[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-271b66efd0a5670a-hana-a-hierarchical-agent-native-network-architect-summary":3,"summaries-facets-categories":107,"summary-related-271b66efd0a5670a-hana-a-hierarchical-agent-native-network-architect-summary":5681},{"id":4,"title":5,"ai":6,"body":13,"categories":72,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":77,"navigation":90,"path":91,"published_at":92,"question":74,"scraped_at":92,"seo":93,"sitemap":94,"source_id":95,"source_name":96,"source_type":97,"source_url":98,"stem":99,"tags":100,"thumbnail_url":74,"tldr":104,"tweet":74,"unknown_tags":105,"__hash__":106},"summaries\u002Fsummaries\u002F271b66efd0a5670a-hana-a-hierarchical-agent-native-network-architect-summary.md","HANA: A Hierarchical Agent-native Network Architecture",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4218,639,3283,0.002013,{"type":14,"value":15,"toc":65},"minimark",[16,21,25,29,32,55,58,62],[17,18,20],"h2",{"id":19},"moving-beyond-static-automation","Moving Beyond Static Automation",[22,23,24],"p",{},"The Hierarchical Agent-native Network Architecture (HANA) addresses the limitations of traditional network management, which relies on rigid, rule-based automation. As networks grow in complexity and scale, static scripts fail to adapt to dynamic traffic patterns or unforeseen failures. HANA proposes a paradigm shift toward autonomous networking, where intelligence is embedded directly into the network fabric through a multi-layered agent system.",[17,26,28],{"id":27},"the-hierarchical-agent-framework","The Hierarchical Agent Framework",[22,30,31],{},"HANA organizes network intelligence into a hierarchical structure, distributing decision-making capabilities across different levels of the network stack:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Local Agents:"," Operate at the device or edge level, handling real-time, low-latency tasks such as local traffic shaping, anomaly detection, and immediate resource allocation.",[36,44,45,48],{},[39,46,47],{},"Regional\u002FDomain Agents:"," Aggregate data from local agents to optimize performance across specific network segments, managing load balancing and inter-device coordination.",[36,50,51,54],{},[39,52,53],{},"Global\u002FOrchestrator Agents:"," Maintain a high-level view of the entire network, setting strategic goals, managing cross-domain policies, and handling long-term capacity planning.",[22,56,57],{},"This hierarchy allows for a separation of concerns: local agents handle the 'reflexes' of the network, while global agents handle the 'reasoning' and strategic alignment. By delegating authority, the architecture reduces the communication overhead typically associated with centralized controllers and improves fault tolerance.",[17,59,61],{"id":60},"autonomous-self-optimization","Autonomous Self-Optimization",[22,63,64],{},"The core innovation of HANA is its ability to transition from 'automated' (executing predefined sequences) to 'autonomous' (setting goals and determining the best path to achieve them). Agents within the HANA framework utilize continuous feedback loops to monitor performance metrics against defined objectives. When a deviation occurs, agents autonomously negotiate and adjust configurations—such as routing paths or bandwidth allocation—without requiring human intervention. This architecture is designed to handle the inherent uncertainty of modern distributed systems, providing a scalable path toward self-healing and self-optimizing network infrastructure.",{"title":66,"searchDepth":67,"depth":67,"links":68},"",2,[69,70,71],{"id":19,"depth":67,"text":20},{"id":27,"depth":67,"text":28},{"id":60,"depth":67,"text":61},[73],"AI & LLMs",null,"md",false,{"content_references":78,"triage":85},[79],{"type":80,"title":81,"author":82,"url":83,"context":84},"paper","From Automated to Autonomous: Hierarchical Agent-native Network Architecture (HANA)","B. Wu, S. Wang, Y. Liu, Y. -Q. Zhang, J. Sifakis and Y. Ouyang","https:\u002F\u002Fdoi.org\u002F10.1109\u002FLNET.2026.3693226","reviewed",{"relevance":86,"novelty":87,"quality":87,"actionability":67,"composite":88,"reasoning":89},3,4,3.25,"Category: AI & LLMs. The article discusses a novel hierarchical agent-based framework for network management, which aligns with the audience's interest in AI engineering and automation. However, while it presents innovative concepts, it lacks specific actionable steps or frameworks that the audience could directly implement in their projects.",true,"\u002Fsummaries\u002F271b66efd0a5670a-hana-a-hierarchical-agent-native-network-architect-summary","2026-05-22 07:00:20",{"title":5,"description":66},{"loc":91},"271b66efd0a5670a","arXiv cs.AI","article","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.20608","summaries\u002F271b66efd0a5670a-hana-a-hierarchical-agent-native-network-architect-summary",[101,102,103],"ai-agents","networking","autonomous-systems","HANA transitions network management from static automation to autonomous operation by utilizing a hierarchical agent-based framework that enables decentralized decision-making and self-optimization.",[101,102,103],"PIrMFFqlj-mCTwinDN29wAsxL805fFO-2Pm7qgD-bD0",[108,111,114,116,119,122,124,126,129,131,133,135,137,140,142,144,146,148,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,188,191,193,195,197,199,201,203,205,207,209,211,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,245,247,249,251,253,255,257,259,261,263,265,267,269,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,331,333,335,337,339,341,343,345,347,349,352,354,356,358,360,362,364,366,368,370,372,374,377,379,381,383,385,387,389,391,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,443,445,447,450,452,454,456,458,460,462,464,466,468,470,472,474,476,479,481,483,485,487,489,491,493,495,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,737,739,741,743,746,748,750,752,754,756,758,760,762,764,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679],{"categories":109},[110],"Developer Productivity",{"categories":112},[113],"Business & SaaS",{"categories":115},[73],{"categories":117},[118],"AI Automation",{"categories":120},[121],"Product Strategy",{"categories":123},[73],{"categories":125},[110],{"categories":127},[128],"Software Engineering",{"categories":130},[73],{"categories":132},[113],{"categories":134},[],{"categories":136},[73],{"categories":138},[139],"Inference & Serving",{"categories":141},[73],{"categories":143},[73],{"categories":145},[118],{"categories":147},[],{"categories":149},[150],"AI News & Trends",{"categories":152},[118],{"categories":154},[73],{"categories":156},[113],{"categories":158},[73],{"categories":160},[118],{"categories":162},[150],{"categories":164},[118],{"categories":166},[118],{"categories":168},[73],{"categories":170},[118],{"categories":172},[73],{"categories":174},[73],{"categories":176},[73],{"categories":178},[150],{"categories":180},[73],{"categories":182},[73],{"categories":184},[],{"categories":186},[187],"Design & Frontend",{"categories":189},[190],"Data Science & Visualization",{"categories":192},[150],{"categories":194},[73],{"categories":196},[73],{"categories":198},[],{"categories":200},[73],{"categories":202},[118],{"categories":204},[128],{"categories":206},[73],{"categories":208},[118],{"categories":210},[73],{"categories":212},[213],"Marketing & Growth",{"categories":215},[187],{"categories":217},[73],{"categories":219},[118],{"categories":221},[73],{"categories":223},[],{"categories":225},[],{"categories":227},[187],{"categories":229},[73],{"categories":231},[118],{"categories":233},[110],{"categories":235},[128],{"categories":237},[187],{"categories":239},[73],{"categories":241},[128],{"categories":243},[244],"DevOps & Cloud",{"categories":246},[118],{"categories":248},[121],{"categories":250},[150],{"categories":252},[73],{"categories":254},[],{"categories":256},[73],{"categories":258},[],{"categories":260},[118],{"categories":262},[128],{"categories":264},[],{"categories":266},[128],{"categories":268},[73],{"categories":270},[271],"Governance & Standards",{"categories":273},[113],{"categories":275},[],{"categories":277},[],{"categories":279},[73],{"categories":281},[73],{"categories":283},[118],{"categories":285},[73],{"categories":287},[73],{"categories":289},[118],{"categories":291},[73],{"categories":293},[73],{"categories":295},[73],{"categories":297},[],{"categories":299},[128],{"categories":301},[],{"categories":303},[],{"categories":305},[128],{"categories":307},[],{"categories":309},[128],{"categories":311},[73],{"categories":313},[73],{"categories":315},[213],{"categories":317},[73],{"categories":319},[187],{"categories":321},[187],{"categories":323},[73],{"categories":325},[128],{"categories":327},[118],{"categories":329},[330],"GovTech & Public-Sector Adoption",{"categories":332},[128],{"categories":334},[73],{"categories":336},[73],{"categories":338},[118],{"categories":340},[118],{"categories":342},[190],{"categories":344},[73],{"categories":346},[150],{"categories":348},[118],{"categories":350},[351],"Legal AI Tools",{"categories":353},[118],{"categories":355},[213],{"categories":357},[118],{"categories":359},[121],{"categories":361},[128],{"categories":363},[330],{"categories":365},[],{"categories":367},[118],{"categories":369},[],{"categories":371},[118],{"categories":373},[118],{"categories":375},[376],"RAG & Retrieval",{"categories":378},[113],{"categories":380},[73],{"categories":382},[128],{"categories":384},[244],{"categories":386},[187],{"categories":388},[73],{"categories":390},[],{"categories":392},[393],"Agents & Orchestration",{"categories":395},[128],{"categories":397},[73],{"categories":399},[],{"categories":401},[118],{"categories":403},[113],{"categories":405},[],{"categories":407},[73],{"categories":409},[],{"categories":411},[110],{"categories":413},[128],{"categories":415},[113],{"categories":417},[73],{"categories":419},[73],{"categories":421},[150],{"categories":423},[73],{"categories":425},[],{"categories":427},[73],{"categories":429},[],{"categories":431},[128],{"categories":433},[190],{"categories":435},[],{"categories":437},[73],{"categories":439},[187],{"categories":441},[442],"Models & Frontier Labs",{"categories":444},[],{"categories":446},[187],{"categories":448},[449],"Regulation & Governance of AI",{"categories":451},[118],{"categories":453},[],{"categories":455},[73],{"categories":457},[73],{"categories":459},[118],{"categories":461},[150],{"categories":463},[113],{"categories":465},[73],{"categories":467},[],{"categories":469},[128],{"categories":471},[118],{"categories":473},[73],{"categories":475},[121],{"categories":477},[478],"AI Policy & Regulation",{"categories":480},[],{"categories":482},[73],{"categories":484},[121],{"categories":486},[118],{"categories":488},[73],{"categories":490},[118],{"categories":492},[],{"categories":494},[190],{"categories":496},[497],"Evals & Reliability",{"categories":499},[73],{"categories":501},[],{"categories":503},[110],{"categories":505},[330],{"categories":507},[478],{"categories":509},[73],{"categories":511},[113],{"categories":513},[73],{"categories":515},[118],{"categories":517},[73],{"categories":519},[118],{"categories":521},[393],{"categories":523},[73],{"categories":525},[128],{"categories":527},[73],{"categories":529},[],{"categories":531},[],{"categories":533},[73],{"categories":535},[330],{"categories":537},[73],{"categories":539},[73],{"categories":541},[],{"categories":543},[187],{"categories":545},[],{"categories":547},[73],{"categories":549},[],{"categories":551},[118],{"categories":553},[73],{"categories":555},[187],{"categories":557},[],{"categories":559},[73],{"categories":561},[118],{"categories":563},[73],{"categories":565},[113],{"categories":567},[118],{"categories":569},[73],{"categories":571},[73],{"categories":573},[128],{"categories":575},[187],{"categories":577},[118],{"categories":579},[],{"categories":581},[128],{"categories":583},[118],{"categories":585},[],{"categories":587},[150],{"categories":589},[],{"categories":591},[73],{"categories":593},[73],{"categories":595},[113,213],{"categories":597},[],{"categories":599},[73],{"categories":601},[73],{"categories":603},[118],{"categories":605},[],{"categories":607},[],{"categories":609},[73],{"categories":611},[187],{"categories":613},[73],{"categories":615},[],{"categories":617},[73],{"categories":619},[244],{"categories":621},[],{"categories":623},[118],{"categories":625},[150],{"categories":627},[73],{"categories":629},[187],{"categories":631},[],{"categories":633},[150],{"categories":635},[73],{"categories":637},[139],{"categories":639},[73],{"categories":641},[118],{"categories":643},[150],{"categories":645},[442],{"categories":647},[73],{"categories":649},[213],{"categories":651},[],{"categories":653},[118],{"categories":655},[113],{"categories":657},[128],{"categories":659},[73],{"categories":661},[118],{"categories":663},[],{"categories":665},[73,244],{"categories":667},[73],{"categories":669},[73],{"categories":671},[73],{"categories":673},[118],{"categories":675},[73,128],{"categories":677},[190],{"categories":679},[73],{"categories":681},[73],{"categories":683},[128],{"categories":685},[118],{"categories":687},[478],{"categories":689},[213],{"categories":691},[73],{"categories":693},[118],{"categories":695},[73],{"categories":697},[73],{"categories":699},[118],{"categories":701},[],{"categories":703},[73],{"categories":705},[118],{"categories":707},[73],{"categories":709},[73,113],{"categories":711},[113],{"categories":713},[],{"categories":715},[187],{"categories":717},[187],{"categories":719},[73],{"categories":721},[],{"categories":723},[],{"categories":725},[150],{"categories":727},[],{"categories":729},[110],{"categories":731},[73],{"categories":733},[128],{"categories":735},[736],"Generative UI & Design-to-Code",{"categories":738},[73],{"categories":740},[187],{"categories":742},[73],{"categories":744},[745],"Algorithmic Accountability",{"categories":747},[118],{"categories":749},[128],{"categories":751},[150],{"categories":753},[187],{"categories":755},[],{"categories":757},[73],{"categories":759},[73],{"categories":761},[73],{"categories":763},[118],{"categories":765},[766],"MLOps & Infrastructure",{"categories":768},[73],{"categories":770},[73],{"categories":772},[73],{"categories":774},[73],{"categories":776},[150],{"categories":778},[110],{"categories":780},[73],{"categories":782},[118],{"categories":784},[244],{"categories":786},[73],{"categories":788},[187],{"categories":790},[73],{"categories":792},[118],{"categories":794},[],{"categories":796},[],{"categories":798},[139],{"categories":800},[187],{"categories":802},[150],{"categories":804},[190],{"categories":806},[],{"categories":808},[73],{"categories":810},[73],{"categories":812},[113],{"categories":814},[73],{"categories":816},[73],{"categories":818},[73],{"categories":820},[150],{"categories":822},[139],{"categories":824},[73],{"categories":826},[187],{"categories":828},[],{"categories":830},[118],{"categories":832},[128],{"categories":834},[],{"categories":836},[73],{"categories":838},[73],{"categories":840},[118],{"categories":842},[128],{"categories":844},[73],{"categories":846},[190],{"categories":848},[],{"categories":850},[73],{"categories":852},[],{"categories":854},[73],{"categories":856},[],{"categories":858},[121],{"categories":860},[113],{"categories":862},[118],{"categories":864},[118],{"categories":866},[],{"categories":868},[110],{"categories":870},[73],{"categories":872},[113],{"categories":874},[150],{"categories":876},[110],{"categories":878},[],{"categories":880},[73],{"categories":882},[],{"categories":884},[],{"categories":886},[150],{"categories":888},[150],{"categories":890},[],{"categories":892},[393],{"categories":894},[73],{"categories":896},[187],{"categories":898},[128],{"categories":900},[],{"categories":902},[351],{"categories":904},[113],{"categories":906},[],{"categories":908},[],{"categories":910},[110],{"categories":912},[190],{"categories":914},[],{"categories":916},[213],{"categories":918},[118],{"categories":920},[113],{"categories":922},[118],{"categories":924},[113],{"categories":926},[128],{"categories":928},[],{"categories":930},[139],{"categories":932},[121],{"categories":934},[73],{"categories":936},[187],{"categories":938},[128],{"categories":940},[113],{"categories":942},[73],{"categories":944},[118],{"categories":946},[113],{"categories":948},[73],{"categories":950},[73],{"categories":952},[],{"categories":954},[],{"categories":956},[128],{"categories":958},[190],{"categories":960},[121],{"categories":962},[73],{"categories":964},[118],{"categories":966},[73],{"categories":968},[],{"categories":970},[150],{"categories":972},[121],{"categories":974},[73],{"categories":976},[497],{"categories":978},[244],{"categories":980},[],{"categories":982},[118],{"categories":984},[],{"categories":986},[110],{"categories":988},[],{"categories":990},[73],{"categories":992},[73],{"categories":994},[187],{"categories":996},[213],{"categories":998},[128],{"categories":1000},[118],{"categories":1002},[],{"categories":1004},[128],{"categories":1006},[110],{"categories":1008},[],{"categories":1010},[150],{"categories":1012},[73,244],{"categories":1014},[1015],"Design Systems for AI",{"categories":1017},[73],{"categories":1019},[150],{"categories":1021},[73],{"categories":1023},[73],{"categories":1025},[113],{"categories":1027},[73],{"categories":1029},[],{"categories":1031},[73],{"categories":1033},[73],{"categories":1035},[113],{"categories":1037},[73],{"categories":1039},[],{"categories":1041},[118],{"categories":1043},[128],{"categories":1045},[128],{"categories":1047},[187],{"categories":1049},[150],{"categories":1051},[190],{"categories":1053},[73],{"categories":1055},[110],{"categories":1057},[478],{"categories":1059},[73],{"categories":1061},[118],{"categories":1063},[73],{"categories":1065},[128],{"categories":1067},[128],{"categories":1069},[],{"categories":1071},[],{"categories":1073},[118],{"categories":1075},[121],{"categories":1077},[],{"categories":1079},[73],{"categories":1081},[],{"categories":1083},[187],{"categories":1085},[118],{"categories":1087},[128],{"categories":1089},[187],{"categories":1091},[73],{"categories":1093},[187],{"categories":1095},[],{"categories":1097},[],{"categories":1099},[150],{"categories":1101},[118],{"categories":1103},[118],{"categories":1105},[73],{"categories":1107},[73],{"categories":1109},[73],{"categories":1111},[113],{"categories":1113},[73],{"categories":1115},[73],{"categories":1117},[],{"categories":1119},[128],{"categories":1121},[128],{"categories":1123},[73],{"categories":1125},[128],{"categories":1127},[113],{"categories":1129},[],{"categories":1131},[73],{"categories":1133},[73],{"categories":1135},[73],{"categories":1137},[118],{"categories":1139},[110],{"categories":1141},[113],{"categories":1143},[150],{"categories":1145},[118],{"categories":1147},[139],{"categories":1149},[213],{"categories":1151},[73],{"categories":1153},[118],{"categories":1155},[],{"categories":1157},[187],{"categories":1159},[],{"categories":1161},[73],{"categories":1163},[73],{"categories":1165},[],{"categories":1167},[128],{"categories":1169},[113],{"categories":1171},[1172],"Visual & Generative Media",{"categories":1174},[118],{"categories":1176},[],{"categories":1178},[73],{"categories":1180},[73],{"categories":1182},[244],{"categories":1184},[190],{"categories":1186},[478],{"categories":1188},[128],{"categories":1190},[213],{"categories":1192},[73],{"categories":1194},[187],{"categories":1196},[73],{"categories":1198},[128],{"categories":1200},[118],{"categories":1202},[],{"categories":1204},[],{"categories":1206},[118],{"categories":1208},[110],{"categories":1210},[118],{"categories":1212},[442],{"categories":1214},[73],{"categories":1216},[121],{"categories":1218},[113],{"categories":1220},[],{"categories":1222},[73],{"categories":1224},[121],{"categories":1226},[73],{"categories":1228},[73],{"categories":1230},[73],{"categories":1232},[73],{"categories":1234},[73],{"categories":1236},[213],{"categories":1238},[73],{"categories":1240},[393],{"categories":1242},[73],{"categories":1244},[73],{"categories":1246},[73],{"categories":1248},[73],{"categories":1250},[73],{"categories":1252},[187],{"categories":1254},[118],{"categories":1256},[],{"categories":1258},[118],{"categories":1260},[],{"categories":1262},[244],{"categories":1264},[128],{"categories":1266},[],{"categories":1268},[442],{"categories":1270},[118],{"categories":1272},[73],{"categories":1274},[187,73],{"categories":1276},[110],{"categories":1278},[],{"categories":1280},[73],{"categories":1282},[110],{"categories":1284},[1285],"Medical Imaging & Radiology",{"categories":1287},[187],{"categories":1289},[118],{"categories":1291},[128],{"categories":1293},[],{"categories":1295},[73],{"categories":1297},[73],{"categories":1299},[73],{"categories":1301},[],{"categories":1303},[],{"categories":1305},[73],{"categories":1307},[393],{"categories":1309},[73],{"categories":1311},[110],{"categories":1313},[73],{"categories":1315},[73],{"categories":1317},[],{"categories":1319},[118],{"categories":1321},[73],{"categories":1323},[121],{"categories":1325},[128],{"categories":1327},[73],{"categories":1329},[393],{"categories":1331},[73],{"categories":1333},[118],{"categories":1335},[73],{"categories":1337},[187],{"categories":1339},[118],{"categories":1341},[244],{"categories":1343},[187],{"categories":1345},[113],{"categories":1347},[118],{"categories":1349},[73],{"categories":1351},[73],{"categories":1353},[73],{"categories":1355},[73],{"categories":1357},[73],{"categories":1359},[118],{"categories":1361},[128],{"categories":1363},[73],{"categories":1365},[121],{"categories":1367},[],{"categories":1369},[150],{"categories":1371},[],{"categories":1373},[121],{"categories":1375},[118],{"categories":1377},[1015],{"categories":1379},[1015],{"categories":1381},[187],{"categories":1383},[73],{"categories":1385},[73],{"categories":1387},[118],{"categories":1389},[128],{"categories":1391},[187],{"categories":1393},[118],{"categories":1395},[150],{"categories":1397},[],{"categories":1399},[73],{"categories":1401},[],{"categories":1403},[73],{"categories":1405},[73],{"categories":1407},[73],{"categories":1409},[1410],"Contract Review & E-Discovery",{"categories":1412},[187],{"categories":1414},[73],{"categories":1416},[110],{"categories":1418},[150],{"categories":1420},[73],{"categories":1422},[73],{"categories":1424},[213],{"categories":1426},[128],{"categories":1428},[73],{"categories":1430},[73],{"categories":1432},[118],{"categories":1434},[118],{"categories":1436},[745],{"categories":1438},[118],{"categories":1440},[118],{"categories":1442},[73],{"categories":1444},[73],{"categories":1446},[118],{"categories":1448},[73],{"categories":1450},[393],{"categories":1452},[376],{"categories":1454},[73],{"categories":1456},[118],{"categories":1458},[73],{"categories":1460},[1461],"Law-Firm Practice & Adoption",{"categories":1463},[73],{"categories":1465},[118],{"categories":1467},[187],{"categories":1469},[73],{"categories":1471},[73],{"categories":1473},[],{"categories":1475},[],{"categories":1477},[128],{"categories":1479},[],{"categories":1481},[110],{"categories":1483},[244],{"categories":1485},[73],{"categories":1487},[],{"categories":1489},[110],{"categories":1491},[113],{"categories":1493},[73],{"categories":1495},[213],{"categories":1497},[],{"categories":1499},[113],{"categories":1501},[113],{"categories":1503},[],{"categories":1505},[73],{"categories":1507},[73],{"categories":1509},[128],{"categories":1511},[],{"categories":1513},[],{"categories":1515},[],{"categories":1517},[],{"categories":1519},[73],{"categories":1521},[118],{"categories":1523},[244],{"categories":1525},[73],{"categories":1527},[110],{"categories":1529},[128],{"categories":1531},[73],{"categories":1533},[73],{"categories":1535},[128],{"categories":1537},[121],{"categories":1539},[73],{"categories":1541},[766],{"categories":1543},[73],{"categories":1545},[213],{"categories":1547},[128],{"categories":1549},[113],{"categories":1551},[73],{"categories":1553},[73],{"categories":1555},[187],{"categories":1557},[73],{"categories":1559},[73],{"categories":1561},[73],{"categories":1563},[118],{"categories":1565},[73,110],{"categories":1567},[393],{"categories":1569},[73],{"categories":1571},[128],{"categories":1573},[128],{"categories":1575},[187],{"categories":1577},[118],{"categories":1579},[128],{"categories":1581},[73],{"categories":1583},[73],{"categories":1585},[],{"categories":1587},[],{"categories":1589},[73],{"categories":1591},[],{"categories":1593},[73],{"categories":1595},[128],{"categories":1597},[190],{"categories":1599},[150],{"categories":1601},[187],{"categories":1603},[73],{"categories":1605},[128],{"categories":1607},[],{"categories":1609},[118],{"categories":1611},[73],{"categories":1613},[73],{"categories":1615},[73],{"categories":1617},[73],{"categories":1619},[],{"categories":1621},[118],{"categories":1623},[73],{"categories":1625},[73],{"categories":1627},[],{"categories":1629},[118],{"categories":1631},[73],{"categories":1633},[73],{"categories":1635},[113],{"categories":1637},[73],{"categories":1639},[],{"categories":1641},[110],{"categories":1643},[73],{"categories":1645},[187],{"categories":1647},[128],{"categories":1649},[73],{"categories":1651},[110],{"categories":1653},[73],{"categories":1655},[128],{"categories":1657},[213],{"categories":1659},[118],{"categories":1661},[118],{"categories":1663},[73,187],{"categories":1665},[73],{"categories":1667},[150],{"categories":1669},[73],{"categories":1671},[150],{"categories":1673},[118],{"categories":1675},[187],{"categories":1677},[],{"categories":1679},[128],{"categories":1681},[244],{"categories":1683},[187],{"categories":1685},[128],{"categories":1687},[73],{"categories":1689},[121],{"categories":1691},[73],{"categories":1693},[118],{"categories":1695},[],{"categories":1697},[],{"categories":1699},[73],{"categories":1701},[],{"categories":1703},[],{"categories":1705},[121],{"categories":1707},[128],{"categories":1709},[73],{"categories":1711},[118],{"categories":1713},[118],{"categories":1715},[113],{"categories":1717},[118],{"categories":1719},[244],{"categories":1721},[73],{"categories":1723},[73],{"categories":1725},[139],{"categories":1727},[73],{"categories":1729},[73],{"categories":1731},[118],{"categories":1733},[73],{"categories":1735},[73],{"categories":1737},[351],{"categories":1739},[745],{"categories":1741},[],{"categories":1743},[187],{"categories":1745},[1461],{"categories":1747},[128],{"categories":1749},[],{"categories":1751},[],{"categories":1753},[118],{"categories":1755},[],{"categories":1757},[],{"categories":1759},[213],{"categories":1761},[213],{"categories":1763},[118],{"categories":1765},[128],{"categories":1767},[],{"categories":1769},[73],{"categories":1771},[73],{"categories":1773},[128],{"categories":1775},[1410],{"categories":1777},[187],{"categories":1779},[187],{"categories":1781},[73],{"categories":1783},[118],{"categories":1785},[110],{"categories":1787},[73],{"categories":1789},[73],{"categories":1791},[187],{"categories":1793},[187],{"categories":1795},[118],{"categories":1797},[118],{"categories":1799},[73],{"categories":1801},[],{"categories":1803},[73],{"categories":1805},[],{"categories":1807},[1808],"Interaction & Product Design",{"categories":1810},[73],{"categories":1812},[118],{"categories":1814},[271],{"categories":1816},[150],{"categories":1818},[128],{"categories":1820},[73],{"categories":1822},[73],{"categories":1824},[128],{"categories":1826},[110],{"categories":1828},[73],{"categories":1830},[],{"categories":1832},[118],{"categories":1834},[118],{"categories":1836},[],{"categories":1838},[128],{"categories":1840},[73],{"categories":1842},[110],{"categories":1844},[1808],{"categories":1846},[73],{"categories":1848},[110],{"categories":1850},[110],{"categories":1852},[],{"categories":1854},[128],{"categories":1856},[],{"categories":1858},[118],{"categories":1860},[150],{"categories":1862},[73],{"categories":1864},[118],{"categories":1866},[73],{"categories":1868},[118],{"categories":1870},[73],{"categories":1872},[150],{"categories":1874},[190],{"categories":1876},[73],{"categories":1878},[121],{"categories":1880},[128],{"categories":1882},[1883],"Coding Agents & Dev Productivity",{"categories":1885},[150],{"categories":1887},[187],{"categories":1889},[],{"categories":1891},[73],{"categories":1893},[745],{"categories":1895},[],{"categories":1897},[73],{"categories":1899},[73],{"categories":1901},[150],{"categories":1903},[],{"categories":1905},[],{"categories":1907},[73],{"categories":1909},[],{"categories":1911},[118],{"categories":1913},[73],{"categories":1915},[],{"categories":1917},[128],{"categories":1919},[128],{"categories":1921},[73],{"categories":1923},[190],{"categories":1925},[],{"categories":1927},[73],{"categories":1929},[73],{"categories":1931},[73],{"categories":1933},[190],{"categories":1935},[128],{"categories":1937},[],{"categories":1939},[],{"categories":1941},[118],{"categories":1943},[118],{"categories":1945},[330],{"categories":1947},[128],{"categories":1949},[128],{"categories":1951},[118],{"categories":1953},[150],{"categories":1955},[150],{"categories":1957},[118],{"categories":1959},[118],{"categories":1961},[73],{"categories":1963},[110],{"categories":1965},[1808],{"categories":1967},[73,244],{"categories":1969},[],{"categories":1971},[187],{"categories":1973},[128],{"categories":1975},[110],{"categories":1977},[73],{"categories":1979},[118],{"categories":1981},[1982],"The Designer's Role & Craft",{"categories":1984},[187],{"categories":1986},[],{"categories":1988},[118],{"categories":1990},[73],{"categories":1992},[118],{"categories":1994},[118],{"categories":1996},[73],{"categories":1998},[213],{"categories":2000},[73],{"categories":2002},[128],{"categories":2004},[187],{"categories":2006},[73],{"categories":2008},[],{"categories":2010},[118],{"categories":2012},[187],{"categories":2014},[73],{"categories":2016},[73],{"categories":2018},[2019],"AI UX Patterns",{"categories":2021},[118],{"categories":2023},[118],{"categories":2025},[118],{"categories":2027},[118],{"categories":2029},[213],{"categories":2031},[190],{"categories":2033},[73],{"categories":2035},[118],{"categories":2037},[73],{"categories":2039},[1015],{"categories":2041},[],{"categories":2043},[213],{"categories":2045},[150],{"categories":2047},[128],{"categories":2049},[73],{"categories":2051},[118],{"categories":2053},[],{"categories":2055},[],{"categories":2057},[73],{"categories":2059},[118],{"categories":2061},[73],{"categories":2063},[118],{"categories":2065},[330],{"categories":2067},[187],{"categories":2069},[150],{"categories":2071},[128],{"categories":2073},[73],{"categories":2075},[118],{"categories":2077},[118],{"categories":2079},[],{"categories":2081},[73],{"categories":2083},[],{"categories":2085},[],{"categories":2087},[73],{"categories":2089},[73],{"categories":2091},[118],{"categories":2093},[128],{"categories":2095},[],{"categories":2097},[],{"categories":2099},[190],{"categories":2101},[139],{"categories":2103},[73],{"categories":2105},[190],{"categories":2107},[150],{"categories":2109},[73],{"categories":2111},[73],{"categories":2113},[118],{"categories":2115},[118],{"categories":2117},[73],{"categories":2119},[118],{"categories":2121},[],{"categories":2123},[],{"categories":2125},[73],{"categories":2127},[244],{"categories":2129},[73],{"categories":2131},[],{"categories":2133},[],{"categories":2135},[187],{"categories":2137},[766],{"categories":2139},[118],{"categories":2141},[110],{"categories":2143},[1982],{"categories":2145},[],{"categories":2147},[],{"categories":2149},[73],{"categories":2151},[],{"categories":2153},[],{"categories":2155},[128],{"categories":2157},[150],{"categories":2159},[213],{"categories":2161},[113],{"categories":2163},[73],{"categories":2165},[73],{"categories":2167},[113],{"categories":2169},[],{"categories":2171},[187],{"categories":2173},[73],{"categories":2175},[118],{"categories":2177},[113],{"categories":2179},[73],{"categories":2181},[73],{"categories":2183},[110],{"categories":2185},[73],{"categories":2187},[],{"categories":2189},[110],{"categories":2191},[73],{"categories":2193},[213],{"categories":2195},[118],{"categories":2197},[150],{"categories":2199},[73],{"categories":2201},[113],{"categories":2203},[73],{"categories":2205},[73],{"categories":2207},[73],{"categories":2209},[118],{"categories":2211},[],{"categories":2213},[73],{"categories":2215},[128],{"categories":2217},[110],{"categories":2219},[73],{"categories":2221},[73],{"categories":2223},[],{"categories":2225},[393],{"categories":2227},[150],{"categories":2229},[73],{"categories":2231},[73],{"categories":2233},[],{"categories":2235},[113],{"categories":2237},[113],{"categories":2239},[73],{"categories":2241},[73],{"categories":2243},[121],{"categories":2245},[73],{"categories":2247},[73],{"categories":2249},[128],{"categories":2251},[128],{"categories":2253},[73],{"categories":2255},[],{"categories":2257},[128],{"categories":2259},[73],{"categories":2261},[128],{"categories":2263},[478],{"categories":2265},[],{"categories":2267},[],{"categories":2269},[73],{"categories":2271},[150],{"categories":2273},[],{"categories":2275},[244],{"categories":2277},[73],{"categories":2279},[73],{"categories":2281},[187],{"categories":2283},[736],{"categories":2285},[],{"categories":2287},[73],{"categories":2289},[73],{"categories":2291},[128],{"categories":2293},[73],{"categories":2295},[73],{"categories":2297},[73,244],{"categories":2299},[73],{"categories":2301},[73],{"categories":2303},[187],{"categories":2305},[118],{"categories":2307},[],{"categories":2309},[118],{"categories":2311},[118],{"categories":2313},[73],{"categories":2315},[73],{"categories":2317},[73],{"categories":2319},[190],{"categories":2321},[73],{"categories":2323},[2019],{"categories":2325},[110],{"categories":2327},[190],{"categories":2329},[110],{"categories":2331},[128],{"categories":2333},[187],{"categories":2335},[118],{"categories":2337},[73],{"categories":2339},[],{"categories":2341},[73],{"categories":2343},[150],{"categories":2345},[73],{"categories":2347},[118],{"categories":2349},[73],{"categories":2351},[73],{"categories":2353},[113],{"categories":2355},[],{"categories":2357},[244],{"categories":2359},[73],{"categories":2361},[330],{"categories":2363},[187],{"categories":2365},[187],{"categories":2367},[128],{"categories":2369},[118],{"categories":2371},[73],{"categories":2373},[113],{"categories":2375},[150],{"categories":2377},[73],{"categories":2379},[187],{"categories":2381},[118],{"categories":2383},[73],{"categories":2385},[73],{"categories":2387},[442],{"categories":2389},[],{"categories":2391},[73],{"categories":2393},[73],{"categories":2395},[73],{"categories":2397},[],{"categories":2399},[],{"categories":2401},[73],{"categories":2403},[73],{"categories":2405},[73],{"categories":2407},[73],{"categories":2409},[128],{"categories":2411},[73],{"categories":2413},[73],{"categories":2415},[118],{"categories":2417},[73],{"categories":2419},[73],{"categories":2421},[73],{"categories":2423},[73],{"categories":2425},[],{"categories":2427},[128],{"categories":2429},[190],{"categories":2431},[73],{"categories":2433},[118],{"categories":2435},[73],{"categories":2437},[],{"categories":2439},[],{"categories":2441},[73],{"categories":2443},[73],{"categories":2445},[73],{"categories":2447},[150],{"categories":2449},[],{"categories":2451},[73],{"categories":2453},[187],{"categories":2455},[73],{"categories":2457},[244],{"categories":2459},[1461],{"categories":2461},[150],{"categories":2463},[128],{"categories":2465},[128],{"categories":2467},[128],{"categories":2469},[150],{"categories":2471},[150],{"categories":2473},[244],{"categories":2475},[],{"categories":2477},[150],{"categories":2479},[73],{"categories":2481},[110],{"categories":2483},[128],{"categories":2485},[73],{"categories":2487},[150],{"categories":2489},[],{"categories":2491},[73],{"categories":2493},[128],{"categories":2495},[190],{"categories":2497},[73],{"categories":2499},[150],{"categories":2501},[73],{"categories":2503},[128],{"categories":2505},[118],{"categories":2507},[150],{"categories":2509},[118],{"categories":2511},[244],{"categories":2513},[118],{"categories":2515},[73],{"categories":2517},[73],{"categories":2519},[128],{"categories":2521},[73],{"categories":2523},[],{"categories":2525},[113],{"categories":2527},[128],{"categories":2529},[],{"categories":2531},[],{"categories":2533},[73],{"categories":2535},[118],{"categories":2537},[73],{"categories":2539},[2540],"Frameworks & Tooling",{"categories":2542},[73],{"categories":2544},[73],{"categories":2546},[128],{"categories":2548},[73],{"categories":2550},[73],{"categories":2552},[],{"categories":2554},[190],{"categories":2556},[190],{"categories":2558},[110],{"categories":2560},[118],{"categories":2562},[187],{"categories":2564},[],{"categories":2566},[1461],{"categories":2568},[73],{"categories":2570},[128],{"categories":2572},[73],{"categories":2574},[244],{"categories":2576},[244],{"categories":2578},[],{"categories":2580},[118],{"categories":2582},[150],{"categories":2584},[150],{"categories":2586},[73],{"categories":2588},[118],{"categories":2590},[],{"categories":2592},[187],{"categories":2594},[73],{"categories":2596},[73],{"categories":2598},[],{"categories":2600},[73],{"categories":2602},[],{"categories":2604},[128],{"categories":2606},[73],{"categories":2608},[128],{"categories":2610},[244],{"categories":2612},[73],{"categories":2614},[128],{"categories":2616},[113],{"categories":2618},[73],{"categories":2620},[1461],{"categories":2622},[],{"categories":2624},[118],{"categories":2626},[110],{"categories":2628},[110],{"categories":2630},[],{"categories":2632},[118],{"categories":2634},[73],{"categories":2636},[2637],"AI Design Tooling",{"categories":2639},[187],{"categories":2641},[73],{"categories":2643},[73],{"categories":2645},[128],{"categories":2647},[187],{"categories":2649},[73],{"categories":2651},[128],{"categories":2653},[150],{"categories":2655},[121],{"categories":2657},[128],{"categories":2659},[118],{"categories":2661},[],{"categories":2663},[73],{"categories":2665},[73],{"categories":2667},[118],{"categories":2669},[73],{"categories":2671},[73],{"categories":2673},[],{"categories":2675},[118],{"categories":2677},[2540],{"categories":2679},[73],{"categories":2681},[118],{"categories":2683},[118],{"categories":2685},[128],{"categories":2687},[128],{"categories":2689},[],{"categories":2691},[128],{"categories":2693},[73],{"categories":2695},[73],{"categories":2697},[118],{"categories":2699},[113],{"categories":2701},[73],{"categories":2703},[],{"categories":2705},[73],{"categories":2707},[1808],{"categories":2709},[],{"categories":2711},[73],{"categories":2713},[73],{"categories":2715},[],{"categories":2717},[73],{"categories":2719},[73],{"categories":2721},[73],{"categories":2723},[213],{"categories":2725},[150],{"categories":2727},[73],{"categories":2729},[73],{"categories":2731},[1461],{"categories":2733},[110],{"categories":2735},[73],{"categories":2737},[73],{"categories":2739},[190],{"categories":2741},[73],{"categories":2743},[150],{"categories":2745},[118],{"categories":2747},[],{"categories":2749},[73],{"categories":2751},[187],{"categories":2753},[73],{"categories":2755},[213],{"categories":2757},[73],{"categories":2759},[118],{"categories":2761},[],{"categories":2763},[],{"categories":2765},[],{"categories":2767},[110],{"categories":2769},[150],{"categories":2771},[118],{"categories":2773},[73],{"categories":2775},[73],{"categories":2777},[73],{"categories":2779},[351],{"categories":2781},[187],{"categories":2783},[118],{"categories":2785},[73],{"categories":2787},[],{"categories":2789},[118],{"categories":2791},[118],{"categories":2793},[],{"categories":2795},[73],{"categories":2797},[118],{"categories":2799},[73],{"categories":2801},[],{"categories":2803},[73],{"categories":2805},[73],{"categories":2807},[150],{"categories":2809},[187],{"categories":2811},[118],{"categories":2813},[187],{"categories":2815},[118],{"categories":2817},[113],{"categories":2819},[],{"categories":2821},[],{"categories":2823},[73],{"categories":2825},[73],{"categories":2827},[110],{"categories":2829},[118],{"categories":2831},[150],{"categories":2833},[],{"categories":2835},[187],{"categories":2837},[],{"categories":2839},[128],{"categories":2841},[128],{"categories":2843},[187],{"categories":2845},[128],{"categories":2847},[73],{"categories":2849},[],{"categories":2851},[73],{"categories":2853},[73],{"categories":2855},[],{"categories":2857},[213],{"categories":2859},[73],{"categories":2861},[244],{"categories":2863},[128],{"categories":2865},[],{"categories":2867},[118],{"categories":2869},[73],{"categories":2871},[110],{"categories":2873},[442],{"categories":2875},[118],{"categories":2877},[118],{"categories":2879},[73],{"categories":2881},[73],{"categories":2883},[],{"categories":2885},[110],{"categories":2887},[73],{"categories":2889},[113],{"categories":2891},[128],{"categories":2893},[187],{"categories":2895},[],{"categories":2897},[],{"categories":2899},[],{"categories":2901},[118],{"categories":2903},[128],{"categories":2905},[187],{"categories":2907},[150],{"categories":2909},[73],{"categories":2911},[150],{"categories":2913},[118],{"categories":2915},[187],{"categories":2917},[73],{"categories":2919},[],{"categories":2921},[73],{"categories":2923},[139],{"categories":2925},[118],{"categories":2927},[187],{"categories":2929},[150],{"categories":2931},[113],{"categories":2933},[128],{"categories":2935},[73],{"categories":2937},[150],{"categories":2939},[213],{"categories":2941},[],{"categories":2943},[],{"categories":2945},[190],{"categories":2947},[393],{"categories":2949},[73],{"categories":2951},[118],{"categories":2953},[73,128],{"categories":2955},[150],{"categories":2957},[73],{"categories":2959},[73],{"categories":2961},[118],{"categories":2963},[73],{"categories":2965},[118],{"categories":2967},[73],{"categories":2969},[73],{"categories":2971},[],{"categories":2973},[1015],{"categories":2975},[128],{"categories":2977},[187],{"categories":2979},[73],{"categories":2981},[73],{"categories":2983},[73],{"categories":2985},[190],{"categories":2987},[118],{"categories":2989},[213],{"categories":2991},[244],{"categories":2993},[],{"categories":2995},[73],{"categories":2997},[113],{"categories":2999},[118],{"categories":3001},[110],{"categories":3003},[118],{"categories":3005},[73],{"categories":3007},[118],{"categories":3009},[121],{"categories":3011},[128],{"categories":3013},[73],{"categories":3015},[73],{"categories":3017},[],{"categories":3019},[],{"categories":3021},[],{"categories":3023},[244],{"categories":3025},[73],{"categories":3027},[150],{"categories":3029},[73],{"categories":3031},[73],{"categories":3033},[73],{"categories":3035},[73],{"categories":3037},[],{"categories":3039},[190],{"categories":3041},[113],{"categories":3043},[118],{"categories":3045},[73],{"categories":3047},[],{"categories":3049},[73],{"categories":3051},[118],{"categories":3053},[73],{"categories":3055},[244],{"categories":3057},[],{"categories":3059},[187],{"categories":3061},[187],{"categories":3063},[],{"categories":3065},[128],{"categories":3067},[73],{"categories":3069},[187],{"categories":3071},[73],{"categories":3073},[113],{"categories":3075},[118],{"categories":3077},[73],{"categories":3079},[],{"categories":3081},[150],{"categories":3083},[73],{"categories":3085},[73],{"categories":3087},[73],{"categories":3089},[187],{"categories":3091},[118],{"categories":3093},[150],{"categories":3095},[],{"categories":3097},[118],{"categories":3099},[118],{"categories":3101},[187],{"categories":3103},[73],{"categories":3105},[73],{"categories":3107},[73],{"categories":3109},[393],{"categories":3111},[73],{"categories":3113},[],{"categories":3115},[73],{"categories":3117},[73],{"categories":3119},[244],{"categories":3121},[150],{"categories":3123},[190],{"categories":3125},[478],{"categories":3127},[190],{"categories":3129},[],{"categories":3131},[],{"categories":3133},[],{"categories":3135},[118],{"categories":3137},[118],{"categories":3139},[128],{"categories":3141},[73],{"categories":3143},[376],{"categories":3145},[128],{"categories":3147},[73],{"categories":3149},[73],{"categories":3151},[73],{"categories":3153},[73],{"categories":3155},[118],{"categories":3157},[],{"categories":3159},[],{"categories":3161},[73],{"categories":3163},[],{"categories":3165},[73],{"categories":3167},[118],{"categories":3169},[187],{"categories":3171},[73],{"categories":3173},[73],{"categories":3175},[],{"categories":3177},[121],{"categories":3179},[73],{"categories":3181},[187],{"categories":3183},[73],{"categories":3185},[118],{"categories":3187},[113],{"categories":3189},[73],{"categories":3191},[213],{"categories":3193},[118],{"categories":3195},[73],{"categories":3197},[736],{"categories":3199},[73],{"categories":3201},[118],{"categories":3203},[73],{"categories":3205},[128],{"categories":3207},[73],{"categories":3209},[442],{"categories":3211},[187],{"categories":3213},[],{"categories":3215},[150],{"categories":3217},[393],{"categories":3219},[118],{"categories":3221},[73],{"categories":3223},[],{"categories":3225},[150],{"categories":3227},[330],{"categories":3229},[118],{"categories":3231},[118],{"categories":3233},[73],{"categories":3235},[73],{"categories":3237},[118],{"categories":3239},[],{"categories":3241},[113],{"categories":3243},[118],{"categories":3245},[],{"categories":3247},[128],{"categories":3249},[73],{"categories":3251},[110],{"categories":3253},[150],{"categories":3255},[244],{"categories":3257},[139],{"categories":3259},[118],{"categories":3261},[118],{"categories":3263},[73],{"categories":3265},[118],{"categories":3267},[110],{"categories":3269},[],{"categories":3271},[73],{"categories":3273},[73],{"categories":3275},[],{"categories":3277},[],{"categories":3279},[187],{"categories":3281},[73,113],{"categories":3283},[118],{"categories":3285},[73],{"categories":3287},[],{"categories":3289},[110],{"categories":3291},[190],{"categories":3293},[113],{"categories":3295},[73],{"categories":3297},[128],{"categories":3299},[73],{"categories":3301},[118],{"categories":3303},[73],{"categories":3305},[73],{"categories":3307},[73],{"categories":3309},[150],{"categories":3311},[1015],{"categories":3313},[118],{"categories":3315},[73],{"categories":3317},[],{"categories":3319},[],{"categories":3321},[118],{"categories":3323},[73],{"categories":3325},[244],{"categories":3327},[],{"categories":3329},[73],{"categories":3331},[118],{"categories":3333},[139],{"categories":3335},[118],{"categories":3337},[393],{"categories":3339},[],{"categories":3341},[351],{"categories":3343},[118],{"categories":3345},[73],{"categories":3347},[213],{"categories":3349},[73],{"categories":3351},[190],{"categories":3353},[118],{"categories":3355},[73],{"categories":3357},[393],{"categories":3359},[73],{"categories":3361},[244],{"categories":3363},[],{"categories":3365},[73],{"categories":3367},[213],{"categories":3369},[187],{"categories":3371},[73],{"categories":3373},[73],{"categories":3375},[],{"categories":3377},[213],{"categories":3379},[150],{"categories":3381},[73],{"categories":3383},[73],{"categories":3385},[478],{"categories":3387},[110],{"categories":3389},[73],{"categories":3391},[],{"categories":3393},[],{"categories":3395},[187],{"categories":3397},[73],{"categories":3399},[190],{"categories":3401},[213],{"categories":3403},[118],{"categories":3405},[213],{"categories":3407},[150],{"categories":3409},[],{"categories":3411},[73],{"categories":3413},[],{"categories":3415},[73],{"categories":3417},[497],{"categories":3419},[73],{"categories":3421},[73],{"categories":3423},[118],{"categories":3425},[393],{"categories":3427},[73],{"categories":3429},[73],{"categories":3431},[73],{"categories":3433},[],{"categories":3435},[73,128],{"categories":3437},[150],{"categories":3439},[118],{"categories":3441},[128],{"categories":3443},[118],{"categories":3445},[766],{"categories":3447},[128],{"categories":3449},[73],{"categories":3451},[110],{"categories":3453},[],{"categories":3455},[],{"categories":3457},[118],{"categories":3459},[73],{"categories":3461},[128],{"categories":3463},[110],{"categories":3465},[128],{"categories":3467},[128],{"categories":3469},[73],{"categories":3471},[213],{"categories":3473},[73],{"categories":3475},[128],{"categories":3477},[],{"categories":3479},[73],{"categories":3481},[187,73],{"categories":3483},[244],{"categories":3485},[110],{"categories":3487},[],{"categories":3489},[73],{"categories":3491},[73],{"categories":3493},[113],{"categories":3495},[113],{"categories":3497},[73],{"categories":3499},[73],{"categories":3501},[330],{"categories":3503},[73],{"categories":3505},[128],{"categories":3507},[190],{"categories":3509},[118],{"categories":3511},[73],{"categories":3513},[73],{"categories":3515},[150],{"categories":3517},[213],{"categories":3519},[187],{"categories":3521},[73],{"categories":3523},[73],{"categories":3525},[73],{"categories":3527},[73],{"categories":3529},[110],{"categories":3531},[73],{"categories":3533},[118],{"categories":3535},[118],{"categories":3537},[128],{"categories":3539},[150],{"categories":3541},[128],{"categories":3543},[],{"categories":3545},[],{"categories":3547},[190],{"categories":3549},[73],{"categories":3551},[128],{"categories":3553},[73],{"categories":3555},[187],{"categories":3557},[393],{"categories":3559},[351],{"categories":3561},[330],{"categories":3563},[73],{"categories":3565},[73],{"categories":3567},[73],{"categories":3569},[190],{"categories":3571},[73],{"categories":3573},[73],{"categories":3575},[73],{"categories":3577},[118],{"categories":3579},[110],{"categories":3581},[118],{"categories":3583},[73,113],{"categories":3585},[],{"categories":3587},[187],{"categories":3589},[],{"categories":3591},[121],{"categories":3593},[73],{"categories":3595},[150],{"categories":3597},[110],{"categories":3599},[110],{"categories":3601},[118],{"categories":3603},[118],{"categories":3605},[118],{"categories":3607},[73],{"categories":3609},[73],{"categories":3611},[113],{"categories":3613},[128],{"categories":3615},[213],{"categories":3617},[73],{"categories":3619},[],{"categories":3621},[150],{"categories":3623},[73],{"categories":3625},[73],{"categories":3627},[73],{"categories":3629},[73],{"categories":3631},[73],{"categories":3633},[128],{"categories":3635},[150],{"categories":3637},[128],{"categories":3639},[128],{"categories":3641},[73],{"categories":3643},[73],{"categories":3645},[351],{"categories":3647},[73],{"categories":3649},[118],{"categories":3651},[150],{"categories":3653},[73],{"categories":3655},[73],{"categories":3657},[73],{"categories":3659},[118],{"categories":3661},[73],{"categories":3663},[73],{"categories":3665},[73],{"categories":3667},[2540],{"categories":3669},[3670],"Clinical AI",{"categories":3672},[187],{"categories":3674},[73],{"categories":3676},[73],{"categories":3678},[73],{"categories":3680},[244],{"categories":3682},[2019],{"categories":3684},[73],{"categories":3686},[121],{"categories":3688},[73],{"categories":3690},[118],{"categories":3692},[73],{"categories":3694},[73],{"categories":3696},[150],{"categories":3698},[73],{"categories":3700},[118],{"categories":3702},[213],{"categories":3704},[73],{"categories":3706},[73],{"categories":3708},[113],{"categories":3710},[73],{"categories":3712},[442],{"categories":3714},[73],{"categories":3716},[],{"categories":3718},[73],{"categories":3720},[128],{"categories":3722},[73],{"categories":3724},[],{"categories":3726},[],{"categories":3728},[73],{"categories":3730},[],{"categories":3732},[113],{"categories":3734},[73],{"categories":3736},[118],{"categories":3738},[150],{"categories":3740},[150],{"categories":3742},[150],{"categories":3744},[150],{"categories":3746},[],{"categories":3748},[110],{"categories":3750},[118],{"categories":3752},[150],{"categories":3754},[73],{"categories":3756},[497],{"categories":3758},[121],{"categories":3760},[73],{"categories":3762},[110],{"categories":3764},[118],{"categories":3766},[73],{"categories":3768},[73],{"categories":3770},[73,118],{"categories":3772},[118],{"categories":3774},[244],{"categories":3776},[150],{"categories":3778},[118],{"categories":3780},[150],{"categories":3782},[118],{"categories":3784},[73],{"categories":3786},[],{"categories":3788},[150],{"categories":3790},[213],{"categories":3792},[110],{"categories":3794},[73],{"categories":3796},[73],{"categories":3798},[],{"categories":3800},[128],{"categories":3802},[],{"categories":3804},[110],{"categories":3806},[118],{"categories":3808},[150],{"categories":3810},[73],{"categories":3812},[150],{"categories":3814},[110],{"categories":3816},[150],{"categories":3818},[150],{"categories":3820},[],{"categories":3822},[113],{"categories":3824},[118],{"categories":3826},[150],{"categories":3828},[150],{"categories":3830},[150],{"categories":3832},[150],{"categories":3834},[150],{"categories":3836},[150],{"categories":3838},[150],{"categories":3840},[150],{"categories":3842},[150],{"categories":3844},[150],{"categories":3846},[190],{"categories":3848},[110],{"categories":3850},[73],{"categories":3852},[73],{"categories":3854},[118],{"categories":3856},[118],{"categories":3858},[],{"categories":3860},[73,110],{"categories":3862},[],{"categories":3864},[118],{"categories":3866},[150],{"categories":3868},[118],{"categories":3870},[766],{"categories":3872},[73],{"categories":3874},[73],{"categories":3876},[73],{"categories":3878},[73],{"categories":3880},[330],{"categories":3882},[73],{"categories":3884},[118],{"categories":3886},[113],{"categories":3888},[118],{"categories":3890},[118],{"categories":3892},[],{"categories":3894},[118],{"categories":3896},[187],{"categories":3898},[150],{"categories":3900},[73],{"categories":3902},[],{"categories":3904},[],{"categories":3906},[118],{"categories":3908},[187],{"categories":3910},[73],{"categories":3912},[],{"categories":3914},[73],{"categories":3916},[],{"categories":3918},[213],{"categories":3920},[73],{"categories":3922},[],{"categories":3924},[],{"categories":3926},[150],{"categories":3928},[110],{"categories":3930},[73],{"categories":3932},[73],{"categories":3934},[113],{"categories":3936},[73],{"categories":3938},[73],{"categories":3940},[73],{"categories":3942},[113],{"categories":3944},[187],{"categories":3946},[],{"categories":3948},[73],{"categories":3950},[150],{"categories":3952},[],{"categories":3954},[73],{"categories":3956},[73],{"categories":3958},[187],{"categories":3960},[73],{"categories":3962},[213],{"categories":3964},[73],{"categories":3966},[244],{"categories":3968},[],{"categories":3970},[118],{"categories":3972},[213],{"categories":3974},[128],{"categories":3976},[],{"categories":3978},[73],{"categories":3980},[],{"categories":3982},[118],{"categories":3984},[187],{"categories":3986},[128],{"categories":3988},[],{"categories":3990},[2540],{"categories":3992},[113],{"categories":3994},[110],{"categories":3996},[190],{"categories":3998},[118],{"categories":4000},[187],{"categories":4002},[128],{"categories":4004},[],{"categories":4006},[],{"categories":4008},[73],{"categories":4010},[110],{"categories":4012},[73],{"categories":4014},[213],{"categories":4016},[],{"categories":4018},[118],{"categories":4020},[118],{"categories":4022},[118],{"categories":4024},[73],{"categories":4026},[150],{"categories":4028},[128],{"categories":4030},[73],{"categories":4032},[118],{"categories":4034},[121],{"categories":4036},[73],{"categories":4038},[118],{"categories":4040},[73],{"categories":4042},[121],{"categories":4044},[213],{"categories":4046},[150],{"categories":4048},[],{"categories":4050},[213],{"categories":4052},[],{"categories":4054},[128],{"categories":4056},[118],{"categories":4058},[],{"categories":4060},[73],{"categories":4062},[73],{"categories":4064},[73],{"categories":4066},[73],{"categories":4068},[118],{"categories":4070},[113],{"categories":4072},[110],{"categories":4074},[73],{"categories":4076},[187],{"categories":4078},[128],{"categories":4080},[128],{"categories":4082},[73],{"categories":4084},[190],{"categories":4086},[118],{"categories":4088},[73],{"categories":4090},[118],{"categories":4092},[73],{"categories":4094},[113],{"categories":4096},[187],{"categories":4098},[128],{"categories":4100},[118],{"categories":4102},[73],{"categories":4104},[121],{"categories":4106},[73],{"categories":4108},[118],{"categories":4110},[73],{"categories":4112},[150],{"categories":4114},[],{"categories":4116},[110],{"categories":4118},[73],{"categories":4120},[73],{"categories":4122},[73],{"categories":4124},[128],{"categories":4126},[73],{"categories":4128},[128],{"categories":4130},[73],{"categories":4132},[118],{"categories":4134},[73],{"categories":4136},[73],{"categories":4138},[73],{"categories":4140},[73],{"categories":4142},[],{"categories":4144},[73],{"categories":4146},[187],{"categories":4148},[113],{"categories":4150},[150],{"categories":4152},[118],{"categories":4154},[73],{"categories":4156},[73],{"categories":4158},[187],{"categories":4160},[118],{"categories":4162},[73],{"categories":4164},[213],{"categories":4166},[73],{"categories":4168},[190],{"categories":4170},[73],{"categories":4172},[73],{"categories":4174},[150],{"categories":4176},[73],{"categories":4178},[73],{"categories":4180},[118],{"categories":4182},[244],{"categories":4184},[73],{"categories":4186},[128],{"categories":4188},[118],{"categories":4190},[190],{"categories":4192},[],{"categories":4194},[118],{"categories":4196},[128],{"categories":4198},[73],{"categories":4200},[1883],{"categories":4202},[187],{"categories":4204},[271],{"categories":4206},[73],{"categories":4208},[110],{"categories":4210},[128],{"categories":4212},[113],{"categories":4214},[128],{"categories":4216},[73],{"categories":4218},[],{"categories":4220},[118],{"categories":4222},[118],{"categories":4224},[73],{"categories":4226},[73],{"categories":4228},[190],{"categories":4230},[],{"categories":4232},[150],{"categories":4234},[],{"categories":4236},[150],{"categories":4238},[73],{"categories":4240},[73],{"categories":4242},[118],{"categories":4244},[118],{"categories":4246},[118],{"categories":4248},[],{"categories":4250},[150],{"categories":4252},[73],{"categories":4254},[],{"categories":4256},[73],{"categories":4258},[73],{"categories":4260},[],{"categories":4262},[187],{"categories":4264},[128],{"categories":4266},[118],{"categories":4268},[73],{"categories":4270},[73],{"categories":4272},[213],{"categories":4274},[73],{"categories":4276},[73],{"categories":4278},[110],{"categories":4280},[],{"categories":4282},[73],{"categories":4284},[73],{"categories":4286},[],{"categories":4288},[110],{"categories":4290},[150],{"categories":4292},[128],{"categories":4294},[393],{"categories":4296},[73],{"categories":4298},[73],{"categories":4300},[73],{"categories":4302},[128],{"categories":4304},[150],{"categories":4306},[187],{"categories":4308},[73],{"categories":4310},[73],{"categories":4312},[73],{"categories":4314},[150],{"categories":4316},[187],{"categories":4318},[73],{"categories":4320},[150],{"categories":4322},[187],{"categories":4324},[73],{"categories":4326},[150],{"categories":4328},[118],{"categories":4330},[118],{"categories":4332},[118],{"categories":4334},[128],{"categories":4336},[150],{"categories":4338},[118],{"categories":4340},[118],{"categories":4342},[73],{"categories":4344},[128],{"categories":4346},[187],{"categories":4348},[73],{"categories":4350},[],{"categories":4352},[118],{"categories":4354},[],{"categories":4356},[],{"categories":4358},[],{"categories":4360},[118],{"categories":4362},[113],{"categories":4364},[118],{"categories":4366},[4367],"Liability & Ethics",{"categories":4369},[73],{"categories":4371},[118],{"categories":4373},[110],{"categories":4375},[118],{"categories":4377},[113],{"categories":4379},[213],{"categories":4381},[118],{"categories":4383},[],{"categories":4385},[478],{"categories":4387},[118],{"categories":4389},[],{"categories":4391},[110],{"categories":4393},[118],{"categories":4395},[],{"categories":4397},[118],{"categories":4399},[73],{"categories":4401},[73],{"categories":4403},[150],{"categories":4405},[73],{"categories":4407},[73],{"categories":4409},[118],{"categories":4411},[73],{"categories":4413},[73],{"categories":4415},[150],{"categories":4417},[118],{"categories":4419},[128],{"categories":4421},[187],{"categories":4423},[110],{"categories":4425},[73],{"categories":4427},[],{"categories":4429},[118],{"categories":4431},[118],{"categories":4433},[393],{"categories":4435},[187],{"categories":4437},[244],{"categories":4439},[150],{"categories":4441},[73],{"categories":4443},[187],{"categories":4445},[73],{"categories":4447},[110],{"categories":4449},[],{"categories":4451},[118],{"categories":4453},[73],{"categories":4455},[73],{"categories":4457},[118],{"categories":4459},[73],{"categories":4461},[187],{"categories":4463},[],{"categories":4465},[118],{"categories":4467},[121],{"categories":4469},[150],{"categories":4471},[118],{"categories":4473},[113],{"categories":4475},[],{"categories":4477},[73],{"categories":4479},[121],{"categories":4481},[73],{"categories":4483},[118],{"categories":4485},[150],{"categories":4487},[110],{"categories":4489},[244],{"categories":4491},[73],{"categories":4493},[73],{"categories":4495},[73],{"categories":4497},[150],{"categories":4499},[113],{"categories":4501},[73],{"categories":4503},[187],{"categories":4505},[150],{"categories":4507},[244],{"categories":4509},[73],{"categories":4511},[118],{"categories":4513},[],{"categories":4515},[442],{"categories":4517},[],{"categories":4519},[73],{"categories":4521},[244],{"categories":4523},[190],{"categories":4525},[118],{"categories":4527},[118],{"categories":4529},[4530],"Design News & Tools",{"categories":4532},[73],{"categories":4534},[150],{"categories":4536},[73],{"categories":4538},[110],{"categories":4540},[73],{"categories":4542},[187],{"categories":4544},[118],{"categories":4546},[118],{"categories":4548},[73],{"categories":4550},[393],{"categories":4552},[73],{"categories":4554},[393],{"categories":4556},[213],{"categories":4558},[73],{"categories":4560},[118],{"categories":4562},[],{"categories":4564},[73],{"categories":4566},[73],{"categories":4568},[73],{"categories":4570},[150],{"categories":4572},[110],{"categories":4574},[],{"categories":4576},[73],{"categories":4578},[73],{"categories":4580},[128],{"categories":4582},[497],{"categories":4584},[128],{"categories":4586},[187],{"categories":4588},[73],{"categories":4590},[73,118],{"categories":4592},[213,113],{"categories":4594},[73],{"categories":4596},[73],{"categories":4598},[73],{"categories":4600},[],{"categories":4602},[118],{"categories":4604},[],{"categories":4606},[128],{"categories":4608},[73],{"categories":4610},[128],{"categories":4612},[],{"categories":4614},[118],{"categories":4616},[73],{"categories":4618},[150],{"categories":4620},[73],{"categories":4622},[],{"categories":4624},[118],{"categories":4626},[73],{"categories":4628},[],{"categories":4630},[187],{"categories":4632},[73],{"categories":4634},[118],{"categories":4636},[73],{"categories":4638},[73],{"categories":4640},[110],{"categories":4642},[118],{"categories":4644},[73],{"categories":4646},[],{"categories":4648},[244],{"categories":4650},[213],{"categories":4652},[113],{"categories":4654},[113],{"categories":4656},[73],{"categories":4658},[110],{"categories":4660},[110],{"categories":4662},[73],{"categories":4664},[118],{"categories":4666},[73],{"categories":4668},[73],{"categories":4670},[73],{"categories":4672},[128],{"categories":4674},[73],{"categories":4676},[110],{"categories":4678},[118],{"categories":4680},[73],{"categories":4682},[213],{"categories":4684},[73],{"categories":4686},[150],{"categories":4688},[73],{"categories":4690},[73],{"categories":4692},[118],{"categories":4694},[73],{"categories":4696},[],{"categories":4698},[128],{"categories":4700},[],{"categories":4702},[128],{"categories":4704},[118],{"categories":4706},[110],{"categories":4708},[],{"categories":4710},[190],{"categories":4712},[244],{"categories":4714},[73],{"categories":4716},[128],{"categories":4718},[73],{"categories":4720},[],{"categories":4722},[150],{"categories":4724},[118],{"categories":4726},[128],{"categories":4728},[187],{"categories":4730},[73],{"categories":4732},[118],{"categories":4734},[128],{"categories":4736},[118],{"categories":4738},[150],{"categories":4740},[73],{"categories":4742},[110],{"categories":4744},[150],{"categories":4746},[128],{"categories":4748},[73],{"categories":4750},[187],{"categories":4752},[113],{"categories":4754},[73],{"categories":4756},[73],{"categories":4758},[73],{"categories":4760},[73],{"categories":4762},[73],{"categories":4764},[118],{"categories":4766},[73],{"categories":4768},[118],{"categories":4770},[73],{"categories":4772},[73],{"categories":4774},[110],{"categories":4776},[73],{"categories":4778},[118],{"categories":4780},[118],{"categories":4782},[187],{"categories":4784},[118],{"categories":4786},[118],{"categories":4788},[110],{"categories":4790},[118],{"categories":4792},[187],{"categories":4794},[],{"categories":4796},[73],{"categories":4798},[190],{"categories":4800},[393],{"categories":4802},[73],{"categories":4804},[73],{"categories":4806},[73],{"categories":4808},[128],{"categories":4810},[],{"categories":4812},[118],{"categories":4814},[213],{"categories":4816},[73],{"categories":4818},[150],{"categories":4820},[118],{"categories":4822},[73],{"categories":4824},[213],{"categories":4826},[118],{"categories":4828},[113],{"categories":4830},[113],{"categories":4832},[73],{"categories":4834},[73],{"categories":4836},[73],{"categories":4838},[110],{"categories":4840},[],{"categories":4842},[73],{"categories":4844},[118],{"categories":4846},[118],{"categories":4848},[73],{"categories":4850},[73],{"categories":4852},[73],{"categories":4854},[128],{"categories":4856},[],{"categories":4858},[110],{"categories":4860},[73],{"categories":4862},[73],{"categories":4864},[118],{"categories":4866},[118],{"categories":4868},[],{"categories":4870},[128],{"categories":4872},[128],{"categories":4874},[73],{"categories":4876},[213],{"categories":4878},[113],{"categories":4880},[187],{"categories":4882},[],{"categories":4884},[73],{"categories":4886},[118],{"categories":4888},[110],{"categories":4890},[73],{"categories":4892},[128],{"categories":4894},[110],{"categories":4896},[150],{"categories":4898},[190],{"categories":4900},[150],{"categories":4902},[118],{"categories":4904},[],{"categories":4906},[150],{"categories":4908},[118],{"categories":4910},[187],{"categories":4912},[190],{"categories":4914},[73],{"categories":4916},[],{"categories":4918},[118],{"categories":4920},[2540],{"categories":4922},[150],{"categories":4924},[128],{"categories":4926},[73],{"categories":4928},[73],{"categories":4930},[113],{"categories":4932},[73],{"categories":4934},[110],{"categories":4936},[1461],{"categories":4938},[244],{"categories":4940},[110],{"categories":4942},[],{"categories":4944},[],{"categories":4946},[150],{"categories":4948},[118],{"categories":4950},[150],{"categories":4952},[],{"categories":4954},[118],{"categories":4956},[118],{"categories":4958},[118],{"categories":4960},[],{"categories":4962},[73],{"categories":4964},[],{"categories":4966},[150],{"categories":4968},[110],{"categories":4970},[187],{"categories":4972},[73],{"categories":4974},[118],{"categories":4976},[150],{"categories":4978},[73],{"categories":4980},[150],{"categories":4982},[],{"categories":4984},[150],{"categories":4986},[110],{"categories":4988},[393],{"categories":4990},[118],{"categories":4992},[73],{"categories":4994},[],{"categories":4996},[128],{"categories":4998},[118],{"categories":5000},[121],{"categories":5002},[118],{"categories":5004},[110],{"categories":5006},[],{"categories":5008},[],{"categories":5010},[],{"categories":5012},[187],{"categories":5014},[118],{"categories":5016},[73],{"categories":5018},[73],{"categories":5020},[],{"categories":5022},[],{"categories":5024},[],{"categories":5026},[187],{"categories":5028},[73],{"categories":5030},[],{"categories":5032},[118],{"categories":5034},[73],{"categories":5036},[110],{"categories":5038},[],{"categories":5040},[],{"categories":5042},[187],{"categories":5044},[73],{"categories":5046},[150],{"categories":5048},[],{"categories":5050},[213],{"categories":5052},[150],{"categories":5054},[213],{"categories":5056},[190],{"categories":5058},[73],{"categories":5060},[73],{"categories":5062},[],{"categories":5064},[],{"categories":5066},[118],{"categories":5068},[],{"categories":5070},[73],{"categories":5072},[393],{"categories":5074},[73],{"categories":5076},[73],{"categories":5078},[73],{"categories":5080},[],{"categories":5082},[118],{"categories":5084},[73],{"categories":5086},[73],{"categories":5088},[],{"categories":5090},[118],{"categories":5092},[73],{"categories":5094},[150],{"categories":5096},[73],{"categories":5098},[213],{"categories":5100},[113],{"categories":5102},[73],{"categories":5104},[73],{"categories":5106},[118],{"categories":5108},[190],{"categories":5110},[118],{"categories":5112},[118],{"categories":5114},[],{"categories":5116},[],{"categories":5118},[73],{"categories":5120},[],{"categories":5122},[150],{"categories":5124},[113],{"categories":5126},[],{"categories":5128},[],{"categories":5130},[187],{"categories":5132},[110],{"categories":5134},[],{"categories":5136},[113],{"categories":5138},[213],{"categories":5140},[73],{"categories":5142},[128],{"categories":5144},[110],{"categories":5146},[190],{"categories":5148},[113],{"categories":5150},[128],{"categories":5152},[128],{"categories":5154},[],{"categories":5156},[73],{"categories":5158},[],{"categories":5160},[118],{"categories":5162},[110],{"categories":5164},[187],{"categories":5166},[73],{"categories":5168},[110],{"categories":5170},[118],{"categories":5172},[244],{"categories":5174},[73],{"categories":5176},[73],{"categories":5178},[73],{"categories":5180},[110],{"categories":5182},[190],{"categories":5184},[118],{"categories":5186},[],{"categories":5188},[73],{"categories":5190},[128],{"categories":5192},[150],{"categories":5194},[128],{"categories":5196},[73],{"categories":5198},[121],{"categories":5200},[],{"categories":5202},[187],{"categories":5204},[150],{"categories":5206},[110],{"categories":5208},[118],{"categories":5210},[73],{"categories":5212},[73],{"categories":5214},[118],{"categories":5216},[73],{"categories":5218},[73],{"categories":5220},[113],{"categories":5222},[118],{"categories":5224},[118,244],{"categories":5226},[118],{"categories":5228},[128],{"categories":5230},[73],{"categories":5232},[73],{"categories":5234},[190],{"categories":5236},[118],{"categories":5238},[213],{"categories":5240},[118],{"categories":5242},[113],{"categories":5244},[],{"categories":5246},[118],{"categories":5248},[73],{"categories":5250},[113],{"categories":5252},[],{"categories":5254},[],{"categories":5256},[128],{"categories":5258},[73],{"categories":5260},[73],{"categories":5262},[118],{"categories":5264},[190],{"categories":5266},[213],{"categories":5268},[73],{"categories":5270},[73],{"categories":5272},[118],{"categories":5274},[],{"categories":5276},[118],{"categories":5278},[150],{"categories":5280},[118],{"categories":5282},[],{"categories":5284},[150],{"categories":5286},[128],{"categories":5288},[2540],{"categories":5290},[110],{"categories":5292},[128],{"categories":5294},[73],{"categories":5296},[118],{"categories":5298},[73],{"categories":5300},[73],{"categories":5302},[213],{"categories":5304},[128],{"categories":5306},[],{"categories":5308},[150],{"categories":5310},[73],{"categories":5312},[],{"categories":5314},[118],{"categories":5316},[73],{"categories":5318},[73],{"categories":5320},[73],{"categories":5322},[118],{"categories":5324},[73],{"categories":5326},[73],{"categories":5328},[121],{"categories":5330},[118],{"categories":5332},[73],{"categories":5334},[73],{"categories":5336},[73],{"categories":5338},[73],{"categories":5340},[73],{"categories":5342},[73],{"categories":5344},[113],{"categories":5346},[],{"categories":5348},[121],{"categories":5350},[150],{"categories":5352},[118],{"categories":5354},[73],{"categories":5356},[128],{"categories":5358},[],{"categories":5360},[128],{"categories":5362},[128],{"categories":5364},[118],{"categories":5366},[128],{"categories":5368},[73],{"categories":5370},[73],{"categories":5372},[128],{"categories":5374},[73],{"categories":5376},[118],{"categories":5378},[150],{"categories":5380},[73],{"categories":5382},[73],{"categories":5384},[73],{"categories":5386},[113],{"categories":5388},[73],{"categories":5390},[118],{"categories":5392},[187],{"categories":5394},[],{"categories":5396},[73],{"categories":5398},[190],{"categories":5400},[118],{"categories":5402},[73],{"categories":5404},[],{"categories":5406},[73],{"categories":5408},[73],{"categories":5410},[150],{"categories":5412},[73],{"categories":5414},[73],{"categories":5416},[118],{"categories":5418},[213],{"categories":5420},[],{"categories":5422},[],{"categories":5424},[128],{"categories":5426},[150],{"categories":5428},[128],{"categories":5430},[150],{"categories":5432},[73],{"categories":5434},[213],{"categories":5436},[73],{"categories":5438},[110],{"categories":5440},[118],{"categories":5442},[73],{"categories":5444},[118],{"categories":5446},[118],{"categories":5448},[73],{"categories":5450},[113],{"categories":5452},[],{"categories":5454},[190],{"categories":5456},[73],{"categories":5458},[],{"categories":5460},[150],{"categories":5462},[73],{"categories":5464},[190],{"categories":5466},[73],{"categories":5468},[128],{"categories":5470},[128],{"categories":5472},[128],{"categories":5474},[118],{"categories":5476},[118],{"categories":5478},[118],{"categories":5480},[73],{"categories":5482},[73],{"categories":5484},[187],{"categories":5486},[190],{"categories":5488},[190],{"categories":5490},[],{"categories":5492},[150],{"categories":5494},[73],{"categories":5496},[73],{"categories":5498},[128],{"categories":5500},[],{"categories":5502},[150],{"categories":5504},[150],{"categories":5506},[150],{"categories":5508},[],{"categories":5510},[118],{"categories":5512},[73],{"categories":5514},[],{"categories":5516},[110],{"categories":5518},[113],{"categories":5520},[],{"categories":5522},[73],{"categories":5524},[73],{"categories":5526},[],{"categories":5528},[128],{"categories":5530},[],{"categories":5532},[],{"categories":5534},[],{"categories":5536},[],{"categories":5538},[73],{"categories":5540},[150],{"categories":5542},[],{"categories":5544},[],{"categories":5546},[73],{"categories":5548},[73],{"categories":5550},[73],{"categories":5552},[190],{"categories":5554},[73],{"categories":5556},[190],{"categories":5558},[],{"categories":5560},[190],{"categories":5562},[190],{"categories":5564},[244],{"categories":5566},[118],{"categories":5568},[128],{"categories":5570},[],{"categories":5572},[],{"categories":5574},[190],{"categories":5576},[128],{"categories":5578},[128],{"categories":5580},[128],{"categories":5582},[],{"categories":5584},[110],{"categories":5586},[128],{"categories":5588},[128],{"categories":5590},[110],{"categories":5592},[128],{"categories":5594},[113],{"categories":5596},[128],{"categories":5598},[128],{"categories":5600},[128],{"categories":5602},[190],{"categories":5604},[150],{"categories":5606},[150],{"categories":5608},[73],{"categories":5610},[128],{"categories":5612},[190],{"categories":5614},[244],{"categories":5616},[190],{"categories":5618},[190],{"categories":5620},[190],{"categories":5622},[],{"categories":5624},[113],{"categories":5626},[],{"categories":5628},[244],{"categories":5630},[128],{"categories":5632},[128],{"categories":5634},[128],{"categories":5636},[118],{"categories":5638},[150,113],{"categories":5640},[190],{"categories":5642},[],{"categories":5644},[],{"categories":5646},[190],{"categories":5648},[],{"categories":5650},[190],{"categories":5652},[150],{"categories":5654},[118],{"categories":5656},[],{"categories":5658},[128],{"categories":5660},[73],{"categories":5662},[187],{"categories":5664},[],{"categories":5666},[73],{"categories":5668},[],{"categories":5670},[150],{"categories":5672},[110],{"categories":5674},[190],{"categories":5676},[],{"categories":5678},[128],{"categories":5680},[150],[5682,5739,5841,5917],{"id":5683,"title":5684,"ai":5685,"body":5690,"categories":5718,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":5719,"navigation":90,"path":5726,"published_at":5727,"question":74,"scraped_at":5727,"seo":5728,"sitemap":5729,"source_id":5730,"source_name":96,"source_type":97,"source_url":5731,"stem":5732,"tags":5733,"thumbnail_url":74,"tldr":5736,"tweet":74,"unknown_tags":5737,"__hash__":5738},"summaries\u002Fsummaries\u002F40a75442798cf05d-occlusion-as-a-benchmark-for-ai-spatial-memory-summary.md","Occlusion as a Benchmark for AI Spatial Memory",{"provider":7,"model":8,"input_tokens":5686,"output_tokens":5687,"processing_time_ms":5688,"cost_usd":5689},4087,495,3099,0.00176425,{"type":14,"value":5691,"toc":5713},[5692,5696,5699,5703,5706,5710],[17,5693,5695],{"id":5694},"the-failure-of-current-spatial-memory-in-agents","The Failure of Current Spatial Memory in Agents",[22,5697,5698],{},"Most language agents rely on linguistic descriptions or 2D snapshots, which frequently fail when tasked with navigating or reasoning about 3D environments. The core issue is that these models often lack a persistent, coherent spatial memory. They treat objects as transient entities rather than permanent fixtures in a 3D coordinate system. This leads to \"hallucinated\" spatial relationships where an agent might forget an object's location the moment it moves out of the immediate field of view or is obscured by another object.",[17,5700,5702],{"id":5701},"occlusion-as-the-definitive-test","Occlusion as the Definitive Test",[22,5704,5705],{},"The authors argue that occlusion—the phenomenon where one object blocks the view of another—is the most effective litmus test for true spatial understanding. If an agent cannot maintain a mental model of an object that is temporarily hidden, it does not possess a functional spatial memory. The paper proposes a framework where agents are evaluated on their ability to predict the state, location, and existence of objects that are occluded. This shifts the focus from simple object recognition to the maintenance of object permanence, requiring the agent to integrate temporal and spatial data to infer the state of the world beyond its current visual input.",[17,5707,5709],{"id":5708},"moving-beyond-2d-representations","Moving Beyond 2D Representations",[22,5711,5712],{},"To solve this, the authors suggest that agents must move toward internal representations that explicitly encode 3D geometry and object permanence. Relying on the LLM's latent space to \"guess\" spatial relationships is insufficient for complex tasks. Instead, agents need a dedicated memory structure that updates in real-time based on movement and perspective changes. By forcing agents to pass occlusion-based benchmarks, developers can move away from models that merely describe scenes toward those that can reliably interact with and navigate physical or simulated 3D spaces.",{"title":66,"searchDepth":67,"depth":67,"links":5714},[5715,5716,5717],{"id":5694,"depth":67,"text":5695},{"id":5701,"depth":67,"text":5702},{"id":5708,"depth":67,"text":5709},[73],{"content_references":5720,"triage":5724},[5721],{"type":80,"title":5722,"author":5723,"context":84},"What Spatial Memory Must Store: Occlusion as the Test for Language-Agent Memory","Unknown",{"relevance":86,"novelty":87,"quality":87,"actionability":67,"composite":88,"reasoning":5725},"Category: AI & LLMs. The article discusses a specific benchmark for evaluating AI agents' spatial memory, which is relevant to AI engineering. However, while it presents novel insights into the limitations of current models, it lacks practical steps for implementation that the target audience could directly act upon.","\u002Fsummaries\u002F40a75442798cf05d-occlusion-as-a-benchmark-for-ai-spatial-memory-summary","2026-06-10 12:57:08",{"title":5684,"description":66},{"loc":5726},"40a75442798cf05d","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.10299","summaries\u002F40a75442798cf05d-occlusion-as-a-benchmark-for-ai-spatial-memory-summary",[5734,101,5735],"research","spatial-reasoning","Current language agents often fail to maintain consistent spatial representations; the authors propose using occlusion tasks as a rigorous benchmark to test if agents truly understand 3D object permanence and spatial relationships.",[101,5735],"1ii4nkmmxhw1fhl7yiFusZ1R9AM-Y3xagGtDW71zKQk",{"id":5740,"title":5741,"ai":5742,"body":5747,"categories":5817,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":5818,"navigation":90,"path":5829,"published_at":5830,"question":74,"scraped_at":5830,"seo":5831,"sitemap":5832,"source_id":5833,"source_name":96,"source_type":97,"source_url":5823,"stem":5834,"tags":5835,"thumbnail_url":74,"tldr":5838,"tweet":74,"unknown_tags":5839,"__hash__":5840},"summaries\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary.md","Decomposing AI Workflows into Reusable Skills",{"provider":7,"model":8,"input_tokens":5743,"output_tokens":5744,"processing_time_ms":5745,"cost_usd":5746},4073,581,3472,0.00188975,{"type":14,"value":5748,"toc":5813},[5749,5753,5756,5782,5786,5789,5810],[17,5750,5752],{"id":5751},"the-four-pillar-decomposition-framework","The Four-Pillar Decomposition Framework",[22,5754,5755],{},"The 'Workflow-to-Skill' (W2S) approach addresses the common challenge of monolithic AI agent architectures by breaking down complex tasks into a structured, modular format. By separating the logic of a skill into four distinct dimensions, developers can create more reusable and maintainable AI components:",[33,5757,5758,5764,5770,5776],{},[36,5759,5760,5763],{},[39,5761,5762],{},"Routing:"," Defines the decision-making logic that determines when and how a specific skill should be invoked based on input context.",[36,5765,5766,5769],{},[39,5767,5768],{},"Workflow:"," Maps the sequence of operations or sub-tasks required to execute the skill, effectively acting as the 'control flow' for the agent's action.",[36,5771,5772,5775],{},[39,5773,5774],{},"Semantics:"," Encapsulates the domain-specific knowledge and definitions required to interpret inputs and generate meaningful outputs, ensuring the agent 'understands' the context of the task.",[36,5777,5778,5781],{},[39,5779,5780],{},"Attachments:"," Manages external dependencies, such as API keys, database connections, or specific file assets, that are required for the skill to interact with the real world.",[17,5783,5785],{"id":5784},"improving-agent-modularity-and-scalability","Improving Agent Modularity and Scalability",[22,5787,5788],{},"By decoupling these four elements, the W2S framework allows builders to treat AI capabilities as discrete 'skills' rather than hard-coded logic. This modularity provides several practical advantages for production systems:",[5790,5791,5792,5798,5804],"ol",{},[36,5793,5794,5797],{},[39,5795,5796],{},"Reusability:"," Once a 'Workflow' or 'Semantics' block is defined for a specific domain, it can be reused across different agent implementations without modification.",[36,5799,5800,5803],{},[39,5801,5802],{},"Debugging:"," Isolating failures becomes significantly easier; a developer can determine if an issue stems from the routing logic, the workflow sequence, or the semantic interpretation of the data.",[36,5805,5806,5809],{},[39,5807,5808],{},"Dynamic Composition:"," Agents can dynamically assemble skills at runtime, selecting the appropriate routing and workflow paths based on the user's intent, rather than relying on rigid, pre-defined chains.",[22,5811,5812],{},"This approach shifts the paradigm from building 'all-in-one' agents to building a library of specialized skills that can be orchestrated to handle complex, multi-step business processes.",{"title":66,"searchDepth":67,"depth":67,"links":5814},[5815,5816],{"id":5751,"depth":67,"text":5752},{"id":5784,"depth":67,"text":5785},[73],{"content_references":5819,"triage":5825},[5820],{"type":80,"title":5821,"author":5822,"url":5823,"context":5824},"Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.06893","cited",{"relevance":5826,"novelty":87,"quality":87,"actionability":87,"composite":5827,"reasoning":5828},5,4.35,"Category: AI Automation. The article presents a structured framework for decomposing AI workflows into reusable skills, addressing a key pain point for developers in creating modular AI agents. It offers practical advantages such as reusability and easier debugging, which are directly applicable to building AI-powered products.","\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary","2026-06-08 12:56:53",{"title":5741,"description":66},{"loc":5829},"a2e69b3ac342f3a6","summaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary",[5836,5837,101],"llm","automation","The 'Workflow-to-Skill' framework improves AI agent modularity by decomposing complex processes into four distinct components: Routing, Workflow, Semantics, and Attachments.",[101],"V8SKbx2bTbTlIPpKlB35j-kcY7_UI_GghVKHsne5GyY",{"id":5842,"title":5843,"ai":5844,"body":5849,"categories":5897,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":5898,"navigation":90,"path":5906,"published_at":5907,"question":74,"scraped_at":5907,"seo":5908,"sitemap":5909,"source_id":5910,"source_name":96,"source_type":97,"source_url":5903,"stem":5911,"tags":5912,"thumbnail_url":74,"tldr":5914,"tweet":74,"unknown_tags":5915,"__hash__":5916},"summaries\u002Fsummaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary.md","CAX-Agent: Reliable APDL Automation via Lightweight Agent Harnesses",{"provider":7,"model":8,"input_tokens":5845,"output_tokens":5846,"processing_time_ms":5847,"cost_usd":5848},4099,578,3338,0.00189175,{"type":14,"value":5850,"toc":5892},[5851,5855,5858,5862,5865,5885,5889],[17,5852,5854],{"id":5853},"the-challenge-of-apdl-automation","The Challenge of APDL Automation",[22,5856,5857],{},"APDL (ANSYS Parametric Design Language) is a powerful but rigid scripting environment used in computational engineering. Automating it with general-purpose LLMs often fails because these models struggle with the specific syntax, state-dependent commands, and error-handling requirements of engineering simulation software. CAX-Agent addresses this by providing a dedicated harness that bridges the gap between high-level intent and low-level APDL execution.",[17,5859,5861],{"id":5860},"the-cax-agent-architecture","The CAX-Agent Architecture",[22,5863,5864],{},"CAX-Agent functions as a lightweight middleware layer that constrains the agent's action space to valid APDL operations. Instead of allowing an LLM to generate raw, unverified scripts, the framework:",[33,5866,5867,5873,5879],{},[36,5868,5869,5872],{},[39,5870,5871],{},"Constrains Execution:"," It forces the agent to interact with the simulation environment through a predefined set of verified functions rather than open-ended code generation.",[36,5874,5875,5878],{},[39,5876,5877],{},"Error Feedback Loops:"," When a simulation fails, the harness captures the specific APDL error logs and feeds them back into the agent's context, allowing for iterative self-correction.",[36,5880,5881,5884],{},[39,5882,5883],{},"State Management:"," It maintains the simulation state, ensuring that the agent understands the current geometry and mesh status before issuing subsequent commands.",[17,5886,5888],{"id":5887},"improving-reliability-in-engineering-workflows","Improving Reliability in Engineering Workflows",[22,5890,5891],{},"By shifting from a 'generate-and-pray' approach to a 'harness-and-verify' model, CAX-Agent significantly reduces the hallucination rate common in engineering automation. The framework is designed to be lightweight, meaning it does not require massive fine-tuning of base models. Instead, it relies on prompt engineering combined with a robust execution environment that treats APDL as a structured API. This approach allows engineers to automate complex simulation setups—such as parametric sweeps or iterative design optimization—with higher success rates and less manual debugging.",{"title":66,"searchDepth":67,"depth":67,"links":5893},[5894,5895,5896],{"id":5853,"depth":67,"text":5854},{"id":5860,"depth":67,"text":5861},{"id":5887,"depth":67,"text":5888},[73],{"content_references":5899,"triage":5904},[5900],{"type":80,"title":5901,"author":5902,"url":5903,"context":5824},"CAX-Agent: A Lightweight Agent Harness for Reliable APDL Automation","Not specified","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.15218",{"relevance":5826,"novelty":87,"quality":87,"actionability":87,"composite":5827,"reasoning":5905},"Category: AI Automation. The article discusses a specialized framework for automating APDL tasks, addressing a specific pain point for engineers in computational workflows. It provides a structured approach to error handling and state management, making it actionable for those looking to implement AI in engineering automation.","\u002Fsummaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary","2026-05-18 07:11:45",{"title":5843,"description":66},{"loc":5906},"277954d4ab44a360","summaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary",[5837,101,5913],"computational-engineering","CAX-Agent provides a specialized, lightweight framework designed to automate ANSYS Parametric Design Language (APDL) tasks, improving reliability in computational engineering workflows through structured agent interaction.",[101,5913],"hOwPmkpcIPw_MDGo4gk6eHBpfF-bqGZdG_OEqQz3AVM",{"id":5918,"title":5919,"ai":5920,"body":5925,"categories":6003,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":6004,"navigation":90,"path":6021,"published_at":6022,"question":74,"scraped_at":6023,"seo":6024,"sitemap":6025,"source_id":6026,"source_name":6027,"source_type":6028,"source_url":6029,"stem":6030,"tags":6031,"thumbnail_url":6033,"tldr":6034,"tweet":6035,"unknown_tags":6036,"__hash__":6037},"summaries\u002Fsummaries\u002F494f4ad6c844a2bd-building-production-grade-multi-agent-systems-with-summary.md","Building Production-Grade Multi-Agent Systems with ADK",{"provider":7,"model":8,"input_tokens":5921,"output_tokens":5922,"processing_time_ms":5923,"cost_usd":5924},5343,795,4207,0.00252825,{"type":14,"value":5926,"toc":5997},[5927,5931,5934,5938,5941,5945,5948,5967,5971,5974,5994],[17,5928,5930],{"id":5929},"multi-agent-orchestration-and-routing","Multi-Agent Orchestration and Routing",[22,5932,5933],{},"Building a production-grade agent system requires moving beyond simple scripts to a hierarchical structure. In this architecture, a 'root agent' acts as a director, delegating tasks to specialized sub-agents (e.g., a critic, a recommender, and a watchlist manager). Routing is handled by the LLM itself: each sub-agent is defined by a description, and the root agent’s LLM performs intent detection to match user requests to the appropriate agent. This eliminates complex 'if-else' logic, making the system maintainable and scalable.",[17,5935,5937],{"id":5936},"integrating-external-tools-with-mcp","Integrating External Tools with MCP",[22,5939,5940],{},"The Model Context Protocol (MCP) allows agents to interact with external data sources without hard-coded APIs. By using an MCP server (such as the 'fetch' server), an agent can programmatically access live web content. The Agent Development Kit (ADK) manages the full lifecycle of these servers—starting them as child processes, handling standard I\u002FO, and exposing tools automatically. This allows agents to perform real-time research, such as scraping live review scores from Rotten Tomatoes or IMDb, rather than relying on stale training data.",[17,5942,5944],{"id":5943},"state-management-and-contextual-awareness","State Management and Contextual Awareness",[22,5946,5947],{},"To create a persistent experience, ADK uses 'session state' and 'instruction templating.'",[33,5949,5950,5961],{},[36,5951,5952,5955,5956,5960],{},[39,5953,5954],{},"Tool Context:"," By injecting a ",[5957,5958,5959],"code",{},"tool_context"," parameter into Python functions, ADK provides access to the current session state at runtime. This allows tools to read and write data (like a user's watchlist) that persists across different turns of conversation.",[36,5962,5963,5966],{},[39,5964,5965],{},"Instruction Templating:"," ADK uses curly-brace syntax within system instructions to dynamically inject state variables. For example, a watchlist can be injected directly into the recommender agent's prompt, ensuring the agent avoids suggesting movies the user has already saved, without requiring custom logic.",[17,5968,5970],{"id":5969},"layered-security-and-guardrails","Layered Security and Guardrails",[22,5972,5973],{},"Moving from a demo to production requires defense-in-depth. ADK provides three primary callback hooks for security:",[5790,5975,5976,5982,5988],{},[36,5977,5978,5981],{},[39,5979,5980],{},"Before Model Callback (Input Firewall):"," Uses deterministic regex patterns to catch common prompt injections (e.g., 'ignore previous instructions'). This short-circuits the request before it hits the LLM, saving tokens and latency.",[36,5983,5984,5987],{},[39,5985,5986],{},"After Model Callback (Output Filter):"," Scans model responses for PII (emails, phone numbers) before they reach the user.",[36,5989,5990,5993],{},[39,5991,5992],{},"Before Tool Callback (Argument Validator):"," Validates tool inputs (e.g., enforcing character limits or list caps) before execution.",[22,5995,5996],{},"These hooks are first-class citizens in ADK, allowing developers to implement robust safety measures without monkey-patching or forking the framework.",{"title":66,"searchDepth":67,"depth":67,"links":5998},[5999,6000,6001,6002],{"id":5929,"depth":67,"text":5930},{"id":5936,"depth":67,"text":5937},{"id":5943,"depth":67,"text":5944},{"id":5969,"depth":67,"text":5970},[73],{"content_references":6005,"triage":6018},[6006,6011,6014],{"type":6007,"title":6008,"url":6009,"context":6010},"tool","Agent Development Kit (ADK)","https:\u002F\u002Fadk.dev","recommended",{"type":6007,"title":6012,"url":6013,"context":6010},"Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io",{"type":6007,"title":6015,"url":6016,"context":6017},"Gemini Enterprise Agent Ready (GEAR)","https:\u002F\u002Fgoo.gle\u002F3Srblgl","mentioned",{"relevance":5826,"novelty":87,"quality":87,"actionability":5826,"composite":6019,"reasoning":6020},4.55,"Category: AI & LLMs. The article provides a detailed guide on building production-grade multi-agent systems using Google's ADK, addressing practical applications for developers looking to implement AI features. It includes specific techniques like using the Model Context Protocol for real-time data access, which is immediately actionable for the target audience.","\u002Fsummaries\u002F494f4ad6c844a2bd-building-production-grade-multi-agent-systems-with-summary","2026-06-29 16:00:20","2026-06-30 12:56:53",{"title":5919,"description":66},{"loc":6021},"494f4ad6c844a2bd","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=W54cRxp-bSA","summaries\u002F494f4ad6c844a2bd-building-production-grade-multi-agent-systems-with-summary",[6032,5836,5837,101],"python","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FW54cRxp-bSA\u002Fhqdefault.jpg","Learn to build robust, state-aware multi-agent systems using Google's Agent Development Kit (ADK) and the Model Context Protocol (MCP) to handle orchestration, security, and persistence.","A technical walkthrough of building a multi-agent system using Google's [Agent Development Kit](https:\u002F\u002Fadk.dev) and the [Model Context Protocol](https:\u002F\u002Fmodelcontextprotocol.io). The video demonstrates how to use ADK’s built-in session state, instruction templating, and three-tier security callbacks to manage agent routing and tool execution without writing custom orchestration logic.",[101],"R3ecYqFYXcpVfeqSV5Ewgks_001Wb774FmXCPpMEx7w"]