[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-74dfb47f9393d562-procagent-edge-based-procedural-guidance-with-huma-summary":3,"summaries-facets-categories":82,"summary-related-74dfb47f9393d562-procagent-edge-based-procedural-guidance-with-huma-summary":6500},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":65,"path":66,"published_at":67,"question":48,"scraped_at":67,"seo":68,"sitemap":69,"source_id":70,"source_name":71,"source_type":72,"source_url":57,"stem":73,"tags":74,"thumbnail_url":48,"tldr":79,"tweet":48,"unknown_tags":80,"__hash__":81},"summaries\u002Fsummaries\u002F74dfb47f9393d562-procagent-edge-based-procedural-guidance-with-huma-summary.md","ProcAgent: Edge-Based Procedural Guidance with Human-in-the-Loop",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4039,528,3294,0.00180175,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"architecting-for-edge-based-procedural-guidance","Architecting for Edge-Based Procedural Guidance",[22,23,24],"p",{},"ProcAgent addresses the challenge of deploying intelligent agents for complex, multi-step procedural tasks in resource-constrained environments. Unlike cloud-dependent agents that suffer from latency and privacy concerns, ProcAgent is optimized for edge deployment. The framework focuses on breaking down long-horizon tasks into manageable, actionable steps that can be executed locally, ensuring that users receive immediate guidance without needing constant connectivity.",[17,26,28],{"id":27},"integrating-human-in-the-loop-for-reliability","Integrating Human-in-the-Loop for Reliability",[22,30,31],{},"A core component of the ProcAgent framework is its human-in-the-loop (HITL) mechanism. Recognizing that AI models can hallucinate or misinterpret physical-world context, the system incorporates human oversight to validate critical decision points. By allowing users to intervene, correct, or confirm agent actions, the framework significantly reduces error rates in high-stakes procedural environments. This collaborative approach ensures that the agent acts as a supportive assistant rather than an autonomous black box, maintaining user trust and operational safety.",[17,33,35],{"id":34},"balancing-autonomy-and-control","Balancing Autonomy and Control",[22,37,38],{},"The framework employs a structured approach to task decomposition and execution. It maps procedural knowledge into a graph-based structure, allowing the agent to track progress through complex workflows. When the agent encounters ambiguity or low-confidence states, it triggers a request for human input. This design pattern optimizes the balance between agent autonomy—where the system handles routine steps—and human control, where the user provides the necessary context or verification for nuanced tasks. This synergy is particularly effective for technical maintenance, assembly, or complex diagnostic procedures where precision is paramount.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"AI & LLMs",null,"md",false,{"content_references":52,"triage":59},[53],{"type":54,"title":55,"publisher":56,"url":57,"context":58},"paper","ProcAgent: An Agentic Framework for Procedural Task Guidance on Edge with Human-in-the-Loop","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.24770","cited",{"relevance":60,"novelty":61,"quality":61,"actionability":62,"composite":63,"reasoning":64},5,4,3,4.15,"Category: AI & LLMs. The article discusses the ProcAgent framework, which is directly relevant to AI engineering and addresses the practical challenge of deploying AI agents in edge computing environments. It presents a novel approach to integrating human feedback in AI workflows, which is a fresh perspective on improving reliability in procedural tasks.",true,"\u002Fsummaries\u002F74dfb47f9393d562-procagent-edge-based-procedural-guidance-with-huma-summary","2026-07-30 03:13:53",{"title":5,"description":40},{"loc":66},"74dfb47f9393d562","arXiv cs.AI","article","summaries\u002F74dfb47f9393d562-procagent-edge-based-procedural-guidance-with-huma-summary",[75,76,77,78],"ai-agents","edge-computing","human-in-the-loop","procedural-tasks","ProcAgent is an agentic framework designed to provide real-time, procedural task guidance on edge devices by integrating human-in-the-loop feedback to improve accuracy and reliability in complex workflows.",[75,76,77,78],"9L6bcbhnBLFe8RYctm_dnDwJIfZRvbLQB19nZTZBvCM",[83,85,88,90,93,95,98,101,103,105,107,110,112,114,116,118,121,123,125,127,129,132,135,137,139,141,143,145,147,149,151,153,155,157,159,161,163,165,167,169,171,173,175,178,180,182,184,186,188,190,192,194,196,198,200,202,204,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,244,246,248,250,252,254,256,258,260,262,264,266,268,270,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,336,338,340,342,344,346,348,350,352,354,356,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,392,394,396,398,400,402,404,406,408,410,412,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,470,472,474,477,479,481,483,485,487,489,491,493,495,497,499,501,503,506,508,510,512,514,516,518,520,522,524,526,528,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,806,808,810,812,814,817,819,821,823,825,827,829,831,833,835,837,839,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498],{"categories":84},[47],{"categories":86},[87],"Developer Productivity",{"categories":89},[47],{"categories":91},[92],"Business & SaaS",{"categories":94},[47],{"categories":96},[97],"AI Automation",{"categories":99},[100],"Product Strategy",{"categories":102},[47],{"categories":104},[87],{"categories":106},[97],{"categories":108},[109],"Software Engineering",{"categories":111},[47],{"categories":113},[92],{"categories":115},[],{"categories":117},[47],{"categories":119},[120],"Inference & Serving",{"categories":122},[47],{"categories":124},[47],{"categories":126},[97],{"categories":128},[],{"categories":130},[131],"AI News & Trends",{"categories":133},[134],"Data Science & Visualization",{"categories":136},[97],{"categories":138},[47],{"categories":140},[47],{"categories":142},[92],{"categories":144},[87],{"categories":146},[47],{"categories":148},[97],{"categories":150},[131],{"categories":152},[97],{"categories":154},[97],{"categories":156},[47],{"categories":158},[97],{"categories":160},[47],{"categories":162},[47],{"categories":164},[47],{"categories":166},[131],{"categories":168},[47],{"categories":170},[47],{"categories":172},[47],{"categories":174},[],{"categories":176},[177],"Design & Frontend",{"categories":179},[134],{"categories":181},[131],{"categories":183},[47],{"categories":185},[47],{"categories":187},[47],{"categories":189},[],{"categories":191},[47],{"categories":193},[47],{"categories":195},[97],{"categories":197},[109],{"categories":199},[47],{"categories":201},[97],{"categories":203},[47],{"categories":205},[206],"Marketing & Growth",{"categories":208},[177],{"categories":210},[47],{"categories":212},[97],{"categories":214},[47],{"categories":216},[109],{"categories":218},[],{"categories":220},[],{"categories":222},[177],{"categories":224},[47],{"categories":226},[97],{"categories":228},[87],{"categories":230},[109],{"categories":232},[97],{"categories":234},[177],{"categories":236},[100],{"categories":238},[47],{"categories":240},[109],{"categories":242},[243],"DevOps & Cloud",{"categories":245},[97],{"categories":247},[100],{"categories":249},[131],{"categories":251},[47],{"categories":253},[],{"categories":255},[47],{"categories":257},[47],{"categories":259},[],{"categories":261},[97],{"categories":263},[109],{"categories":265},[],{"categories":267},[109],{"categories":269},[47],{"categories":271},[272],"Governance & Standards",{"categories":274},[92],{"categories":276},[],{"categories":278},[],{"categories":280},[47],{"categories":282},[47],{"categories":284},[97],{"categories":286},[47],{"categories":288},[47],{"categories":290},[97],{"categories":292},[47],{"categories":294},[47],{"categories":296},[47],{"categories":298},[],{"categories":300},[109],{"categories":302},[],{"categories":304},[],{"categories":306},[47],{"categories":308},[109],{"categories":310},[],{"categories":312},[109],{"categories":314},[47],{"categories":316},[47],{"categories":318},[206],{"categories":320},[47],{"categories":322},[47],{"categories":324},[177],{"categories":326},[177],{"categories":328},[47],{"categories":330},[109],{"categories":332},[97],{"categories":334},[335],"GovTech & Public-Sector Adoption",{"categories":337},[109],{"categories":339},[47],{"categories":341},[47],{"categories":343},[47],{"categories":345},[97],{"categories":347},[97],{"categories":349},[134],{"categories":351},[47],{"categories":353},[131],{"categories":355},[97],{"categories":357},[358],"Legal AI Tools",{"categories":360},[47],{"categories":362},[97],{"categories":364},[47],{"categories":366},[206],{"categories":368},[97],{"categories":370},[100],{"categories":372},[47],{"categories":374},[109],{"categories":376},[335],{"categories":378},[],{"categories":380},[97],{"categories":382},[],{"categories":384},[92],{"categories":386},[97],{"categories":388},[97],{"categories":390},[391],"RAG & Retrieval",{"categories":393},[92],{"categories":395},[47],{"categories":397},[109],{"categories":399},[109],{"categories":401},[243],{"categories":403},[177],{"categories":405},[97],{"categories":407},[47],{"categories":409},[47],{"categories":411},[],{"categories":413},[414],"Agents & Orchestration",{"categories":416},[109],{"categories":418},[47],{"categories":420},[],{"categories":422},[97],{"categories":424},[92],{"categories":426},[],{"categories":428},[47],{"categories":430},[],{"categories":432},[47],{"categories":434},[87],{"categories":436},[109],{"categories":438},[92],{"categories":440},[47],{"categories":442},[97],{"categories":444},[47],{"categories":446},[131],{"categories":448},[47],{"categories":450},[],{"categories":452},[47],{"categories":454},[],{"categories":456},[109],{"categories":458},[47],{"categories":460},[134],{"categories":462},[],{"categories":464},[47],{"categories":466},[177],{"categories":468},[469],"Models & Frontier Labs",{"categories":471},[],{"categories":473},[177],{"categories":475},[476],"Regulation & Governance of AI",{"categories":478},[97],{"categories":480},[],{"categories":482},[47],{"categories":484},[47],{"categories":486},[97],{"categories":488},[131],{"categories":490},[92],{"categories":492},[47],{"categories":494},[],{"categories":496},[109],{"categories":498},[97],{"categories":500},[47],{"categories":502},[100],{"categories":504},[505],"AI Policy & Regulation",{"categories":507},[],{"categories":509},[47],{"categories":511},[97],{"categories":513},[100],{"categories":515},[97],{"categories":517},[47],{"categories":519},[47],{"categories":521},[47],{"categories":523},[97],{"categories":525},[],{"categories":527},[134],{"categories":529},[530],"Evals & Reliability",{"categories":532},[47],{"categories":534},[47],{"categories":536},[],{"categories":538},[87],{"categories":540},[335],{"categories":542},[505],{"categories":544},[47],{"categories":546},[92],{"categories":548},[47],{"categories":550},[97],{"categories":552},[47],{"categories":554},[97],{"categories":556},[414],{"categories":558},[47],{"categories":560},[109],{"categories":562},[47],{"categories":564},[],{"categories":566},[],{"categories":568},[47],{"categories":570},[335],{"categories":572},[47],{"categories":574},[47],{"categories":576},[47],{"categories":578},[],{"categories":580},[177],{"categories":582},[],{"categories":584},[47],{"categories":586},[],{"categories":588},[97],{"categories":590},[47],{"categories":592},[177],{"categories":594},[],{"categories":596},[47],{"categories":598},[47],{"categories":600},[134],{"categories":602},[97],{"categories":604},[47],{"categories":606},[92],{"categories":608},[97],{"categories":610},[47],{"categories":612},[47],{"categories":614},[109],{"categories":616},[177],{"categories":618},[47],{"categories":620},[97],{"categories":622},[],{"categories":624},[109],{"categories":626},[97],{"categories":628},[134],{"categories":630},[],{"categories":632},[47],{"categories":634},[131],{"categories":636},[47],{"categories":638},[],{"categories":640},[47],{"categories":642},[47],{"categories":644},[47],{"categories":646},[92,206],{"categories":648},[],{"categories":650},[47],{"categories":652},[47],{"categories":654},[97],{"categories":656},[47],{"categories":658},[],{"categories":660},[],{"categories":662},[47],{"categories":664},[177],{"categories":666},[47],{"categories":668},[],{"categories":670},[47],{"categories":672},[243],{"categories":674},[],{"categories":676},[97],{"categories":678},[131],{"categories":680},[47],{"categories":682},[47],{"categories":684},[177],{"categories":686},[],{"categories":688},[131],{"categories":690},[47],{"categories":692},[120],{"categories":694},[47],{"categories":696},[47],{"categories":698},[97],{"categories":700},[131],{"categories":702},[469],{"categories":704},[47],{"categories":706},[206],{"categories":708},[],{"categories":710},[97],{"categories":712},[92],{"categories":714},[109],{"categories":716},[47],{"categories":718},[97],{"categories":720},[],{"categories":722},[47,243],{"categories":724},[47],{"categories":726},[47],{"categories":728},[47],{"categories":730},[97],{"categories":732},[47,109],{"categories":734},[134],{"categories":736},[47],{"categories":738},[47],{"categories":740},[109],{"categories":742},[47],{"categories":744},[97],{"categories":746},[505],{"categories":748},[206],{"categories":750},[47],{"categories":752},[97],{"categories":754},[47],{"categories":756},[47],{"categories":758},[97],{"categories":760},[],{"categories":762},[97],{"categories":764},[47],{"categories":766},[47],{"categories":768},[97],{"categories":770},[47],{"categories":772},[47,92],{"categories":774},[47],{"categories":776},[92],{"categories":778},[],{"categories":780},[177],{"categories":782},[177],{"categories":784},[47],{"categories":786},[],{"categories":788},[],{"categories":790},[47],{"categories":792},[131],{"categories":794},[],{"categories":796},[87],{"categories":798},[47],{"categories":800},[109],{"categories":802},[47],{"categories":804},[805],"Generative UI & Design-to-Code",{"categories":807},[47],{"categories":809},[47],{"categories":811},[177],{"categories":813},[47],{"categories":815},[816],"Algorithmic Accountability",{"categories":818},[97],{"categories":820},[109],{"categories":822},[131],{"categories":824},[177],{"categories":826},[47],{"categories":828},[],{"categories":830},[100],{"categories":832},[47],{"categories":834},[47],{"categories":836},[47],{"categories":838},[97],{"categories":840},[841],"MLOps & Infrastructure",{"categories":843},[47],{"categories":845},[47],{"categories":847},[47],{"categories":849},[47],{"categories":851},[47],{"categories":853},[131],{"categories":855},[100],{"categories":857},[87],{"categories":859},[47],{"categories":861},[97],{"categories":863},[243],{"categories":865},[47],{"categories":867},[92],{"categories":869},[47],{"categories":871},[177],{"categories":873},[47],{"categories":875},[47],{"categories":877},[97],{"categories":879},[],{"categories":881},[],{"categories":883},[47],{"categories":885},[120],{"categories":887},[177],{"categories":889},[131],{"categories":891},[134],{"categories":893},[],{"categories":895},[47],{"categories":897},[47],{"categories":899},[92],{"categories":901},[97],{"categories":903},[47],{"categories":905},[47],{"categories":907},[47],{"categories":909},[47],{"categories":911},[131],{"categories":913},[120],{"categories":915},[47],{"categories":917},[177],{"categories":919},[47],{"categories":921},[],{"categories":923},[97],{"categories":925},[109],{"categories":927},[],{"categories":929},[47],{"categories":931},[47],{"categories":933},[97],{"categories":935},[109],{"categories":937},[47],{"categories":939},[134],{"categories":941},[],{"categories":943},[47],{"categories":945},[],{"categories":947},[47],{"categories":949},[],{"categories":951},[100],{"categories":953},[92],{"categories":955},[97],{"categories":957},[97],{"categories":959},[],{"categories":961},[87],{"categories":963},[47],{"categories":965},[47],{"categories":967},[92],{"categories":969},[131],{"categories":971},[87],{"categories":973},[],{"categories":975},[47],{"categories":977},[],{"categories":979},[],{"categories":981},[131],{"categories":983},[131],{"categories":985},[],{"categories":987},[414],{"categories":989},[47],{"categories":991},[177],{"categories":993},[109],{"categories":995},[],{"categories":997},[358],{"categories":999},[97],{"categories":1001},[92],{"categories":1003},[],{"categories":1005},[],{"categories":1007},[87],{"categories":1009},[134],{"categories":1011},[],{"categories":1013},[206],{"categories":1015},[97],{"categories":1017},[92],{"categories":1019},[97],{"categories":1021},[92],{"categories":1023},[47],{"categories":1025},[109],{"categories":1027},[],{"categories":1029},[120],{"categories":1031},[100],{"categories":1033},[47],{"categories":1035},[177],{"categories":1037},[109],{"categories":1039},[92],{"categories":1041},[47],{"categories":1043},[97],{"categories":1045},[92],{"categories":1047},[47],{"categories":1049},[47],{"categories":1051},[47],{"categories":1053},[47],{"categories":1055},[47],{"categories":1057},[],{"categories":1059},[],{"categories":1061},[109],{"categories":1063},[134],{"categories":1065},[100],{"categories":1067},[47],{"categories":1069},[97],{"categories":1071},[109],{"categories":1073},[47],{"categories":1075},[],{"categories":1077},[131],{"categories":1079},[100],{"categories":1081},[109],{"categories":1083},[47],{"categories":1085},[530],{"categories":1087},[243],{"categories":1089},[],{"categories":1091},[97],{"categories":1093},[47],{"categories":1095},[],{"categories":1097},[87],{"categories":1099},[],{"categories":1101},[47],{"categories":1103},[47],{"categories":1105},[47],{"categories":1107},[177],{"categories":1109},[206],{"categories":1111},[47],{"categories":1113},[109],{"categories":1115},[47],{"categories":1117},[97],{"categories":1119},[],{"categories":1121},[109],{"categories":1123},[47],{"categories":1125},[87],{"categories":1127},[],{"categories":1129},[92],{"categories":1131},[47],{"categories":1133},[131],{"categories":1135},[47,243],{"categories":1137},[47],{"categories":1139},[1140],"Design Systems for AI",{"categories":1142},[47],{"categories":1144},[47],{"categories":1146},[131],{"categories":1148},[47],{"categories":1150},[47],{"categories":1152},[47],{"categories":1154},[92],{"categories":1156},[47],{"categories":1158},[47],{"categories":1160},[47],{"categories":1162},[],{"categories":1164},[47],{"categories":1166},[47],{"categories":1168},[92],{"categories":1170},[47],{"categories":1172},[],{"categories":1174},[97],{"categories":1176},[109],{"categories":1178},[131],{"categories":1180},[109],{"categories":1182},[47],{"categories":1184},[177],{"categories":1186},[131],{"categories":1188},[134],{"categories":1190},[47],{"categories":1192},[47],{"categories":1194},[97],{"categories":1196},[87],{"categories":1198},[505],{"categories":1200},[47],{"categories":1202},[97],{"categories":1204},[47],{"categories":1206},[109],{"categories":1208},[109],{"categories":1210},[],{"categories":1212},[],{"categories":1214},[97],{"categories":1216},[100],{"categories":1218},[],{"categories":1220},[92],{"categories":1222},[47],{"categories":1224},[],{"categories":1226},[177],{"categories":1228},[97],{"categories":1230},[109],{"categories":1232},[177],{"categories":1234},[47],{"categories":1236},[47],{"categories":1238},[177],{"categories":1240},[],{"categories":1242},[],{"categories":1244},[131],{"categories":1246},[97],{"categories":1248},[97],{"categories":1250},[47],{"categories":1252},[47],{"categories":1254},[47],{"categories":1256},[47],{"categories":1258},[92],{"categories":1260},[47],{"categories":1262},[47],{"categories":1264},[],{"categories":1266},[109],{"categories":1268},[109],{"categories":1270},[47],{"categories":1272},[109],{"categories":1274},[92],{"categories":1276},[],{"categories":1278},[47],{"categories":1280},[47],{"categories":1282},[47],{"categories":1284},[47],{"categories":1286},[47],{"categories":1288},[97],{"categories":1290},[87],{"categories":1292},[92],{"categories":1294},[47],{"categories":1296},[97],{"categories":1298},[131],{"categories":1300},[97],{"categories":1302},[120],{"categories":1304},[206],{"categories":1306},[47],{"categories":1308},[97],{"categories":1310},[47],{"categories":1312},[47],{"categories":1314},[],{"categories":1316},[177],{"categories":1318},[],{"categories":1320},[47],{"categories":1322},[47],{"categories":1324},[],{"categories":1326},[109],{"categories":1328},[92],{"categories":1330},[1331],"Visual & Generative Media",{"categories":1333},[97],{"categories":1335},[],{"categories":1337},[47],{"categories":1339},[47],{"categories":1341},[109],{"categories":1343},[243],{"categories":1345},[134],{"categories":1347},[505],{"categories":1349},[109],{"categories":1351},[206],{"categories":1353},[47],{"categories":1355},[177],{"categories":1357},[47],{"categories":1359},[47],{"categories":1361},[109],{"categories":1363},[97],{"categories":1365},[47],{"categories":1367},[],{"categories":1369},[],{"categories":1371},[97],{"categories":1373},[109],{"categories":1375},[87],{"categories":1377},[97],{"categories":1379},[469],{"categories":1381},[47],{"categories":1383},[100],{"categories":1385},[47],{"categories":1387},[92],{"categories":1389},[],{"categories":1391},[47],{"categories":1393},[100],{"categories":1395},[47],{"categories":1397},[47],{"categories":1399},[47],{"categories":1401},[100],{"categories":1403},[47],{"categories":1405},[47],{"categories":1407},[206],{"categories":1409},[47],{"categories":1411},[414],{"categories":1413},[47],{"categories":1415},[97],{"categories":1417},[47],{"categories":1419},[47],{"categories":1421},[47],{"categories":1423},[47],{"categories":1425},[177],{"categories":1427},[97],{"categories":1429},[],{"categories":1431},[97],{"categories":1433},[],{"categories":1435},[243],{"categories":1437},[109],{"categories":1439},[],{"categories":1441},[469],{"categories":1443},[47],{"categories":1445},[97],{"categories":1447},[47],{"categories":1449},[177,47],{"categories":1451},[87],{"categories":1453},[47],{"categories":1455},[177],{"categories":1457},[],{"categories":1459},[47],{"categories":1461},[87],{"categories":1463},[1464],"Medical Imaging & Radiology",{"categories":1466},[47],{"categories":1468},[177],{"categories":1470},[97],{"categories":1472},[109],{"categories":1474},[],{"categories":1476},[47],{"categories":1478},[47],{"categories":1480},[47],{"categories":1482},[],{"categories":1484},[],{"categories":1486},[47],{"categories":1488},[414],{"categories":1490},[47],{"categories":1492},[87],{"categories":1494},[47],{"categories":1496},[47],{"categories":1498},[],{"categories":1500},[97],{"categories":1502},[47],{"categories":1504},[100],{"categories":1506},[109],{"categories":1508},[47],{"categories":1510},[414],{"categories":1512},[47],{"categories":1514},[97],{"categories":1516},[47],{"categories":1518},[47],{"categories":1520},[47],{"categories":1522},[177],{"categories":1524},[97],{"categories":1526},[243],{"categories":1528},[177],{"categories":1530},[92],{"categories":1532},[97],{"categories":1534},[131],{"categories":1536},[47],{"categories":1538},[47],{"categories":1540},[100],{"categories":1542},[47],{"categories":1544},[47],{"categories":1546},[47],{"categories":1548},[97],{"categories":1550},[109],{"categories":1552},[109],{"categories":1554},[47],{"categories":1556},[100],{"categories":1558},[],{"categories":1560},[131],{"categories":1562},[],{"categories":1564},[100],{"categories":1566},[97],{"categories":1568},[47],{"categories":1570},[97],{"categories":1572},[1140],{"categories":1574},[1140],{"categories":1576},[177],{"categories":1578},[47],{"categories":1580},[47],{"categories":1582},[97],{"categories":1584},[109],{"categories":1586},[177],{"categories":1588},[97],{"categories":1590},[131],{"categories":1592},[],{"categories":1594},[47],{"categories":1596},[],{"categories":1598},[47],{"categories":1600},[47],{"categories":1602},[47],{"categories":1604},[47],{"categories":1606},[97],{"categories":1608},[1609],"Contract Review & E-Discovery",{"categories":1611},[47],{"categories":1613},[177],{"categories":1615},[47],{"categories":1617},[87],{"categories":1619},[47],{"categories":1621},[131],{"categories":1623},[47],{"categories":1625},[47],{"categories":1627},[206],{"categories":1629},[109],{"categories":1631},[47],{"categories":1633},[47],{"categories":1635},[97],{"categories":1637},[97],{"categories":1639},[816],{"categories":1641},[47],{"categories":1643},[47],{"categories":1645},[97],{"categories":1647},[97],{"categories":1649},[47],{"categories":1651},[47],{"categories":1653},[97],{"categories":1655},[47],{"categories":1657},[47],{"categories":1659},[414],{"categories":1661},[391],{"categories":1663},[47],{"categories":1665},[97],{"categories":1667},[47],{"categories":1669},[1670],"Law-Firm Practice & Adoption",{"categories":1672},[47],{"categories":1674},[97],{"categories":1676},[177],{"categories":1678},[47],{"categories":1680},[47],{"categories":1682},[47],{"categories":1684},[],{"categories":1686},[],{"categories":1688},[109],{"categories":1690},[47],{"categories":1692},[],{"categories":1694},[97],{"categories":1696},[87],{"categories":1698},[243],{"categories":1700},[47],{"categories":1702},[],{"categories":1704},[87],{"categories":1706},[92],{"categories":1708},[47],{"categories":1710},[206],{"categories":1712},[],{"categories":1714},[92],{"categories":1716},[92],{"categories":1718},[],{"categories":1720},[47],{"categories":1722},[100],{"categories":1724},[47],{"categories":1726},[109],{"categories":1728},[],{"categories":1730},[],{"categories":1732},[],{"categories":1734},[],{"categories":1736},[47],{"categories":1738},[97],{"categories":1740},[243],{"categories":1742},[47],{"categories":1744},[87],{"categories":1746},[109],{"categories":1748},[47],{"categories":1750},[47],{"categories":1752},[109],{"categories":1754},[100],{"categories":1756},[47],{"categories":1758},[47],{"categories":1760},[47],{"categories":1762},[841],{"categories":1764},[47],{"categories":1766},[47],{"categories":1768},[206],{"categories":1770},[109],{"categories":1772},[92],{"categories":1774},[47],{"categories":1776},[47],{"categories":1778},[177],{"categories":1780},[47],{"categories":1782},[47],{"categories":1784},[47],{"categories":1786},[47],{"categories":1788},[97],{"categories":1790},[47,87],{"categories":1792},[414],{"categories":1794},[47],{"categories":1796},[47],{"categories":1798},[109],{"categories":1800},[109],{"categories":1802},[177],{"categories":1804},[97],{"categories":1806},[109],{"categories":1808},[47],{"categories":1810},[47],{"categories":1812},[],{"categories":1814},[],{"categories":1816},[47],{"categories":1818},[97],{"categories":1820},[],{"categories":1822},[47],{"categories":1824},[109],{"categories":1826},[134],{"categories":1828},[131],{"categories":1830},[177],{"categories":1832},[47],{"categories":1834},[47],{"categories":1836},[109],{"categories":1838},[],{"categories":1840},[97],{"categories":1842},[47],{"categories":1844},[47],{"categories":1846},[47],{"categories":1848},[47],{"categories":1850},[],{"categories":1852},[97],{"categories":1854},[47],{"categories":1856},[47],{"categories":1858},[],{"categories":1860},[97],{"categories":1862},[47],{"categories":1864},[47],{"categories":1866},[92],{"categories":1868},[47],{"categories":1870},[47],{"categories":1872},[],{"categories":1874},[87],{"categories":1876},[47],{"categories":1878},[47],{"categories":1880},[177],{"categories":1882},[109],{"categories":1884},[47],{"categories":1886},[87],{"categories":1888},[47],{"categories":1890},[109],{"categories":1892},[206],{"categories":1894},[97],{"categories":1896},[97],{"categories":1898},[47],{"categories":1900},[47],{"categories":1902},[47,177],{"categories":1904},[47],{"categories":1906},[97],{"categories":1908},[131],{"categories":1910},[47],{"categories":1912},[131],{"categories":1914},[97],{"categories":1916},[177],{"categories":1918},[47],{"categories":1920},[],{"categories":1922},[109],{"categories":1924},[243],{"categories":1926},[177],{"categories":1928},[109],{"categories":1930},[47],{"categories":1932},[100],{"categories":1934},[47],{"categories":1936},[47],{"categories":1938},[97],{"categories":1940},[],{"categories":1942},[],{"categories":1944},[47],{"categories":1946},[],{"categories":1948},[],{"categories":1950},[100],{"categories":1952},[109],{"categories":1954},[47],{"categories":1956},[97],{"categories":1958},[97],{"categories":1960},[92],{"categories":1962},[97],{"categories":1964},[243],{"categories":1966},[47],{"categories":1968},[47],{"categories":1970},[47],{"categories":1972},[120],{"categories":1974},[47],{"categories":1976},[47],{"categories":1978},[109],{"categories":1980},[97],{"categories":1982},[47],{"categories":1984},[47],{"categories":1986},[358],{"categories":1988},[816],{"categories":1990},[],{"categories":1992},[177],{"categories":1994},[1670],{"categories":1996},[109],{"categories":1998},[],{"categories":2000},[],{"categories":2002},[97],{"categories":2004},[],{"categories":2006},[],{"categories":2008},[47],{"categories":2010},[206],{"categories":2012},[47],{"categories":2014},[206],{"categories":2016},[97],{"categories":2018},[47],{"categories":2020},[109],{"categories":2022},[100],{"categories":2024},[],{"categories":2026},[47],{"categories":2028},[47],{"categories":2030},[109],{"categories":2032},[1609],{"categories":2034},[177],{"categories":2036},[177],{"categories":2038},[47],{"categories":2040},[97],{"categories":2042},[87],{"categories":2044},[47],{"categories":2046},[47],{"categories":2048},[47],{"categories":2050},[177],{"categories":2052},[177],{"categories":2054},[97],{"categories":2056},[97],{"categories":2058},[97],{"categories":2060},[47],{"categories":2062},[47],{"categories":2064},[],{"categories":2066},[47],{"categories":2068},[],{"categories":2070},[2071],"Interaction & Product Design",{"categories":2073},[47],{"categories":2075},[97],{"categories":2077},[109],{"categories":2079},[272],{"categories":2081},[131],{"categories":2083},[109],{"categories":2085},[47],{"categories":2087},[47],{"categories":2089},[109],{"categories":2091},[87],{"categories":2093},[97],{"categories":2095},[47],{"categories":2097},[],{"categories":2099},[97],{"categories":2101},[97],{"categories":2103},[],{"categories":2105},[109],{"categories":2107},[47],{"categories":2109},[87],{"categories":2111},[2071],{"categories":2113},[47],{"categories":2115},[87],{"categories":2117},[87],{"categories":2119},[],{"categories":2121},[97],{"categories":2123},[109],{"categories":2125},[],{"categories":2127},[97],{"categories":2129},[131],{"categories":2131},[47],{"categories":2133},[97],{"categories":2135},[47],{"categories":2137},[97],{"categories":2139},[47],{"categories":2141},[47],{"categories":2143},[131],{"categories":2145},[134],{"categories":2147},[47],{"categories":2149},[100],{"categories":2151},[109],{"categories":2153},[2154],"Coding Agents & Dev Productivity",{"categories":2156},[131],{"categories":2158},[177],{"categories":2160},[47],{"categories":2162},[47],{"categories":2164},[],{"categories":2166},[47],{"categories":2168},[816],{"categories":2170},[],{"categories":2172},[47],{"categories":2174},[243],{"categories":2176},[47],{"categories":2178},[131],{"categories":2180},[],{"categories":2182},[],{"categories":2184},[47],{"categories":2186},[],{"categories":2188},[97],{"categories":2190},[47],{"categories":2192},[],{"categories":2194},[109],{"categories":2196},[109],{"categories":2198},[47],{"categories":2200},[134],{"categories":2202},[],{"categories":2204},[47],{"categories":2206},[47],{"categories":2208},[47],{"categories":2210},[134],{"categories":2212},[109],{"categories":2214},[97],{"categories":2216},[],{"categories":2218},[],{"categories":2220},[47],{"categories":2222},[47],{"categories":2224},[97],{"categories":2226},[97],{"categories":2228},[335],{"categories":2230},[109],{"categories":2232},[109],{"categories":2234},[97],{"categories":2236},[131],{"categories":2238},[131],{"categories":2240},[97],{"categories":2242},[97],{"categories":2244},[47],{"categories":2246},[87],{"categories":2248},[2071],{"categories":2250},[47,243],{"categories":2252},[134],{"categories":2254},[],{"categories":2256},[177],{"categories":2258},[109],{"categories":2260},[87],{"categories":2262},[47],{"categories":2264},[97],{"categories":2266},[2267],"The Designer's Role & Craft",{"categories":2269},[177],{"categories":2271},[],{"categories":2273},[97],{"categories":2275},[47],{"categories":2277},[97],{"categories":2279},[97],{"categories":2281},[47],{"categories":2283},[206],{"categories":2285},[47],{"categories":2287},[109],{"categories":2289},[47],{"categories":2291},[177],{"categories":2293},[47],{"categories":2295},[],{"categories":2297},[97],{"categories":2299},[177],{"categories":2301},[47],{"categories":2303},[47],{"categories":2305},[47],{"categories":2307},[2308],"AI UX Patterns",{"categories":2310},[97],{"categories":2312},[97],{"categories":2314},[97],{"categories":2316},[97],{"categories":2318},[206],{"categories":2320},[134],{"categories":2322},[47],{"categories":2324},[97],{"categories":2326},[47],{"categories":2328},[1140],{"categories":2330},[],{"categories":2332},[206],{"categories":2334},[97],{"categories":2336},[131],{"categories":2338},[109],{"categories":2340},[47],{"categories":2342},[97],{"categories":2344},[],{"categories":2346},[],{"categories":2348},[47],{"categories":2350},[97],{"categories":2352},[47],{"categories":2354},[97],{"categories":2356},[335],{"categories":2358},[177],{"categories":2360},[47],{"categories":2362},[131],{"categories":2364},[109],{"categories":2366},[47],{"categories":2368},[97],{"categories":2370},[97],{"categories":2372},[],{"categories":2374},[47],{"categories":2376},[],{"categories":2378},[],{"categories":2380},[47],{"categories":2382},[47],{"categories":2384},[47],{"categories":2386},[97],{"categories":2388},[109],{"categories":2390},[],{"categories":2392},[],{"categories":2394},[134],{"categories":2396},[120],{"categories":2398},[47],{"categories":2400},[47],{"categories":2402},[134],{"categories":2404},[47],{"categories":2406},[131],{"categories":2408},[47],{"categories":2410},[47],{"categories":2412},[47],{"categories":2414},[97],{"categories":2416},[47],{"categories":2418},[97],{"categories":2420},[47],{"categories":2422},[47],{"categories":2424},[97],{"categories":2426},[],{"categories":2428},[],{"categories":2430},[47],{"categories":2432},[243],{"categories":2434},[47],{"categories":2436},[],{"categories":2438},[],{"categories":2440},[177],{"categories":2442},[841],{"categories":2444},[97],{"categories":2446},[87],{"categories":2448},[2267],{"categories":2450},[],{"categories":2452},[],{"categories":2454},[47],{"categories":2456},[],{"categories":2458},[],{"categories":2460},[109],{"categories":2462},[131],{"categories":2464},[206],{"categories":2466},[92],{"categories":2468},[47],{"categories":2470},[47],{"categories":2472},[92],{"categories":2474},[],{"categories":2476},[177],{"categories":2478},[100],{"categories":2480},[47],{"categories":2482},[47],{"categories":2484},[97],{"categories":2486},[92],{"categories":2488},[47],{"categories":2490},[47],{"categories":2492},[87],{"categories":2494},[47],{"categories":2496},[],{"categories":2498},[87],{"categories":2500},[47],{"categories":2502},[206],{"categories":2504},[97],{"categories":2506},[131],{"categories":2508},[47],{"categories":2510},[109],{"categories":2512},[47],{"categories":2514},[47],{"categories":2516},[92],{"categories":2518},[47],{"categories":2520},[47],{"categories":2522},[47],{"categories":2524},[97],{"categories":2526},[],{"categories":2528},[47],{"categories":2530},[109],{"categories":2532},[87],{"categories":2534},[47],{"categories":2536},[47],{"categories":2538},[47],{"categories":2540},[],{"categories":2542},[47],{"categories":2544},[414],{"categories":2546},[97],{"categories":2548},[92],{"categories":2550},[131],{"categories":2552},[47],{"categories":2554},[47],{"categories":2556},[],{"categories":2558},[92],{"categories":2560},[92],{"categories":2562},[47],{"categories":2564},[47],{"categories":2566},[100],{"categories":2568},[47],{"categories":2570},[47],{"categories":2572},[47],{"categories":2574},[47],{"categories":2576},[109],{"categories":2578},[109],{"categories":2580},[47],{"categories":2582},[],{"categories":2584},[109],{"categories":2586},[47],{"categories":2588},[109],{"categories":2590},[97],{"categories":2592},[505],{"categories":2594},[],{"categories":2596},[],{"categories":2598},[47],{"categories":2600},[131],{"categories":2602},[],{"categories":2604},[243],{"categories":2606},[47],{"categories":2608},[47],{"categories":2610},[177],{"categories":2612},[805],{"categories":2614},[],{"categories":2616},[47],{"categories":2618},[47],{"categories":2620},[47],{"categories":2622},[109],{"categories":2624},[47],{"categories":2626},[47],{"categories":2628},[47,243],{"categories":2630},[47],{"categories":2632},[47],{"categories":2634},[177],{"categories":2636},[97],{"categories":2638},[],{"categories":2640},[97],{"categories":2642},[97],{"categories":2644},[47],{"categories":2646},[47],{"categories":2648},[47],{"categories":2650},[47],{"categories":2652},[134],{"categories":2654},[47],{"categories":2656},[2308],{"categories":2658},[87],{"categories":2660},[134],{"categories":2662},[87],{"categories":2664},[109],{"categories":2666},[177],{"categories":2668},[97],{"categories":2670},[47],{"categories":2672},[],{"categories":2674},[92],{"categories":2676},[47],{"categories":2678},[47],{"categories":2680},[131],{"categories":2682},[47],{"categories":2684},[47],{"categories":2686},[97],{"categories":2688},[47],{"categories":2690},[47],{"categories":2692},[47],{"categories":2694},[92],{"categories":2696},[],{"categories":2698},[243],{"categories":2700},[47],{"categories":2702},[335],{"categories":2704},[177],{"categories":2706},[177],{"categories":2708},[109],{"categories":2710},[97],{"categories":2712},[47],{"categories":2714},[92],{"categories":2716},[131],{"categories":2718},[47],{"categories":2720},[47],{"categories":2722},[177],{"categories":2724},[97],{"categories":2726},[97],{"categories":2728},[47],{"categories":2730},[47],{"categories":2732},[469],{"categories":2734},[],{"categories":2736},[47],{"categories":2738},[47],{"categories":2740},[47],{"categories":2742},[],{"categories":2744},[],{"categories":2746},[47],{"categories":2748},[47],{"categories":2750},[97],{"categories":2752},[47],{"categories":2754},[47],{"categories":2756},[47],{"categories":2758},[109],{"categories":2760},[47],{"categories":2762},[47],{"categories":2764},[97],{"categories":2766},[47],{"categories":2768},[47],{"categories":2770},[47],{"categories":2772},[47],{"categories":2774},[47],{"categories":2776},[],{"categories":2778},[109],{"categories":2780},[134],{"categories":2782},[47],{"categories":2784},[97],{"categories":2786},[47],{"categories":2788},[],{"categories":2790},[],{"categories":2792},[47],{"categories":2794},[47],{"categories":2796},[47],{"categories":2798},[131],{"categories":2800},[134],{"categories":2802},[],{"categories":2804},[47],{"categories":2806},[177],{"categories":2808},[47],{"categories":2810},[243],{"categories":2812},[1670],{"categories":2814},[131],{"categories":2816},[109],{"categories":2818},[109],{"categories":2820},[109],{"categories":2822},[47],{"categories":2824},[47],{"categories":2826},[131],{"categories":2828},[131],{"categories":2830},[243],{"categories":2832},[97],{"categories":2834},[],{"categories":2836},[131],{"categories":2838},[47],{"categories":2840},[87],{"categories":2842},[109],{"categories":2844},[47],{"categories":2846},[131],{"categories":2848},[],{"categories":2850},[47],{"categories":2852},[109],{"categories":2854},[109],{"categories":2856},[134],{"categories":2858},[47],{"categories":2860},[131],{"categories":2862},[47],{"categories":2864},[109],{"categories":2866},[97],{"categories":2868},[131],{"categories":2870},[97],{"categories":2872},[243],{"categories":2874},[97],{"categories":2876},[47],{"categories":2878},[47],{"categories":2880},[47],{"categories":2882},[47],{"categories":2884},[109],{"categories":2886},[47],{"categories":2888},[],{"categories":2890},[97],{"categories":2892},[92],{"categories":2894},[109],{"categories":2896},[],{"categories":2898},[],{"categories":2900},[47],{"categories":2902},[97],{"categories":2904},[47],{"categories":2906},[47],{"categories":2908},[2909],"Frameworks & Tooling",{"categories":2911},[47],{"categories":2913},[47],{"categories":2915},[109],{"categories":2917},[47],{"categories":2919},[47],{"categories":2921},[],{"categories":2923},[134],{"categories":2925},[134],{"categories":2927},[87],{"categories":2929},[47],{"categories":2931},[97],{"categories":2933},[47],{"categories":2935},[177],{"categories":2937},[],{"categories":2939},[1670],{"categories":2941},[47],{"categories":2943},[109],{"categories":2945},[47],{"categories":2947},[243],{"categories":2949},[243],{"categories":2951},[],{"categories":2953},[97],{"categories":2955},[47],{"categories":2957},[131],{"categories":2959},[131],{"categories":2961},[47],{"categories":2963},[97],{"categories":2965},[],{"categories":2967},[177],{"categories":2969},[47],{"categories":2971},[47],{"categories":2973},[],{"categories":2975},[47],{"categories":2977},[97],{"categories":2979},[47],{"categories":2981},[47],{"categories":2983},[],{"categories":2985},[109],{"categories":2987},[47],{"categories":2989},[109],{"categories":2991},[243],{"categories":2993},[47],{"categories":2995},[47],{"categories":2997},[109],{"categories":2999},[92],{"categories":3001},[47],{"categories":3003},[1670],{"categories":3005},[],{"categories":3007},[97],{"categories":3009},[87],{"categories":3011},[47],{"categories":3013},[87],{"categories":3015},[47],{"categories":3017},[],{"categories":3019},[97],{"categories":3021},[47],{"categories":3023},[3024],"AI Design Tooling",{"categories":3026},[177],{"categories":3028},[47],{"categories":3030},[47],{"categories":3032},[109],{"categories":3034},[177],{"categories":3036},[47],{"categories":3038},[109],{"categories":3040},[131],{"categories":3042},[100],{"categories":3044},[109],{"categories":3046},[47],{"categories":3048},[47],{"categories":3050},[97],{"categories":3052},[47],{"categories":3054},[],{"categories":3056},[47],{"categories":3058},[47],{"categories":3060},[97],{"categories":3062},[47],{"categories":3064},[47],{"categories":3066},[47],{"categories":3068},[97],{"categories":3070},[],{"categories":3072},[97],{"categories":3074},[2909],{"categories":3076},[47],{"categories":3078},[47],{"categories":3080},[97],{"categories":3082},[97],{"categories":3084},[109],{"categories":3086},[109],{"categories":3088},[],{"categories":3090},[109],{"categories":3092},[47],{"categories":3094},[47],{"categories":3096},[97],{"categories":3098},[92],{"categories":3100},[47],{"categories":3102},[],{"categories":3104},[47],{"categories":3106},[47],{"categories":3108},[2071],{"categories":3110},[],{"categories":3112},[47],{"categories":3114},[47],{"categories":3116},[47],{"categories":3118},[47],{"categories":3120},[177],{"categories":3122},[47],{"categories":3124},[],{"categories":3126},[47],{"categories":3128},[47],{"categories":3130},[47],{"categories":3132},[206],{"categories":3134},[131],{"categories":3136},[47],{"categories":3138},[47],{"categories":3140},[1670],{"categories":3142},[87],{"categories":3144},[47],{"categories":3146},[47],{"categories":3148},[134],{"categories":3150},[47],{"categories":3152},[47],{"categories":3154},[131],{"categories":3156},[97],{"categories":3158},[],{"categories":3160},[47],{"categories":3162},[47],{"categories":3164},[177],{"categories":3166},[47],{"categories":3168},[206],{"categories":3170},[97],{"categories":3172},[47],{"categories":3174},[97],{"categories":3176},[],{"categories":3178},[],{"categories":3180},[],{"categories":3182},[87],{"categories":3184},[131],{"categories":3186},[97],{"categories":3188},[47],{"categories":3190},[47],{"categories":3192},[47],{"categories":3194},[47],{"categories":3196},[358],{"categories":3198},[177],{"categories":3200},[97],{"categories":3202},[47],{"categories":3204},[],{"categories":3206},[97],{"categories":3208},[97],{"categories":3210},[],{"categories":3212},[47],{"categories":3214},[97],{"categories":3216},[47],{"categories":3218},[],{"categories":3220},[47],{"categories":3222},[47],{"categories":3224},[131],{"categories":3226},[177],{"categories":3228},[97],{"categories":3230},[177],{"categories":3232},[97],{"categories":3234},[47],{"categories":3236},[92],{"categories":3238},[],{"categories":3240},[],{"categories":3242},[47],{"categories":3244},[47],{"categories":3246},[87],{"categories":3248},[97],{"categories":3250},[131],{"categories":3252},[],{"categories":3254},[177],{"categories":3256},[],{"categories":3258},[109],{"categories":3260},[47],{"categories":3262},[109],{"categories":3264},[177],{"categories":3266},[109],{"categories":3268},[47],{"categories":3270},[],{"categories":3272},[47],{"categories":3274},[47],{"categories":3276},[],{"categories":3278},[47],{"categories":3280},[206],{"categories":3282},[47],{"categories":3284},[243],{"categories":3286},[109],{"categories":3288},[47],{"categories":3290},[],{"categories":3292},[97],{"categories":3294},[47],{"categories":3296},[87],{"categories":3298},[469],{"categories":3300},[47],{"categories":3302},[97],{"categories":3304},[47],{"categories":3306},[97],{"categories":3308},[47],{"categories":3310},[47],{"categories":3312},[47],{"categories":3314},[],{"categories":3316},[47],{"categories":3318},[87],{"categories":3320},[47],{"categories":3322},[92],{"categories":3324},[109],{"categories":3326},[177],{"categories":3328},[],{"categories":3330},[47],{"categories":3332},[],{"categories":3334},[],{"categories":3336},[97],{"categories":3338},[47],{"categories":3340},[109],{"categories":3342},[177],{"categories":3344},[131],{"categories":3346},[47],{"categories":3348},[131],{"categories":3350},[97],{"categories":3352},[177],{"categories":3354},[47],{"categories":3356},[],{"categories":3358},[47],{"categories":3360},[120],{"categories":3362},[97],{"categories":3364},[177],{"categories":3366},[131],{"categories":3368},[92],{"categories":3370},[109],{"categories":3372},[47],{"categories":3374},[47],{"categories":3376},[131],{"categories":3378},[206],{"categories":3380},[],{"categories":3382},[],{"categories":3384},[134],{"categories":3386},[414],{"categories":3388},[47],{"categories":3390},[97],{"categories":3392},[47,109],{"categories":3394},[131],{"categories":3396},[47],{"categories":3398},[47],{"categories":3400},[47],{"categories":3402},[47],{"categories":3404},[97],{"categories":3406},[47],{"categories":3408},[97],{"categories":3410},[47],{"categories":3412},[47],{"categories":3414},[47],{"categories":3416},[],{"categories":3418},[47],{"categories":3420},[1140],{"categories":3422},[109],{"categories":3424},[177],{"categories":3426},[47],{"categories":3428},[47],{"categories":3430},[47],{"categories":3432},[134],{"categories":3434},[97],{"categories":3436},[206],{"categories":3438},[243],{"categories":3440},[],{"categories":3442},[47],{"categories":3444},[92],{"categories":3446},[97],{"categories":3448},[87],{"categories":3450},[97],{"categories":3452},[47],{"categories":3454},[97],{"categories":3456},[97],{"categories":3458},[100],{"categories":3460},[109],{"categories":3462},[47],{"categories":3464},[47],{"categories":3466},[],{"categories":3468},[],{"categories":3470},[],{"categories":3472},[243],{"categories":3474},[47],{"categories":3476},[131],{"categories":3478},[47],{"categories":3480},[47],{"categories":3482},[47],{"categories":3484},[47],{"categories":3486},[],{"categories":3488},[47],{"categories":3490},[134],{"categories":3492},[92],{"categories":3494},[97],{"categories":3496},[47],{"categories":3498},[],{"categories":3500},[47],{"categories":3502},[97],{"categories":3504},[47],{"categories":3506},[243],{"categories":3508},[],{"categories":3510},[177],{"categories":3512},[177],{"categories":3514},[],{"categories":3516},[109],{"categories":3518},[47],{"categories":3520},[177],{"categories":3522},[47],{"categories":3524},[92],{"categories":3526},[97],{"categories":3528},[47],{"categories":3530},[],{"categories":3532},[131],{"categories":3534},[47],{"categories":3536},[47],{"categories":3538},[47],{"categories":3540},[177],{"categories":3542},[97],{"categories":3544},[131],{"categories":3546},[],{"categories":3548},[97],{"categories":3550},[92],{"categories":3552},[97],{"categories":3554},[177],{"categories":3556},[47],{"categories":3558},[47],{"categories":3560},[47],{"categories":3562},[414],{"categories":3564},[47],{"categories":3566},[],{"categories":3568},[47],{"categories":3570},[47],{"categories":3572},[243],{"categories":3574},[131],{"categories":3576},[134],{"categories":3578},[505],{"categories":3580},[134],{"categories":3582},[47],{"categories":3584},[],{"categories":3586},[],{"categories":3588},[],{"categories":3590},[97],{"categories":3592},[97],{"categories":3594},[109],{"categories":3596},[47],{"categories":3598},[391],{"categories":3600},[109],{"categories":3602},[47],{"categories":3604},[47],{"categories":3606},[47],{"categories":3608},[47],{"categories":3610},[97],{"categories":3612},[],{"categories":3614},[],{"categories":3616},[47],{"categories":3618},[],{"categories":3620},[47],{"categories":3622},[97],{"categories":3624},[177],{"categories":3626},[47],{"categories":3628},[47],{"categories":3630},[],{"categories":3632},[97],{"categories":3634},[100],{"categories":3636},[47],{"categories":3638},[177],{"categories":3640},[47],{"categories":3642},[97],{"categories":3644},[92],{"categories":3646},[47],{"categories":3648},[206],{"categories":3650},[97],{"categories":3652},[47],{"categories":3654},[47],{"categories":3656},[805],{"categories":3658},[47],{"categories":3660},[97],{"categories":3662},[47],{"categories":3664},[109],{"categories":3666},[47],{"categories":3668},[469],{"categories":3670},[177],{"categories":3672},[],{"categories":3674},[47],{"categories":3676},[131],{"categories":3678},[414],{"categories":3680},[97],{"categories":3682},[47],{"categories":3684},[],{"categories":3686},[131],{"categories":3688},[335],{"categories":3690},[97],{"categories":3692},[97],{"categories":3694},[97],{"categories":3696},[47],{"categories":3698},[47],{"categories":3700},[97],{"categories":3702},[],{"categories":3704},[92],{"categories":3706},[47],{"categories":3708},[92],{"categories":3710},[97],{"categories":3712},[],{"categories":3714},[109],{"categories":3716},[47],{"categories":3718},[47],{"categories":3720},[87],{"categories":3722},[131],{"categories":3724},[243],{"categories":3726},[120],{"categories":3728},[97],{"categories":3730},[97],{"categories":3732},[47],{"categories":3734},[97],{"categories":3736},[47],{"categories":3738},[87],{"categories":3740},[],{"categories":3742},[47],{"categories":3744},[47],{"categories":3746},[47],{"categories":3748},[97],{"categories":3750},[47],{"categories":3752},[],{"categories":3754},[],{"categories":3756},[177],{"categories":3758},[97],{"categories":3760},[47,92],{"categories":3762},[97],{"categories":3764},[47],{"categories":3766},[],{"categories":3768},[87],{"categories":3770},[134],{"categories":3772},[92],{"categories":3774},[47],{"categories":3776},[109],{"categories":3778},[47],{"categories":3780},[47],{"categories":3782},[97],{"categories":3784},[47],{"categories":3786},[47],{"categories":3788},[47],{"categories":3790},[131],{"categories":3792},[1140],{"categories":3794},[97],{"categories":3796},[47],{"categories":3798},[],{"categories":3800},[],{"categories":3802},[47],{"categories":3804},[97],{"categories":3806},[47],{"categories":3808},[47],{"categories":3810},[243],{"categories":3812},[],{"categories":3814},[47],{"categories":3816},[97],{"categories":3818},[120],{"categories":3820},[97],{"categories":3822},[414],{"categories":3824},[],{"categories":3826},[358],{"categories":3828},[97],{"categories":3830},[47],{"categories":3832},[206],{"categories":3834},[97],{"categories":3836},[47],{"categories":3838},[134],{"categories":3840},[100],{"categories":3842},[97],{"categories":3844},[47],{"categories":3846},[414],{"categories":3848},[47],{"categories":3850},[243],{"categories":3852},[],{"categories":3854},[47],{"categories":3856},[206],{"categories":3858},[177],{"categories":3860},[47],{"categories":3862},[47],{"categories":3864},[47],{"categories":3866},[],{"categories":3868},[206],{"categories":3870},[131],{"categories":3872},[47],{"categories":3874},[47],{"categories":3876},[47],{"categories":3878},[505],{"categories":3880},[87],{"categories":3882},[47],{"categories":3884},[47],{"categories":3886},[],{"categories":3888},[],{"categories":3890},[177],{"categories":3892},[47],{"categories":3894},[134],{"categories":3896},[206],{"categories":3898},[97],{"categories":3900},[47],{"categories":3902},[47],{"categories":3904},[206],{"categories":3906},[131],{"categories":3908},[],{"categories":3910},[47],{"categories":3912},[47],{"categories":3914},[],{"categories":3916},[47],{"categories":3918},[47],{"categories":3920},[530],{"categories":3922},[47],{"categories":3924},[47],{"categories":3926},[97],{"categories":3928},[109],{"categories":3930},[414],{"categories":3932},[47],{"categories":3934},[47],{"categories":3936},[47],{"categories":3938},[],{"categories":3940},[47,109],{"categories":3942},[131],{"categories":3944},[97],{"categories":3946},[109],{"categories":3948},[97],{"categories":3950},[841],{"categories":3952},[109],{"categories":3954},[97],{"categories":3956},[47],{"categories":3958},[87],{"categories":3960},[],{"categories":3962},[],{"categories":3964},[97],{"categories":3966},[47],{"categories":3968},[109],{"categories":3970},[47],{"categories":3972},[87],{"categories":3974},[109],{"categories":3976},[109],{"categories":3978},[47],{"categories":3980},[206],{"categories":3982},[47],{"categories":3984},[109],{"categories":3986},[47],{"categories":3988},[],{"categories":3990},[47],{"categories":3992},[177,47],{"categories":3994},[243],{"categories":3996},[87],{"categories":3998},[47],{"categories":4000},[],{"categories":4002},[47],{"categories":4004},[47],{"categories":4006},[92],{"categories":4008},[47],{"categories":4010},[92],{"categories":4012},[47],{"categories":4014},[47],{"categories":4016},[335],{"categories":4018},[47],{"categories":4020},[92],{"categories":4022},[109],{"categories":4024},[134],{"categories":4026},[97],{"categories":4028},[109],{"categories":4030},[47],{"categories":4032},[47],{"categories":4034},[131],{"categories":4036},[206],{"categories":4038},[177],{"categories":4040},[47],{"categories":4042},[47],{"categories":4044},[47],{"categories":4046},[47],{"categories":4048},[87],{"categories":4050},[47],{"categories":4052},[97],{"categories":4054},[97],{"categories":4056},[109],{"categories":4058},[131],{"categories":4060},[109],{"categories":4062},[109],{"categories":4064},[47],{"categories":4066},[47],{"categories":4068},[],{"categories":4070},[],{"categories":4072},[134],{"categories":4074},[47],{"categories":4076},[109],{"categories":4078},[47],{"categories":4080},[177],{"categories":4082},[414],{"categories":4084},[358],{"categories":4086},[335],{"categories":4088},[47],{"categories":4090},[47],{"categories":4092},[47],{"categories":4094},[134],{"categories":4096},[47],{"categories":4098},[47],{"categories":4100},[47],{"categories":4102},[47],{"categories":4104},[47],{"categories":4106},[47],{"categories":4108},[97],{"categories":4110},[87],{"categories":4112},[97],{"categories":4114},[47,92],{"categories":4116},[],{"categories":4118},[177],{"categories":4120},[],{"categories":4122},[100],{"categories":4124},[47],{"categories":4126},[131],{"categories":4128},[87],{"categories":4130},[47],{"categories":4132},[87],{"categories":4134},[97],{"categories":4136},[134],{"categories":4138},[97],{"categories":4140},[97],{"categories":4142},[47],{"categories":4144},[47],{"categories":4146},[92],{"categories":4148},[97],{"categories":4150},[109],{"categories":4152},[206],{"categories":4154},[47],{"categories":4156},[],{"categories":4158},[131],{"categories":4160},[47],{"categories":4162},[47],{"categories":4164},[47],{"categories":4166},[47],{"categories":4168},[47],{"categories":4170},[47],{"categories":4172},[109],{"categories":4174},[131],{"categories":4176},[109],{"categories":4178},[109],{"categories":4180},[47],{"categories":4182},[47],{"categories":4184},[47],{"categories":4186},[358],{"categories":4188},[47],{"categories":4190},[97],{"categories":4192},[131],{"categories":4194},[47],{"categories":4196},[47],{"categories":4198},[47],{"categories":4200},[97],{"categories":4202},[47],{"categories":4204},[47],{"categories":4206},[47],{"categories":4208},[2909],{"categories":4210},[4211],"Clinical AI",{"categories":4213},[177],{"categories":4215},[47],{"categories":4217},[47],{"categories":4219},[47],{"categories":4221},[243],{"categories":4223},[2308],{"categories":4225},[47],{"categories":4227},[100],{"categories":4229},[47],{"categories":4231},[97],{"categories":4233},[47],{"categories":4235},[47],{"categories":4237},[131],{"categories":4239},[47],{"categories":4241},[97],{"categories":4243},[109],{"categories":4245},[206],{"categories":4247},[47],{"categories":4249},[47],{"categories":4251},[92],{"categories":4253},[47],{"categories":4255},[47],{"categories":4257},[469],{"categories":4259},[47],{"categories":4261},[],{"categories":4263},[47],{"categories":4265},[109],{"categories":4267},[87],{"categories":4269},[47],{"categories":4271},[],{"categories":4273},[],{"categories":4275},[47],{"categories":4277},[],{"categories":4279},[92],{"categories":4281},[47],{"categories":4283},[47],{"categories":4285},[97],{"categories":4287},[131],{"categories":4289},[131],{"categories":4291},[131],{"categories":4293},[131],{"categories":4295},[],{"categories":4297},[87],{"categories":4299},[97],{"categories":4301},[131],{"categories":4303},[47],{"categories":4305},[530],{"categories":4307},[100],{"categories":4309},[47],{"categories":4311},[87],{"categories":4313},[47],{"categories":4315},[97],{"categories":4317},[47],{"categories":4319},[47],{"categories":4321},[47,97],{"categories":4323},[97],{"categories":4325},[243],{"categories":4327},[131],{"categories":4329},[97],{"categories":4331},[131],{"categories":4333},[97],{"categories":4335},[47],{"categories":4337},[],{"categories":4339},[131],{"categories":4341},[206],{"categories":4343},[87],{"categories":4345},[47],{"categories":4347},[47],{"categories":4349},[],{"categories":4351},[109],{"categories":4353},[],{"categories":4355},[87],{"categories":4357},[97],{"categories":4359},[131],{"categories":4361},[47],{"categories":4363},[131],{"categories":4365},[87],{"categories":4367},[131],{"categories":4369},[131],{"categories":4371},[],{"categories":4373},[92],{"categories":4375},[97],{"categories":4377},[131],{"categories":4379},[131],{"categories":4381},[131],{"categories":4383},[131],{"categories":4385},[131],{"categories":4387},[131],{"categories":4389},[131],{"categories":4391},[131],{"categories":4393},[131],{"categories":4395},[131],{"categories":4397},[134],{"categories":4399},[87],{"categories":4401},[47],{"categories":4403},[47],{"categories":4405},[97],{"categories":4407},[97],{"categories":4409},[],{"categories":4411},[47],{"categories":4413},[47,87],{"categories":4415},[],{"categories":4417},[97],{"categories":4419},[47],{"categories":4421},[131],{"categories":4423},[97],{"categories":4425},[841],{"categories":4427},[47],{"categories":4429},[47],{"categories":4431},[47],{"categories":4433},[47],{"categories":4435},[47],{"categories":4437},[335],{"categories":4439},[47],{"categories":4441},[47],{"categories":4443},[97],{"categories":4445},[47],{"categories":4447},[92],{"categories":4449},[100],{"categories":4451},[97],{"categories":4453},[97],{"categories":4455},[],{"categories":4457},[97],{"categories":4459},[177],{"categories":4461},[131],{"categories":4463},[47],{"categories":4465},[],{"categories":4467},[100],{"categories":4469},[],{"categories":4471},[109],{"categories":4473},[97],{"categories":4475},[177],{"categories":4477},[47],{"categories":4479},[],{"categories":4481},[47],{"categories":4483},[],{"categories":4485},[206],{"categories":4487},[47],{"categories":4489},[],{"categories":4491},[],{"categories":4493},[131],{"categories":4495},[87],{"categories":4497},[47],{"categories":4499},[47],{"categories":4501},[92],{"categories":4503},[47],{"categories":4505},[47],{"categories":4507},[47],{"categories":4509},[92],{"categories":4511},[92],{"categories":4513},[177],{"categories":4515},[],{"categories":4517},[47],{"categories":4519},[131],{"categories":4521},[],{"categories":4523},[47],{"categories":4525},[47],{"categories":4527},[177],{"categories":4529},[47],{"categories":4531},[206],{"categories":4533},[47],{"categories":4535},[243],{"categories":4537},[],{"categories":4539},[97],{"categories":4541},[206],{"categories":4543},[109],{"categories":4545},[],{"categories":4547},[47],{"categories":4549},[],{"categories":4551},[97],{"categories":4553},[177],{"categories":4555},[109],{"categories":4557},[],{"categories":4559},[2909],{"categories":4561},[92],{"categories":4563},[87],{"categories":4565},[47],{"categories":4567},[134],{"categories":4569},[97],{"categories":4571},[177],{"categories":4573},[109],{"categories":4575},[],{"categories":4577},[],{"categories":4579},[47],{"categories":4581},[87],{"categories":4583},[47],{"categories":4585},[206],{"categories":4587},[],{"categories":4589},[97],{"categories":4591},[97],{"categories":4593},[47],{"categories":4595},[97],{"categories":4597},[47],{"categories":4599},[131],{"categories":4601},[109],{"categories":4603},[47],{"categories":4605},[97],{"categories":4607},[100],{"categories":4609},[47],{"categories":4611},[47],{"categories":4613},[97],{"categories":4615},[47],{"categories":4617},[100],{"categories":4619},[206],{"categories":4621},[131],{"categories":4623},[],{"categories":4625},[206],{"categories":4627},[47],{"categories":4629},[],{"categories":4631},[109],{"categories":4633},[97],{"categories":4635},[],{"categories":4637},[47],{"categories":4639},[47],{"categories":4641},[47],{"categories":4643},[47],{"categories":4645},[47],{"categories":4647},[97],{"categories":4649},[92],{"categories":4651},[87],{"categories":4653},[47],{"categories":4655},[177],{"categories":4657},[109],{"categories":4659},[109],{"categories":4661},[47],{"categories":4663},[134],{"categories":4665},[97],{"categories":4667},[47],{"categories":4669},[47],{"categories":4671},[97],{"categories":4673},[47],{"categories":4675},[92],{"categories":4677},[177],{"categories":4679},[109],{"categories":4681},[97],{"categories":4683},[47],{"categories":4685},[100],{"categories":4687},[47],{"categories":4689},[97],{"categories":4691},[47],{"categories":4693},[47],{"categories":4695},[131],{"categories":4697},[47],{"categories":4699},[],{"categories":4701},[87],{"categories":4703},[47],{"categories":4705},[47],{"categories":4707},[47],{"categories":4709},[109],{"categories":4711},[109],{"categories":4713},[47],{"categories":4715},[109],{"categories":4717},[47],{"categories":4719},[97],{"categories":4721},[47],{"categories":4723},[47],{"categories":4725},[47],{"categories":4727},[47],{"categories":4729},[47],{"categories":4731},[],{"categories":4733},[47],{"categories":4735},[177],{"categories":4737},[92],{"categories":4739},[131],{"categories":4741},[47],{"categories":4743},[97],{"categories":4745},[47],{"categories":4747},[97],{"categories":4749},[47],{"categories":4751},[47],{"categories":4753},[177],{"categories":4755},[97],{"categories":4757},[47],{"categories":4759},[206],{"categories":4761},[47],{"categories":4763},[134],{"categories":4765},[47],{"categories":4767},[47],{"categories":4769},[131],{"categories":4771},[47],{"categories":4773},[47],{"categories":4775},[47],{"categories":4777},[47],{"categories":4779},[97],{"categories":4781},[243],{"categories":4783},[47],{"categories":4785},[109],{"categories":4787},[97],{"categories":4789},[134],{"categories":4791},[],{"categories":4793},[97],{"categories":4795},[109],{"categories":4797},[47],{"categories":4799},[47],{"categories":4801},[2154],{"categories":4803},[177],{"categories":4805},[272],{"categories":4807},[47],{"categories":4809},[47],{"categories":4811},[47],{"categories":4813},[47],{"categories":4815},[87],{"categories":4817},[47],{"categories":4819},[47],{"categories":4821},[109],{"categories":4823},[92],{"categories":4825},[109],{"categories":4827},[47],{"categories":4829},[],{"categories":4831},[97],{"categories":4833},[97],{"categories":4835},[47],{"categories":4837},[47],{"categories":4839},[134],{"categories":4841},[],{"categories":4843},[131],{"categories":4845},[],{"categories":4847},[131],{"categories":4849},[47],{"categories":4851},[47],{"categories":4853},[97],{"categories":4855},[47],{"categories":4857},[97],{"categories":4859},[97],{"categories":4861},[],{"categories":4863},[131],{"categories":4865},[47],{"categories":4867},[],{"categories":4869},[47],{"categories":4871},[47],{"categories":4873},[],{"categories":4875},[47],{"categories":4877},[177],{"categories":4879},[109],{"categories":4881},[97],{"categories":4883},[47],{"categories":4885},[47],{"categories":4887},[47],{"categories":4889},[206],{"categories":4891},[47],{"categories":4893},[47],{"categories":4895},[47],{"categories":4897},[87],{"categories":4899},[47],{"categories":4901},[47],{"categories":4903},[],{"categories":4905},[47],{"categories":4907},[47],{"categories":4909},[],{"categories":4911},[87],{"categories":4913},[47],{"categories":4915},[131],{"categories":4917},[109],{"categories":4919},[100],{"categories":4921},[414],{"categories":4923},[47],{"categories":4925},[47],{"categories":4927},[47],{"categories":4929},[109],{"categories":4931},[131],{"categories":4933},[177],{"categories":4935},[47],{"categories":4937},[47],{"categories":4939},[47],{"categories":4941},[47],{"categories":4943},[131],{"categories":4945},[177],{"categories":4947},[47],{"categories":4949},[47],{"categories":4951},[131],{"categories":4953},[177],{"categories":4955},[47],{"categories":4957},[131],{"categories":4959},[47],{"categories":4961},[97],{"categories":4963},[97],{"categories":4965},[97],{"categories":4967},[109],{"categories":4969},[131],{"categories":4971},[97],{"categories":4973},[97],{"categories":4975},[47],{"categories":4977},[109],{"categories":4979},[177],{"categories":4981},[47],{"categories":4983},[47],{"categories":4985},[47],{"categories":4987},[],{"categories":4989},[97],{"categories":4991},[],{"categories":4993},[47],{"categories":4995},[47],{"categories":4997},[],{"categories":4999},[],{"categories":5001},[97],{"categories":5003},[92],{"categories":5005},[97],{"categories":5007},[5008],"Liability & Ethics",{"categories":5010},[47],{"categories":5012},[47],{"categories":5014},[97],{"categories":5016},[87],{"categories":5018},[97],{"categories":5020},[92],{"categories":5022},[206],{"categories":5024},[97],{"categories":5026},[47],{"categories":5028},[47],{"categories":5030},[],{"categories":5032},[505],{"categories":5034},[97],{"categories":5036},[],{"categories":5038},[47],{"categories":5040},[87],{"categories":5042},[97],{"categories":5044},[],{"categories":5046},[97],{"categories":5048},[47],{"categories":5050},[47],{"categories":5052},[109],{"categories":5054},[47],{"categories":5056},[131],{"categories":5058},[47],{"categories":5060},[47],{"categories":5062},[97],{"categories":5064},[47],{"categories":5066},[47],{"categories":5068},[47],{"categories":5070},[131],{"categories":5072},[97],{"categories":5074},[109],{"categories":5076},[177],{"categories":5078},[87],{"categories":5080},[47],{"categories":5082},[47],{"categories":5084},[],{"categories":5086},[97],{"categories":5088},[97],{"categories":5090},[97],{"categories":5092},[414],{"categories":5094},[177],{"categories":5096},[97],{"categories":5098},[243],{"categories":5100},[109],{"categories":5102},[131],{"categories":5104},[47],{"categories":5106},[177],{"categories":5108},[47],{"categories":5110},[87],{"categories":5112},[],{"categories":5114},[97],{"categories":5116},[47],{"categories":5118},[47],{"categories":5120},[47],{"categories":5122},[97],{"categories":5124},[47],{"categories":5126},[177],{"categories":5128},[],{"categories":5130},[97],{"categories":5132},[100],{"categories":5134},[131],{"categories":5136},[97],{"categories":5138},[92],{"categories":5140},[],{"categories":5142},[47],{"categories":5144},[47],{"categories":5146},[100],{"categories":5148},[47],{"categories":5150},[97],{"categories":5152},[131],{"categories":5154},[87],{"categories":5156},[243],{"categories":5158},[47],{"categories":5160},[47],{"categories":5162},[47],{"categories":5164},[131],{"categories":5166},[92],{"categories":5168},[47],{"categories":5170},[177],{"categories":5172},[131],{"categories":5174},[243],{"categories":5176},[47],{"categories":5178},[97],{"categories":5180},[],{"categories":5182},[469],{"categories":5184},[],{"categories":5186},[47],{"categories":5188},[243],{"categories":5190},[47],{"categories":5192},[134],{"categories":5194},[97],{"categories":5196},[97],{"categories":5198},[5199],"Design News & Tools",{"categories":5201},[47],{"categories":5203},[131],{"categories":5205},[47],{"categories":5207},[47],{"categories":5209},[87],{"categories":5211},[47],{"categories":5213},[177],{"categories":5215},[97],{"categories":5217},[97],{"categories":5219},[177],{"categories":5221},[47],{"categories":5223},[414],{"categories":5225},[97],{"categories":5227},[47],{"categories":5229},[47],{"categories":5231},[414],{"categories":5233},[47],{"categories":5235},[206],{"categories":5237},[47],{"categories":5239},[97],{"categories":5241},[],{"categories":5243},[47],{"categories":5245},[47],{"categories":5247},[47],{"categories":5249},[131],{"categories":5251},[87],{"categories":5253},[],{"categories":5255},[47],{"categories":5257},[47],{"categories":5259},[47],{"categories":5261},[109],{"categories":5263},[530],{"categories":5265},[109],{"categories":5267},[177],{"categories":5269},[47],{"categories":5271},[47,97],{"categories":5273},[206,92],{"categories":5275},[109],{"categories":5277},[47],{"categories":5279},[47],{"categories":5281},[47],{"categories":5283},[47],{"categories":5285},[],{"categories":5287},[97],{"categories":5289},[47],{"categories":5291},[],{"categories":5293},[47],{"categories":5295},[109],{"categories":5297},[47],{"categories":5299},[109],{"categories":5301},[],{"categories":5303},[97],{"categories":5305},[47],{"categories":5307},[92],{"categories":5309},[47],{"categories":5311},[131],{"categories":5313},[47],{"categories":5315},[],{"categories":5317},[97],{"categories":5319},[47],{"categories":5321},[],{"categories":5323},[177],{"categories":5325},[47],{"categories":5327},[47],{"categories":5329},[97],{"categories":5331},[47],{"categories":5333},[47],{"categories":5335},[87],{"categories":5337},[97],{"categories":5339},[47],{"categories":5341},[],{"categories":5343},[243],{"categories":5345},[206],{"categories":5347},[92],{"categories":5349},[92],{"categories":5351},[47],{"categories":5353},[87],{"categories":5355},[87],{"categories":5357},[47],{"categories":5359},[97],{"categories":5361},[47],{"categories":5363},[47],{"categories":5365},[47],{"categories":5367},[47],{"categories":5369},[109],{"categories":5371},[47],{"categories":5373},[87],{"categories":5375},[47],{"categories":5377},[97],{"categories":5379},[47],{"categories":5381},[206],{"categories":5383},[47],{"categories":5385},[131],{"categories":5387},[47],{"categories":5389},[47],{"categories":5391},[97],{"categories":5393},[47],{"categories":5395},[97],{"categories":5397},[],{"categories":5399},[109],{"categories":5401},[],{"categories":5403},[109],{"categories":5405},[97],{"categories":5407},[87],{"categories":5409},[],{"categories":5411},[134],{"categories":5413},[243],{"categories":5415},[47],{"categories":5417},[109],{"categories":5419},[47],{"categories":5421},[],{"categories":5423},[131],{"categories":5425},[97],{"categories":5427},[109],{"categories":5429},[177],{"categories":5431},[47],{"categories":5433},[47],{"categories":5435},[97],{"categories":5437},[109],{"categories":5439},[97],{"categories":5441},[131],{"categories":5443},[47],{"categories":5445},[100],{"categories":5447},[87],{"categories":5449},[100],{"categories":5451},[131],{"categories":5453},[47],{"categories":5455},[109],{"categories":5457},[47],{"categories":5459},[177],{"categories":5461},[92],{"categories":5463},[47],{"categories":5465},[47],{"categories":5467},[47],{"categories":5469},[47],{"categories":5471},[47],{"categories":5473},[47],{"categories":5475},[97],{"categories":5477},[47],{"categories":5479},[97],{"categories":5481},[47],{"categories":5483},[47],{"categories":5485},[87],{"categories":5487},[47],{"categories":5489},[97],{"categories":5491},[97],{"categories":5493},[177],{"categories":5495},[97],{"categories":5497},[97],{"categories":5499},[87],{"categories":5501},[97],{"categories":5503},[177],{"categories":5505},[],{"categories":5507},[47],{"categories":5509},[134],{"categories":5511},[414],{"categories":5513},[47],{"categories":5515},[47],{"categories":5517},[47],{"categories":5519},[109],{"categories":5521},[47],{"categories":5523},[],{"categories":5525},[47],{"categories":5527},[97],{"categories":5529},[47],{"categories":5531},[206],{"categories":5533},[47],{"categories":5535},[131],{"categories":5537},[97],{"categories":5539},[47],{"categories":5541},[206],{"categories":5543},[97],{"categories":5545},[92],{"categories":5547},[92],{"categories":5549},[47],{"categories":5551},[47],{"categories":5553},[47],{"categories":5555},[47],{"categories":5557},[47],{"categories":5559},[87],{"categories":5561},[],{"categories":5563},[47],{"categories":5565},[47],{"categories":5567},[97],{"categories":5569},[97],{"categories":5571},[47],{"categories":5573},[47],{"categories":5575},[47],{"categories":5577},[109],{"categories":5579},[],{"categories":5581},[87],{"categories":5583},[47],{"categories":5585},[47],{"categories":5587},[97],{"categories":5589},[97],{"categories":5591},[],{"categories":5593},[109],{"categories":5595},[109],{"categories":5597},[47],{"categories":5599},[206],{"categories":5601},[92],{"categories":5603},[177],{"categories":5605},[],{"categories":5607},[47],{"categories":5609},[97],{"categories":5611},[87],{"categories":5613},[47],{"categories":5615},[47],{"categories":5617},[109],{"categories":5619},[87],{"categories":5621},[47],{"categories":5623},[47],{"categories":5625},[131],{"categories":5627},[134],{"categories":5629},[131],{"categories":5631},[97],{"categories":5633},[47],{"categories":5635},[],{"categories":5637},[131],{"categories":5639},[97],{"categories":5641},[177],{"categories":5643},[134],{"categories":5645},[47],{"categories":5647},[47],{"categories":5649},[],{"categories":5651},[97],{"categories":5653},[97],{"categories":5655},[97],{"categories":5657},[2909],{"categories":5659},[131],{"categories":5661},[47],{"categories":5663},[109],{"categories":5665},[47],{"categories":5667},[47],{"categories":5669},[47],{"categories":5671},[47],{"categories":5673},[92],{"categories":5675},[47],{"categories":5677},[87],{"categories":5679},[1670],{"categories":5681},[243],{"categories":5683},[87],{"categories":5685},[],{"categories":5687},[47],{"categories":5689},[],{"categories":5691},[131],{"categories":5693},[97],{"categories":5695},[177],{"categories":5697},[47],{"categories":5699},[47],{"categories":5701},[131],{"categories":5703},[],{"categories":5705},[97],{"categories":5707},[97],{"categories":5709},[97],{"categories":5711},[],{"categories":5713},[47],{"categories":5715},[],{"categories":5717},[131],{"categories":5719},[87],{"categories":5721},[177],{"categories":5723},[47],{"categories":5725},[97],{"categories":5727},[131],{"categories":5729},[47],{"categories":5731},[131],{"categories":5733},[],{"categories":5735},[131],{"categories":5737},[87],{"categories":5739},[414],{"categories":5741},[97],{"categories":5743},[47],{"categories":5745},[],{"categories":5747},[109],{"categories":5749},[97],{"categories":5751},[100],{"categories":5753},[97],{"categories":5755},[87],{"categories":5757},[],{"categories":5759},[],{"categories":5761},[],{"categories":5763},[177],{"categories":5765},[97],{"categories":5767},[47],{"categories":5769},[47],{"categories":5771},[],{"categories":5773},[],{"categories":5775},[],{"categories":5777},[47],{"categories":5779},[177],{"categories":5781},[47],{"categories":5783},[],{"categories":5785},[97],{"categories":5787},[47],{"categories":5789},[47],{"categories":5791},[87],{"categories":5793},[],{"categories":5795},[],{"categories":5797},[47],{"categories":5799},[177],{"categories":5801},[47],{"categories":5803},[131],{"categories":5805},[],{"categories":5807},[47],{"categories":5809},[206],{"categories":5811},[131],{"categories":5813},[206],{"categories":5815},[134],{"categories":5817},[47],{"categories":5819},[47],{"categories":5821},[],{"categories":5823},[],{"categories":5825},[97],{"categories":5827},[],{"categories":5829},[47],{"categories":5831},[414],{"categories":5833},[47],{"categories":5835},[47],{"categories":5837},[47],{"categories":5839},[47],{"categories":5841},[],{"categories":5843},[97],{"categories":5845},[47],{"categories":5847},[47],{"categories":5849},[],{"categories":5851},[97],{"categories":5853},[47],{"categories":5855},[131],{"categories":5857},[47],{"categories":5859},[206],{"categories":5861},[92],{"categories":5863},[47],{"categories":5865},[47],{"categories":5867},[97],{"categories":5869},[134],{"categories":5871},[97],{"categories":5873},[97],{"categories":5875},[],{"categories":5877},[97],{"categories":5879},[],{"categories":5881},[47],{"categories":5883},[],{"categories":5885},[131],{"categories":5887},[92],{"categories":5889},[],{"categories":5891},[47],{"categories":5893},[47],{"categories":5895},[],{"categories":5897},[177],{"categories":5899},[87],{"categories":5901},[],{"categories":5903},[92],{"categories":5905},[206],{"categories":5907},[47],{"categories":5909},[109],{"categories":5911},[87],{"categories":5913},[134],{"categories":5915},[92],{"categories":5917},[109],{"categories":5919},[97],{"categories":5921},[109],{"categories":5923},[],{"categories":5925},[47],{"categories":5927},[100],{"categories":5929},[47],{"categories":5931},[],{"categories":5933},[97],{"categories":5935},[87],{"categories":5937},[177],{"categories":5939},[47],{"categories":5941},[87],{"categories":5943},[97],{"categories":5945},[243],{"categories":5947},[47],{"categories":5949},[47],{"categories":5951},[47],{"categories":5953},[87],{"categories":5955},[134],{"categories":5957},[97],{"categories":5959},[],{"categories":5961},[47],{"categories":5963},[47],{"categories":5965},[47],{"categories":5967},[109],{"categories":5969},[97],{"categories":5971},[131],{"categories":5973},[109],{"categories":5975},[47],{"categories":5977},[100],{"categories":5979},[],{"categories":5981},[177],{"categories":5983},[109],{"categories":5985},[131],{"categories":5987},[87],{"categories":5989},[97],{"categories":5991},[47],{"categories":5993},[47],{"categories":5995},[97],{"categories":5997},[100],{"categories":5999},[47],{"categories":6001},[97],{"categories":6003},[47],{"categories":6005},[92],{"categories":6007},[97],{"categories":6009},[97,243],{"categories":6011},[47],{"categories":6013},[47],{"categories":6015},[97],{"categories":6017},[109],{"categories":6019},[47],{"categories":6021},[47],{"categories":6023},[134],{"categories":6025},[97],{"categories":6027},[206],{"categories":6029},[97],{"categories":6031},[92],{"categories":6033},[],{"categories":6035},[97],{"categories":6037},[47],{"categories":6039},[92],{"categories":6041},[],{"categories":6043},[],{"categories":6045},[109],{"categories":6047},[47],{"categories":6049},[47],{"categories":6051},[97],{"categories":6053},[134],{"categories":6055},[206],{"categories":6057},[47],{"categories":6059},[47],{"categories":6061},[97],{"categories":6063},[],{"categories":6065},[97],{"categories":6067},[131],{"categories":6069},[97],{"categories":6071},[47],{"categories":6073},[],{"categories":6075},[131],{"categories":6077},[109],{"categories":6079},[2909],{"categories":6081},[87],{"categories":6083},[109],{"categories":6085},[47],{"categories":6087},[97],{"categories":6089},[47],{"categories":6091},[47],{"categories":6093},[206],{"categories":6095},[109],{"categories":6097},[],{"categories":6099},[131],{"categories":6101},[47],{"categories":6103},[],{"categories":6105},[97],{"categories":6107},[47],{"categories":6109},[47],{"categories":6111},[47],{"categories":6113},[47],{"categories":6115},[97],{"categories":6117},[47],{"categories":6119},[47],{"categories":6121},[100],{"categories":6123},[47],{"categories":6125},[97],{"categories":6127},[47],{"categories":6129},[47],{"categories":6131},[47],{"categories":6133},[47],{"categories":6135},[47],{"categories":6137},[47],{"categories":6139},[47],{"categories":6141},[92],{"categories":6143},[],{"categories":6145},[100],{"categories":6147},[131],{"categories":6149},[97],{"categories":6151},[47],{"categories":6153},[109],{"categories":6155},[],{"categories":6157},[109],{"categories":6159},[109],{"categories":6161},[97],{"categories":6163},[109],{"categories":6165},[47],{"categories":6167},[47],{"categories":6169},[47],{"categories":6171},[97],{"categories":6173},[109],{"categories":6175},[47],{"categories":6177},[47],{"categories":6179},[47],{"categories":6181},[97],{"categories":6183},[131],{"categories":6185},[47],{"categories":6187},[47],{"categories":6189},[47],{"categories":6191},[92],{"categories":6193},[47],{"categories":6195},[97],{"categories":6197},[177],{"categories":6199},[],{"categories":6201},[47],{"categories":6203},[134],{"categories":6205},[97],{"categories":6207},[47],{"categories":6209},[47],{"categories":6211},[],{"categories":6213},[47],{"categories":6215},[47],{"categories":6217},[131],{"categories":6219},[47],{"categories":6221},[47],{"categories":6223},[97],{"categories":6225},[206],{"categories":6227},[],{"categories":6229},[],{"categories":6231},[109],{"categories":6233},[47],{"categories":6235},[131],{"categories":6237},[47],{"categories":6239},[109],{"categories":6241},[131],{"categories":6243},[47],{"categories":6245},[206],{"categories":6247},[134],{"categories":6249},[47],{"categories":6251},[47],{"categories":6253},[87],{"categories":6255},[97],{"categories":6257},[47],{"categories":6259},[47],{"categories":6261},[97],{"categories":6263},[97],{"categories":6265},[47],{"categories":6267},[92],{"categories":6269},[],{"categories":6271},[134],{"categories":6273},[47],{"categories":6275},[],{"categories":6277},[131],{"categories":6279},[47],{"categories":6281},[134],{"categories":6283},[47],{"categories":6285},[109],{"categories":6287},[109],{"categories":6289},[109],{"categories":6291},[97],{"categories":6293},[97],{"categories":6295},[47],{"categories":6297},[97],{"categories":6299},[47],{"categories":6301},[47],{"categories":6303},[177],{"categories":6305},[134],{"categories":6307},[134],{"categories":6309},[],{"categories":6311},[131],{"categories":6313},[47],{"categories":6315},[47],{"categories":6317},[109],{"categories":6319},[],{"categories":6321},[131],{"categories":6323},[131],{"categories":6325},[131],{"categories":6327},[],{"categories":6329},[97],{"categories":6331},[47],{"categories":6333},[],{"categories":6335},[87],{"categories":6337},[92],{"categories":6339},[],{"categories":6341},[47],{"categories":6343},[47],{"categories":6345},[],{"categories":6347},[109],{"categories":6349},[],{"categories":6351},[],{"categories":6353},[],{"categories":6355},[],{"categories":6357},[47],{"categories":6359},[131],{"categories":6361},[],{"categories":6363},[],{"categories":6365},[47],{"categories":6367},[47],{"categories":6369},[47],{"categories":6371},[134],{"categories":6373},[47],{"categories":6375},[134],{"categories":6377},[],{"categories":6379},[134],{"categories":6381},[134],{"categories":6383},[243],{"categories":6385},[97],{"categories":6387},[109],{"categories":6389},[],{"categories":6391},[],{"categories":6393},[134],{"categories":6395},[109],{"categories":6397},[109],{"categories":6399},[109],{"categories":6401},[],{"categories":6403},[87],{"categories":6405},[109],{"categories":6407},[109],{"categories":6409},[87],{"categories":6411},[109],{"categories":6413},[92],{"categories":6415},[109],{"categories":6417},[109],{"categories":6419},[109],{"categories":6421},[134],{"categories":6423},[131],{"categories":6425},[131],{"categories":6427},[47],{"categories":6429},[109],{"categories":6431},[134],{"categories":6433},[243],{"categories":6435},[134],{"categories":6437},[134],{"categories":6439},[134],{"categories":6441},[],{"categories":6443},[92],{"categories":6445},[],{"categories":6447},[243],{"categories":6449},[109],{"categories":6451},[109],{"categories":6453},[109],{"categories":6455},[97],{"categories":6457},[131,92],{"categories":6459},[134],{"categories":6461},[],{"categories":6463},[],{"categories":6465},[134],{"categories":6467},[],{"categories":6469},[134],{"categories":6471},[131],{"categories":6473},[97],{"categories":6475},[],{"categories":6477},[109],{"categories":6479},[47],{"categories":6481},[177],{"categories":6483},[],{"categories":6485},[47],{"categories":6487},[],{"categories":6489},[131],{"categories":6491},[87],{"categories":6493},[134],{"categories":6495},[],{"categories":6497},[109],{"categories":6499},[131],[6501,6559,6678,6751],{"id":6502,"title":6503,"ai":6504,"body":6509,"categories":6540,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":6541,"navigation":65,"path":6546,"published_at":6547,"question":48,"scraped_at":6547,"seo":6548,"sitemap":6549,"source_id":6550,"source_name":71,"source_type":72,"source_url":6551,"stem":6552,"tags":6553,"thumbnail_url":48,"tldr":6556,"tweet":48,"unknown_tags":6557,"__hash__":6558},"summaries\u002Fsummaries\u002Fbf9205c08f692fa2-synchronizing-beliefs-via-second-order-theory-of-m-summary.md","Synchronizing Beliefs via Second-Order Theory-of-Mind",{"provider":7,"model":8,"input_tokens":6505,"output_tokens":6506,"processing_time_ms":6507,"cost_usd":6508},4013,441,3487,0.00166475,{"type":14,"value":6510,"toc":6536},[6511,6515,6523,6526,6530,6533],[17,6512,6514],{"id":6513},"the-role-of-second-order-theory-of-mind-in-collaboration","The Role of Second-Order Theory-of-Mind in Collaboration",[22,6516,6517,6518,6522],{},"Effective human-autonomy collaboration often fails not because of a lack of technical capability, but because of a mismatch in mental models. The authors argue that for an autonomous agent to be a truly effective teammate, it must possess 'second-order Theory-of-Mind' (ToM). While first-order ToM involves an agent modeling what a human believes about the world, second-order ToM requires the agent to model what the human believes ",[6519,6520,6521],"em",{},"about the agent itself",".",[22,6524,6525],{},"By maintaining this recursive belief structure, the agent can anticipate when a human teammate has an incorrect perception of the agent’s current state, intentions, or capabilities. This allows the agent to proactively correct these misconceptions before they lead to task failure or safety incidents.",[17,6527,6529],{"id":6528},"synchronizing-beliefs-to-improve-team-performance","Synchronizing Beliefs to Improve Team Performance",[22,6531,6532],{},"The core contribution of the framework is a mechanism for belief synchronization. The agent continuously evaluates the discrepancy between the human’s inferred belief about the agent and the agent’s actual internal state. When this discrepancy exceeds a specific threshold, the agent triggers a communication or action designed to realign the human's mental model.",[22,6534,6535],{},"This approach shifts the burden of communication from the human to the agent. Instead of the human having to constantly query the agent's status, the agent acts as an active participant in maintaining shared situational awareness. The authors demonstrate that this recursive modeling significantly reduces the cognitive load on human teammates and improves the overall efficiency of the human-autonomy team in complex, dynamic environments where information asymmetry is common.",{"title":40,"searchDepth":41,"depth":41,"links":6537},[6538,6539],{"id":6513,"depth":41,"text":6514},{"id":6528,"depth":41,"text":6529},[47],{"content_references":6542,"triage":6543},[],{"relevance":62,"novelty":61,"quality":61,"actionability":41,"composite":6544,"reasoning":6545},3.25,"Category: AI & LLMs. The article discusses a framework for improving human-autonomy collaboration through second-order Theory-of-Mind, which is relevant to AI agents. However, it lacks practical steps or frameworks that the audience can directly implement in their product development.","\u002Fsummaries\u002Fbf9205c08f692fa2-synchronizing-beliefs-via-second-order-theory-of-m-summary","2026-08-14 03:21:16",{"title":6503,"description":40},{"loc":6546},"bf9205c08f692fa2","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.11229","summaries\u002Fbf9205c08f692fa2-synchronizing-beliefs-via-second-order-theory-of-m-summary",[75,6554,6555],"human-robot-interaction","theory-of-mind","This paper proposes a framework for human-autonomy teams where agents model human beliefs about the agent's own state to reduce misalignment and improve collaborative performance.",[75,6554,6555],"uvT7i5r_byqSmrn1aL8xYGVcXam9NtEx9gVTrA1LED0",{"id":6560,"title":6561,"ai":6562,"body":6567,"categories":6656,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":6657,"navigation":65,"path":6666,"published_at":6667,"question":48,"scraped_at":6667,"seo":6668,"sitemap":6669,"source_id":6670,"source_name":71,"source_type":72,"source_url":6661,"stem":6671,"tags":6672,"thumbnail_url":48,"tldr":6675,"tweet":48,"unknown_tags":6676,"__hash__":6677},"summaries\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary.md","Localizing AI Agent Failures: Model vs. Harness",{"provider":7,"model":8,"input_tokens":6563,"output_tokens":6564,"processing_time_ms":6565,"cost_usd":6566},4022,551,2651,0.001832,{"type":14,"value":6568,"toc":6649},[6569,6573,6585,6590,6593,6615,6619,6622,6642,6646],[17,6570,6572],{"id":6571},"distinguishing-model-vs-harness-failures","Distinguishing Model vs. Harness Failures",[22,6574,6575,6576,6580,6581,6584],{},"When an AI agent fails to complete a task, developers often struggle to identify the root cause. The core insight is to categorize failures into two distinct domains: the ",[6577,6578,6579],"strong",{},"Model"," (the LLM's reasoning, knowledge, and generation capabilities) and the ",[6577,6582,6583],{},"Harness"," (the orchestration logic, tool definitions, environment state, and feedback loops).",[6586,6587,6589],"h3",{"id":6588},"the-model-domain-reasoning-and-knowledge","The Model Domain: Reasoning and Knowledge",[22,6591,6592],{},"Failures in the model domain occur when the LLM itself is incapable of the task. This includes:",[6594,6595,6596,6603,6609],"ul",{},[6597,6598,6599,6602],"li",{},[6577,6600,6601],{},"Reasoning errors:"," The model fails to follow logical steps or plan effectively.",[6597,6604,6605,6608],{},[6577,6606,6607],{},"Knowledge gaps:"," The model lacks the specific information required to execute a step.",[6597,6610,6611,6614],{},[6577,6612,6613],{},"Instruction following:"," The model ignores system prompts or formatting constraints.",[6586,6616,6618],{"id":6617},"the-harness-domain-orchestration-and-environment","The Harness Domain: Orchestration and Environment",[22,6620,6621],{},"Failures in the harness domain occur despite the model providing correct instructions. These are often the most overlooked issues in agent development:",[6594,6623,6624,6630,6636],{},[6597,6625,6626,6629],{},[6577,6627,6628],{},"Tool integration:"," The harness fails to correctly map the model's output to an API call or function argument.",[6597,6631,6632,6635],{},[6577,6633,6634],{},"Environment state:"," The agent operates on stale data or an environment that has changed since the last observation.",[6597,6637,6638,6641],{},[6577,6639,6640],{},"Feedback loops:"," The harness fails to pass the correct error messages or tool outputs back to the model, preventing self-correction.",[17,6643,6645],{"id":6644},"diagnostic-framework","Diagnostic Framework",[22,6647,6648],{},"To localize these failures, developers should implement a systematic interaction-centric audit. By isolating the model's output from the harness's execution, you can determine if the agent's failure is a result of poor reasoning or a breakdown in the infrastructure supporting the agent. This approach shifts the focus from 'why did the agent fail?' to 'did the model fail to reason, or did the harness fail to execute?'",{"title":40,"searchDepth":41,"depth":41,"links":6650},[6651,6655],{"id":6571,"depth":41,"text":6572,"children":6652},[6653,6654],{"id":6588,"depth":62,"text":6589},{"id":6617,"depth":62,"text":6618},{"id":6644,"depth":41,"text":6645},[47],{"content_references":6658,"triage":6663},[6659],{"type":54,"title":6660,"url":6661,"context":6662},"Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.28802","reviewed",{"relevance":60,"novelty":61,"quality":61,"actionability":61,"composite":6664,"reasoning":6665},4.35,"Category: AI & LLMs. The article provides a clear framework for diagnosing failures in AI agents, which directly addresses the pain points of developers trying to integrate AI into their products. It offers actionable insights on distinguishing between model and harness failures, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary","2026-08-04 03:10:08",{"title":6561,"description":40},{"loc":6666},"6cfdb395f3efb4ea","summaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary",[6673,75,6674],"llm","debugging","To debug AI agents effectively, you must distinguish between failures caused by the underlying LLM (Model) and those caused by the agent's orchestration, tools, or environment (Harness).",[75,6674],"kkgChMQmejtaPxThdnsF2v7nNhaJzNc0dRyHfWjzHSw",{"id":6679,"title":6680,"ai":6681,"body":6686,"categories":6729,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":6730,"navigation":65,"path":6739,"published_at":6740,"question":48,"scraped_at":6740,"seo":6741,"sitemap":6742,"source_id":6743,"source_name":71,"source_type":72,"source_url":6735,"stem":6744,"tags":6745,"thumbnail_url":48,"tldr":6748,"tweet":48,"unknown_tags":6749,"__hash__":6750},"summaries\u002Fsummaries\u002F7956f081c90305fb-openevoshield-defending-multi-agent-systems-agains-summary.md","OpenEvoShield: Defending Multi-Agent Systems Against Evolving Attacks",{"provider":7,"model":8,"input_tokens":6682,"output_tokens":6683,"processing_time_ms":6684,"cost_usd":6685},4049,541,3006,0.00182375,{"type":14,"value":6687,"toc":6724},[6688,6692,6695,6699,6702,6717,6721],[17,6689,6691],{"id":6690},"the-challenge-of-non-stationary-threats-in-multi-agent-systems","The Challenge of Non-Stationary Threats in Multi-Agent Systems",[22,6693,6694],{},"Multi-agent systems (MAS) operating in open-world environments face a unique security challenge: the threat landscape is non-stationary, meaning attackers continuously evolve their strategies. Traditional static defense mechanisms fail because they cannot adapt to new, unseen attack vectors that emerge over time. OpenEvoShield addresses this by treating security as a continual learning problem rather than a one-time hardening task.",[17,6696,6698],{"id":6697},"the-dual-layer-defense-architecture","The Dual-Layer Defense Architecture",[22,6700,6701],{},"OpenEvoShield employs a dual-layer approach to maintain system integrity:",[6703,6704,6705,6711],"ol",{},[6597,6706,6707,6710],{},[6577,6708,6709],{},"Dynamic Threat Detection:"," This layer focuses on identifying anomalies in agent behavior. By utilizing continuous monitoring, it distinguishes between legitimate agent interactions and malicious perturbations that attempt to manipulate the system's collective decision-making process.",[6597,6712,6713,6716],{},[6577,6714,6715],{},"Adaptive Response Mechanism:"," Once a threat is detected, the system triggers an adaptive response. This component is designed to update the defense policy in real-time without requiring a full system reset or retraining from scratch. By leveraging continual learning techniques, the framework retains knowledge of past attacks while remaining plastic enough to incorporate patterns from novel, emerging threats.",[17,6718,6720],{"id":6719},"practical-implications-for-ai-security","Practical Implications for AI Security",[22,6722,6723],{},"The framework demonstrates that effective MAS security requires a balance between stability (remembering known attack patterns) and plasticity (learning new ones). By integrating these dual layers, OpenEvoShield mitigates the risk of 'catastrophic forgetting'—a common failure mode in neural networks where learning new information causes the model to lose previously acquired knowledge. This approach ensures that as the multi-agent system encounters more complex and varied adversarial environments, its defensive posture matures rather than degrades.",{"title":40,"searchDepth":41,"depth":41,"links":6725},[6726,6727,6728],{"id":6690,"depth":41,"text":6691},{"id":6697,"depth":41,"text":6698},{"id":6719,"depth":41,"text":6720},[47],{"content_references":6731,"triage":6736},[6732],{"type":54,"title":6733,"author":6734,"publisher":56,"url":6735,"context":58},"OpenEvoShield: Dual Non-Stationary Continual Defense for Open-World Multi-Agent System Attacks","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.19351",{"relevance":61,"novelty":61,"quality":61,"actionability":62,"composite":6737,"reasoning":6738},3.8,"Category: AI & LLMs. The article discusses a dual-layer defense framework for multi-agent systems, addressing a specific pain point of evolving threats in AI security, which is relevant to product builders. It presents new insights into adaptive security mechanisms, but while it offers a conceptual framework, it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F7956f081c90305fb-openevoshield-defending-multi-agent-systems-agains-summary","2026-07-23 17:59:26",{"title":6680,"description":40},{"loc":6739},"7956f081c90305fb","summaries\u002F7956f081c90305fb-openevoshield-defending-multi-agent-systems-agains-summary",[6746,6747,75],"machine-learning","research","OpenEvoShield provides a dual-layer defense framework for multi-agent systems, specifically addressing non-stationary, open-world threat environments through continuous learning and adaptive security.",[75],"amjLRMOTlzTKbDTRjX0vDTaXU9JAXxYTlN1xgzJXrJE",{"id":6752,"title":6753,"ai":6754,"body":6759,"categories":6801,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":6802,"navigation":65,"path":6809,"published_at":6810,"question":48,"scraped_at":6810,"seo":6811,"sitemap":6812,"source_id":6813,"source_name":71,"source_type":72,"source_url":6814,"stem":6815,"tags":6816,"thumbnail_url":48,"tldr":6818,"tweet":48,"unknown_tags":6819,"__hash__":6820},"summaries\u002Fsummaries\u002F133165c3d3fe7217-cogguard-proactive-monitoring-for-edge-intelligent-summary.md","CogGuard: Proactive Monitoring for Edge Intelligent Services",{"provider":7,"model":8,"input_tokens":6755,"output_tokens":6756,"processing_time_ms":6757,"cost_usd":6758},4068,503,12685,0.0017715,{"type":14,"value":6760,"toc":6796},[6761,6765,6768,6772,6775,6789,6793],[17,6762,6764],{"id":6763},"the-challenge-of-edge-ai-reliability","The Challenge of Edge AI Reliability",[22,6766,6767],{},"Edge intelligent services—AI models deployed on resource-constrained devices—face unique operational hurdles compared to cloud-based deployments. The primary challenge is the volatility of the edge environment, where hardware limitations, network instability, and fluctuating workloads can lead to service degradation or failure. Traditional monitoring tools often react to failures after they happen, which is insufficient for real-time, latency-sensitive applications.",[17,6769,6771],{"id":6770},"the-cogguard-framework","The CogGuard Framework",[22,6773,6774],{},"CogGuard introduces a dual-profiling approach to transition from reactive maintenance to proactive warning. By combining two distinct data streams, the system creates a holistic view of service health:",[6594,6776,6777,6783],{},[6597,6778,6779,6782],{},[6577,6780,6781],{},"Operational Profiling:"," This layer tracks traditional system-level metrics such as CPU usage, memory consumption, network latency, and power consumption. It establishes a baseline for normal hardware performance.",[6597,6784,6785,6788],{},[6577,6786,6787],{},"Cognitive Profiling:"," This layer monitors the AI model's internal state, including inference accuracy, confidence scores, and request patterns. By analyzing the 'reasoning' or output stability of the model, CogGuard identifies subtle signs of model drift or performance degradation that operational metrics alone might miss.",[17,6790,6792],{"id":6791},"proactive-warning-mechanisms","Proactive Warning Mechanisms",[22,6794,6795],{},"By correlating these two profiles, CogGuard can detect anomalous patterns that precede a system failure. When the framework identifies a high probability of an impending issue, it triggers a proactive warning. This allows the system to perform preemptive actions—such as offloading tasks to the cloud, adjusting model precision, or scaling resources—before the user experience is impacted. This approach is specifically designed to maintain high availability in edge environments where downtime is costly and recovery is difficult.",{"title":40,"searchDepth":41,"depth":41,"links":6797},[6798,6799,6800],{"id":6763,"depth":41,"text":6764},{"id":6770,"depth":41,"text":6771},{"id":6791,"depth":41,"text":6792},[47],{"content_references":6803,"triage":6806},[6804],{"type":54,"title":6805,"context":6662},"CogGuard: Cognitive and Operational Profiling for Proactive Warning in Edge Intelligent Services",{"relevance":61,"novelty":62,"quality":61,"actionability":62,"composite":6807,"reasoning":6808},3.6,"Category: AI & LLMs. The article discusses a framework for improving the reliability of edge AI services, which directly addresses the audience's need for practical applications in AI engineering. It provides insights into proactive monitoring techniques, although it lacks detailed step-by-step guidance for implementation.","\u002Fsummaries\u002F133165c3d3fe7217-cogguard-proactive-monitoring-for-edge-intelligent-summary","2026-06-16 12:56:57",{"title":6753,"description":40},{"loc":6809},"133165c3d3fe7217","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.15199","summaries\u002F133165c3d3fe7217-cogguard-proactive-monitoring-for-edge-intelligent-summary",[6817,6747,76],"ai-tools","CogGuard is a framework designed to improve the reliability of edge-based AI services by integrating cognitive and operational profiling to predict and mitigate system failures before they occur.",[76],"EfcSfUX94cBbiI-1Iw7UoGWBCyXZY2AG7ScaMENS67o"]