":2198},[122],{"categories":2200},[213],{"categories":2202},[70],{"categories":2204},[119],{"categories":2206},[70],{"categories":2208},[133],{"categories":2210},[],{"categories":2212},[119],{"categories":2214},[119],{"categories":2216},[119],{"categories":2218},[70],{"categories":2220},[70],{"categories":2222},[70],{"categories":2224},[70],{"categories":2226},[70],{"categories":2228},[70],{"categories":2230},[],{"categories":2232},[119],{"categories":2234},[70],{"categories":2236},[70],{"categories":2238},[70],{"categories":2240},[],{"categories":2242},[119],{"categories":2244},[119],{"categories":2246},[70],{"categories":2248},[70],{"categories":2250},[114],{"categories":2252},[70],{"categories":2254},[70],{"categories":2256},[],{"categories":2258},[109],{"categories":2260},[70],{"categories":2262},[70],{"categories":2264},[70],{"categories":2266},[213],{"categories":2268},[70],{"categories":2270},[133],{"categories":2272},[70],{"categories":2274},[109],{"categories":2276},[70],{"categories":2278},[133],{"categories":2280},[248],{"categories":2282},[133],{"categories":2284},[119],{"categories":2286},[70],{"categories":2288},[119],{"categories":2290},[70],{"categories":2292},[70],{"categories":2294},[70],{"categories":2296},[70,213],{"categories":2298},[70],{"categories":2300},[119],{"categories":2302},[158],{"categories":2304},[70],{"categories":2306},[158],{"categories":2308},[119],{"categories":2310},[213],{"categories":2312},[70],{"categories":2314},[],{"categories":2316},[133],{"categories":2318},[291],{"categories":2320},[213],{"categories":2322},[133],{"categories":2324},[70],{"categories":2326},[122],{"categories":2328},[70],{"categories":2330},[70],{"categories":2332},[119],{"categories":2334},[],{"categories":2336},[],{"categories":2338},[70],{"categories":2340},[],{"categories":2342},[],{"categories":2344},[122],{"categories":2346},[133],{"categories":2348},[70],{"categories":2350},[70],{"categories":2352},[119],{"categories":2354},[70],{"categories":2356},[119],{"categories":2358},[114],{"categories":2360},[119],{"categories":2362},[291],{"categories":2364},[70],{"categories":2366},[70],{"categories":2368},[70],{"categories":2370},[147],{"categories":2372},[70],{"categories":2374},[70],{"categories":2376},[70],{"categories":2378},[70],{"categories":2380},[133],{"categories":2382},[119],{"categories":2384},[70],{"categories":2386},[70],{"categories":2388},[70],{"categories":2390},[70],{"categories":2392},[133],{"categories":2394},[424],{"categories":2396},[119],{"categories":2398},[958],{"categories":2400},[],{"categories":2402},[119],{"categories":2404},[213],{"categories":2406},[1992],{"categories":2408},[133],{"categories":2410},[],{"categories":2412},[119],{"categories":2414},[],{"categories":2416},[70],{"categories":2418},[119],{"categories":2420},[],{"categories":2422},[],{"categories":2424},[70],{"categories":2426},[70],{"categories":2428},[248],{"categories":2430},[70],{"categories":2432},[248],{"categories":2434},[70],{"categories":2436},[119],{"categories":2438},[70],{"categories":2440},[70],{"categories":2442},[136],{"categories":2444},[70],{"categories":2446},[133],{"categories":2448},[122],{"categories":2450},[],{"categories":2452},[70],{"categories":2454},[70],{"categories":2456},[70],{"categories":2458},[133],{"categories":2460},[70],{"categories":2462},[1921],{"categories":2464},[119],{"categories":2466},[70],{"categories":2468},[213],{"categories":2470},[213],{"categories":2472},[70],{"categories":2474},[70],{"categories":2476},[119],{"categories":2478},[109],{"categories":2480},[70],{"categories":2482},[70],{"categories":2484},[70],{"categories":2486},[70],{"categories":2488},[213],{"categories":2490},[213],{"categories":2492},[119],{"categories":2494},[119],{"categories":2496},[119],{"categories":2498},[70],{"categories":2500},[70],{"categories":2502},[70],{"categories":2504},[119],{"categories":2506},[],{"categories":2508},[70],{"categories":2510},[],{"categories":2512},[213],{"categories":2514},[2515],"Interaction & Product Design",{"categories":2517},[70],{"categories":2519},[119],{"categories":2521},[133],{"categories":2523},[328],{"categories":2525},[158],{"categories":2527},[133],{"categories":2529},[70],{"categories":2531},[122],{"categories":2533},[70],{"categories":2535},[70],{"categories":2537},[133],{"categories":2539},[70],{"categories":2541},[109],{"categories":2543},[119],{"categories":2545},[70],{"categories":2547},[],{"categories":2549},[119],{"categories":2551},[119],{"categories":2553},[119],{"categories":2555},[],{"categories":2557},[133],{"categories":2559},[70],{"categories":2561},[119],{"categories":2563},[109],{"categories":2565},[2515],{"categories":2567},[70],{"categories":2569},[109],{"categories":2571},[70],{"categories":2573},[109],{"categories":2575},[70],{"categories":2577},[],{"categories":2579},[70],{"categories":2581},[119],{"categories":2583},[133],{"categories":2585},[],{"categories":2587},[119],{"categories":2589},[122],{"categories":2591},[158],{"categories":2593},[70],{"categories":2595},[119],{"categories":2597},[70],{"categories":2599},[119],{"categories":2601},[119],{"categories":2603},[70],{"categories":2605},[70],{"categories":2607},[158],{"categories":2609},[136],{"categories":2611},[70],{"categories":2613},[122],{"categories":2615},[133],{"categories":2617},[2618],"Coding Agents & Dev Productivity",{"categories":2620},[158],{"categories":2622},[213],{"categories":2624},[70],{"categories":2626},[70],{"categories":2628},[],{"categories":2630},[70],{"categories":2632},[70],{"categories":2634},[958],{"categories":2636},[],{"categories":2638},[70],{"categories":2640},[70],{"categories":2642},[291],{"categories":2644},[70],{"categories":2646},[158],{"categories":2648},[],{"categories":2650},[],{"categories":2652},[70],{"categories":2654},[],{"categories":2656},[119],{"categories":2658},[70],{"categories":2660},[119],{"categories":2662},[],{"categories":2664},[133],{"categories":2666},[133],{"categories":2668},[70],{"categories":2670},[136],{"categories":2672},[],{"categories":2674},[70],{"categories":2676},[70],{"categories":2678},[70],{"categories":2680},[136],{"categories":2682},[133],{"categories":2684},[119],{"categories":2686},[],{"categories":2688},[],{"categories":2690},[70],{"categories":2692},[70],{"categories":2694},[70],{"categories":2696},[70],{"categories":2698},[119],{"categories":2700},[119],{"categories":2702},[401],{"categories":2704},[133],{"categories":2706},[122],{"categories":2708},[70],{"categories":2710},[133],{"categories":2712},[119],{"categories":2714},[158],{"categories":2716},[158],{"categories":2718},[119],{"categories":2720},[119],{"categories":2722},[70],{"categories":2724},[109],{"categories":2726},[2515],{"categories":2728},[122],{"categories":2730},[70,291],{"categories":2732},[136],{"categories":2734},[],{"categories":2736},[213],{"categories":2738},[119],{"categories":2740},[133],{"categories":2742},[109],{"categories":2744},[70],{"categories":2746},[119],{"categories":2748},[2749],"The Designer's Role & Craft",{"categories":2751},[213],{"categories":2753},[],{"categories":2755},[119],{"categories":2757},[70],{"categories":2759},[119],{"categories":2761},[119],{"categories":2763},[70],{"categories":2765},[248],{"categories":2767},[70],{"categories":2769},[133],{"categories":2771},[119],{"categories":2773},[70],{"categories":2775},[213],{"categories":2777},[70],{"categories":2779},[],{"categories":2781},[119],{"categories":2783},[213],{"categories":2785},[122],{"categories":2787},[70],{"categories":2789},[119],{"categories":2791},[70],{"categories":2793},[70],{"categories":2795},[70],{"categories":2797},[2798],"AI UX Patterns",{"categories":2800},[119],{"categories":2802},[119],{"categories":2804},[119],{"categories":2806},[70],{"categories":2808},[70],{"categories":2810},[119],{"categories":2812},[248],{"categories":2814},[136],{"categories":2816},[70],{"categories":2818},[119],{"categories":2820},[70],{"categories":2822},[70],{"categories":2824},[1342],{"categories":2826},[],{"categories":2828},[248],{"categories":2830},[119],{"categories":2832},[158],{"categories":2834},[133],{"categories":2836},[70],{"categories":2838},[119],{"categories":2840},[],{"categories":2842},[],{"categories":2844},[70],{"categories":2846},[70],{"categories":2848},[119],{"categories":2850},[70],{"categories":2852},[119],{"categories":2854},[401],{"categories":2856},[213],{"categories":2858},[70],{"categories":2860},[158],{"categories":2862},[133],{"categories":2864},[70],{"categories":2866},[119],{"categories":2868},[119],{"categories":2870},[],{"categories":2872},[70],{"categories":2874},[],{"categories":2876},[70],{"categories":2878},[70],{"categories":2880},[],{"categories":2882},[70],{"categories":2884},[70],{"categories":2886},[70],{"categories":2888},[119],{"categories":2890},[70],{"categories":2892},[133],{"categories":2894},[],{"categories":2896},[],{"categories":2898},[136],{"categories":2900},[147],{"categories":2902},[70],{"categories":2904},[70],{"categories":2906},[70],{"categories":2908},[136],{"categories":2910},[136],{"categories":2912},[70],{"categories":2914},[70],{"categories":2916},[158],{"categories":2918},[70],{"categories":2920},[70],{"categories":2922},[70],{"categories":2924},[119],{"categories":2926},[70],{"categories":2928},[70],{"categories":2930},[119],{"categories":2932},[70],{"categories":2934},[70],{"categories":2936},[70],{"categories":2938},[119],{"categories":2940},[],{"categories":2942},[133],{"categories":2944},[70],{"categories":2946},[],{"categories":2948},[70],{"categories":2950},[70],{"categories":2952},[291],{"categories":2954},[70],{"categories":2956},[],{"categories":2958},[],{"categories":2960},[213],{"categories":2962},[989],{"categories":2964},[119],{"categories":2966},[109],{"categories":2968},[2749],{"categories":2970},[],{"categories":2972},[],{"categories":2974},[70],{"categories":2976},[],{"categories":2978},[],{"categories":2980},[133],{"categories":2982},[158],{"categories":2984},[248],{"categories":2986},[136],{"categories":2988},[119],{"categories":2990},[114],{"categories":2992},[70],{"categories":2994},[70],{"categories":2996},[70],{"categories":2998},[114],{"categories":3000},[],{"categories":3002},[213],{"categories":3004},[122],{"categories":3006},[70],{"categories":3008},[70],{"categories":3010},[119],{"categories":3012},[114],{"categories":3014},[70],{"categories":3016},[70],{"categories":3018},[109],{"categories":3020},[70],{"categories":3022},[114],{"categories":3024},[70],{"categories":3026},[],{"categories":3028},[109],{"categories":3030},[70],{"categories":3032},[248],{"categories":3034},[70],{"categories":3036},[133],{"categories":3038},[119],{"categories":3040},[158],{"categories":3042},[70],{"categories":3044},[133],{"categories":3046},[70],{"categories":3048},[70],{"categories":3050},[70],{"categories":3052},[70],{"categories":3054},[114],{"categories":3056},[70],{"categories":3058},[70],{"categories":3060},[70],{"categories":3062},[119],{"categories":3064},[70],{"categories":3066},[70],{"categories":3068},[70],{"categories":3070},[],{"categories":3072},[70],{"categories":3074},[133],{"categories":3076},[109],{"categories":3078},[70],{"categories":3080},[70],{"categories":3082},[213],{"categories":3084},[70],{"categories":3086},[],{"categories":3088},[70],{"categories":3090},[486],{"categories":3092},[119],{"categories":3094},[114],{"categories":3096},[70],{"categories":3098},[158],{"categories":3100},[70],{"categories":3102},[70],{"categories":3104},[],{"categories":3106},[114],{"categories":3108},[114],{"categories":3110},[70],{"categories":3112},[70],{"categories":3114},[122],{"categories":3116},[70],{"categories":3118},[70],{"categories":3120},[70],{"categories":3122},[70],{"categories":3124},[133],{"categories":3126},[136],{"categories":3128},[133],{"categories":3130},[70],{"categories":3132},[],{"categories":3134},[70],{"categories":3136},[133],{"categories":3138},[70],{"categories":3140},[133],{"categories":3142},[119],{"categories":3144},[603],{"categories":3146},[],{"categories":3148},[],{"categories":3150},[70],{"categories":3152},[158],{"categories":3154},[],{"categories":3156},[291],{"categories":3158},[70],{"categories":3160},[70],{"categories":3162},[70],{"categories":3164},[213],{"categories":3166},[947],{"categories":3168},[],{"categories":3170},[70],{"categories":3172},[70],{"categories":3174},[70],{"categories":3176},[133],{"categories":3178},[70],{"categories":3180},[70],{"categories":3182},[70],{"categories":3184},[70],{"categories":3186},[70,291],{"categories":3188},[70],{"categories":3190},[70],{"categories":3192},[213],{"categories":3194},[119],{"categories":3196},[],{"categories":3198},[119],{"categories":3200},[119],{"categories":3202},[70],{"categories":3204},[70],{"categories":3206},[70],{"categories":3208},[70],{"categories":3210},[70],{"categories":3212},[136],{"categories":3214},[70],{"categories":3216},[70],{"categories":3218},[2798],{"categories":3220},[109],{"categories":3222},[70],{"categories":3224},[136],{"categories":3226},[109],{"categories":3228},[133],{"categories":3230},[213],{"categories":3232},[119],{"categories":3234},[70],{"categories":3236},[70],{"categories":3238},[],{"categories":3240},[114],{"categories":3242},[70],{"categories":3244},[70],{"categories":3246},[158],{"categories":3248},[70],{"categories":3250},[70],{"categories":3252},[70],{"categories":3254},[119],{"categories":3256},[70],{"categories":3258},[70],{"categories":3260},[213],{"categories":3262},[70],{"categories":3264},[114],{"categories":3266},[],{"categories":3268},[291],{"categories":3270},[122],{"categories":3272},[70],{"categories":3274},[401],{"categories":3276},[213],{"categories":3278},[213],{"categories":3280},[133],{"categories":3282},[119],{"categories":3284},[70],{"categories":3286},[114],{"categories":3288},[158],{"categories":3290},[70],{"categories":3292},[70],{"categories":3294},[70],{"categories":3296},[213],{"categories":3298},[119],{"categories":3300},[70],{"categories":3302},[119],{"categories":3304},[70],{"categories":3306},[119],{"categories":3308},[70],{"categories":3310},[555],{"categories":3312},[70],{"categories":3314},[119],{"categories":3316},[],{"categories":3318},[70],{"categories":3320},[70],{"categories":3322},[70],{"categories":3324},[70],{"categories":3326},[119],{"categories":3328},[],{"categories":3330},[],{"categories":3332},[70],{"categories":3334},[70],{"categories":3336},[119],{"categories":3338},[70],{"categories":3340},[70],{"categories":3342},[70],{"categories":3344},[133],{"categories":3346},[70],{"categories":3348},[70],{"categories":3350},[119],{"categories":3352},[70],{"categories":3354},[70],{"categories":3356},[70],{"categories":3358},[70],{"categories":3360},[70],{"categories":3362},[],{"categories":3364},[133],{"categories":3366},[136],{"categories":3368},[70],{"categories":3370},[119],{"categories":3372},[119],{"categories":3374},[70],{"categories":3376},[70],{"categories":3378},[],{"categories":3380},[],{"categories":3382},[70],{"categories":3384},[70],{"categories":3386},[70],{"categories":3388},[70],{"categories":3390},[158],{"categories":3392},[136],{"categories":3394},[],{"categories":3396},[70],{"categories":3398},[213],{"categories":3400},[70],{"categories":3402},[70],{"categories":3404},[291],{"categories":3406},[1992],{"categories":3408},[70],{"categories":3410},[158],{"categories":3412},[133],{"categories":3414},[70],{"categories":3416},[133],{"categories":3418},[133],{"categories":3420},[70],{"categories":3422},[70],{"categories":3424},[133],{"categories":3426},[158],{"categories":3428},[158],{"categories":3430},[291],{"categories":3432},[119],{"categories":3434},[],{"categories":3436},[158],{"categories":3438},[114],{"categories":3440},[70],{"categories":3442},[119],{"categories":3444},[109],{"categories":3446},[133],{"categories":3448},[70],{"categories":3450},[114],{"categories":3452},[158],{"categories":3454},[],{"categories":3456},[70],{"categories":3458},[133],{"categories":3460},[70],{"categories":3462},[133],{"categories":3464},[136],{"categories":3466},[70],{"categories":3468},[158],{"categories":3470},[70],{"categories":3472},[133],{"categories":3474},[70],{"categories":3476},[119],{"categories":3478},[119],{"categories":3480},[158],{"categories":3482},[119],{"categories":3484},[291],{"categories":3486},[119],{"categories":3488},[70],{"categories":3490},[70],{"categories":3492},[70],{"categories":3494},[70],{"categories":3496},[70],{"categories":3498},[70],{"categories":3500},[133],{"categories":3502},[70],{"categories":3504},[],{"categories":3506},[119],{"categories":3508},[114],{"categories":3510},[133],{"categories":3512},[],{"categories":3514},[],{"categories":3516},[70],{"categories":3518},[119],{"categories":3520},[70],{"categories":3522},[70],{"categories":3524},[70],{"categories":3526},[3527],"Frameworks & Tooling",{"categories":3529},[70],{"categories":3531},[70],{"categories":3533},[133],{"categories":3535},[70],{"categories":3537},[70],{"categories":3539},[],{"categories":3541},[136],{"categories":3543},[136],{"categories":3545},[70],{"categories":3547},[109],{"categories":3549},[70],{"categories":3551},[119],{"categories":3553},[70],{"categories":3555},[213],{"categories":3557},[],{"categories":3559},[1992],{"categories":3561},[70],{"categories":3563},[133],{"categories":3565},[70],{"categories":3567},[291],{"categories":3569},[291],{"categories":3571},[],{"categories":3573},[70],{"categories":3575},[119],{"categories":3577},[119],{"categories":3579},[70],{"categories":3581},[70],{"categories":3583},[158],{"categories":3585},[119],{"categories":3587},[158],{"categories":3589},[70],{"categories":3591},[119],{"categories":3593},[],{"categories":3595},[213],{"categories":3597},[70],{"categories":3599},[70],{"categories":3601},[],{"categories":3603},[70],{"categories":3605},[70],{"categories":3607},[119],{"categories":3609},[70],{"categories":3611},[70],{"categories":3613},[70],{"categories":3615},[],{"categories":3617},[114],{"categories":3619},[133],{"categories":3621},[70],{"categories":3623},[133],{"categories":3625},[291],{"categories":3627},[70],{"categories":3629},[70],{"categories":3631},[70],{"categories":3633},[133],{"categories":3635},[70],{"categories":3637},[114],{"categories":3639},[70],{"categories":3641},[1992],{"categories":3643},[],{"categories":3645},[119],{"categories":3647},[109],{"categories":3649},[70],{"categories":3651},[109],{"categories":3653},[70],{"categories":3655},[],{"categories":3657},[119],{"categories":3659},[70],{"categories":3661},[70],{"categories":3663},[3664],"AI Design Tooling",{"categories":3666},[213],{"categories":3668},[70],{"categories":3670},[70],{"categories":3672},[133],{"categories":3674},[213],{"categories":3676},[70],{"categories":3678},[70],{"categories":3680},[133],{"categories":3682},[119],{"categories":3684},[158],{"categories":3686},[122],{"categories":3688},[133],{"categories":3690},[70],{"categories":3692},[70],{"categories":3694},[70],{"categories":3696},[119],{"categories":3698},[70],{"categories":3700},[],{"categories":3702},[119],{"categories":3704},[70],{"categories":3706},[70],{"categories":3708},[119],{"categories":3710},[70],{"categories":3712},[70],{"categories":3714},[70],{"categories":3716},[119],{"categories":3718},[],{"categories":3720},[119],{"categories":3722},[3527],{"categories":3724},[70],{"categories":3726},[70],{"categories":3728},[119],{"categories":3730},[119],{"categories":3732},[133],{"categories":3734},[133],{"categories":3736},[70],{"categories":3738},[70],{"categories":3740},[],{"categories":3742},[133],{"categories":3744},[70],{"categories":3746},[70],{"categories":3748},[119],{"categories":3750},[114],{"categories":3752},[70],{"categories":3754},[],{"categories":3756},[70],{"categories":3758},[70],{"categories":3760},[2515],{"categories":3762},[],{"categories":3764},[70],{"categories":3766},[70],{"categories":3768},[70],{"categories":3770},[70],{"categories":3772},[213],{"categories":3774},[70],{"categories":3776},[],{"categories":3778},[70],{"categories":3780},[70],{"categories":3782},[70],{"categories":3784},[70],{"categories":3786},[248],{"categories":3788},[158],{"categories":3790},[70],{"categories":3792},[70],{"categories":3794},[1992],{"categories":3796},[70],{"categories":3798},[109],{"categories":3800},[70],{"categories":3802},[70],{"categories":3804},[136],{"categories":3806},[119],{"categories":3808},[70],{"categories":3810},[70],{"categories":3812},[158],{"categories":3814},[119],{"categories":3816},[122],{"categories":3818},[],{"categories":3820},[70],{"categories":3822},[70],{"categories":3824},[213],{"categories":3826},[70],{"categories":3828},[248],{"categories":3830},[119],{"categories":3832},[70],{"categories":3834},[119],{"categories":3836},[70],{"categories":3838},[],{"categories":3840},[],{"categories":3842},[],{"categories":3844},[109],{"categories":3846},[158],{"categories":3848},[119],{"categories":3850},[70],{"categories":3852},[70],{"categories":3854},[70],{"categories":3856},[70],{"categories":3858},[70],{"categories":3860},[424],{"categories":3862},[70],{"categories":3864},[213],{"categories":3866},[119],{"categories":3868},[70],{"categories":3870},[],{"categories":3872},[70],{"categories":3874},[119],{"categories":3876},[119],{"categories":3878},[],{"categories":3880},[70],{"categories":3882},[119],{"categories":3884},[70],{"categories":3886},[],{"categories":3888},[122],{"categories":3890},[70],{"categories":3892},[70],{"categories":3894},[70],{"categories":3896},[158],{"categories":3898},[213],{"categories":3900},[119],{"categories":3902},[213],{"categories":3904},[119],{"categories":3906},[70],{"categories":3908},[114],{"categories":3910},[],{"categories":3912},[],{"categories":3914},[70],{"categories":3916},[70],{"categories":3918},[70],{"categories":3920},[109],{"categories":3922},[70],{"categories":3924},[119],{"categories":3926},[158],{"categories":3928},[],{"categories":3930},[213],{"categories":3932},[119],{"categories":3934},[],{"categories":3936},[133],{"categories":3938},[70],{"categories":3940},[133],{"categories":3942},[213],{"categories":3944},[133],{"categories":3946},[70],{"categories":3948},[],{"categories":3950},[70],{"categories":3952},[70],{"categories":3954},[119],{"categories":3956},[],{"categories":3958},[70],{"categories":3960},[70],{"categories":3962},[248],{"categories":3964},[70],{"categories":3966},[70],{"categories":3968},[70],{"categories":3970},[291],{"categories":3972},[133],{"categories":3974},[70],{"categories":3976},[119],{"categories":3978},[],{"categories":3980},[70],{"categories":3982},[119],{"categories":3984},[70],{"categories":3986},[109],{"categories":3988},[555],{"categories":3990},[70],{"categories":3992},[70],{"categories":3994},[70],{"categories":3996},[119],{"categories":3998},[70],{"categories":4000},[119],{"categories":4002},[70],{"categories":4004},[70],{"categories":4006},[70],{"categories":4008},[119],{"categories":4010},[122],{"categories":4012},[70],{"categories":4014},[70],{"categories":4016},[],{"categories":4018},[70],{"categories":4020},[70],{"categories":4022},[109],{"categories":4024},[70],{"categories":4026},[114],{"categories":4028},[133],{"categories":4030},[213],{"categories":4032},[],{"categories":4034},[70],{"categories":4036},[],{"categories":4038},[119],{"categories":4040},[70],{"categories":4042},[119],{"categories":4044},[],{"categories":4046},[119],{"categories":4048},[70],{"categories":4050},[133],{"categories":4052},[213],{"categories":4054},[158],{"categories":4056},[70],{"categories":4058},[158],{"categories":4060},[119],{"categories":4062},[70],{"categories":4064},[213],{"categories":4066},[70],{"categories":4068},[],{"categories":4070},[70],{"categories":4072},[147],{"categories":4074},[119],{"categories":4076},[70],{"categories":4078},[213],{"categories":4080},[158],{"categories":4082},[70],{"categories":4084},[114],{"categories":4086},[133],{"categories":4088},[70],{"categories":4090},[70],{"categories":4092},[70],{"categories":4094},[70],{"categories":4096},[122],{"categories":4098},[70],{"categories":4100},[158],{"categories":4102},[133],{"categories":4104},[248],{"categories":4106},[],{"categories":4108},[],{"categories":4110},[136],{"categories":4112},[486],{"categories":4114},[70],{"categories":4116},[119],{"categories":4118},[70,133],{"categories":4120},[158],{"categories":4122},[70],{"categories":4124},[70],{"categories":4126},[70],{"categories":4128},[70],{"categories":4130},[70],{"categories":4132},[70],{"categories":4134},[70],{"categories":4136},[114],{"categories":4138},[119],{"categories":4140},[70],{"categories":4142},[70],{"categories":4144},[119],{"categories":4146},[70],{"categories":4148},[70],{"categories":4150},[70],{"categories":4152},[],{"categories":4154},[70],{"categories":4156},[1342],{"categories":4158},[133],{"categories":4160},[213],{"categories":4162},[70],{"categories":4164},[70],{"categories":4166},[70],{"categories":4168},[70],{"categories":4170},[136],{"categories":4172},[119],{"categories":4174},[248],{"categories":4176},[291],{"categories":4178},[],{"categories":4180},[133],{"categories":4182},[70],{"categories":4184},[114],{"categories":4186},[119],{"categories":4188},[70],{"categories":4190},[109],{"categories":4192},[119],{"categories":4194},[70],{"categories":4196},[119],{"categories":4198},[119],{"categories":4200},[122],{"categories":4202},[133],{"categories":4204},[70],{"categories":4206},[70],{"categories":4208},[],{"categories":4210},[],{"categories":4212},[],{"categories":4214},[291],{"categories":4216},[70],{"categories":4218},[158],{"categories":4220},[70],{"categories":4222},[70],{"categories":4224},[70],{"categories":4226},[70],{"categories":4228},[133],{"categories":4230},[70],{"categories":4232},[],{"categories":4234},[70],{"categories":4236},[136],{"categories":4238},[114],{"categories":4240},[119],{"categories":4242},[70],{"categories":4244},[],{"categories":4246},[70],{"categories":4248},[119],{"categories":4250},[133],{"categories":4252},[70],{"categories":4254},[70],{"categories":4256},[70],{"categories":4258},[291],{"categories":4260},[],{"categories":4262},[213],{"categories":4264},[213],{"categories":4266},[70],{"categories":4268},[119],{"categories":4270},[],{"categories":4272},[133],{"categories":4274},[70],{"categories":4276},[213],{"categories":4278},[70],{"categories":4280},[114],{"categories":4282},[119],{"categories":4284},[70],{"categories":4286},[],{"categories":4288},[158],{"categories":4290},[70],{"categories":4292},[70],{"categories":4294},[70],{"categories":4296},[70],{"categories":4298},[70],{"categories":4300},[213],{"categories":4302},[119],{"categories":4304},[158],{"categories":4306},[],{"categories":4308},[119],{"categories":4310},[70],{"categories":4312},[114],{"categories":4314},[119],{"categories":4316},[213],{"categories":4318},[70],{"categories":4320},[70],{"categories":4322},[70],{"categories":4324},[486],{"categories":4326},[70],{"categories":4328},[119],{"categories":4330},[],{"categories":4332},[70],{"categories":4334},[70],{"categories":4336},[291],{"categories":4338},[158],{"categories":4340},[136],{"categories":4342},[603],{"categories":4344},[136],{"categories":4346},[136],{"categories":4348},[70],{"categories":4350},[],{"categories":4352},[],{"categories":4354},[],{"categories":4356},[119],{"categories":4358},[70],{"categories":4360},[70],{"categories":4362},[119],{"categories":4364},[119],{"categories":4366},[133],{"categories":4368},[70],{"categories":4370},[457],{"categories":4372},[133],{"categories":4374},[70],{"categories":4376},[119],{"categories":4378},[70],{"categories":4380},[70],{"categories":4382},[70],{"categories":4384},[114],{"categories":4386},[70],{"categories":4388},[70],{"categories":4390},[70],{"categories":4392},[70],{"categories":4394},[119],{"categories":4396},[122],{"categories":4398},[70],{"categories":4400},[],{"categories":4402},[],{"categories":4404},[70],{"categories":4406},[],{"categories":4408},[70],{"categories":4410},[119],{"categories":4412},[213],{"categories":4414},[70],{"categories":4416},[70],{"categories":4418},[119],{"categories":4420},[],{"categories":4422},[119],{"categories":4424},[119],{"categories":4426},[70],{"categories":4428},[70],{"categories":4430},[70],{"categories":4432},[122],{"categories":4434},[70],{"categories":4436},[213],{"categories":4438},[70],{"categories":4440},[119],{"categories":4442},[114],{"categories":4444},[70],{"categories":4446},[70],{"categories":4448},[119],{"categories":4450},[70],{"categories":4452},[248],{"categories":4454},[119],{"categories":4456},[70],{"categories":4458},[70],{"categories":4460},[70],{"categories":4462},[947],{"categories":4464},[70],{"categories":4466},[119],{"categories":4468},[70],{"categories":4470},[133],{"categories":4472},[70],{"categories":4474},[555],{"categories":4476},[213],{"categories":4478},[],{"categories":4480},[70],{"categories":4482},[70],{"categories":4484},[158],{"categories":4486},[486],{"categories":4488},[119],{"categories":4490},[70],{"categories":4492},[],{"categories":4494},[158],{"categories":4496},[401],{"categories":4498},[119],{"categories":4500},[119],{"categories":4502},[119],{"categories":4504},[70],{"categories":4506},[70],{"categories":4508},[119],{"categories":4510},[70],{"categories":4512},[],{"categories":4514},[114],{"categories":4516},[70],{"categories":4518},[213],{"categories":4520},[114],{"categories":4522},[119],{"categories":4524},[133],{"categories":4526},[],{"categories":4528},[133],{"categories":4530},[70],{"categories":4532},[70],{"categories":4534},[109],{"categories":4536},[70],{"categories":4538},[158],{"categories":4540},[291],{"categories":4542},[147],{"categories":4544},[119],{"categories":4546},[119],{"categories":4548},[70],{"categories":4550},[70],{"categories":4552},[119],{"categories":4554},[70],{"categories":4556},[109],{"categories":4558},[],{"categories":4560},[119],{"categories":4562},[70],{"categories":4564},[70],{"categories":4566},[70],{"categories":4568},[119],{"categories":4570},[70],{"categories":4572},[],{"categories":4574},[70],{"categories":4576},[],{"categories":4578},[213],{"categories":4580},[119],{"categories":4582},[119],{"categories":4584},[70,114],{"categories":4586},[119],{"categories":4588},[70],{"categories":4590},[],{"categories":4592},[109],{"categories":4594},[136],{"categories":4596},[114],{"categories":4598},[119],{"categories":4600},[70],{"categories":4602},[133],{"categories":4604},[70],{"categories":4606},[70],{"categories":4608},[119],{"categories":4610},[70],{"categories":4612},[70],{"categories":4614},[70],{"categories":4616},[158],{"categories":4618},[1342],{"categories":4620},[119],{"categories":4622},[70],{"categories":4624},[],{"categories":4626},[],{"categories":4628},[70],{"categories":4630},[119],{"categories":4632},[70],{"categories":4634},[70],{"categories":4636},[291],{"categories":4638},[],{"categories":4640},[70],{"categories":4642},[119],{"categories":4644},[147],{"categories":4646},[119],{"categories":4648},[70],{"categories":4650},[486],{"categories":4652},[],{"categories":4654},[424],{"categories":4656},[70],{"categories":4658},[119],{"categories":4660},[70],{"categories":4662},[70],{"categories":4664},[70],{"categories":4666},[248],{"categories":4668},[70],{"categories":4670},[119],{"categories":4672},[70],{"categories":4674},[136],{"categories":4676},[122],{"categories":4678},[119],{"categories":4680},[70],{"categories":4682},[486],{"categories":4684},[70],{"categories":4686},[291],{"categories":4688},[114],{"categories":4690},[],{"categories":4692},[70],{"categories":4694},[70],{"categories":4696},[70],{"categories":4698},[248],{"categories":4700},[213],{"categories":4702},[70],{"categories":4704},[70],{"categories":4706},[70],{"categories":4708},[],{"categories":4710},[248],{"categories":4712},[158],{"categories":4714},[70],{"categories":4716},[70],{"categories":4718},[70],{"categories":4720},[603],{"categories":4722},[109],{"categories":4724},[70],{"categories":4726},[122],{"categories":4728},[70],{"categories":4730},[70],{"categories":4732},[],{"categories":4734},[],{"categories":4736},[213],{"categories":4738},[70],{"categories":4740},[70],{"categories":4742},[136],{"categories":4744},[248],{"categories":4746},[119],{"categories":4748},[70],{"categories":4750},[70],{"categories":4752},[248],{"categories":4754},[114],{"categories":4756},[158],{"categories":4758},[70],{"categories":4760},[70],{"categories":4762},[],{"categories":4764},[70],{"categories":4766},[70],{"categories":4768},[],{"categories":4770},[70],{"categories":4772},[70],{"categories":4774},[630],{"categories":4776},[70],{"categories":4778},[70],{"categories":4780},[119],{"categories":4782},[133],{"categories":4784},[486],{"categories":4786},[70],{"categories":4788},[114],{"categories":4790},[70],{"categories":4792},[70],{"categories":4794},[],{"categories":4796},[70,133],{"categories":4798},[158],{"categories":4800},[119],{"categories":4802},[133],{"categories":4804},[119],{"categories":4806},[989],{"categories":4808},[133],{"categories":4810},[133],{"categories":4812},[119],{"categories":4814},[70],{"categories":4816},[109],{"categories":4818},[70],{"categories":4820},[],{"categories":4822},[],{"categories":4824},[119],{"categories":4826},[70],{"categories":4828},[133],{"categories":4830},[119],{"categories":4832},[70],{"categories":4834},[109],{"categories":4836},[133],{"categories":4838},[133],{"categories":4840},[70],{"categories":4842},[248],{"categories":4844},[70],{"categories":4846},[70],{"categories":4848},[133],{"categories":4850},[70],{"categories":4852},[],{"categories":4854},[70],{"categories":4856},[70],{"categories":4858},[213,70],{"categories":4860},[291],{"categories":4862},[109],{"categories":4864},[70],{"categories":4866},[],{"categories":4868},[70],{"categories":4870},[70],{"categories":4872},[114],{"categories":4874},[70],{"categories":4876},[114],{"categories":4878},[70],{"categories":4880},[70],{"categories":4882},[401],{"categories":4884},[70],{"categories":4886},[114],{"categories":4888},[133],{"categories":4890},[136],{"categories":4892},[119],{"categories":4894},[70],{"categories":4896},[133],{"categories":4898},[70],{"categories":4900},[70],{"categories":4902},[158],{"categories":4904},[70],{"categories":4906},[248],{"categories":4908},[213],{"categories":4910},[70],{"categories":4912},[70],{"categories":4914},[122],{"categories":4916},[70],{"categories":4918},[70],{"categories":4920},[109],{"categories":4922},[70],{"categories":4924},[119],{"categories":4926},[119],{"categories":4928},[133],{"categories":4930},[70],{"categories":4932},[158],{"categories":4934},[133],{"categories":4936},[133],{"categories":4938},[70],{"categories":4940},[70],{"categories":4942},[],{"categories":4944},[],{"categories":4946},[136],{"categories":4948},[70],{"categories":4950},[133],{"categories":4952},[70],{"categories":4954},[213],{"categories":4956},[486],{"categories":4958},[424],{"categories":4960},[401],{"categories":4962},[70],{"categories":4964},[70],{"categories":4966},[133],{"categories":4968},[70],{"categories":4970},[136],{"categories":4972},[70],{"categories":4974},[70],{"categories":4976},[70],{"categories":4978},[70],{"categories":4980},[70],{"categories":4982},[70],{"categories":4984},[70],{"categories":4986},[119],{"categories":4988},[109],{"categories":4990},[122],{"categories":4992},[119],{"categories":4994},[70,114],{"categories":4996},[],{"categories":4998},[213],{"categories":5000},[],{"categories":5002},[122],{"categories":5004},[70],{"categories":5006},[158],{"categories":5008},[109],{"categories":5010},[70],{"categories":5012},[122],{"categories":5014},[109],{"categories":5016},[119],{"categories":5018},[136],{"categories":5020},[119],{"categories":5022},[114],{"categories":5024},[122],{"categories":5026},[70],{"categories":5028},[119],{"categories":5030},[70],{"categories":5032},[122],{"categories":5034},[70],{"categories":5036},[70],{"categories":5038},[114],{"categories":5040},[119],{"categories":5042},[133],{"categories":5044},[248],{"categories":5046},[70],{"categories":5048},[70],{"categories":5050},[],{"categories":5052},[158],{"categories":5054},[70],{"categories":5056},[70],{"categories":5058},[70],{"categories":5060},[70],{"categories":5062},[70],{"categories":5064},[70],{"categories":5066},[133],{"categories":5068},[158],{"categories":5070},[133],{"categories":5072},[133],{"categories":5074},[70],{"categories":5076},[70],{"categories":5078},[70],{"categories":5080},[70],{"categories":5082},[424],{"categories":5084},[70],{"categories":5086},[119],{"categories":5088},[119],{"categories":5090},[158],{"categories":5092},[70],{"categories":5094},[70],{"categories":5096},[70],{"categories":5098},[119],{"categories":5100},[70],{"categories":5102},[70],{"categories":5104},[70],{"categories":5106},[3527],{"categories":5108},[5109],"Clinical AI",{"categories":5111},[213],{"categories":5113},[70],{"categories":5115},[70],{"categories":5117},[70],{"categories":5119},[70],{"categories":5121},[291],{"categories":5123},[2798],{"categories":5125},[70],{"categories":5127},[122],{"categories":5129},[213],{"categories":5131},[70],{"categories":5133},[119],{"categories":5135},[70],{"categories":5137},[70],{"categories":5139},[158],{"categories":5141},[70],{"categories":5143},[119],{"categories":5145},[133],{"categories":5147},[248],{"categories":5149},[70],{"categories":5151},[70],{"categories":5153},[114],{"categories":5155},[70],{"categories":5157},[70],{"categories":5159},[555],{"categories":5161},[70],{"categories":5163},[],{"categories":5165},[119],{"categories":5167},[70],{"categories":5169},[133],{"categories":5171},[109],{"categories":5173},[70],{"categories":5175},[],{"categories":5177},[],{"categories":5179},[70],{"categories":5181},[],{"categories":5183},[114],{"categories":5185},[70],{"categories":5187},[119],{"categories":5189},[70],{"categories":5191},[119],{"categories":5193},[119],{"categories":5195},[70],{"categories":5197},[158],{"categories":5199},[158],{"categories":5201},[158],{"categories":5203},[158],{"categories":5205},[],{"categories":5207},[109],{"categories":5209},[119],{"categories":5211},[158],{"categories":5213},[70],{"categories":5215},[630],{"categories":5217},[122],{"categories":5219},[119],{"categories":5221},[70],{"categories":5223},[109],{"categories":5225},[70],{"categories":5227},[119],{"categories":5229},[70],{"categories":5231},[70],{"categories":5233},[70],{"categories":5235},[70],{"categories":5237},[70],{"categories":5239},[70,119],{"categories":5241},[119],{"categories":5243},[291],{"categories":5245},[70],{"categories":5247},[158],{"categories":5249},[119],{"categories":5251},[158],{"categories":5253},[119],{"categories":5255},[70],{"categories":5257},[],{"categories":5259},[158],{"categories":5261},[248],{"categories":5263},[109],{"categories":5265},[70],{"categories":5267},[70],{"categories":5269},[],{"categories":5271},[133],{"categories":5273},[],{"categories":5275},[109],{"categories":5277},[119],{"categories":5279},[158],{"categories":5281},[70],{"categories":5283},[158],{"categories":5285},[109],{"categories":5287},[158],{"categories":5289},[158],{"categories":5291},[],{"categories":5293},[114],{"categories":5295},[119],{"categories":5297},[158],{"categories":5299},[158],{"categories":5301},[158],{"categories":5303},[158],{"categories":5305},[158],{"categories":5307},[158],{"categories":5309},[158],{"categories":5311},[158],{"categories":5313},[158],{"categories":5315},[158],{"categories":5317},[136],{"categories":5319},[109],{"categories":5321},[70],{"categories":5323},[70],{"categories":5325},[119],{"categories":5327},[119],{"categories":5329},[],{"categories":5331},[70],{"categories":5333},[70,109],{"categories":5335},[],{"categories":5337},[119],{"categories":5339},[70],{"categories":5341},[158],{"categories":5343},[119],{"categories":5345},[119],{"categories":5347},[989],{"categories":5349},[70],{"categories":5351},[70],{"categories":5353},[70],{"categories":5355},[70],{"categories":5357},[122],{"categories":5359},[70],{"categories":5361},[70],{"categories":5363},[401],{"categories":5365},[70],{"categories":5367},[70],{"categories":5369},[119],{"categories":5371},[70],{"categories":5373},[70],{"categories":5375},[70],{"categories":5377},[70],{"categories":5379},[114],{"categories":5381},[122],{"categories":5383},[119],{"categories":5385},[119],{"categories":5387},[],{"categories":5389},[119],{"categories":5391},[213],{"categories":5393},[158],{"categories":5395},[70],{"categories":5397},[],{"categories":5399},[70],{"categories":5401},[122],{"categories":5403},[122],{"categories":5405},[],{"categories":5407},[133],{"categories":5409},[70],{"categories":5411},[119],{"categories":5413},[213],{"categories":5415},[70],{"categories":5417},[70],{"categories":5419},[],{"categories":5421},[70],{"categories":5423},[70],{"categories":5425},[],{"categories":5427},[248],{"categories":5429},[70],{"categories":5431},[119],{"categories":5433},[],{"categories":5435},[],{"categories":5437},[70],{"categories":5439},[158],{"categories":5441},[109],{"categories":5443},[70],{"categories":5445},[70],{"categories":5447},[114],{"categories":5449},[70],{"categories":5451},[70],{"categories":5453},[119],{"categories":5455},[70],{"categories":5457},[114],{"categories":5459},[114],{"categories":5461},[213],{"categories":5463},[],{"categories":5465},[70],{"categories":5467},[114],{"categories":5469},[158],{"categories":5471},[],{"categories":5473},[70],{"categories":5475},[70],{"categories":5477},[213],{"categories":5479},[70],{"categories":5481},[70],{"categories":5483},[248],{"categories":5485},[70],{"categories":5487},[291],{"categories":5489},[],{"categories":5491},[119],{"categories":5493},[70],{"categories":5495},[248],{"categories":5497},[133],{"categories":5499},[],{"categories":5501},[70],{"categories":5503},[],{"categories":5505},[119],{"categories":5507},[213],{"categories":5509},[133],{"categories":5511},[],{"categories":5513},[3527],{"categories":5515},[114],{"categories":5517},[109],{"categories":5519},[70],{"categories":5521},[119],{"categories":5523},[136],{"categories":5525},[119],{"categories":5527},[70],{"categories":5529},[213],{"categories":5531},[70],{"categories":5533},[70],{"categories":5535},[133],{"categories":5537},[],{"categories":5539},[],{"categories":5541},[70],{"categories":5543},[109],{"categories":5545},[70],{"categories":5547},[248],{"categories":5549},[],{"categories":5551},[119],{"categories":5553},[119],{"categories":5555},[70],{"categories":5557},[119],{"categories":5559},[70],{"categories":5561},[158],{"categories":5563},[70],{"categories":5565},[133],{"categories":5567},[70],{"categories":5569},[70],{"categories":5571},[119],{"categories":5573},[122],{"categories":5575},[70],{"categories":5577},[70],{"categories":5579},[70],{"categories":5581},[70],{"categories":5583},[119],{"categories":5585},[70],{"categories":5587},[122],{"categories":5589},[248],{"categories":5591},[158],{"categories":5593},[],{"categories":5595},[248],{"categories":5597},[70],{"categories":5599},[],{"categories":5601},[133],{"categories":5603},[119],{"categories":5605},[],{"categories":5607},[70],{"categories":5609},[70],{"categories":5611},[70],{"categories":5613},[70],{"categories":5615},[70],{"categories":5617},[119],{"categories":5619},[114],{"categories":5621},[109],{"categories":5623},[70],{"categories":5625},[70],{"categories":5627},[119],{"categories":5629},[70],{"categories":5631},[213],{"categories":5633},[133],{"categories":5635},[133],{"categories":5637},[70],{"categories":5639},[136],{"categories":5641},[119],{"categories":5643},[70],{"categories":5645},[70],{"categories":5647},[119],{"categories":5649},[70],{"categories":5651},[70],{"categories":5653},[70],{"categories":5655},[119],{"categories":5657},[114],{"categories":5659},[70],{"categories":5661},[213],{"categories":5663},[133],{"categories":5665},[119],{"categories":5667},[70],{"categories":5669},[122],{"categories":5671},[70],{"categories":5673},[122],{"categories":5675},[119],{"categories":5677},[70],{"categories":5679},[70],{"categories":5681},[158],{"categories":5683},[70],{"categories":5685},[],{"categories":5687},[109],{"categories":5689},[70],{"categories":5691},[70],{"categories":5693},[70],{"categories":5695},[133],{"categories":5697},[133],{"categories":5699},[70],{"categories":5701},[133],{"categories":5703},[70],{"categories":5705},[119],{"categories":5707},[70],{"categories":5709},[70],{"categories":5711},[70],{"categories":5713},[70],{"categories":5715},[70],{"categories":5717},[],{"categories":5719},[70],{"categories":5721},[213],{"categories":5723},[119],{"categories":5725},[114],{"categories":5727},[158],{"categories":5729},[70],{"categories":5731},[119],{"categories":5733},[70],{"categories":5735},[119],{"categories":5737},[70],{"categories":5739},[70],{"categories":5741},[213],{"categories":5743},[119],{"categories":5745},[70],{"categories":5747},[248],{"categories":5749},[114],{"categories":5751},[70],{"categories":5753},[136],{"categories":5755},[70],{"categories":5757},[119],{"categories":5759},[70],{"categories":5761},[158],{"categories":5763},[70],{"categories":5765},[70],{"categories":5767},[70],{"categories":5769},[70],{"categories":5771},[119],{"categories":5773},[291],{"categories":5775},[70],{"categories":5777},[133],{"categories":5779},[119],{"categories":5781},[136],{"categories":5783},[],{"categories":5785},[119],{"categories":5787},[133],{"categories":5789},[70],{"categories":5791},[70],{"categories":5793},[70],{"categories":5795},[2618],{"categories":5797},[70],{"categories":5799},[213],{"categories":5801},[328],{"categories":5803},[70],{"categories":5805},[70],{"categories":5807},[70],{"categories":5809},[70],{"categories":5811},[70],{"categories":5813},[109],{"categories":5815},[119],{"categories":5817},[70],{"categories":5819},[70],{"categories":5821},[133],{"categories":5823},[114],{"categories":5825},[70],{"categories":5827},[70],{"categories":5829},[133],{"categories":5831},[70],{"categories":5833},[],{"categories":5835},[119],{"categories":5837},[119],{"categories":5839},[70],{"categories":5841},[70],{"categories":5843},[70],{"categories":5845},[136],{"categories":5847},[],{"categories":5849},[158],{"categories":5851},[],{"categories":5853},[158],{"categories":5855},[70],{"categories":5857},[70],{"categories":5859},[70],{"categories":5861},[119],{"categories":5863},[70],{"categories":5865},[119],{"categories":5867},[119],{"categories":5869},[],{"categories":5871},[70],{"categories":5873},[158],{"categories":5875},[70],{"categories":5877},[],{"categories":5879},[70],{"categories":5881},[213],{"categories":5883},[70],{"categories":5885},[],{"categories":5887},[70],{"categories":5889},[70],{"categories":5891},[213],{"categories":5893},[133],{"categories":5895},[119],{"categories":5897},[70],{"categories":5899},[70],{"categories":5901},[70],{"categories":5903},[70],{"categories":5905},[70],{"categories":5907},[248],{"categories":5909},[70],{"categories":5911},[70],{"categories":5913},[70],{"categories":5915},[109],{"categories":5917},[70],{"categories":5919},[70],{"categories":5921},[],{"categories":5923},[70],{"categories":5925},[70],{"categories":5927},[70],{"categories":5929},[],{"categories":5931},[119],{"categories":5933},[109],{"categories":5935},[70],{"categories":5937},[70],{"categories":5939},[70],{"categories":5941},[119],{"categories":5943},[70],{"categories":5945},[158],{"categories":5947},[70],{"categories":5949},[133],{"categories":5951},[122],{"categories":5953},[119],{"categories":5955},[486],{"categories":5957},[70],{"categories":5959},[70],{"categories":5961},[70],{"categories":5963},[70],{"categories":5965},[133],{"categories":5967},[158],{"categories":5969},[213],{"categories":5971},[70],{"categories":5973},[70],{"categories":5975},[70],{"categories":5977},[70],{"categories":5979},[70],{"categories":5981},[70],{"categories":5983},[158],{"categories":5985},[70],{"categories":5987},[213],{"categories":5989},[70],{"categories":5991},[70],{"categories":5993},[158],{"categories":5995},[213],{"categories":5997},[70],{"categories":5999},[158],{"categories":6001},[70],{"categories":6003},[119],{"categories":6005},[119],{"categories":6007},[119],{"categories":6009},[70],{"categories":6011},[133],{"categories":6013},[158],{"categories":6015},[119],{"categories":6017},[119],{"categories":6019},[70],{"categories":6021},[133],{"categories":6023},[213],{"categories":6025},[70],{"categories":6027},[70],{"categories":6029},[119],{"categories":6031},[70],{"categories":6033},[],{"categories":6035},[119],{"categories":6037},[],{"categories":6039},[70],{"categories":6041},[70],{"categories":6043},[],{"categories":6045},[],{"categories":6047},[119],{"categories":6049},[114],{"categories":6051},[119],{"categories":6053},[6054],"Liability & Ethics",{"categories":6056},[70],{"categories":6058},[70],{"categories":6060},[70],{"categories":6062},[119],{"categories":6064},[109],{"categories":6066},[119],{"categories":6068},[114],{"categories":6070},[248],{"categories":6072},[70],{"categories":6074},[119],{"categories":6076},[70],{"categories":6078},[70],{"categories":6080},[70],{"categories":6082},[],{"categories":6084},[603],{"categories":6086},[119],{"categories":6088},[],{"categories":6090},[70],{"categories":6092},[109],{"categories":6094},[119],{"categories":6096},[70],{"categories":6098},[],{"categories":6100},[119],{"categories":6102},[70],{"categories":6104},[70],{"categories":6106},[133],{"categories":6108},[70],{"categories":6110},[158],{"categories":6112},[70],{"categories":6114},[70],{"categories":6116},[122],{"categories":6118},[70],{"categories":6120},[119],{"categories":6122},[70],{"categories":6124},[70],{"categories":6126},[70],{"categories":6128},[158],{"categories":6130},[119],{"categories":6132},[133],{"categories":6134},[213],{"categories":6136},[109],{"categories":6138},[70],{"categories":6140},[70],{"categories":6142},[70],{"categories":6144},[],{"categories":6146},[119],{"categories":6148},[119],{"categories":6150},[119],{"categories":6152},[486],{"categories":6154},[119],{"categories":6156},[213],{"categories":6158},[119],{"categories":6160},[291],{"categories":6162},[133],{"categories":6164},[158],{"categories":6166},[70],{"categories":6168},[213],{"categories":6170},[70],{"categories":6172},[109],{"categories":6174},[70],{"categories":6176},[],{"categories":6178},[70],{"categories":6180},[119],{"categories":6182},[70],{"categories":6184},[70],{"categories":6186},[70],{"categories":6188},[70],{"categories":6190},[119],{"categories":6192},[70],{"categories":6194},[70],{"categories":6196},[213],{"categories":6198},[119],{"categories":6200},[],{"categories":6202},[119],{"categories":6204},[122],{"categories":6206},[70],{"categories":6208},[158],{"categories":6210},[119],{"categories":6212},[114],{"categories":6214},[],{"categories":6216},[70],{"categories":6218},[70],{"categories":6220},[122],{"categories":6222},[70],{"categories":6224},[119],{"categories":6226},[158],{"categories":6228},[109],{"categories":6230},[291],{"categories":6232},[70],{"categories":6234},[70],{"categories":6236},[70],{"categories":6238},[158],{"categories":6240},[114],{"categories":6242},[70],{"categories":6244},[213],{"categories":6246},[158],{"categories":6248},[291],{"categories":6250},[70],{"categories":6252},[119],{"categories":6254},[],{"categories":6256},[555],{"categories":6258},[],{"categories":6260},[70],{"categories":6262},[291],{"categories":6264},[70],{"categories":6266},[136],{"categories":6268},[70],{"categories":6270},[119],{"categories":6272},[119],{"categories":6274},[6275],"Design News & Tools",{"categories":6277},[70],{"categories":6279},[70],{"categories":6281},[158],{"categories":6283},[70],{"categories":6285},[70],{"categories":6287},[70],{"categories":6289},[109],{"categories":6291},[119],{"categories":6293},[70],{"categories":6295},[213],{"categories":6297},[119],{"categories":6299},[119],{"categories":6301},[213],{"categories":6303},[70],{"categories":6305},[70],{"categories":6307},[70],{"categories":6309},[486],{"categories":6311},[119],{"categories":6313},[70],{"categories":6315},[119],{"categories":6317},[70],{"categories":6319},[70],{"categories":6321},[486],{"categories":6323},[70],{"categories":6325},[248],{"categories":6327},[70],{"categories":6329},[119],{"categories":6331},[119],{"categories":6333},[],{"categories":6335},[70],{"categories":6337},[70],{"categories":6339},[70],{"categories":6341},[158],{"categories":6343},[70],{"categories":6345},[109],{"categories":6347},[],{"categories":6349},[70],{"categories":6351},[70],{"categories":6353},[70],{"categories":6355},[133],{"categories":6357},[630],{"categories":6359},[133],{"categories":6361},[213],{"categories":6363},[70],{"categories":6365},[70,119],{"categories":6367},[248,114],{"categories":6369},[133],{"categories":6371},[70],{"categories":6373},[70],{"categories":6375},[70],{"categories":6377},[70],{"categories":6379},[],{"categories":6381},[133],{"categories":6383},[119],{"categories":6385},[70],{"categories":6387},[70],{"categories":6389},[],{"categories":6391},[70],{"categories":6393},[133],{"categories":6395},[70],{"categories":6397},[133],{"categories":6399},[70],{"categories":6401},[],{"categories":6403},[119],{"categories":6405},[70],{"categories":6407},[114],{"categories":6409},[70],{"categories":6411},[158],{"categories":6413},[70],{"categories":6415},[],{"categories":6417},[70],{"categories":6419},[119],{"categories":6421},[70],{"categories":6423},[],{"categories":6425},[213],{"categories":6427},[70],{"categories":6429},[70],{"categories":6431},[119],{"categories":6433},[70],{"categories":6435},[70],{"categories":6437},[70],{"categories":6439},[109],{"categories":6441},[70],{"categories":6443},[119],{"categories":6445},[70],{"categories":6447},[],{"categories":6449},[70],{"categories":6451},[291],{"categories":6453},[248],{"categories":6455},[114],{"categories":6457},[114],{"categories":6459},[70],{"categories":6461},[70],{"categories":6463},[109],{"categories":6465},[109],{"categories":6467},[70],{"categories":6469},[119],{"categories":6471},[70],{"categories":6473},[70],{"categories":6475},[70],{"categories":6477},[70],{"categories":6479},[133],{"categories":6481},[70],{"categories":6483},[109],{"categories":6485},[70],{"categories":6487},[70],{"categories":6489},[119],{"categories":6491},[70],{"categories":6493},[248],{"categories":6495},[70],{"categories":6497},[158],{"categories":6499},[70],{"categories":6501},[70],{"categories":6503},[119],{"categories":6505},[122],{"categories":6507},[70],{"categories":6509},[119],{"categories":6511},[70],{"categories":6513},[119],{"categories":6515},[],{"categories":6517},[133],{"categories":6519},[],{"categories":6521},[133],{"categories":6523},[119],{"categories":6525},[109],{"categories":6527},[70],{"categories":6529},[],{"categories":6531},[136],{"categories":6533},[291],{"categories":6535},[70],{"categories":6537},[133],{"categories":6539},[70],{"categories":6541},[],{"categories":6543},[158],{"categories":6545},[119],{"categories":6547},[133],{"categories":6549},[213],{"categories":6551},[114],{"categories":6553},[70],{"categories":6555},[70],{"categories":6557},[119],{"categories":6559},[133],{"categories":6561},[119],{"categories":6563},[158],{"categories":6565},[70],{"categories":6567},[122],{"categories":6569},[109],{"categories":6571},[122],{"categories":6573},[158],{"categories":6575},[70],{"categories":6577},[70],{"categories":6579},[133],{"categories":6581},[70],{"categories":6583},[213],{"categories":6585},[114],{"categories":6587},[70],{"categories":6589},[70],{"categories":6591},[70],{"categories":6593},[70],{"categories":6595},[70],{"categories":6597},[70],{"categories":6599},[119],{"categories":6601},[70],{"categories":6603},[70],{"categories":6605},[70],{"categories":6607},[119],{"categories":6609},[70],{"categories":6611},[70],{"categories":6613},[109],{"categories":6615},[70],{"categories":6617},[119],{"categories":6619},[119],{"categories":6621},[213],{"categories":6623},[119],{"categories":6625},[70],{"categories":6627},[119],{"categories":6629},[70],{"categories":6631},[109],{"categories":6633},[119],{"categories":6635},[213],{"categories":6637},[],{"categories":6639},[70],{"categories":6641},[136],{"categories":6643},[486],{"categories":6645},[70],{"categories":6647},[119],{"categories":6649},[70],{"categories":6651},[70],{"categories":6653},[133],{"categories":6655},[70],{"categories":6657},[],{"categories":6659},[70],{"categories":6661},[119],{"categories":6663},[114],{"categories":6665},[70],{"categories":6667},[248],{"categories":6669},[213],{"categories":6671},[70],{"categories":6673},[133],{"categories":6675},[70],{"categories":6677},[70],{"categories":6679},[158],{"categories":6681},[119],{"categories":6683},[70],{"categories":6685},[248],{"categories":6687},[119],{"categories":6689},[114],{"categories":6691},[114],{"categories":6693},[70],{"categories":6695},[70],{"categories":6697},[70],{"categories":6699},[70],{"categories":6701},[70],{"categories":6703},[70],{"categories":6705},[109],{"categories":6707},[70],{"categories":6709},[],{"categories":6711},[70],{"categories":6713},[70],{"categories":6715},[119],{"categories":6717},[70],{"categories":6719},[119],{"categories":6721},[70],{"categories":6723},[70],{"categories":6725},[70],{"categories":6727},[70],{"categories":6729},[70],{"categories":6731},[70],{"categories":6733},[133],{"categories":6735},[],{"categories":6737},[109],{"categories":6739},[70],{"categories":6741},[70],{"categories":6743},[119],{"categories":6745},[119],{"categories":6747},[],{"categories":6749},[133],{"categories":6751},[133],{"categories":6753},[70],{"categories":6755},[248],{"categories":6757},[114],{"categories":6759},[213],{"categories":6761},[70],{"categories":6763},[],{"categories":6765},[70],{"categories":6767},[119],{"categories":6769},[109],{"categories":6771},[70],{"categories":6773},[70],{"categories":6775},[133],{"categories":6777},[109],{"categories":6779},[70],{"categories":6781},[70],{"categories":6783},[158],{"categories":6785},[136],{"categories":6787},[70],{"categories":6789},[158],{"categories":6791},[70],{"categories":6793},[119],{"categories":6795},[70],{"categories":6797},[70],{"categories":6799},[],{"categories":6801},[158],{"categories":6803},[119],{"categories":6805},[213],{"categories":6807},[136],{"categories":6809},[70],{"categories":6811},[70],{"categories":6813},[70],{"categories":6815},[],{"categories":6817},[119],{"categories":6819},[119],{"categories":6821},[119],{"categories":6823},[3527],{"categories":6825},[158],{"categories":6827},[70],{"categories":6829},[133],{"categories":6831},[122],{"categories":6833},[70],{"categories":6835},[70],{"categories":6837},[70],{"categories":6839},[70],{"categories":6841},[70],{"categories":6843},[119],{"categories":6845},[70],{"categories":6847},[114],{"categories":6849},[70],{"categories":6851},[109],{"categories":6853},[1992],{"categories":6855},[291],{"categories":6857},[109],{"categories":6859},[],{"categories":6861},[122],{"categories":6863},[70],{"categories":6865},[],{"categories":6867},[70],{"categories":6869},[158],{"categories":6871},[119],{"categories":6873},[213],{"categories":6875},[70],{"categories":6877},[119],{"categories":6879},[70],{"categories":6881},[70],{"categories":6883},[70],{"categories":6885},[70],{"categories":6887},[158],{"categories":6889},[],{"categories":6891},[70],{"categories":6893},[119],{"categories":6895},[70],{"categories":6897},[119],{"categories":6899},[119],{"categories":6901},[],{"categories":6903},[70],{"categories":6905},[],{"categories":6907},[158],{"categories":6909},[109],{"categories":6911},[70],{"categories":6913},[213],{"categories":6915},[70],{"categories":6917},[119],{"categories":6919},[158],{"categories":6921},[70],{"categories":6923},[158],{"categories":6925},[],{"categories":6927},[158],{"categories":6929},[70],{"categories":6931},[109],{"categories":6933},[119],{"categories":6935},[486],{"categories":6937},[70],{"categories":6939},[119],{"categories":6941},[70],{"categories":6943},[],{"categories":6945},[133],{"categories":6947},[119],{"categories":6949},[122],{"categories":6951},[119],{"categories":6953},[70],{"categories":6955},[109],{"categories":6957},[70],{"categories":6959},[70],{"categories":6961},[],{"categories":6963},[],{"categories":6965},[],{"categories":6967},[213],{"categories":6969},[70],{"categories":6971},[119],{"categories":6973},[70],{"categories":6975},[70],{"categories":6977},[],{"categories":6979},[],{"categories":6981},[],{"categories":6983},[70],{"categories":6985},[119],{"categories":6987},[213],{"categories":6989},[70],{"categories":6991},[70],{"categories":6993},[],{"categories":6995},[119],{"categories":6997},[70],{"categories":6999},[70],{"categories":7001},[109],{"categories":7003},[],{"categories":7005},[],{"categories":7007},[70],{"categories":7009},[70],{"categories":7011},[70],{"categories":7013},[119],{"categories":7015},[213],{"categories":7017},[70],{"categories":7019},[158],{"categories":7021},[],{"categories":7023},[70],{"categories":7025},[70],{"categories":7027},[248],{"categories":7029},[158],{"categories":7031},[248],{"categories":7033},[133],{"categories":7035},[136],{"categories":7037},[70],{"categories":7039},[70],{"categories":7041},[],{"categories":7043},[],{"categories":7045},[119],{"categories":7047},[],{"categories":7049},[70],{"categories":7051},[486],{"categories":7053},[70],{"categories":7055},[70],{"categories":7057},[70],{"categories":7059},[70],{"categories":7061},[],{"categories":7063},[119],{"categories":7065},[70],{"categories":7067},[70],{"categories":7069},[],{"categories":7071},[119],{"categories":7073},[119],{"categories":7075},[70],{"categories":7077},[158],{"categories":7079},[70],{"categories":7081},[248],{"categories":7083},[70],{"categories":7085},[119],{"categories":7087},[114],{"categories":7089},[122],{"categories":7091},[70],{"categories":7093},[70],{"categories":7095},[119],{"categories":7097},[119],{"categories":7099},[136],{"categories":7101},[119],{"categories":7103},[119],{"categories":7105},[],{"categories":7107},[70],{"categories":7109},[119],{"categories":7111},[],{"categories":7113},[70],{"categories":7115},[],{"categories":7117},[158],{"categories":7119},[114],{"categories":7121},[],{"categories":7123},[70],{"categories":7125},[70],{"categories":7127},[70],{"categories":7129},[],{"categories":7131},[119],{"categories":7133},[213],{"categories":7135},[109],{"categories":7137},[70],{"categories":7139},[],{"categories":7141},[114],{"categories":7143},[248],{"categories":7145},[70],{"categories":7147},[133],{"categories":7149},[109],{"categories":7151},[136],{"categories":7153},[114],{"categories":7155},[133],{"categories":7157},[119],{"categories":7159},[133],{"categories":7161},[],{"categories":7163},[70],{"categories":7165},[122],{"categories":7167},[122],{"categories":7169},[70],{"categories":7171},[],{"categories":7173},[119],{"categories":7175},[119],{"categories":7177},[109],{"categories":7179},[213],{"categories":7181},[70],{"categories":7183},[70],{"categories":7185},[109],{"categories":7187},[119],{"categories":7189},[291],{"categories":7191},[70],{"categories":7193},[70],{"categories":7195},[70],{"categories":7197},[70],{"categories":7199},[70],{"categories":7201},[109],{"categories":7203},[70],{"categories":7205},[133],{"categories":7207},[136],{"categories":7209},[119],{"categories":7211},[],{"categories":7213},[70],{"categories":7215},[70],{"categories":7217},[70],{"categories":7219},[133],{"categories":7221},[119],{"categories":7223},[158],{"categories":7225},[133],{"categories":7227},[70],{"categories":7229},[122],{"categories":7231},[70],{"categories":7233},[],{"categories":7235},[213],{"categories":7237},[133],{"categories":7239},[158],{"categories":7241},[70],{"categories":7243},[70],{"categories":7245},[109],{"categories":7247},[119],{"categories":7249},[70],{"categories":7251},[70],{"categories":7253},[119],{"categories":7255},[122],{"categories":7257},[70],{"categories":7259},[119],{"categories":7261},[70],{"categories":7263},[114],{"categories":7265},[70],{"categories":7267},[119],{"categories":7269},[119,291],{"categories":7271},[70],{"categories":7273},[70],{"categories":7275},[119],{"categories":7277},[133],{"categories":7279},[70],{"categories":7281},[70],{"categories":7283},[70],{"categories":7285},[136],{"categories":7287},[119],{"categories":7289},[248],{"categories":7291},[119],{"categories":7293},[114],{"categories":7295},[],{"categories":7297},[119],{"categories":7299},[70],{"categories":7301},[114],{"categories":7303},[],{"categories":7305},[],{"categories":7307},[70],{"categories":7309},[133],{"categories":7311},[70],{"categories":7313},[70],{"categories":7315},[70],{"categories":7317},[119],{"categories":7319},[70],{"categories":7321},[136],{"categories":7323},[248],{"categories":7325},[70],{"categories":7327},[70],{"categories":7329},[70],{"categories":7331},[70],{"categories":7333},[119],{"categories":7335},[],{"categories":7337},[119],{"categories":7339},[158],{"categories":7341},[70],{"categories":7343},[119],{"categories":7345},[119],{"categories":7347},[70],{"categories":7349},[],{"categories":7351},[158],{"categories":7353},[133],{"categories":7355},[3527],{"categories":7357},[109],{"categories":7359},[133],{"categories":7361},[70],{"categories":7363},[119],{"categories":7365},[70],{"categories":7367},[70],{"categories":7369},[248],{"categories":7371},[133],{"categories":7373},[136],{"categories":7375},[],{"categories":7377},[158],{"categories":7379},[70],{"categories":7381},[70],{"categories":7383},[],{"categories":7385},[119],{"categories":7387},[70],{"categories":7389},[70],{"categories":7391},[70],{"categories":7393},[70],{"categories":7395},[119],{"categories":7397},[70],{"categories":7399},[70],{"categories":7401},[70],{"categories":7403},[70],{"categories":7405},[70],{"categories":7407},[122],{"categories":7409},[70],{"categories":7411},[119],{"categories":7413},[70],{"categories":7415},[70],{"categories":7417},[70],{"categories":7419},[70],{"categories":7421},[70],{"categories":7423},[70],{"categories":7425},[70],{"categories":7427},[114],{"categories":7429},[],{"categories":7431},[122],{"categories":7433},[70],{"categories":7435},[158],{"categories":7437},[119],{"categories":7439},[70],{"categories":7441},[133],{"categories":7443},[],{"categories":7445},[133],{"categories":7447},[133],{"categories":7449},[119],{"categories":7451},[133],{"categories":7453},[70],{"categories":7455},[70],{"categories":7457},[70],{"categories":7459},[119],{"categories":7461},[133],{"categories":7463},[70],{"categories":7465},[70],{"categories":7467},[70],{"categories":7469},[119],{"categories":7471},[158],{"categories":7473},[70],{"categories":7475},[70],{"categories":7477},[70],{"categories":7479},[114],{"categories":7481},[70],{"categories":7483},[119],{"categories":7485},[213],{"categories":7487},[],{"categories":7489},[70],{"categories":7491},[70],{"categories":7493},[136],{"categories":7495},[70],{"categories":7497},[119],{"categories":7499},[70],{"categories":7501},[70],{"categories":7503},[],{"categories":7505},[70],{"categories":7507},[70],{"categories":7509},[158],{"categories":7511},[70],{"categories":7513},[70],{"categories":7515},[119],{"categories":7517},[248],{"categories":7519},[],{"categories":7521},[],{"categories":7523},[133],{"categories":7525},[70],{"categories":7527},[70],{"categories":7529},[122],{"categories":7531},[158],{"categories":7533},[70],{"categories":7535},[133],{"categories":7537},[158],{"categories":7539},[70],{"categories":7541},[70],{"categories":7543},[248],{"categories":7545},[136],{"categories":7547},[70],{"categories":7549},[70],{"categories":7551},[109],{"categories":7553},[119],{"categories":7555},[70],{"categories":7557},[70],{"categories":7559},[119],{"categories":7561},[114],{"categories":7563},[119],{"categories":7565},[133],{"categories":7567},[70],{"categories":7569},[114],{"categories":7571},[],{"categories":7573},[70],{"categories":7575},[136],{"categories":7577},[70],{"categories":7579},[70],{"categories":7581},[],{"categories":7583},[158],{"categories":7585},[70],{"categories":7587},[119],{"categories":7589},[136],{"categories":7591},[70],{"categories":7593},[133],{"categories":7595},[133],{"categories":7597},[133],{"categories":7599},[70],{"categories":7601},[119],{"categories":7603},[119],{"categories":7605},[70],{"categories":7607},[119],{"categories":7609},[70],{"categories":7611},[70],{"categories":7613},[213],{"categories":7615},[136],{"categories":7617},[136],{"categories":7619},[],{"categories":7621},[158],{"categories":7623},[70],{"categories":7625},[70],{"categories":7627},[133],{"categories":7629},[],{"categories":7631},[158],{"categories":7633},[158],{"categories":7635},[158],{"categories":7637},[],{"categories":7639},[119],{"categories":7641},[70],{"categories":7643},[],{"categories":7645},[109],{"categories":7647},[114],{"categories":7649},[],{"categories":7651},[70],{"categories":7653},[70],{"categories":7655},[],{"categories":7657},[133],{"categories":7659},[],{"categories":7661},[],{"categories":7663},[],{"categories":7665},[],{"categories":7667},[70],{"categories":7669},[158],{"categories":7671},[],{"categories":7673},[],{"categories":7675},[70],{"categories":7677},[70],{"categories":7679},[70],{"categories":7681},[136],{"categories":7683},[70],{"categories":7685},[136],{"categories":7687},[],{"categories":7689},[136],{"categories":7691},[136],{"categories":7693},[291],{"categories":7695},[119],{"categories":7697},[133],{"categories":7699},[],{"categories":7701},[],{"categories":7703},[136],{"categories":7705},[133],{"categories":7707},[133],{"categories":7709},[133],{"categories":7711},[],{"categories":7713},[109],{"categories":7715},[133],{"categories":7717},[133],{"categories":7719},[109],{"categories":7721},[133],{"categories":7723},[114],{"categories":7725},[133],{"categories":7727},[133],{"categories":7729},[133],{"categories":7731},[136],{"categories":7733},[158],{"categories":7735},[158],{"categories":7737},[70],{"categories":7739},[133],{"categories":7741},[136],{"categories":7743},[291],{"categories":7745},[136],{"categories":7747},[136],{"categories":7749},[136],{"categories":7751},[],{"categories":7753},[114],{"categories":7755},[],{"categories":7757},[291],{"categories":7759},[133],{"categories":7761},[133],{"categories":7763},[133],{"categories":7765},[119],{"categories":7767},[158,114],{"categories":7769},[136],{"categories":7771},[],{"categories":7773},[],{"categories":7775},[136],{"categories":7777},[],{"categories":7779},[136],{"categories":7781},[158],{"categories":7783},[119],{"categories":7785},[],{"categories":7787},[133],{"categories":7789},[70],{"categories":7791},[213],{"categories":7793},[],{"categories":7795},[70],{"categories":7797},[],{"categories":7799},[158],{"categories":7801},[109],{"categories":7803},[136],{"categories":7805},[],{"categories":7807},[133],{"categories":7809},[158],[7811,7884,7986,8055],{"id":7812,"title":7813,"ai":7814,"body":7819,"categories":7862,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7863,"navigation":86,"path":7874,"published_at":7875,"question":71,"scraped_at":7875,"seo":7876,"sitemap":7877,"source_id":7878,"source_name":92,"source_type":93,"source_url":7868,"stem":7879,"tags":7880,"thumbnail_url":71,"tldr":7881,"tweet":71,"unknown_tags":7882,"__hash__":7883},"summaries\u002Fsummaries\u002Fb469c62d6d1b53c2-evident-grounding-enterprise-ai-in-evidence-and-tr-summary.md","EvidenT: Grounding Enterprise AI in Evidence and Traceability",{"provider":7,"model":8,"input_tokens":7815,"output_tokens":7816,"processing_time_ms":7817,"cost_usd":7818},4040,603,3576,0.0019145,{"type":14,"value":7820,"toc":7857},[7821,7825,7828,7832,7835,7850,7854],[17,7822,7824],{"id":7823},"the-challenge-of-enterprise-trust","The Challenge of Enterprise Trust",[22,7826,7827],{},"Enterprise AI assistants often struggle with hallucinations and a lack of transparency, which prevents their adoption in high-stakes environments. The EvidenT framework addresses these issues by shifting the focus from simple generation to a process of evidence-based reasoning. The core premise is that an AI assistant should not merely provide an answer, but must explicitly cite the specific documents or data points that support its claims, ensuring that every output is grounded in verifiable organizational knowledge.",[17,7829,7831],{"id":7830},"core-mechanisms-grounding-and-traceability","Core Mechanisms: Grounding and Traceability",[22,7833,7834],{},"EvidenT operates through two primary pillars:",[7836,7837,7838,7844],"ol",{},[36,7839,7840,7843],{},[39,7841,7842],{},"Evidence Grounding",": Instead of relying solely on internal model weights, the system forces the model to retrieve and synthesize information from a trusted knowledge base. The framework uses a multi-step verification process where the model must identify relevant evidence segments before formulating a response. If the model cannot find sufficient evidence to support a claim, it is instructed to report a lack of information rather than hallucinating.",[36,7845,7846,7849],{},[39,7847,7848],{},"Traceability",": The framework implements a citation mechanism that maps every sentence or claim in the final response back to the specific source document. This allows users to click through and verify the source, effectively turning the AI into a transparent research assistant. By providing this audit trail, organizations can monitor the model's reasoning process and identify where potential errors occur, significantly reducing the 'black box' nature of LLM outputs.",[17,7851,7853],{"id":7852},"implementation-and-impact","Implementation and Impact",[22,7855,7856],{},"The framework is designed for integration into existing enterprise pipelines, emphasizing that reliability is a function of both the model's architecture and the quality of the retrieval system. By forcing the model to operate within a constrained evidence space, EvidenT reduces the risk of factual inaccuracies. The approach demonstrates that enterprise-grade AI requires a shift in design philosophy: moving away from 'generative fluency' toward 'verifiable accuracy.' This ensures that the assistant serves as a reliable tool that users can audit, rather than a black-box generator that requires constant human fact-checking.",{"title":63,"searchDepth":64,"depth":64,"links":7858},[7859,7860,7861],{"id":7823,"depth":64,"text":7824},{"id":7830,"depth":64,"text":7831},{"id":7852,"depth":64,"text":7853},[70],{"content_references":7864,"triage":7870},[7865],{"type":7866,"title":7867,"url":7868,"context":7869},"paper","EvidenT: Building Trustworthy Enterprise Assistants through Evidence Groundedness and Traceability","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.22537","cited",{"relevance":7871,"novelty":82,"quality":82,"actionability":83,"composite":7872,"reasoning":7873},5,4.15,"Category: AI & LLMs. The article presents a novel framework, EvidenT, which addresses critical issues of trust and transparency in enterprise AI by enforcing evidence grounding and traceability, directly relevant to AI product builders. It offers insights into implementation but lacks detailed actionable steps for immediate application.","\u002Fsummaries\u002Fb469c62d6d1b53c2-evident-grounding-enterprise-ai-in-evidence-and-tr-summary","2026-09-24 03:20:57",{"title":7813,"description":63},{"loc":7874},"b469c62d6d1b53c2","summaries\u002Fb469c62d6d1b53c2-evident-grounding-enterprise-ai-in-evidence-and-tr-summary",[97,98,99],"EvidenT is a framework designed to improve the reliability of enterprise AI assistants by enforcing strict evidence grounding and providing verifiable traceability for every generated response.",[99],"NR9hsO3RKq33jcc8rOP46B2iQvne8e4Sp0voPUk0BBw",{"id":7885,"title":7886,"ai":7887,"body":7892,"categories":7966,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7967,"navigation":86,"path":7976,"published_at":7977,"question":71,"scraped_at":7977,"seo":7978,"sitemap":7979,"source_id":7980,"source_name":92,"source_type":93,"source_url":7972,"stem":7981,"tags":7982,"thumbnail_url":71,"tldr":7983,"tweet":71,"unknown_tags":7984,"__hash__":7985},"summaries\u002Fsummaries\u002F0564fff687dc6d21-a-unified-evaluation-framework-for-trustworthy-ai--summary.md","A Unified Evaluation Framework for Trustworthy AI Systems",{"provider":7,"model":8,"input_tokens":7888,"output_tokens":7889,"processing_time_ms":7890,"cost_usd":7891},4026,647,3556,0.001977,{"type":14,"value":7893,"toc":7961},[7894,7898,7901,7905,7908,7928,7932,7935,7955],[17,7895,7897],{"id":7896},"the-shift-toward-unified-ai-evaluation","The Shift Toward Unified AI Evaluation",[22,7899,7900],{},"The provided arXiv entry, \"A Unified Evaluation Framework for Trustworthy Large Language Models, Agentic AI, and Multimodal Systems,\" represents a critical trend in AI engineering: the move away from siloed, task-specific benchmarks toward holistic evaluation frameworks. As AI systems evolve from simple text-in\u002Ftext-out models to complex agentic workflows and multimodal architectures, traditional metrics like perplexity or basic accuracy are no longer sufficient to guarantee reliability or safety.",[17,7902,7904],{"id":7903},"why-unified-frameworks-matter","Why Unified Frameworks Matter",[22,7906,7907],{},"Modern AI development faces a \"trust gap\" where performance in controlled environments often fails to translate to real-world reliability. A unified framework aims to address this by:",[33,7909,7910,7916,7922],{},[36,7911,7912,7915],{},[39,7913,7914],{},"Standardizing Trustworthiness:"," Moving beyond performance metrics to include safety, robustness, and alignment across different modalities (text, image, audio).",[36,7917,7918,7921],{},[39,7919,7920],{},"Evaluating Agentic Behavior:"," Unlike static models, agentic systems require evaluation of planning, tool use, and long-term goal execution. A unified approach treats these as first-class citizens in the testing pipeline.",[36,7923,7924,7927],{},[39,7925,7926],{},"Cross-Modal Consistency:"," Ensuring that multimodal systems maintain logical consistency when processing inputs across different media types, preventing hallucinations or safety failures that occur during modality translation.",[17,7929,7931],{"id":7930},"practical-implications-for-builders","Practical Implications for Builders",[22,7933,7934],{},"For engineers building AI-powered products, the emergence of these frameworks suggests that the future of production-grade AI lies in rigorous, automated evaluation pipelines. Instead of relying on manual testing or \"vibes-based\" prompt engineering, developers should look to adopt standardized evaluation suites that measure:",[7836,7936,7937,7943,7949],{},[36,7938,7939,7942],{},[39,7940,7941],{},"Robustness:"," How the system handles adversarial inputs or edge cases.",[36,7944,7945,7948],{},[39,7946,7947],{},"Reliability:"," The consistency of outputs over repeated executions, especially in agentic loops.",[36,7950,7951,7954],{},[39,7952,7953],{},"Safety:"," Automated guardrails that verify output compliance with user-defined constraints before they reach the end user.",[22,7956,7957],{},[7958,7959,7960],"em",{},"Note: The provided source is an arXiv landing page and does not contain the full text of the paper. This summary reflects the core intent and industry context implied by the title and subject matter.",{"title":63,"searchDepth":64,"depth":64,"links":7962},[7963,7964,7965],{"id":7896,"depth":64,"text":7897},{"id":7903,"depth":64,"text":7904},{"id":7930,"depth":64,"text":7931},[70],{"content_references":7968,"triage":7973},[7969],{"type":7866,"title":7970,"publisher":7971,"url":7972,"context":80},"A Unified Evaluation Framework for Trustworthy Large Language Models, Agentic AI, and Multimodal Systems","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.19524",{"relevance":7871,"novelty":82,"quality":82,"actionability":82,"composite":7974,"reasoning":7975},4.35,"Category: AI & LLMs. The article discusses a unified evaluation framework for AI systems, addressing a core topic of interest for builders of AI-powered products. It provides practical implications for engineers, suggesting the adoption of standardized evaluation suites, which aligns with the audience's need for actionable insights.","\u002Fsummaries\u002F0564fff687dc6d21-a-unified-evaluation-framework-for-trustworthy-ai-summary","2026-09-19 03:10:36",{"title":7886,"description":63},{"loc":7976},"0564fff687dc6d21","summaries\u002F0564fff687dc6d21-a-unified-evaluation-framework-for-trustworthy-ai--summary",[97,98,99],"The provided source is a placeholder for an academic paper on evaluating LLMs, agents, and multimodal systems. It highlights the industry's shift toward standardized, trustworthy benchmarks for complex AI architectures.",[99],"7FVKsYlGH9S9Swwt6pumFVO9G_6eyQ36sU7i6oBmNQ4",{"id":7987,"title":7988,"ai":7989,"body":7994,"categories":8037,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":8038,"navigation":86,"path":8045,"published_at":8046,"question":71,"scraped_at":8046,"seo":8047,"sitemap":8048,"source_id":8049,"source_name":92,"source_type":93,"source_url":8041,"stem":8050,"tags":8051,"thumbnail_url":71,"tldr":8052,"tweet":71,"unknown_tags":8053,"__hash__":8054},"summaries\u002Fsummaries\u002Fe6d23bfc9ccbf524-do-frontier-models-seek-safety-evidence-before-act-summary.md","Do Frontier Models Seek Safety Evidence Before Acting?",{"provider":7,"model":8,"input_tokens":7990,"output_tokens":7991,"processing_time_ms":7992,"cost_usd":7993},4035,469,2653,0.00171225,{"type":14,"value":7995,"toc":8033},[7996,8000,8003,8007,8010,8030],[17,7997,7999],{"id":7998},"the-failure-to-proactively-verify-safety","The Failure to Proactively Verify Safety",[22,8001,8002],{},"Research into frontier models reveals a concerning trend: when tasked with autonomous actions that carry potential safety risks, models rarely prioritize gathering safety-critical evidence before proceeding. Instead of adopting a 'verify-then-act' protocol, models often rely on internal training data or assumptions, leading to hazardous decision-making. The study demonstrates that even when safety information is readily available through external tools or documentation, models exhibit a strong bias toward immediate execution.",[17,8004,8006],{"id":8005},"implications-for-autonomous-agent-design","Implications for Autonomous Agent Design",[22,8008,8009],{},"This behavior suggests that current alignment techniques are insufficient for ensuring agentic safety in real-world environments. The authors argue that safety cannot be treated as a static constraint but must be integrated into the model's active reasoning loop. To mitigate these risks, developers should implement:",[33,8011,8012,8018,8024],{},[36,8013,8014,8017],{},[39,8015,8016],{},"Mandatory Evidence Gates:"," Forcing agents to query safety documentation or external verification tools before finalizing high-stakes function calls.",[36,8019,8020,8023],{},[39,8021,8022],{},"Uncertainty Quantification:"," Training models to recognize when their internal knowledge is insufficient to guarantee safety, triggering a mandatory information-seeking step.",[36,8025,8026,8029],{},[39,8027,8028],{},"Evaluation Frameworks:"," Moving beyond static benchmarks to dynamic, environment-based testing where models are penalized for acting without sufficient safety context.",[22,8031,8032],{},"The findings indicate that without explicit architectural guardrails, frontier models will continue to prioritize task completion over risk mitigation, posing a significant hurdle for the deployment of truly autonomous systems.",{"title":63,"searchDepth":64,"depth":64,"links":8034},[8035,8036],{"id":7998,"depth":64,"text":7999},{"id":8005,"depth":64,"text":8006},[70],{"content_references":8039,"triage":8043},[8040],{"type":7866,"title":7988,"url":8041,"context":8042},"https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.17865","reviewed",{"relevance":7871,"novelty":82,"quality":82,"actionability":82,"composite":7974,"reasoning":8044},"Category: AI & LLMs. The article addresses a critical issue in the design of autonomous agents, specifically the failure of models to seek safety evidence before acting, which is a significant concern for AI product builders. It provides actionable recommendations like implementing mandatory evidence gates and uncertainty quantification, making it relevant and practical for developers working on AI-powered products.","\u002Fsummaries\u002Fe6d23bfc9ccbf524-do-frontier-models-seek-safety-evidence-before-act-summary","2026-09-18 03:12:04",{"title":7988,"description":63},{"loc":8045},"e6d23bfc9ccbf524","summaries\u002Fe6d23bfc9ccbf524-do-frontier-models-seek-safety-evidence-before-act-summary",[97,98,99],"Current frontier models frequently fail to proactively seek safety-critical information before executing high-stakes actions, highlighting a significant gap in autonomous agent reliability.",[99],"pMgnLLo3dOsMx1__vFT94h5KVqWugH9SHSNJdoJGTvc",{"id":8056,"title":8057,"ai":8058,"body":8063,"categories":8106,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":8107,"navigation":86,"path":8116,"published_at":8117,"question":71,"scraped_at":8117,"seo":8118,"sitemap":8119,"source_id":8120,"source_name":92,"source_type":93,"source_url":8112,"stem":8121,"tags":8122,"thumbnail_url":71,"tldr":8123,"tweet":71,"unknown_tags":8124,"__hash__":8125},"summaries\u002Fsummaries\u002Fc5725a3a33fdef7c-cadworld-a-new-benchmark-for-long-horizon-cad-auto-summary.md","CADWorld: A New Benchmark for Long-Horizon CAD Automation",{"provider":7,"model":8,"input_tokens":8059,"output_tokens":8060,"processing_time_ms":8061,"cost_usd":8062},4020,551,3070,0.0018315,{"type":14,"value":8064,"toc":8102},[8065,8069,8072,8076,8079,8099],[17,8066,8068],{"id":8067},"the-challenge-of-long-horizon-cad-automation","The Challenge of Long-Horizon CAD Automation",[22,8070,8071],{},"Most current AI benchmarks for computer use focus on short, discrete tasks like web browsing or basic UI interaction. CADWorld (arXiv:2609.16251) identifies that Computer-Aided Design (CAD) represents a significantly harder frontier for AI agents. Unlike web tasks, CAD requires high-precision spatial reasoning, adherence to strict geometric constraints, and the ability to maintain a coherent state over hundreds of sequential operations. The benchmark is designed to test an agent's ability to navigate complex, long-horizon workflows where a single error early in the process can invalidate the entire design.",[17,8073,8075],{"id":8074},"benchmark-architecture-and-evaluation","Benchmark Architecture and Evaluation",[22,8077,8078],{},"CADWorld provides a standardized environment that forces agents to interact with professional-grade CAD software. The benchmark evaluates performance across several critical dimensions:",[33,8080,8081,8087,8093],{},[36,8082,8083,8086],{},[39,8084,8085],{},"Long-Horizon Planning:"," Tasks are structured to require extended sequences of actions, testing the agent's ability to maintain a goal-oriented strategy over time.",[36,8088,8089,8092],{},[39,8090,8091],{},"Geometric Precision:"," Agents must demonstrate the ability to manipulate objects with exact dimensions and constraints, moving beyond the 'fuzzy' reasoning often sufficient for text-based tasks.",[36,8094,8095,8098],{},[39,8096,8097],{},"Error Recovery:"," The benchmark includes scenarios where agents must identify and correct mistakes in their design process, a crucial capability for real-world engineering applications.",[22,8100,8101],{},"By providing a controlled, reproducible environment, CADWorld aims to move AI research away from simple 'chat-to-code' interfaces and toward autonomous agents capable of performing actual engineering work. It serves as a stress test for current LLM-based agents, highlighting the gap between current capabilities and the requirements for reliable, automated design engineering.",{"title":63,"searchDepth":64,"depth":64,"links":8103},[8104,8105],{"id":8067,"depth":64,"text":8068},{"id":8074,"depth":64,"text":8075},[70],{"content_references":8108,"triage":8113},[8109],{"type":7866,"title":8110,"author":8111,"url":8112,"context":7869},"CADWorld: Computer-Use Benchmark for Long-Horizon Computer-Aided Design","Not specified","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.16251",{"relevance":83,"novelty":82,"quality":82,"actionability":64,"composite":8114,"reasoning":8115},3.25,"Category: AI & LLMs. The article discusses a new benchmark for evaluating AI agents in CAD tasks, which is relevant to AI engineering. While it presents novel insights into long-horizon planning and precision in CAD automation, it lacks specific actionable steps for product builders to implement these findings in their work.","\u002Fsummaries\u002Fc5725a3a33fdef7c-cadworld-a-new-benchmark-for-long-horizon-cad-auto-summary","2026-09-17 03:12:17",{"title":8057,"description":63},{"loc":8116},"c5725a3a33fdef7c","summaries\u002Fc5725a3a33fdef7c-cadworld-a-new-benchmark-for-long-horizon-cad-auto-summary",[97,98,99],"CADWorld provides a standardized environment for evaluating AI agents on complex, multi-step Computer-Aided Design tasks, addressing the limitations of current benchmarks in long-horizon planning and precision.",[99],"2FLnCQy5moqsXaiDL_km_Kun0CaUsyKgCHB1HKr4Sco"]