[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-b17566ddb8620955-latent-source-reasoning-for-multi-agent-memory-arb-summary":3,"summaries-facets-categories":102,"summary-related-b17566ddb8620955-latent-source-reasoning-for-multi-agent-memory-arb-summary":6786},{"id":4,"title":5,"ai":6,"body":13,"categories":69,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":74,"navigation":86,"path":87,"published_at":88,"question":71,"scraped_at":88,"seo":89,"sitemap":90,"source_id":91,"source_name":92,"source_type":93,"source_url":79,"stem":94,"tags":95,"thumbnail_url":71,"tldr":99,"tweet":71,"unknown_tags":100,"__hash__":101},"summaries\u002Fsummaries\u002Fb17566ddb8620955-latent-source-reasoning-for-multi-agent-memory-arb-summary.md","Latent-Source Reasoning for Multi-Agent Memory Arbitration",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",3995,541,2783,0.00181025,{"type":14,"value":15,"toc":62},"minimark",[16,21,25,29,32,55,59],[17,18,20],"h2",{"id":19},"moving-beyond-naive-consensus","Moving Beyond Naive Consensus",[22,23,24],"p",{},"In multi-agent systems, memory arbitration—the process of deciding which information to trust when agents hold conflicting data—is traditionally handled via simple majority voting or basic heuristic averaging. The authors argue that these methods are fundamentally flawed because they treat all memory sources as equally credible, ignoring the context of how that information was generated. Latent-Source Reasoning shifts this paradigm by treating memory arbitration as a reasoning task rather than a counting task.",[17,26,28],{"id":27},"the-latent-source-reasoning-framework","The Latent-Source Reasoning Framework",[22,30,31],{},"Instead of aggregating raw outputs, the system analyzes the 'latent source' of each memory fragment. This involves:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Provenance Tracking:"," Mapping the chain of inference that led to a specific memory entry.",[36,44,45,48],{},[39,46,47],{},"Reliability Weighting:"," Dynamically adjusting the influence of an agent's memory based on its historical accuracy in similar domains and the logical consistency of its reasoning path.",[36,50,51,54],{},[39,52,53],{},"Arbitration via Reasoning:"," Using a meta-agent or a reasoning layer to evaluate the competing claims. By examining the underlying evidence and logical steps provided by each agent, the system can identify which agent is more likely to be correct, even if that agent is in the minority.",[17,56,58],{"id":57},"impact-on-system-reliability","Impact on System Reliability",[22,60,61],{},"By implementing Latent-Source Reasoning, developers can significantly reduce the 'hallucination propagation' that occurs when a majority of agents converge on an incorrect but plausible-sounding answer. This approach is particularly effective in high-stakes environments where the quality of information is more important than the quantity of agents agreeing on it. The framework effectively transforms memory from a static database into a dynamic, verifiable knowledge graph that evolves based on the quality of the reasoning performed by the constituent agents.",{"title":63,"searchDepth":64,"depth":64,"links":65},"",2,[66,67,68],{"id":19,"depth":64,"text":20},{"id":27,"depth":64,"text":28},{"id":57,"depth":64,"text":58},[70],"AI & LLMs",null,"md",false,{"content_references":75,"triage":81},[76],{"type":77,"title":78,"url":79,"context":80},"paper","Beyond Memory Majority: Latent-Source Reasoning for Multi-Agent Memory Arbitration","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.19701","cited",{"relevance":82,"novelty":82,"quality":82,"actionability":83,"composite":84,"reasoning":85},4,3,3.8,"Category: AI & LLMs. The article presents a novel approach to memory arbitration in multi-agent systems, addressing a specific pain point of reliability in AI outputs. It introduces a framework that could be practically applied by developers working on AI systems, although it lacks detailed step-by-step guidance for implementation.",true,"\u002Fsummaries\u002Fb17566ddb8620955-latent-source-reasoning-for-multi-agent-memory-arb-summary","2026-08-22 03:10:22",{"title":5,"description":63},{"loc":87},"b17566ddb8620955","arXiv cs.AI","article","summaries\u002Fb17566ddb8620955-latent-source-reasoning-for-multi-agent-memory-arb-summary",[96,97,98],"agents","machine-learning","ai-llms","The article introduces Latent-Source Reasoning, a method for resolving conflicts in multi-agent systems by evaluating the provenance and reliability of memory sources rather than relying on simple majority voting.",[98],"3QZAqPXRHWCGKasutksRyf9IlAuj1GuaE40XZbGMW0c",[103,105,108,110,113,115,118,121,123,125,127,130,132,134,136,138,141,143,145,147,149,152,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,204,206,208,210,212,214,216,218,220,222,224,226,228,230,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,272,274,276,278,280,282,284,286,288,290,292,294,296,298,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,364,366,368,370,372,374,376,378,380,382,384,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,420,422,424,426,428,430,432,434,436,438,440,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,500,502,504,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,540,542,544,546,548,550,552,554,556,558,560,562,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,850,852,854,856,858,861,863,865,867,869,871,873,875,877,879,881,883,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784],{"categories":104},[70],{"categories":106},[107],"Developer Productivity",{"categories":109},[70],{"categories":111},[112],"Business & SaaS",{"categories":114},[70],{"categories":116},[117],"AI Automation",{"categories":119},[120],"Product Strategy",{"categories":122},[70],{"categories":124},[107],{"categories":126},[117],{"categories":128},[129],"Software Engineering",{"categories":131},[70],{"categories":133},[112],{"categories":135},[],{"categories":137},[70],{"categories":139},[140],"Inference & Serving",{"categories":142},[70],{"categories":144},[70],{"categories":146},[117],{"categories":148},[],{"categories":150},[151],"AI News & Trends",{"categories":153},[154],"Data Science & Visualization",{"categories":156},[117],{"categories":158},[70],{"categories":160},[70],{"categories":162},[112],{"categories":164},[107],{"categories":166},[70],{"categories":168},[117],{"categories":170},[151],{"categories":172},[70],{"categories":174},[117],{"categories":176},[117],{"categories":178},[70],{"categories":180},[70],{"categories":182},[117],{"categories":184},[70],{"categories":186},[70],{"categories":188},[70],{"categories":190},[117],{"categories":192},[151],{"categories":194},[70],{"categories":196},[70],{"categories":198},[70],{"categories":200},[],{"categories":202},[203],"Design & Frontend",{"categories":205},[154],{"categories":207},[151],{"categories":209},[70],{"categories":211},[70],{"categories":213},[70],{"categories":215},[],{"categories":217},[70],{"categories":219},[70],{"categories":221},[117],{"categories":223},[129],{"categories":225},[70],{"categories":227},[117],{"categories":229},[70],{"categories":231},[232],"Marketing & Growth",{"categories":234},[203],{"categories":236},[70],{"categories":238},[117],{"categories":240},[70],{"categories":242},[70],{"categories":244},[129],{"categories":246},[],{"categories":248},[],{"categories":250},[203],{"categories":252},[70],{"categories":254},[117],{"categories":256},[107],{"categories":258},[129],{"categories":260},[117],{"categories":262},[203],{"categories":264},[120],{"categories":266},[70],{"categories":268},[129],{"categories":270},[271],"DevOps & Cloud",{"categories":273},[117],{"categories":275},[120],{"categories":277},[151],{"categories":279},[70],{"categories":281},[],{"categories":283},[70],{"categories":285},[70],{"categories":287},[],{"categories":289},[117],{"categories":291},[129],{"categories":293},[],{"categories":295},[129],{"categories":297},[70],{"categories":299},[300],"Governance & Standards",{"categories":302},[112],{"categories":304},[],{"categories":306},[],{"categories":308},[70],{"categories":310},[70],{"categories":312},[117],{"categories":314},[70],{"categories":316},[70],{"categories":318},[117],{"categories":320},[70],{"categories":322},[70],{"categories":324},[70],{"categories":326},[],{"categories":328},[129],{"categories":330},[],{"categories":332},[],{"categories":334},[70],{"categories":336},[129],{"categories":338},[],{"categories":340},[129],{"categories":342},[70],{"categories":344},[70],{"categories":346},[232],{"categories":348},[70],{"categories":350},[70],{"categories":352},[203],{"categories":354},[203],{"categories":356},[70],{"categories":358},[129],{"categories":360},[117],{"categories":362},[363],"GovTech & Public-Sector Adoption",{"categories":365},[129],{"categories":367},[70],{"categories":369},[70],{"categories":371},[70],{"categories":373},[117],{"categories":375},[117],{"categories":377},[154],{"categories":379},[70],{"categories":381},[151],{"categories":383},[117],{"categories":385},[386],"Legal AI Tools",{"categories":388},[70],{"categories":390},[117],{"categories":392},[70],{"categories":394},[232],{"categories":396},[117],{"categories":398},[120],{"categories":400},[70],{"categories":402},[129],{"categories":404},[363],{"categories":406},[],{"categories":408},[117],{"categories":410},[],{"categories":412},[112],{"categories":414},[117],{"categories":416},[117],{"categories":418},[419],"RAG & Retrieval",{"categories":421},[112],{"categories":423},[70],{"categories":425},[129],{"categories":427},[129],{"categories":429},[271],{"categories":431},[203],{"categories":433},[117],{"categories":435},[70],{"categories":437},[70],{"categories":439},[],{"categories":441},[442],"Agents & Orchestration",{"categories":444},[129],{"categories":446},[70],{"categories":448},[],{"categories":450},[117],{"categories":452},[112],{"categories":454},[],{"categories":456},[70],{"categories":458},[],{"categories":460},[70],{"categories":462},[107],{"categories":464},[129],{"categories":466},[112],{"categories":468},[70],{"categories":470},[117],{"categories":472},[70],{"categories":474},[151],{"categories":476},[70],{"categories":478},[],{"categories":480},[70],{"categories":482},[],{"categories":484},[70],{"categories":486},[129],{"categories":488},[70],{"categories":490},[154],{"categories":492},[],{"categories":494},[70],{"categories":496},[203],{"categories":498},[499],"Models & Frontier Labs",{"categories":501},[],{"categories":503},[203],{"categories":505},[506],"Regulation & Governance of AI",{"categories":508},[117],{"categories":510},[],{"categories":512},[70],{"categories":514},[70],{"categories":516},[117],{"categories":518},[151],{"categories":520},[70],{"categories":522},[112],{"categories":524},[70],{"categories":526},[117],{"categories":528},[],{"categories":530},[129],{"categories":532},[117],{"categories":534},[70],{"categories":536},[120],{"categories":538},[539],"AI Policy & Regulation",{"categories":541},[],{"categories":543},[70],{"categories":545},[117],{"categories":547},[120],{"categories":549},[117],{"categories":551},[70],{"categories":553},[70],{"categories":555},[70],{"categories":557},[117],{"categories":559},[],{"categories":561},[154],{"categories":563},[564],"Evals & Reliability",{"categories":566},[70],{"categories":568},[70],{"categories":570},[],{"categories":572},[107],{"categories":574},[363],{"categories":576},[539],{"categories":578},[70],{"categories":580},[112],{"categories":582},[70],{"categories":584},[117],{"categories":586},[70],{"categories":588},[117],{"categories":590},[442],{"categories":592},[70],{"categories":594},[129],{"categories":596},[70],{"categories":598},[],{"categories":600},[203],{"categories":602},[],{"categories":604},[70],{"categories":606},[363],{"categories":608},[70],{"categories":610},[70],{"categories":612},[70],{"categories":614},[],{"categories":616},[70],{"categories":618},[203],{"categories":620},[],{"categories":622},[70],{"categories":624},[],{"categories":626},[117],{"categories":628},[70],{"categories":630},[203],{"categories":632},[],{"categories":634},[70],{"categories":636},[70],{"categories":638},[154],{"categories":640},[117],{"categories":642},[70],{"categories":644},[112],{"categories":646},[117],{"categories":648},[70],{"categories":650},[70],{"categories":652},[129],{"categories":654},[203],{"categories":656},[70],{"categories":658},[117],{"categories":660},[],{"categories":662},[129],{"categories":664},[117],{"categories":666},[154],{"categories":668},[],{"categories":670},[70],{"categories":672},[151],{"categories":674},[70],{"categories":676},[],{"categories":678},[70],{"categories":680},[70],{"categories":682},[70],{"categories":684},[112,232],{"categories":686},[],{"categories":688},[129],{"categories":690},[70],{"categories":692},[70],{"categories":694},[117],{"categories":696},[70],{"categories":698},[],{"categories":700},[],{"categories":702},[70],{"categories":704},[203],{"categories":706},[70],{"categories":708},[],{"categories":710},[70],{"categories":712},[271],{"categories":714},[],{"categories":716},[117],{"categories":718},[151],{"categories":720},[70],{"categories":722},[70],{"categories":724},[203],{"categories":726},[],{"categories":728},[151],{"categories":730},[70],{"categories":732},[140],{"categories":734},[70],{"categories":736},[70],{"categories":738},[117],{"categories":740},[151],{"categories":742},[499],{"categories":744},[70],{"categories":746},[232],{"categories":748},[],{"categories":750},[117],{"categories":752},[112],{"categories":754},[129],{"categories":756},[70],{"categories":758},[117],{"categories":760},[],{"categories":762},[70,271],{"categories":764},[70],{"categories":766},[70],{"categories":768},[70],{"categories":770},[117],{"categories":772},[70,129],{"categories":774},[154],{"categories":776},[70],{"categories":778},[70],{"categories":780},[70],{"categories":782},[129],{"categories":784},[70],{"categories":786},[117],{"categories":788},[117],{"categories":790},[539],{"categories":792},[232],{"categories":794},[70],{"categories":796},[117],{"categories":798},[70],{"categories":800},[70],{"categories":802},[117],{"categories":804},[],{"categories":806},[117],{"categories":808},[70],{"categories":810},[70],{"categories":812},[117],{"categories":814},[70],{"categories":816},[70,112],{"categories":818},[70],{"categories":820},[112],{"categories":822},[],{"categories":824},[203],{"categories":826},[203],{"categories":828},[70],{"categories":830},[],{"categories":832},[],{"categories":834},[70],{"categories":836},[151],{"categories":838},[],{"categories":840},[107],{"categories":842},[70],{"categories":844},[129],{"categories":846},[70],{"categories":848},[849],"Generative UI & Design-to-Code",{"categories":851},[70],{"categories":853},[70],{"categories":855},[203],{"categories":857},[70],{"categories":859},[860],"Algorithmic Accountability",{"categories":862},[117],{"categories":864},[129],{"categories":866},[151],{"categories":868},[203],{"categories":870},[70],{"categories":872},[],{"categories":874},[120],{"categories":876},[70],{"categories":878},[70],{"categories":880},[70],{"categories":882},[117],{"categories":884},[885],"MLOps & Infrastructure",{"categories":887},[70],{"categories":889},[70],{"categories":891},[70],{"categories":893},[70],{"categories":895},[70],{"categories":897},[129],{"categories":899},[151],{"categories":901},[120],{"categories":903},[107],{"categories":905},[70],{"categories":907},[117],{"categories":909},[271],{"categories":911},[70],{"categories":913},[112],{"categories":915},[70],{"categories":917},[203],{"categories":919},[70],{"categories":921},[70],{"categories":923},[117],{"categories":925},[],{"categories":927},[],{"categories":929},[70],{"categories":931},[140],{"categories":933},[203],{"categories":935},[151],{"categories":937},[154],{"categories":939},[],{"categories":941},[70],{"categories":943},[70],{"categories":945},[112],{"categories":947},[117],{"categories":949},[70],{"categories":951},[70],{"categories":953},[70],{"categories":955},[70],{"categories":957},[151],{"categories":959},[140],{"categories":961},[70],{"categories":963},[203],{"categories":965},[70],{"categories":967},[],{"categories":969},[117],{"categories":971},[129],{"categories":973},[],{"categories":975},[70],{"categories":977},[70],{"categories":979},[117],{"categories":981},[129],{"categories":983},[70],{"categories":985},[154],{"categories":987},[],{"categories":989},[70],{"categories":991},[],{"categories":993},[70],{"categories":995},[],{"categories":997},[70],{"categories":999},[70],{"categories":1001},[120],{"categories":1003},[112],{"categories":1005},[117],{"categories":1007},[117],{"categories":1009},[],{"categories":1011},[70],{"categories":1013},[107],{"categories":1015},[70],{"categories":1017},[70],{"categories":1019},[112],{"categories":1021},[151],{"categories":1023},[107],{"categories":1025},[],{"categories":1027},[70],{"categories":1029},[],{"categories":1031},[],{"categories":1033},[151],{"categories":1035},[151],{"categories":1037},[],{"categories":1039},[442],{"categories":1041},[70],{"categories":1043},[203],{"categories":1045},[129],{"categories":1047},[],{"categories":1049},[386],{"categories":1051},[117],{"categories":1053},[112],{"categories":1055},[],{"categories":1057},[],{"categories":1059},[107],{"categories":1061},[154],{"categories":1063},[],{"categories":1065},[232],{"categories":1067},[117],{"categories":1069},[112],{"categories":1071},[117],{"categories":1073},[112],{"categories":1075},[70],{"categories":1077},[129],{"categories":1079},[],{"categories":1081},[140],{"categories":1083},[120],{"categories":1085},[70],{"categories":1087},[203],{"categories":1089},[129],{"categories":1091},[112],{"categories":1093},[70],{"categories":1095},[70],{"categories":1097},[117],{"categories":1099},[112],{"categories":1101},[70],{"categories":1103},[70],{"categories":1105},[70],{"categories":1107},[70],{"categories":1109},[70],{"categories":1111},[],{"categories":1113},[],{"categories":1115},[129],{"categories":1117},[154],{"categories":1119},[120],{"categories":1121},[70],{"categories":1123},[117],{"categories":1125},[129],{"categories":1127},[129],{"categories":1129},[70],{"categories":1131},[],{"categories":1133},[151],{"categories":1135},[120],{"categories":1137},[129],{"categories":1139},[70],{"categories":1141},[564],{"categories":1143},[271],{"categories":1145},[],{"categories":1147},[117],{"categories":1149},[70],{"categories":1151},[],{"categories":1153},[107],{"categories":1155},[],{"categories":1157},[70],{"categories":1159},[70],{"categories":1161},[70],{"categories":1163},[203],{"categories":1165},[232],{"categories":1167},[70],{"categories":1169},[129],{"categories":1171},[70],{"categories":1173},[117],{"categories":1175},[],{"categories":1177},[129],{"categories":1179},[70],{"categories":1181},[107],{"categories":1183},[],{"categories":1185},[112],{"categories":1187},[70],{"categories":1189},[151],{"categories":1191},[70,271],{"categories":1193},[70],{"categories":1195},[1196],"Design Systems for AI",{"categories":1198},[70],{"categories":1200},[70],{"categories":1202},[151],{"categories":1204},[70],{"categories":1206},[70],{"categories":1208},[70],{"categories":1210},[112],{"categories":1212},[70],{"categories":1214},[70],{"categories":1216},[70],{"categories":1218},[],{"categories":1220},[70],{"categories":1222},[70],{"categories":1224},[112],{"categories":1226},[70],{"categories":1228},[],{"categories":1230},[117],{"categories":1232},[129],{"categories":1234},[151],{"categories":1236},[129],{"categories":1238},[70],{"categories":1240},[203],{"categories":1242},[151],{"categories":1244},[154],{"categories":1246},[70],{"categories":1248},[70],{"categories":1250},[117],{"categories":1252},[107],{"categories":1254},[539],{"categories":1256},[70],{"categories":1258},[117],{"categories":1260},[70],{"categories":1262},[129],{"categories":1264},[129],{"categories":1266},[],{"categories":1268},[],{"categories":1270},[70],{"categories":1272},[117],{"categories":1274},[120],{"categories":1276},[],{"categories":1278},[112],{"categories":1280},[70],{"categories":1282},[],{"categories":1284},[203],{"categories":1286},[129],{"categories":1288},[117],{"categories":1290},[129],{"categories":1292},[203],{"categories":1294},[70],{"categories":1296},[70],{"categories":1298},[203],{"categories":1300},[],{"categories":1302},[],{"categories":1304},[151],{"categories":1306},[117],{"categories":1308},[117],{"categories":1310},[70],{"categories":1312},[70],{"categories":1314},[70],{"categories":1316},[70],{"categories":1318},[112],{"categories":1320},[70],{"categories":1322},[70],{"categories":1324},[],{"categories":1326},[129],{"categories":1328},[129],{"categories":1330},[70],{"categories":1332},[129],{"categories":1334},[112],{"categories":1336},[],{"categories":1338},[70],{"categories":1340},[70],{"categories":1342},[70],{"categories":1344},[70],{"categories":1346},[70],{"categories":1348},[117],{"categories":1350},[107],{"categories":1352},[112],{"categories":1354},[70],{"categories":1356},[117],{"categories":1358},[151],{"categories":1360},[117],{"categories":1362},[140],{"categories":1364},[232],{"categories":1366},[70],{"categories":1368},[117],{"categories":1370},[70],{"categories":1372},[70],{"categories":1374},[70],{"categories":1376},[],{"categories":1378},[203],{"categories":1380},[],{"categories":1382},[70],{"categories":1384},[70],{"categories":1386},[],{"categories":1388},[129],{"categories":1390},[112],{"categories":1392},[1393],"Visual & Generative Media",{"categories":1395},[117],{"categories":1397},[],{"categories":1399},[70],{"categories":1401},[70],{"categories":1403},[129],{"categories":1405},[271],{"categories":1407},[70],{"categories":1409},[154],{"categories":1411},[539],{"categories":1413},[129],{"categories":1415},[232],{"categories":1417},[70],{"categories":1419},[203],{"categories":1421},[70],{"categories":1423},[70],{"categories":1425},[129],{"categories":1427},[117],{"categories":1429},[70],{"categories":1431},[],{"categories":1433},[],{"categories":1435},[117],{"categories":1437},[129],{"categories":1439},[107],{"categories":1441},[117],{"categories":1443},[499],{"categories":1445},[70],{"categories":1447},[120],{"categories":1449},[70],{"categories":1451},[112],{"categories":1453},[],{"categories":1455},[70],{"categories":1457},[120],{"categories":1459},[70],{"categories":1461},[70],{"categories":1463},[70],{"categories":1465},[120],{"categories":1467},[70],{"categories":1469},[70],{"categories":1471},[232],{"categories":1473},[70],{"categories":1475},[442],{"categories":1477},[70],{"categories":1479},[117],{"categories":1481},[70],{"categories":1483},[70],{"categories":1485},[70],{"categories":1487},[70],{"categories":1489},[203],{"categories":1491},[117],{"categories":1493},[],{"categories":1495},[117],{"categories":1497},[],{"categories":1499},[271],{"categories":1501},[129],{"categories":1503},[],{"categories":1505},[499],{"categories":1507},[70],{"categories":1509},[117],{"categories":1511},[70],{"categories":1513},[203,70],{"categories":1515},[107],{"categories":1517},[70],{"categories":1519},[203],{"categories":1521},[],{"categories":1523},[70],{"categories":1525},[107],{"categories":1527},[1528],"Medical Imaging & Radiology",{"categories":1530},[70],{"categories":1532},[203],{"categories":1534},[117],{"categories":1536},[129],{"categories":1538},[],{"categories":1540},[70],{"categories":1542},[70],{"categories":1544},[70],{"categories":1546},[],{"categories":1548},[],{"categories":1550},[70],{"categories":1552},[442],{"categories":1554},[70],{"categories":1556},[107],{"categories":1558},[70],{"categories":1560},[70],{"categories":1562},[],{"categories":1564},[117],{"categories":1566},[70],{"categories":1568},[120],{"categories":1570},[129],{"categories":1572},[70],{"categories":1574},[117],{"categories":1576},[442],{"categories":1578},[70],{"categories":1580},[117],{"categories":1582},[70],{"categories":1584},[70],{"categories":1586},[70],{"categories":1588},[203],{"categories":1590},[117],{"categories":1592},[271],{"categories":1594},[203],{"categories":1596},[112],{"categories":1598},[117],{"categories":1600},[151],{"categories":1602},[70],{"categories":1604},[70],{"categories":1606},[120],{"categories":1608},[70],{"categories":1610},[70],{"categories":1612},[70],{"categories":1614},[117],{"categories":1616},[70],{"categories":1618},[129],{"categories":1620},[129],{"categories":1622},[70],{"categories":1624},[120],{"categories":1626},[],{"categories":1628},[151],{"categories":1630},[],{"categories":1632},[120],{"categories":1634},[117],{"categories":1636},[70],{"categories":1638},[117],{"categories":1640},[1196],{"categories":1642},[1196],{"categories":1644},[203],{"categories":1646},[70],{"categories":1648},[70],{"categories":1650},[117],{"categories":1652},[129],{"categories":1654},[203],{"categories":1656},[117],{"categories":1658},[151],{"categories":1660},[],{"categories":1662},[70],{"categories":1664},[],{"categories":1666},[70],{"categories":1668},[70],{"categories":1670},[70],{"categories":1672},[70],{"categories":1674},[117],{"categories":1676},[1677],"Contract Review & E-Discovery",{"categories":1679},[70],{"categories":1681},[203],{"categories":1683},[70],{"categories":1685},[107],{"categories":1687},[70],{"categories":1689},[151],{"categories":1691},[70],{"categories":1693},[70],{"categories":1695},[232],{"categories":1697},[129],{"categories":1699},[70],{"categories":1701},[70],{"categories":1703},[117],{"categories":1705},[117],{"categories":1707},[860],{"categories":1709},[70],{"categories":1711},[70],{"categories":1713},[117],{"categories":1715},[117],{"categories":1717},[70],{"categories":1719},[70],{"categories":1721},[117],{"categories":1723},[70],{"categories":1725},[70],{"categories":1727},[442],{"categories":1729},[419],{"categories":1731},[70],{"categories":1733},[117],{"categories":1735},[70],{"categories":1737},[1738],"Law-Firm Practice & Adoption",{"categories":1740},[70],{"categories":1742},[117],{"categories":1744},[203],{"categories":1746},[70],{"categories":1748},[70],{"categories":1750},[70],{"categories":1752},[],{"categories":1754},[],{"categories":1756},[129],{"categories":1758},[70],{"categories":1760},[],{"categories":1762},[117],{"categories":1764},[107],{"categories":1766},[271],{"categories":1768},[70],{"categories":1770},[],{"categories":1772},[107],{"categories":1774},[112],{"categories":1776},[70],{"categories":1778},[232],{"categories":1780},[],{"categories":1782},[112],{"categories":1784},[112],{"categories":1786},[],{"categories":1788},[70],{"categories":1790},[120],{"categories":1792},[70],{"categories":1794},[129],{"categories":1796},[],{"categories":1798},[],{"categories":1800},[],{"categories":1802},[],{"categories":1804},[70],{"categories":1806},[120],{"categories":1808},[117],{"categories":1810},[271],{"categories":1812},[70],{"categories":1814},[107],{"categories":1816},[129],{"categories":1818},[70],{"categories":1820},[70],{"categories":1822},[129],{"categories":1824},[120],{"categories":1826},[70],{"categories":1828},[70],{"categories":1830},[70],{"categories":1832},[885],{"categories":1834},[70],{"categories":1836},[70],{"categories":1838},[232],{"categories":1840},[129],{"categories":1842},[112],{"categories":1844},[70],{"categories":1846},[70],{"categories":1848},[70],{"categories":1850},[203],{"categories":1852},[70],{"categories":1854},[70],{"categories":1856},[70],{"categories":1858},[70],{"categories":1860},[112],{"categories":1862},[117],{"categories":1864},[70,107],{"categories":1866},[442],{"categories":1868},[70],{"categories":1870},[70],{"categories":1872},[129],{"categories":1874},[129],{"categories":1876},[203],{"categories":1878},[117],{"categories":1880},[117],{"categories":1882},[129],{"categories":1884},[70],{"categories":1886},[70],{"categories":1888},[],{"categories":1890},[],{"categories":1892},[70],{"categories":1894},[70],{"categories":1896},[117],{"categories":1898},[],{"categories":1900},[70],{"categories":1902},[70],{"categories":1904},[129],{"categories":1906},[154],{"categories":1908},[151],{"categories":1910},[203],{"categories":1912},[70],{"categories":1914},[117],{"categories":1916},[70],{"categories":1918},[129],{"categories":1920},[],{"categories":1922},[117],{"categories":1924},[70],{"categories":1926},[70],{"categories":1928},[70],{"categories":1930},[70],{"categories":1932},[],{"categories":1934},[117],{"categories":1936},[70],{"categories":1938},[70],{"categories":1940},[],{"categories":1942},[117],{"categories":1944},[70],{"categories":1946},[70],{"categories":1948},[112],{"categories":1950},[70],{"categories":1952},[70],{"categories":1954},[],{"categories":1956},[107],{"categories":1958},[70],{"categories":1960},[70],{"categories":1962},[70],{"categories":1964},[203],{"categories":1966},[70],{"categories":1968},[129],{"categories":1970},[70],{"categories":1972},[107],{"categories":1974},[70],{"categories":1976},[129],{"categories":1978},[232],{"categories":1980},[117],{"categories":1982},[117],{"categories":1984},[70],{"categories":1986},[70],{"categories":1988},[70,203],{"categories":1990},[70],{"categories":1992},[117],{"categories":1994},[151],{"categories":1996},[70],{"categories":1998},[151],{"categories":2000},[117],{"categories":2002},[203],{"categories":2004},[70],{"categories":2006},[],{"categories":2008},[129],{"categories":2010},[271],{"categories":2012},[203],{"categories":2014},[129],{"categories":2016},[70],{"categories":2018},[120],{"categories":2020},[70],{"categories":2022},[70],{"categories":2024},[117],{"categories":2026},[],{"categories":2028},[],{"categories":2030},[70],{"categories":2032},[],{"categories":2034},[],{"categories":2036},[120],{"categories":2038},[129],{"categories":2040},[70],{"categories":2042},[117],{"categories":2044},[117],{"categories":2046},[112],{"categories":2048},[117],{"categories":2050},[271],{"categories":2052},[70],{"categories":2054},[70],{"categories":2056},[70],{"categories":2058},[140],{"categories":2060},[70],{"categories":2062},[70],{"categories":2064},[70],{"categories":2066},[129],{"categories":2068},[117],{"categories":2070},[70],{"categories":2072},[70],{"categories":2074},[386],{"categories":2076},[860],{"categories":2078},[],{"categories":2080},[203],{"categories":2082},[1738],{"categories":2084},[129],{"categories":2086},[],{"categories":2088},[],{"categories":2090},[70],{"categories":2092},[117],{"categories":2094},[],{"categories":2096},[],{"categories":2098},[70],{"categories":2100},[232],{"categories":2102},[70],{"categories":2104},[232],{"categories":2106},[117],{"categories":2108},[70],{"categories":2110},[129],{"categories":2112},[120],{"categories":2114},[],{"categories":2116},[70],{"categories":2118},[70],{"categories":2120},[129],{"categories":2122},[1677],{"categories":2124},[203],{"categories":2126},[203],{"categories":2128},[70],{"categories":2130},[117],{"categories":2132},[107],{"categories":2134},[70],{"categories":2136},[70],{"categories":2138},[70],{"categories":2140},[203],{"categories":2142},[203],{"categories":2144},[117],{"categories":2146},[117],{"categories":2148},[117],{"categories":2150},[70],{"categories":2152},[70],{"categories":2154},[],{"categories":2156},[70],{"categories":2158},[],{"categories":2160},[2161],"Interaction & Product Design",{"categories":2163},[70],{"categories":2165},[117],{"categories":2167},[129],{"categories":2169},[300],{"categories":2171},[151],{"categories":2173},[129],{"categories":2175},[70],{"categories":2177},[70],{"categories":2179},[70],{"categories":2181},[129],{"categories":2183},[107],{"categories":2185},[117],{"categories":2187},[70],{"categories":2189},[],{"categories":2191},[117],{"categories":2193},[117],{"categories":2195},[],{"categories":2197},[129],{"categories":2199},[70],{"categories":2201},[107],{"categories":2203},[2161],{"categories":2205},[70],{"categories":2207},[107],{"categories":2209},[107],{"categories":2211},[],{"categories":2213},[117],{"categories":2215},[129],{"categories":2217},[],{"categories":2219},[117],{"categories":2221},[151],{"categories":2223},[70],{"categories":2225},[117],{"categories":2227},[70],{"categories":2229},[117],{"categories":2231},[70],{"categories":2233},[70],{"categories":2235},[151],{"categories":2237},[154],{"categories":2239},[70],{"categories":2241},[120],{"categories":2243},[129],{"categories":2245},[2246],"Coding Agents & Dev Productivity",{"categories":2248},[151],{"categories":2250},[203],{"categories":2252},[70],{"categories":2254},[70],{"categories":2256},[],{"categories":2258},[70],{"categories":2260},[860],{"categories":2262},[],{"categories":2264},[70],{"categories":2266},[271],{"categories":2268},[70],{"categories":2270},[151],{"categories":2272},[],{"categories":2274},[],{"categories":2276},[70],{"categories":2278},[],{"categories":2280},[117],{"categories":2282},[70],{"categories":2284},[],{"categories":2286},[129],{"categories":2288},[129],{"categories":2290},[70],{"categories":2292},[154],{"categories":2294},[],{"categories":2296},[70],{"categories":2298},[70],{"categories":2300},[70],{"categories":2302},[154],{"categories":2304},[129],{"categories":2306},[117],{"categories":2308},[],{"categories":2310},[],{"categories":2312},[70],{"categories":2314},[70],{"categories":2316},[117],{"categories":2318},[117],{"categories":2320},[363],{"categories":2322},[129],{"categories":2324},[129],{"categories":2326},[117],{"categories":2328},[151],{"categories":2330},[151],{"categories":2332},[117],{"categories":2334},[117],{"categories":2336},[70],{"categories":2338},[107],{"categories":2340},[2161],{"categories":2342},[120],{"categories":2344},[70,271],{"categories":2346},[154],{"categories":2348},[],{"categories":2350},[203],{"categories":2352},[117],{"categories":2354},[129],{"categories":2356},[107],{"categories":2358},[70],{"categories":2360},[117],{"categories":2362},[2363],"The Designer's Role & Craft",{"categories":2365},[203],{"categories":2367},[],{"categories":2369},[117],{"categories":2371},[70],{"categories":2373},[117],{"categories":2375},[117],{"categories":2377},[70],{"categories":2379},[232],{"categories":2381},[70],{"categories":2383},[129],{"categories":2385},[70],{"categories":2387},[203],{"categories":2389},[70],{"categories":2391},[],{"categories":2393},[117],{"categories":2395},[203],{"categories":2397},[70],{"categories":2399},[70],{"categories":2401},[70],{"categories":2403},[2404],"AI UX Patterns",{"categories":2406},[117],{"categories":2408},[117],{"categories":2410},[117],{"categories":2412},[117],{"categories":2414},[232],{"categories":2416},[154],{"categories":2418},[70],{"categories":2420},[117],{"categories":2422},[70],{"categories":2424},[1196],{"categories":2426},[],{"categories":2428},[232],{"categories":2430},[117],{"categories":2432},[151],{"categories":2434},[129],{"categories":2436},[70],{"categories":2438},[117],{"categories":2440},[],{"categories":2442},[],{"categories":2444},[70],{"categories":2446},[117],{"categories":2448},[70],{"categories":2450},[117],{"categories":2452},[363],{"categories":2454},[203],{"categories":2456},[70],{"categories":2458},[151],{"categories":2460},[129],{"categories":2462},[70],{"categories":2464},[117],{"categories":2466},[117],{"categories":2468},[],{"categories":2470},[70],{"categories":2472},[],{"categories":2474},[],{"categories":2476},[70],{"categories":2478},[70],{"categories":2480},[70],{"categories":2482},[117],{"categories":2484},[129],{"categories":2486},[],{"categories":2488},[],{"categories":2490},[154],{"categories":2492},[140],{"categories":2494},[70],{"categories":2496},[70],{"categories":2498},[154],{"categories":2500},[70],{"categories":2502},[70],{"categories":2504},[151],{"categories":2506},[70],{"categories":2508},[70],{"categories":2510},[70],{"categories":2512},[117],{"categories":2514},[70],{"categories":2516},[117],{"categories":2518},[70],{"categories":2520},[70],{"categories":2522},[117],{"categories":2524},[],{"categories":2526},[70],{"categories":2528},[],{"categories":2530},[70],{"categories":2532},[70],{"categories":2534},[271],{"categories":2536},[70],{"categories":2538},[],{"categories":2540},[],{"categories":2542},[203],{"categories":2544},[885],{"categories":2546},[117],{"categories":2548},[107],{"categories":2550},[2363],{"categories":2552},[],{"categories":2554},[],{"categories":2556},[70],{"categories":2558},[],{"categories":2560},[],{"categories":2562},[129],{"categories":2564},[151],{"categories":2566},[232],{"categories":2568},[117],{"categories":2570},[112],{"categories":2572},[70],{"categories":2574},[70],{"categories":2576},[112],{"categories":2578},[],{"categories":2580},[203],{"categories":2582},[120],{"categories":2584},[70],{"categories":2586},[70],{"categories":2588},[117],{"categories":2590},[112],{"categories":2592},[70],{"categories":2594},[70],{"categories":2596},[107],{"categories":2598},[70],{"categories":2600},[70],{"categories":2602},[],{"categories":2604},[107],{"categories":2606},[70],{"categories":2608},[232],{"categories":2610},[117],{"categories":2612},[151],{"categories":2614},[70],{"categories":2616},[129],{"categories":2618},[70],{"categories":2620},[70],{"categories":2622},[112],{"categories":2624},[70],{"categories":2626},[70],{"categories":2628},[70],{"categories":2630},[117],{"categories":2632},[70],{"categories":2634},[],{"categories":2636},[70],{"categories":2638},[129],{"categories":2640},[107],{"categories":2642},[70],{"categories":2644},[70],{"categories":2646},[70],{"categories":2648},[],{"categories":2650},[70],{"categories":2652},[442],{"categories":2654},[117],{"categories":2656},[112],{"categories":2658},[151],{"categories":2660},[70],{"categories":2662},[70],{"categories":2664},[],{"categories":2666},[112],{"categories":2668},[112],{"categories":2670},[70],{"categories":2672},[70],{"categories":2674},[120],{"categories":2676},[70],{"categories":2678},[70],{"categories":2680},[70],{"categories":2682},[70],{"categories":2684},[129],{"categories":2686},[129],{"categories":2688},[70],{"categories":2690},[],{"categories":2692},[129],{"categories":2694},[70],{"categories":2696},[129],{"categories":2698},[117],{"categories":2700},[539],{"categories":2702},[],{"categories":2704},[],{"categories":2706},[70],{"categories":2708},[151],{"categories":2710},[],{"categories":2712},[271],{"categories":2714},[70],{"categories":2716},[70],{"categories":2718},[70],{"categories":2720},[203],{"categories":2722},[849],{"categories":2724},[],{"categories":2726},[70],{"categories":2728},[70],{"categories":2730},[70],{"categories":2732},[129],{"categories":2734},[70],{"categories":2736},[70],{"categories":2738},[70,271],{"categories":2740},[70],{"categories":2742},[70],{"categories":2744},[203],{"categories":2746},[117],{"categories":2748},[],{"categories":2750},[117],{"categories":2752},[117],{"categories":2754},[70],{"categories":2756},[70],{"categories":2758},[70],{"categories":2760},[70],{"categories":2762},[154],{"categories":2764},[70],{"categories":2766},[2404],{"categories":2768},[107],{"categories":2770},[154],{"categories":2772},[107],{"categories":2774},[129],{"categories":2776},[203],{"categories":2778},[117],{"categories":2780},[70],{"categories":2782},[],{"categories":2784},[112],{"categories":2786},[70],{"categories":2788},[70],{"categories":2790},[151],{"categories":2792},[70],{"categories":2794},[70],{"categories":2796},[117],{"categories":2798},[70],{"categories":2800},[70],{"categories":2802},[70],{"categories":2804},[112],{"categories":2806},[],{"categories":2808},[271],{"categories":2810},[70],{"categories":2812},[363],{"categories":2814},[203],{"categories":2816},[203],{"categories":2818},[129],{"categories":2820},[117],{"categories":2822},[70],{"categories":2824},[112],{"categories":2826},[151],{"categories":2828},[70],{"categories":2830},[70],{"categories":2832},[203],{"categories":2834},[117],{"categories":2836},[117],{"categories":2838},[70],{"categories":2840},[70],{"categories":2842},[499],{"categories":2844},[117],{"categories":2846},[],{"categories":2848},[70],{"categories":2850},[70],{"categories":2852},[70],{"categories":2854},[],{"categories":2856},[],{"categories":2858},[70],{"categories":2860},[70],{"categories":2862},[117],{"categories":2864},[70],{"categories":2866},[70],{"categories":2868},[70],{"categories":2870},[129],{"categories":2872},[70],{"categories":2874},[70],{"categories":2876},[117],{"categories":2878},[70],{"categories":2880},[70],{"categories":2882},[70],{"categories":2884},[70],{"categories":2886},[70],{"categories":2888},[],{"categories":2890},[129],{"categories":2892},[154],{"categories":2894},[70],{"categories":2896},[117],{"categories":2898},[70],{"categories":2900},[70],{"categories":2902},[],{"categories":2904},[],{"categories":2906},[70],{"categories":2908},[70],{"categories":2910},[70],{"categories":2912},[151],{"categories":2914},[154],{"categories":2916},[],{"categories":2918},[70],{"categories":2920},[203],{"categories":2922},[70],{"categories":2924},[271],{"categories":2926},[1738],{"categories":2928},[151],{"categories":2930},[129],{"categories":2932},[70],{"categories":2934},[129],{"categories":2936},[129],{"categories":2938},[70],{"categories":2940},[70],{"categories":2942},[129],{"categories":2944},[151],{"categories":2946},[151],{"categories":2948},[271],{"categories":2950},[117],{"categories":2952},[],{"categories":2954},[151],{"categories":2956},[70],{"categories":2958},[117],{"categories":2960},[107],{"categories":2962},[129],{"categories":2964},[70],{"categories":2966},[151],{"categories":2968},[],{"categories":2970},[70],{"categories":2972},[129],{"categories":2974},[129],{"categories":2976},[154],{"categories":2978},[70],{"categories":2980},[151],{"categories":2982},[70],{"categories":2984},[129],{"categories":2986},[117],{"categories":2988},[151],{"categories":2990},[117],{"categories":2992},[271],{"categories":2994},[117],{"categories":2996},[70],{"categories":2998},[70],{"categories":3000},[70],{"categories":3002},[70],{"categories":3004},[129],{"categories":3006},[70],{"categories":3008},[],{"categories":3010},[117],{"categories":3012},[112],{"categories":3014},[129],{"categories":3016},[],{"categories":3018},[],{"categories":3020},[70],{"categories":3022},[117],{"categories":3024},[70],{"categories":3026},[70],{"categories":3028},[3029],"Frameworks & Tooling",{"categories":3031},[70],{"categories":3033},[70],{"categories":3035},[129],{"categories":3037},[70],{"categories":3039},[70],{"categories":3041},[],{"categories":3043},[154],{"categories":3045},[154],{"categories":3047},[107],{"categories":3049},[70],{"categories":3051},[117],{"categories":3053},[70],{"categories":3055},[203],{"categories":3057},[],{"categories":3059},[1738],{"categories":3061},[70],{"categories":3063},[129],{"categories":3065},[70],{"categories":3067},[271],{"categories":3069},[271],{"categories":3071},[],{"categories":3073},[117],{"categories":3075},[70],{"categories":3077},[70],{"categories":3079},[151],{"categories":3081},[117],{"categories":3083},[151],{"categories":3085},[70],{"categories":3087},[117],{"categories":3089},[],{"categories":3091},[203],{"categories":3093},[70],{"categories":3095},[70],{"categories":3097},[],{"categories":3099},[70],{"categories":3101},[117],{"categories":3103},[70],{"categories":3105},[70],{"categories":3107},[70],{"categories":3109},[],{"categories":3111},[129],{"categories":3113},[70],{"categories":3115},[129],{"categories":3117},[271],{"categories":3119},[70],{"categories":3121},[70],{"categories":3123},[129],{"categories":3125},[112],{"categories":3127},[70],{"categories":3129},[1738],{"categories":3131},[],{"categories":3133},[117],{"categories":3135},[107],{"categories":3137},[70],{"categories":3139},[107],{"categories":3141},[70],{"categories":3143},[],{"categories":3145},[117],{"categories":3147},[70],{"categories":3149},[70],{"categories":3151},[3152],"AI Design Tooling",{"categories":3154},[203],{"categories":3156},[70],{"categories":3158},[70],{"categories":3160},[129],{"categories":3162},[203],{"categories":3164},[70],{"categories":3166},[129],{"categories":3168},[151],{"categories":3170},[120],{"categories":3172},[129],{"categories":3174},[70],{"categories":3176},[70],{"categories":3178},[70],{"categories":3180},[117],{"categories":3182},[70],{"categories":3184},[],{"categories":3186},[70],{"categories":3188},[70],{"categories":3190},[117],{"categories":3192},[70],{"categories":3194},[70],{"categories":3196},[70],{"categories":3198},[117],{"categories":3200},[],{"categories":3202},[117],{"categories":3204},[3029],{"categories":3206},[70],{"categories":3208},[70],{"categories":3210},[117],{"categories":3212},[117],{"categories":3214},[129],{"categories":3216},[129],{"categories":3218},[],{"categories":3220},[129],{"categories":3222},[70],{"categories":3224},[70],{"categories":3226},[117],{"categories":3228},[112],{"categories":3230},[70],{"categories":3232},[],{"categories":3234},[70],{"categories":3236},[70],{"categories":3238},[2161],{"categories":3240},[],{"categories":3242},[70],{"categories":3244},[70],{"categories":3246},[70],{"categories":3248},[70],{"categories":3250},[203],{"categories":3252},[70],{"categories":3254},[],{"categories":3256},[70],{"categories":3258},[70],{"categories":3260},[70],{"categories":3262},[232],{"categories":3264},[151],{"categories":3266},[70],{"categories":3268},[70],{"categories":3270},[1738],{"categories":3272},[107],{"categories":3274},[70],{"categories":3276},[70],{"categories":3278},[154],{"categories":3280},[70],{"categories":3282},[70],{"categories":3284},[151],{"categories":3286},[117],{"categories":3288},[],{"categories":3290},[70],{"categories":3292},[70],{"categories":3294},[203],{"categories":3296},[70],{"categories":3298},[232],{"categories":3300},[117],{"categories":3302},[70],{"categories":3304},[117],{"categories":3306},[],{"categories":3308},[],{"categories":3310},[],{"categories":3312},[107],{"categories":3314},[151],{"categories":3316},[117],{"categories":3318},[70],{"categories":3320},[70],{"categories":3322},[70],{"categories":3324},[70],{"categories":3326},[386],{"categories":3328},[203],{"categories":3330},[117],{"categories":3332},[70],{"categories":3334},[],{"categories":3336},[117],{"categories":3338},[117],{"categories":3340},[],{"categories":3342},[70],{"categories":3344},[117],{"categories":3346},[70],{"categories":3348},[],{"categories":3350},[70],{"categories":3352},[70],{"categories":3354},[70],{"categories":3356},[151],{"categories":3358},[203],{"categories":3360},[117],{"categories":3362},[203],{"categories":3364},[117],{"categories":3366},[70],{"categories":3368},[112],{"categories":3370},[],{"categories":3372},[],{"categories":3374},[70],{"categories":3376},[70],{"categories":3378},[70],{"categories":3380},[107],{"categories":3382},[117],{"categories":3384},[151],{"categories":3386},[],{"categories":3388},[203],{"categories":3390},[],{"categories":3392},[129],{"categories":3394},[70],{"categories":3396},[129],{"categories":3398},[203],{"categories":3400},[129],{"categories":3402},[70],{"categories":3404},[],{"categories":3406},[70],{"categories":3408},[70],{"categories":3410},[],{"categories":3412},[70],{"categories":3414},[232],{"categories":3416},[70],{"categories":3418},[271],{"categories":3420},[129],{"categories":3422},[70],{"categories":3424},[],{"categories":3426},[117],{"categories":3428},[70],{"categories":3430},[107],{"categories":3432},[499],{"categories":3434},[70],{"categories":3436},[117],{"categories":3438},[70],{"categories":3440},[117],{"categories":3442},[70],{"categories":3444},[70],{"categories":3446},[70],{"categories":3448},[70],{"categories":3450},[],{"categories":3452},[70],{"categories":3454},[107],{"categories":3456},[70],{"categories":3458},[112],{"categories":3460},[129],{"categories":3462},[203],{"categories":3464},[],{"categories":3466},[70],{"categories":3468},[],{"categories":3470},[70],{"categories":3472},[],{"categories":3474},[117],{"categories":3476},[70],{"categories":3478},[129],{"categories":3480},[203],{"categories":3482},[151],{"categories":3484},[70],{"categories":3486},[151],{"categories":3488},[117],{"categories":3490},[203],{"categories":3492},[70],{"categories":3494},[],{"categories":3496},[70],{"categories":3498},[140],{"categories":3500},[117],{"categories":3502},[70],{"categories":3504},[203],{"categories":3506},[151],{"categories":3508},[112],{"categories":3510},[129],{"categories":3512},[70],{"categories":3514},[70],{"categories":3516},[70],{"categories":3518},[151],{"categories":3520},[232],{"categories":3522},[],{"categories":3524},[],{"categories":3526},[154],{"categories":3528},[442],{"categories":3530},[70],{"categories":3532},[117],{"categories":3534},[70,129],{"categories":3536},[151],{"categories":3538},[70],{"categories":3540},[70],{"categories":3542},[70],{"categories":3544},[70],{"categories":3546},[70],{"categories":3548},[117],{"categories":3550},[70],{"categories":3552},[117],{"categories":3554},[70],{"categories":3556},[70],{"categories":3558},[70],{"categories":3560},[],{"categories":3562},[70],{"categories":3564},[1196],{"categories":3566},[129],{"categories":3568},[203],{"categories":3570},[70],{"categories":3572},[70],{"categories":3574},[70],{"categories":3576},[154],{"categories":3578},[117],{"categories":3580},[232],{"categories":3582},[271],{"categories":3584},[],{"categories":3586},[70],{"categories":3588},[112],{"categories":3590},[117],{"categories":3592},[107],{"categories":3594},[117],{"categories":3596},[70],{"categories":3598},[117],{"categories":3600},[117],{"categories":3602},[120],{"categories":3604},[129],{"categories":3606},[70],{"categories":3608},[70],{"categories":3610},[],{"categories":3612},[],{"categories":3614},[],{"categories":3616},[271],{"categories":3618},[70],{"categories":3620},[151],{"categories":3622},[70],{"categories":3624},[70],{"categories":3626},[70],{"categories":3628},[70],{"categories":3630},[],{"categories":3632},[70],{"categories":3634},[154],{"categories":3636},[112],{"categories":3638},[117],{"categories":3640},[70],{"categories":3642},[],{"categories":3644},[70],{"categories":3646},[117],{"categories":3648},[70],{"categories":3650},[271],{"categories":3652},[],{"categories":3654},[203],{"categories":3656},[203],{"categories":3658},[70],{"categories":3660},[117],{"categories":3662},[],{"categories":3664},[129],{"categories":3666},[70],{"categories":3668},[203],{"categories":3670},[70],{"categories":3672},[112],{"categories":3674},[117],{"categories":3676},[70],{"categories":3678},[],{"categories":3680},[151],{"categories":3682},[70],{"categories":3684},[70],{"categories":3686},[70],{"categories":3688},[203],{"categories":3690},[117],{"categories":3692},[151],{"categories":3694},[],{"categories":3696},[117],{"categories":3698},[112],{"categories":3700},[117],{"categories":3702},[203],{"categories":3704},[70],{"categories":3706},[70],{"categories":3708},[70],{"categories":3710},[442],{"categories":3712},[70],{"categories":3714},[117],{"categories":3716},[],{"categories":3718},[70],{"categories":3720},[70],{"categories":3722},[271],{"categories":3724},[151],{"categories":3726},[154],{"categories":3728},[539],{"categories":3730},[154],{"categories":3732},[70],{"categories":3734},[],{"categories":3736},[],{"categories":3738},[],{"categories":3740},[117],{"categories":3742},[117],{"categories":3744},[117],{"categories":3746},[129],{"categories":3748},[70],{"categories":3750},[419],{"categories":3752},[129],{"categories":3754},[70],{"categories":3756},[70],{"categories":3758},[70],{"categories":3760},[70],{"categories":3762},[117],{"categories":3764},[70],{"categories":3766},[],{"categories":3768},[],{"categories":3770},[70],{"categories":3772},[],{"categories":3774},[70],{"categories":3776},[117],{"categories":3778},[203],{"categories":3780},[70],{"categories":3782},[70],{"categories":3784},[],{"categories":3786},[117],{"categories":3788},[70],{"categories":3790},[120],{"categories":3792},[70],{"categories":3794},[203],{"categories":3796},[70],{"categories":3798},[117],{"categories":3800},[112],{"categories":3802},[70],{"categories":3804},[232],{"categories":3806},[117],{"categories":3808},[70],{"categories":3810},[70],{"categories":3812},[849],{"categories":3814},[70],{"categories":3816},[117],{"categories":3818},[70],{"categories":3820},[129],{"categories":3822},[70],{"categories":3824},[499],{"categories":3826},[203],{"categories":3828},[],{"categories":3830},[70],{"categories":3832},[70],{"categories":3834},[151],{"categories":3836},[442],{"categories":3838},[117],{"categories":3840},[70],{"categories":3842},[],{"categories":3844},[151],{"categories":3846},[363],{"categories":3848},[117],{"categories":3850},[117],{"categories":3852},[117],{"categories":3854},[70],{"categories":3856},[70],{"categories":3858},[117],{"categories":3860},[],{"categories":3862},[112],{"categories":3864},[70],{"categories":3866},[112],{"categories":3868},[117],{"categories":3870},[],{"categories":3872},[129],{"categories":3874},[70],{"categories":3876},[70],{"categories":3878},[107],{"categories":3880},[151],{"categories":3882},[271],{"categories":3884},[140],{"categories":3886},[117],{"categories":3888},[117],{"categories":3890},[70],{"categories":3892},[117],{"categories":3894},[70],{"categories":3896},[107],{"categories":3898},[],{"categories":3900},[70],{"categories":3902},[70],{"categories":3904},[70],{"categories":3906},[117],{"categories":3908},[70],{"categories":3910},[],{"categories":3912},[70],{"categories":3914},[],{"categories":3916},[203],{"categories":3918},[117],{"categories":3920},[70,112],{"categories":3922},[117],{"categories":3924},[70],{"categories":3926},[],{"categories":3928},[107],{"categories":3930},[154],{"categories":3932},[112],{"categories":3934},[70],{"categories":3936},[129],{"categories":3938},[70],{"categories":3940},[70],{"categories":3942},[117],{"categories":3944},[70],{"categories":3946},[70],{"categories":3948},[70],{"categories":3950},[151],{"categories":3952},[1196],{"categories":3954},[117],{"categories":3956},[70],{"categories":3958},[],{"categories":3960},[],{"categories":3962},[70],{"categories":3964},[117],{"categories":3966},[70],{"categories":3968},[70],{"categories":3970},[271],{"categories":3972},[],{"categories":3974},[70],{"categories":3976},[117],{"categories":3978},[140],{"categories":3980},[117],{"categories":3982},[442],{"categories":3984},[],{"categories":3986},[386],{"categories":3988},[117],{"categories":3990},[70],{"categories":3992},[70],{"categories":3994},[232],{"categories":3996},[117],{"categories":3998},[70],{"categories":4000},[154],{"categories":4002},[120],{"categories":4004},[117],{"categories":4006},[70],{"categories":4008},[442],{"categories":4010},[70],{"categories":4012},[271],{"categories":4014},[112],{"categories":4016},[],{"categories":4018},[70],{"categories":4020},[232],{"categories":4022},[203],{"categories":4024},[70],{"categories":4026},[70],{"categories":4028},[70],{"categories":4030},[],{"categories":4032},[232],{"categories":4034},[151],{"categories":4036},[70],{"categories":4038},[70],{"categories":4040},[70],{"categories":4042},[539],{"categories":4044},[107],{"categories":4046},[70],{"categories":4048},[120],{"categories":4050},[70],{"categories":4052},[],{"categories":4054},[],{"categories":4056},[203],{"categories":4058},[70],{"categories":4060},[154],{"categories":4062},[232],{"categories":4064},[117],{"categories":4066},[70],{"categories":4068},[70],{"categories":4070},[232],{"categories":4072},[151],{"categories":4074},[70],{"categories":4076},[],{"categories":4078},[70],{"categories":4080},[70],{"categories":4082},[],{"categories":4084},[70],{"categories":4086},[70],{"categories":4088},[564],{"categories":4090},[70],{"categories":4092},[70],{"categories":4094},[117],{"categories":4096},[129],{"categories":4098},[442],{"categories":4100},[70],{"categories":4102},[70],{"categories":4104},[70],{"categories":4106},[],{"categories":4108},[70,129],{"categories":4110},[151],{"categories":4112},[117],{"categories":4114},[129],{"categories":4116},[117],{"categories":4118},[885],{"categories":4120},[129],{"categories":4122},[129],{"categories":4124},[117],{"categories":4126},[70],{"categories":4128},[107],{"categories":4130},[],{"categories":4132},[],{"categories":4134},[117],{"categories":4136},[70],{"categories":4138},[129],{"categories":4140},[70],{"categories":4142},[107],{"categories":4144},[129],{"categories":4146},[129],{"categories":4148},[70],{"categories":4150},[232],{"categories":4152},[70],{"categories":4154},[129],{"categories":4156},[70],{"categories":4158},[],{"categories":4160},[70],{"categories":4162},[70],{"categories":4164},[203,70],{"categories":4166},[271],{"categories":4168},[107],{"categories":4170},[70],{"categories":4172},[],{"categories":4174},[70],{"categories":4176},[70],{"categories":4178},[112],{"categories":4180},[70],{"categories":4182},[112],{"categories":4184},[70],{"categories":4186},[70],{"categories":4188},[363],{"categories":4190},[70],{"categories":4192},[112],{"categories":4194},[129],{"categories":4196},[154],{"categories":4198},[117],{"categories":4200},[129],{"categories":4202},[70],{"categories":4204},[70],{"categories":4206},[151],{"categories":4208},[232],{"categories":4210},[203],{"categories":4212},[70],{"categories":4214},[70],{"categories":4216},[70],{"categories":4218},[70],{"categories":4220},[107],{"categories":4222},[70],{"categories":4224},[117],{"categories":4226},[117],{"categories":4228},[129],{"categories":4230},[151],{"categories":4232},[129],{"categories":4234},[129],{"categories":4236},[70],{"categories":4238},[70],{"categories":4240},[],{"categories":4242},[],{"categories":4244},[154],{"categories":4246},[70],{"categories":4248},[129],{"categories":4250},[70],{"categories":4252},[203],{"categories":4254},[442],{"categories":4256},[386],{"categories":4258},[363],{"categories":4260},[70],{"categories":4262},[70],{"categories":4264},[70],{"categories":4266},[154],{"categories":4268},[70],{"categories":4270},[70],{"categories":4272},[70],{"categories":4274},[70],{"categories":4276},[70],{"categories":4278},[70],{"categories":4280},[117],{"categories":4282},[107],{"categories":4284},[117],{"categories":4286},[70,112],{"categories":4288},[],{"categories":4290},[203],{"categories":4292},[],{"categories":4294},[120],{"categories":4296},[70],{"categories":4298},[151],{"categories":4300},[107],{"categories":4302},[70],{"categories":4304},[107],{"categories":4306},[117],{"categories":4308},[154],{"categories":4310},[117],{"categories":4312},[117],{"categories":4314},[70],{"categories":4316},[70],{"categories":4318},[112],{"categories":4320},[117],{"categories":4322},[129],{"categories":4324},[232],{"categories":4326},[70],{"categories":4328},[],{"categories":4330},[151],{"categories":4332},[70],{"categories":4334},[70],{"categories":4336},[70],{"categories":4338},[70],{"categories":4340},[70],{"categories":4342},[70],{"categories":4344},[129],{"categories":4346},[151],{"categories":4348},[129],{"categories":4350},[129],{"categories":4352},[70],{"categories":4354},[70],{"categories":4356},[70],{"categories":4358},[70],{"categories":4360},[386],{"categories":4362},[70],{"categories":4364},[117],{"categories":4366},[151],{"categories":4368},[70],{"categories":4370},[70],{"categories":4372},[70],{"categories":4374},[117],{"categories":4376},[70],{"categories":4378},[70],{"categories":4380},[70],{"categories":4382},[3029],{"categories":4384},[4385],"Clinical AI",{"categories":4387},[203],{"categories":4389},[70],{"categories":4391},[70],{"categories":4393},[70],{"categories":4395},[70],{"categories":4397},[271],{"categories":4399},[2404],{"categories":4401},[70],{"categories":4403},[120],{"categories":4405},[70],{"categories":4407},[117],{"categories":4409},[70],{"categories":4411},[70],{"categories":4413},[151],{"categories":4415},[70],{"categories":4417},[117],{"categories":4419},[129],{"categories":4421},[232],{"categories":4423},[70],{"categories":4425},[70],{"categories":4427},[112],{"categories":4429},[70],{"categories":4431},[70],{"categories":4433},[499],{"categories":4435},[70],{"categories":4437},[],{"categories":4439},[117],{"categories":4441},[70],{"categories":4443},[129],{"categories":4445},[107],{"categories":4447},[70],{"categories":4449},[],{"categories":4451},[],{"categories":4453},[70],{"categories":4455},[],{"categories":4457},[112],{"categories":4459},[70],{"categories":4461},[70],{"categories":4463},[117],{"categories":4465},[70],{"categories":4467},[151],{"categories":4469},[151],{"categories":4471},[151],{"categories":4473},[151],{"categories":4475},[],{"categories":4477},[107],{"categories":4479},[117],{"categories":4481},[151],{"categories":4483},[70],{"categories":4485},[564],{"categories":4487},[120],{"categories":4489},[117],{"categories":4491},[70],{"categories":4493},[107],{"categories":4495},[70],{"categories":4497},[117],{"categories":4499},[70],{"categories":4501},[70],{"categories":4503},[70,117],{"categories":4505},[117],{"categories":4507},[271],{"categories":4509},[151],{"categories":4511},[117],{"categories":4513},[151],{"categories":4515},[117],{"categories":4517},[70],{"categories":4519},[],{"categories":4521},[151],{"categories":4523},[232],{"categories":4525},[107],{"categories":4527},[70],{"categories":4529},[70],{"categories":4531},[],{"categories":4533},[129],{"categories":4535},[],{"categories":4537},[107],{"categories":4539},[117],{"categories":4541},[151],{"categories":4543},[70],{"categories":4545},[151],{"categories":4547},[107],{"categories":4549},[151],{"categories":4551},[151],{"categories":4553},[],{"categories":4555},[112],{"categories":4557},[117],{"categories":4559},[151],{"categories":4561},[151],{"categories":4563},[151],{"categories":4565},[151],{"categories":4567},[151],{"categories":4569},[151],{"categories":4571},[151],{"categories":4573},[151],{"categories":4575},[151],{"categories":4577},[151],{"categories":4579},[154],{"categories":4581},[107],{"categories":4583},[70],{"categories":4585},[70],{"categories":4587},[117],{"categories":4589},[117],{"categories":4591},[],{"categories":4593},[70],{"categories":4595},[70,107],{"categories":4597},[],{"categories":4599},[117],{"categories":4601},[70],{"categories":4603},[151],{"categories":4605},[117],{"categories":4607},[885],{"categories":4609},[70],{"categories":4611},[70],{"categories":4613},[70],{"categories":4615},[70],{"categories":4617},[70],{"categories":4619},[363],{"categories":4621},[70],{"categories":4623},[70],{"categories":4625},[117],{"categories":4627},[70],{"categories":4629},[70],{"categories":4631},[112],{"categories":4633},[120],{"categories":4635},[117],{"categories":4637},[117],{"categories":4639},[],{"categories":4641},[117],{"categories":4643},[203],{"categories":4645},[151],{"categories":4647},[70],{"categories":4649},[],{"categories":4651},[120],{"categories":4653},[],{"categories":4655},[129],{"categories":4657},[70],{"categories":4659},[117],{"categories":4661},[203],{"categories":4663},[70],{"categories":4665},[],{"categories":4667},[70],{"categories":4669},[],{"categories":4671},[232],{"categories":4673},[70],{"categories":4675},[117],{"categories":4677},[],{"categories":4679},[],{"categories":4681},[151],{"categories":4683},[107],{"categories":4685},[70],{"categories":4687},[70],{"categories":4689},[112],{"categories":4691},[70],{"categories":4693},[70],{"categories":4695},[117],{"categories":4697},[70],{"categories":4699},[112],{"categories":4701},[112],{"categories":4703},[203],{"categories":4705},[],{"categories":4707},[70],{"categories":4709},[151],{"categories":4711},[],{"categories":4713},[70],{"categories":4715},[70],{"categories":4717},[203],{"categories":4719},[70],{"categories":4721},[70],{"categories":4723},[232],{"categories":4725},[70],{"categories":4727},[271],{"categories":4729},[],{"categories":4731},[117],{"categories":4733},[232],{"categories":4735},[129],{"categories":4737},[],{"categories":4739},[70],{"categories":4741},[],{"categories":4743},[117],{"categories":4745},[203],{"categories":4747},[129],{"categories":4749},[],{"categories":4751},[3029],{"categories":4753},[112],{"categories":4755},[107],{"categories":4757},[70],{"categories":4759},[154],{"categories":4761},[117],{"categories":4763},[203],{"categories":4765},[129],{"categories":4767},[],{"categories":4769},[],{"categories":4771},[70],{"categories":4773},[107],{"categories":4775},[70],{"categories":4777},[232],{"categories":4779},[],{"categories":4781},[117],{"categories":4783},[117],{"categories":4785},[70],{"categories":4787},[117],{"categories":4789},[70],{"categories":4791},[151],{"categories":4793},[129],{"categories":4795},[70],{"categories":4797},[117],{"categories":4799},[120],{"categories":4801},[70],{"categories":4803},[70],{"categories":4805},[117],{"categories":4807},[70],{"categories":4809},[120],{"categories":4811},[232],{"categories":4813},[151],{"categories":4815},[],{"categories":4817},[232],{"categories":4819},[70],{"categories":4821},[],{"categories":4823},[129],{"categories":4825},[117],{"categories":4827},[],{"categories":4829},[70],{"categories":4831},[70],{"categories":4833},[70],{"categories":4835},[70],{"categories":4837},[70],{"categories":4839},[117],{"categories":4841},[112],{"categories":4843},[107],{"categories":4845},[117],{"categories":4847},[70],{"categories":4849},[203],{"categories":4851},[129],{"categories":4853},[129],{"categories":4855},[70],{"categories":4857},[154],{"categories":4859},[117],{"categories":4861},[70],{"categories":4863},[70],{"categories":4865},[117],{"categories":4867},[70],{"categories":4869},[112],{"categories":4871},[70],{"categories":4873},[203],{"categories":4875},[129],{"categories":4877},[117],{"categories":4879},[70],{"categories":4881},[120],{"categories":4883},[70],{"categories":4885},[117],{"categories":4887},[70],{"categories":4889},[70],{"categories":4891},[151],{"categories":4893},[70],{"categories":4895},[],{"categories":4897},[107],{"categories":4899},[70],{"categories":4901},[70],{"categories":4903},[70],{"categories":4905},[129],{"categories":4907},[129],{"categories":4909},[70],{"categories":4911},[129],{"categories":4913},[70],{"categories":4915},[117],{"categories":4917},[70],{"categories":4919},[70],{"categories":4921},[70],{"categories":4923},[70],{"categories":4925},[70],{"categories":4927},[],{"categories":4929},[70],{"categories":4931},[203],{"categories":4933},[117],{"categories":4935},[112],{"categories":4937},[151],{"categories":4939},[70],{"categories":4941},[117],{"categories":4943},[70],{"categories":4945},[117],{"categories":4947},[70],{"categories":4949},[70],{"categories":4951},[203],{"categories":4953},[117],{"categories":4955},[70],{"categories":4957},[232],{"categories":4959},[70],{"categories":4961},[154],{"categories":4963},[70],{"categories":4965},[70],{"categories":4967},[151],{"categories":4969},[70],{"categories":4971},[70],{"categories":4973},[70],{"categories":4975},[70],{"categories":4977},[117],{"categories":4979},[271],{"categories":4981},[70],{"categories":4983},[129],{"categories":4985},[117],{"categories":4987},[154],{"categories":4989},[],{"categories":4991},[117],{"categories":4993},[129],{"categories":4995},[70],{"categories":4997},[70],{"categories":4999},[2246],{"categories":5001},[203],{"categories":5003},[300],{"categories":5005},[70],{"categories":5007},[70],{"categories":5009},[70],{"categories":5011},[70],{"categories":5013},[107],{"categories":5015},[70],{"categories":5017},[70],{"categories":5019},[129],{"categories":5021},[112],{"categories":5023},[70],{"categories":5025},[129],{"categories":5027},[70],{"categories":5029},[],{"categories":5031},[117],{"categories":5033},[117],{"categories":5035},[70],{"categories":5037},[70],{"categories":5039},[154],{"categories":5041},[],{"categories":5043},[151],{"categories":5045},[],{"categories":5047},[151],{"categories":5049},[70],{"categories":5051},[70],{"categories":5053},[117],{"categories":5055},[70],{"categories":5057},[117],{"categories":5059},[117],{"categories":5061},[],{"categories":5063},[70],{"categories":5065},[151],{"categories":5067},[70],{"categories":5069},[],{"categories":5071},[70],{"categories":5073},[70],{"categories":5075},[],{"categories":5077},[70],{"categories":5079},[203],{"categories":5081},[129],{"categories":5083},[117],{"categories":5085},[70],{"categories":5087},[70],{"categories":5089},[70],{"categories":5091},[70],{"categories":5093},[232],{"categories":5095},[70],{"categories":5097},[70],{"categories":5099},[70],{"categories":5101},[107],{"categories":5103},[70],{"categories":5105},[70],{"categories":5107},[],{"categories":5109},[70],{"categories":5111},[70],{"categories":5113},[70],{"categories":5115},[],{"categories":5117},[107],{"categories":5119},[70],{"categories":5121},[70],{"categories":5123},[151],{"categories":5125},[129],{"categories":5127},[120],{"categories":5129},[117],{"categories":5131},[442],{"categories":5133},[70],{"categories":5135},[70],{"categories":5137},[70],{"categories":5139},[129],{"categories":5141},[151],{"categories":5143},[203],{"categories":5145},[70],{"categories":5147},[70],{"categories":5149},[70],{"categories":5151},[70],{"categories":5153},[151],{"categories":5155},[70],{"categories":5157},[203],{"categories":5159},[70],{"categories":5161},[70],{"categories":5163},[151],{"categories":5165},[203],{"categories":5167},[70],{"categories":5169},[151],{"categories":5171},[70],{"categories":5173},[117],{"categories":5175},[117],{"categories":5177},[117],{"categories":5179},[129],{"categories":5181},[151],{"categories":5183},[117],{"categories":5185},[117],{"categories":5187},[70],{"categories":5189},[129],{"categories":5191},[203],{"categories":5193},[70],{"categories":5195},[70],{"categories":5197},[117],{"categories":5199},[70],{"categories":5201},[],{"categories":5203},[117],{"categories":5205},[],{"categories":5207},[70],{"categories":5209},[70],{"categories":5211},[],{"categories":5213},[],{"categories":5215},[117],{"categories":5217},[112],{"categories":5219},[117],{"categories":5221},[5222],"Liability & Ethics",{"categories":5224},[70],{"categories":5226},[70],{"categories":5228},[70],{"categories":5230},[117],{"categories":5232},[107],{"categories":5234},[117],{"categories":5236},[112],{"categories":5238},[232],{"categories":5240},[117],{"categories":5242},[70],{"categories":5244},[70],{"categories":5246},[],{"categories":5248},[539],{"categories":5250},[117],{"categories":5252},[],{"categories":5254},[70],{"categories":5256},[107],{"categories":5258},[117],{"categories":5260},[],{"categories":5262},[117],{"categories":5264},[70],{"categories":5266},[70],{"categories":5268},[129],{"categories":5270},[70],{"categories":5272},[151],{"categories":5274},[70],{"categories":5276},[70],{"categories":5278},[117],{"categories":5280},[70],{"categories":5282},[70],{"categories":5284},[70],{"categories":5286},[151],{"categories":5288},[117],{"categories":5290},[129],{"categories":5292},[203],{"categories":5294},[107],{"categories":5296},[70],{"categories":5298},[70],{"categories":5300},[70],{"categories":5302},[],{"categories":5304},[117],{"categories":5306},[117],{"categories":5308},[117],{"categories":5310},[442],{"categories":5312},[203],{"categories":5314},[117],{"categories":5316},[271],{"categories":5318},[129],{"categories":5320},[151],{"categories":5322},[70],{"categories":5324},[203],{"categories":5326},[70],{"categories":5328},[107],{"categories":5330},[],{"categories":5332},[117],{"categories":5334},[70],{"categories":5336},[70],{"categories":5338},[70],{"categories":5340},[70],{"categories":5342},[117],{"categories":5344},[70],{"categories":5346},[70],{"categories":5348},[203],{"categories":5350},[],{"categories":5352},[117],{"categories":5354},[120],{"categories":5356},[151],{"categories":5358},[117],{"categories":5360},[112],{"categories":5362},[],{"categories":5364},[70],{"categories":5366},[70],{"categories":5368},[120],{"categories":5370},[70],{"categories":5372},[117],{"categories":5374},[151],{"categories":5376},[107],{"categories":5378},[271],{"categories":5380},[70],{"categories":5382},[70],{"categories":5384},[70],{"categories":5386},[151],{"categories":5388},[112],{"categories":5390},[70],{"categories":5392},[203],{"categories":5394},[151],{"categories":5396},[271],{"categories":5398},[70],{"categories":5400},[117],{"categories":5402},[],{"categories":5404},[499],{"categories":5406},[],{"categories":5408},[70],{"categories":5410},[271],{"categories":5412},[70],{"categories":5414},[154],{"categories":5416},[70],{"categories":5418},[117],{"categories":5420},[117],{"categories":5422},[5423],"Design News & Tools",{"categories":5425},[70],{"categories":5427},[151],{"categories":5429},[70],{"categories":5431},[70],{"categories":5433},[107],{"categories":5435},[117],{"categories":5437},[70],{"categories":5439},[203],{"categories":5441},[117],{"categories":5443},[117],{"categories":5445},[203],{"categories":5447},[70],{"categories":5449},[442],{"categories":5451},[117],{"categories":5453},[70],{"categories":5455},[70],{"categories":5457},[442],{"categories":5459},[70],{"categories":5461},[232],{"categories":5463},[70],{"categories":5465},[117],{"categories":5467},[],{"categories":5469},[70],{"categories":5471},[70],{"categories":5473},[70],{"categories":5475},[151],{"categories":5477},[107],{"categories":5479},[],{"categories":5481},[70],{"categories":5483},[70],{"categories":5485},[70],{"categories":5487},[129],{"categories":5489},[564],{"categories":5491},[129],{"categories":5493},[203],{"categories":5495},[70],{"categories":5497},[70,117],{"categories":5499},[232,112],{"categories":5501},[129],{"categories":5503},[70],{"categories":5505},[70],{"categories":5507},[70],{"categories":5509},[70],{"categories":5511},[],{"categories":5513},[117],{"categories":5515},[70],{"categories":5517},[],{"categories":5519},[70],{"categories":5521},[129],{"categories":5523},[70],{"categories":5525},[129],{"categories":5527},[],{"categories":5529},[117],{"categories":5531},[70],{"categories":5533},[112],{"categories":5535},[70],{"categories":5537},[151],{"categories":5539},[70],{"categories":5541},[],{"categories":5543},[117],{"categories":5545},[70],{"categories":5547},[],{"categories":5549},[203],{"categories":5551},[70],{"categories":5553},[70],{"categories":5555},[117],{"categories":5557},[70],{"categories":5559},[70],{"categories":5561},[107],{"categories":5563},[117],{"categories":5565},[70],{"categories":5567},[],{"categories":5569},[70],{"categories":5571},[271],{"categories":5573},[232],{"categories":5575},[112],{"categories":5577},[112],{"categories":5579},[70],{"categories":5581},[107],{"categories":5583},[107],{"categories":5585},[70],{"categories":5587},[117],{"categories":5589},[70],{"categories":5591},[70],{"categories":5593},[70],{"categories":5595},[70],{"categories":5597},[129],{"categories":5599},[70],{"categories":5601},[107],{"categories":5603},[70],{"categories":5605},[70],{"categories":5607},[117],{"categories":5609},[70],{"categories":5611},[232],{"categories":5613},[70],{"categories":5615},[151],{"categories":5617},[70],{"categories":5619},[70],{"categories":5621},[117],{"categories":5623},[70],{"categories":5625},[70],{"categories":5627},[117],{"categories":5629},[],{"categories":5631},[129],{"categories":5633},[],{"categories":5635},[129],{"categories":5637},[117],{"categories":5639},[107],{"categories":5641},[70],{"categories":5643},[],{"categories":5645},[154],{"categories":5647},[271],{"categories":5649},[70],{"categories":5651},[129],{"categories":5653},[70],{"categories":5655},[],{"categories":5657},[151],{"categories":5659},[117],{"categories":5661},[129],{"categories":5663},[203],{"categories":5665},[112],{"categories":5667},[70],{"categories":5669},[70],{"categories":5671},[117],{"categories":5673},[129],{"categories":5675},[117],{"categories":5677},[151],{"categories":5679},[70],{"categories":5681},[120],{"categories":5683},[107],{"categories":5685},[120],{"categories":5687},[151],{"categories":5689},[70],{"categories":5691},[129],{"categories":5693},[70],{"categories":5695},[203],{"categories":5697},[112],{"categories":5699},[70],{"categories":5701},[70],{"categories":5703},[70],{"categories":5705},[70],{"categories":5707},[70],{"categories":5709},[70],{"categories":5711},[117],{"categories":5713},[70],{"categories":5715},[117],{"categories":5717},[70],{"categories":5719},[70],{"categories":5721},[107],{"categories":5723},[70],{"categories":5725},[117],{"categories":5727},[117],{"categories":5729},[203],{"categories":5731},[117],{"categories":5733},[117],{"categories":5735},[70],{"categories":5737},[107],{"categories":5739},[117],{"categories":5741},[203],{"categories":5743},[],{"categories":5745},[70],{"categories":5747},[154],{"categories":5749},[442],{"categories":5751},[70],{"categories":5753},[70],{"categories":5755},[70],{"categories":5757},[129],{"categories":5759},[70],{"categories":5761},[],{"categories":5763},[70],{"categories":5765},[117],{"categories":5767},[70],{"categories":5769},[232],{"categories":5771},[70],{"categories":5773},[129],{"categories":5775},[70],{"categories":5777},[151],{"categories":5779},[117],{"categories":5781},[70],{"categories":5783},[232],{"categories":5785},[117],{"categories":5787},[112],{"categories":5789},[112],{"categories":5791},[70],{"categories":5793},[70],{"categories":5795},[70],{"categories":5797},[70],{"categories":5799},[70],{"categories":5801},[70],{"categories":5803},[107],{"categories":5805},[],{"categories":5807},[70],{"categories":5809},[70],{"categories":5811},[117],{"categories":5813},[117],{"categories":5815},[70],{"categories":5817},[70],{"categories":5819},[70],{"categories":5821},[70],{"categories":5823},[129],{"categories":5825},[],{"categories":5827},[107],{"categories":5829},[70],{"categories":5831},[70],{"categories":5833},[117],{"categories":5835},[117],{"categories":5837},[],{"categories":5839},[129],{"categories":5841},[129],{"categories":5843},[70],{"categories":5845},[232],{"categories":5847},[112],{"categories":5849},[203],{"categories":5851},[],{"categories":5853},[70],{"categories":5855},[117],{"categories":5857},[107],{"categories":5859},[70],{"categories":5861},[70],{"categories":5863},[129],{"categories":5865},[107],{"categories":5867},[70],{"categories":5869},[70],{"categories":5871},[151],{"categories":5873},[154],{"categories":5875},[70],{"categories":5877},[151],{"categories":5879},[117],{"categories":5881},[70],{"categories":5883},[],{"categories":5885},[151],{"categories":5887},[117],{"categories":5889},[203],{"categories":5891},[154],{"categories":5893},[70],{"categories":5895},[70],{"categories":5897},[],{"categories":5899},[117],{"categories":5901},[117],{"categories":5903},[117],{"categories":5905},[3029],{"categories":5907},[151],{"categories":5909},[70],{"categories":5911},[129],{"categories":5913},[70],{"categories":5915},[70],{"categories":5917},[70],{"categories":5919},[70],{"categories":5921},[112],{"categories":5923},[70],{"categories":5925},[107],{"categories":5927},[1738],{"categories":5929},[271],{"categories":5931},[107],{"categories":5933},[],{"categories":5935},[70],{"categories":5937},[],{"categories":5939},[151],{"categories":5941},[117],{"categories":5943},[203],{"categories":5945},[70],{"categories":5947},[70],{"categories":5949},[70],{"categories":5951},[151],{"categories":5953},[],{"categories":5955},[117],{"categories":5957},[70],{"categories":5959},[117],{"categories":5961},[117],{"categories":5963},[],{"categories":5965},[70],{"categories":5967},[],{"categories":5969},[151],{"categories":5971},[107],{"categories":5973},[203],{"categories":5975},[70],{"categories":5977},[117],{"categories":5979},[151],{"categories":5981},[70],{"categories":5983},[151],{"categories":5985},[],{"categories":5987},[151],{"categories":5989},[107],{"categories":5991},[442],{"categories":5993},[117],{"categories":5995},[70],{"categories":5997},[],{"categories":5999},[129],{"categories":6001},[117],{"categories":6003},[120],{"categories":6005},[117],{"categories":6007},[107],{"categories":6009},[70],{"categories":6011},[],{"categories":6013},[],{"categories":6015},[],{"categories":6017},[203],{"categories":6019},[70],{"categories":6021},[117],{"categories":6023},[70],{"categories":6025},[70],{"categories":6027},[],{"categories":6029},[],{"categories":6031},[],{"categories":6033},[70],{"categories":6035},[203],{"categories":6037},[70],{"categories":6039},[],{"categories":6041},[117],{"categories":6043},[70],{"categories":6045},[70],{"categories":6047},[107],{"categories":6049},[],{"categories":6051},[],{"categories":6053},[70],{"categories":6055},[70],{"categories":6057},[117],{"categories":6059},[203],{"categories":6061},[70],{"categories":6063},[151],{"categories":6065},[],{"categories":6067},[70],{"categories":6069},[70],{"categories":6071},[232],{"categories":6073},[151],{"categories":6075},[232],{"categories":6077},[154],{"categories":6079},[70],{"categories":6081},[70],{"categories":6083},[],{"categories":6085},[],{"categories":6087},[117],{"categories":6089},[],{"categories":6091},[70],{"categories":6093},[442],{"categories":6095},[70],{"categories":6097},[70],{"categories":6099},[70],{"categories":6101},[70],{"categories":6103},[],{"categories":6105},[117],{"categories":6107},[70],{"categories":6109},[70],{"categories":6111},[],{"categories":6113},[117],{"categories":6115},[70],{"categories":6117},[151],{"categories":6119},[70],{"categories":6121},[232],{"categories":6123},[112],{"categories":6125},[70],{"categories":6127},[70],{"categories":6129},[117],{"categories":6131},[154],{"categories":6133},[117],{"categories":6135},[117],{"categories":6137},[],{"categories":6139},[117],{"categories":6141},[],{"categories":6143},[70],{"categories":6145},[],{"categories":6147},[151],{"categories":6149},[112],{"categories":6151},[],{"categories":6153},[70],{"categories":6155},[70],{"categories":6157},[],{"categories":6159},[117],{"categories":6161},[203],{"categories":6163},[107],{"categories":6165},[],{"categories":6167},[112],{"categories":6169},[232],{"categories":6171},[70],{"categories":6173},[129],{"categories":6175},[107],{"categories":6177},[154],{"categories":6179},[112],{"categories":6181},[129],{"categories":6183},[117],{"categories":6185},[129],{"categories":6187},[],{"categories":6189},[70],{"categories":6191},[120],{"categories":6193},[70],{"categories":6195},[],{"categories":6197},[117],{"categories":6199},[107],{"categories":6201},[203],{"categories":6203},[70],{"categories":6205},[107],{"categories":6207},[117],{"categories":6209},[271],{"categories":6211},[70],{"categories":6213},[70],{"categories":6215},[70],{"categories":6217},[70],{"categories":6219},[107],{"categories":6221},[154],{"categories":6223},[117],{"categories":6225},[],{"categories":6227},[70],{"categories":6229},[70],{"categories":6231},[70],{"categories":6233},[129],{"categories":6235},[117],{"categories":6237},[151],{"categories":6239},[129],{"categories":6241},[70],{"categories":6243},[120],{"categories":6245},[],{"categories":6247},[203],{"categories":6249},[129],{"categories":6251},[151],{"categories":6253},[107],{"categories":6255},[117],{"categories":6257},[70],{"categories":6259},[70],{"categories":6261},[117],{"categories":6263},[120],{"categories":6265},[70],{"categories":6267},[117],{"categories":6269},[70],{"categories":6271},[112],{"categories":6273},[117],{"categories":6275},[117,271],{"categories":6277},[70],{"categories":6279},[70],{"categories":6281},[117],{"categories":6283},[129],{"categories":6285},[70],{"categories":6287},[70],{"categories":6289},[154],{"categories":6291},[117],{"categories":6293},[232],{"categories":6295},[117],{"categories":6297},[112],{"categories":6299},[],{"categories":6301},[117],{"categories":6303},[70],{"categories":6305},[112],{"categories":6307},[],{"categories":6309},[],{"categories":6311},[129],{"categories":6313},[70],{"categories":6315},[70],{"categories":6317},[117],{"categories":6319},[154],{"categories":6321},[232],{"categories":6323},[70],{"categories":6325},[70],{"categories":6327},[70],{"categories":6329},[117],{"categories":6331},[],{"categories":6333},[117],{"categories":6335},[151],{"categories":6337},[70],{"categories":6339},[117],{"categories":6341},[117],{"categories":6343},[70],{"categories":6345},[],{"categories":6347},[151],{"categories":6349},[129],{"categories":6351},[3029],{"categories":6353},[107],{"categories":6355},[129],{"categories":6357},[70],{"categories":6359},[117],{"categories":6361},[70],{"categories":6363},[70],{"categories":6365},[232],{"categories":6367},[129],{"categories":6369},[],{"categories":6371},[151],{"categories":6373},[70],{"categories":6375},[],{"categories":6377},[117],{"categories":6379},[70],{"categories":6381},[70],{"categories":6383},[70],{"categories":6385},[70],{"categories":6387},[117],{"categories":6389},[70],{"categories":6391},[70],{"categories":6393},[70],{"categories":6395},[120],{"categories":6397},[70],{"categories":6399},[117],{"categories":6401},[70],{"categories":6403},[70],{"categories":6405},[70],{"categories":6407},[70],{"categories":6409},[70],{"categories":6411},[70],{"categories":6413},[70],{"categories":6415},[112],{"categories":6417},[],{"categories":6419},[120],{"categories":6421},[151],{"categories":6423},[117],{"categories":6425},[70],{"categories":6427},[129],{"categories":6429},[],{"categories":6431},[129],{"categories":6433},[129],{"categories":6435},[117],{"categories":6437},[129],{"categories":6439},[70],{"categories":6441},[70],{"categories":6443},[70],{"categories":6445},[117],{"categories":6447},[129],{"categories":6449},[70],{"categories":6451},[70],{"categories":6453},[70],{"categories":6455},[117],{"categories":6457},[151],{"categories":6459},[70],{"categories":6461},[70],{"categories":6463},[70],{"categories":6465},[112],{"categories":6467},[70],{"categories":6469},[117],{"categories":6471},[203],{"categories":6473},[],{"categories":6475},[70],{"categories":6477},[154],{"categories":6479},[117],{"categories":6481},[70],{"categories":6483},[70],{"categories":6485},[],{"categories":6487},[70],{"categories":6489},[70],{"categories":6491},[151],{"categories":6493},[70],{"categories":6495},[70],{"categories":6497},[117],{"categories":6499},[232],{"categories":6501},[],{"categories":6503},[],{"categories":6505},[129],{"categories":6507},[70],{"categories":6509},[70],{"categories":6511},[151],{"categories":6513},[70],{"categories":6515},[129],{"categories":6517},[151],{"categories":6519},[70],{"categories":6521},[70],{"categories":6523},[232],{"categories":6525},[154],{"categories":6527},[70],{"categories":6529},[70],{"categories":6531},[107],{"categories":6533},[117],{"categories":6535},[70],{"categories":6537},[70],{"categories":6539},[117],{"categories":6541},[117],{"categories":6543},[129],{"categories":6545},[70],{"categories":6547},[112],{"categories":6549},[],{"categories":6551},[70],{"categories":6553},[154],{"categories":6555},[70],{"categories":6557},[],{"categories":6559},[151],{"categories":6561},[70],{"categories":6563},[117],{"categories":6565},[154],{"categories":6567},[70],{"categories":6569},[129],{"categories":6571},[129],{"categories":6573},[129],{"categories":6575},[70],{"categories":6577},[117],{"categories":6579},[117],{"categories":6581},[70],{"categories":6583},[117],{"categories":6585},[70],{"categories":6587},[70],{"categories":6589},[203],{"categories":6591},[154],{"categories":6593},[154],{"categories":6595},[],{"categories":6597},[151],{"categories":6599},[70],{"categories":6601},[70],{"categories":6603},[129],{"categories":6605},[],{"categories":6607},[151],{"categories":6609},[151],{"categories":6611},[151],{"categories":6613},[],{"categories":6615},[117],{"categories":6617},[70],{"categories":6619},[],{"categories":6621},[107],{"categories":6623},[112],{"categories":6625},[],{"categories":6627},[70],{"categories":6629},[70],{"categories":6631},[],{"categories":6633},[129],{"categories":6635},[],{"categories":6637},[],{"categories":6639},[],{"categories":6641},[],{"categories":6643},[70],{"categories":6645},[151],{"categories":6647},[],{"categories":6649},[],{"categories":6651},[70],{"categories":6653},[70],{"categories":6655},[70],{"categories":6657},[154],{"categories":6659},[70],{"categories":6661},[154],{"categories":6663},[],{"categories":6665},[154],{"categories":6667},[154],{"categories":6669},[271],{"categories":6671},[117],{"categories":6673},[129],{"categories":6675},[],{"categories":6677},[],{"categories":6679},[154],{"categories":6681},[129],{"categories":6683},[129],{"categories":6685},[129],{"categories":6687},[],{"categories":6689},[107],{"categories":6691},[129],{"categories":6693},[129],{"categories":6695},[107],{"categories":6697},[129],{"categories":6699},[112],{"categories":6701},[129],{"categories":6703},[129],{"categories":6705},[129],{"categories":6707},[154],{"categories":6709},[151],{"categories":6711},[151],{"categories":6713},[70],{"categories":6715},[129],{"categories":6717},[154],{"categories":6719},[271],{"categories":6721},[154],{"categories":6723},[154],{"categories":6725},[154],{"categories":6727},[],{"categories":6729},[112],{"categories":6731},[],{"categories":6733},[271],{"categories":6735},[129],{"categories":6737},[129],{"categories":6739},[129],{"categories":6741},[117],{"categories":6743},[151,112],{"categories":6745},[154],{"categories":6747},[],{"categories":6749},[],{"categories":6751},[154],{"categories":6753},[],{"categories":6755},[154],{"categories":6757},[151],{"categories":6759},[117],{"categories":6761},[],{"categories":6763},[129],{"categories":6765},[70],{"categories":6767},[203],{"categories":6769},[],{"categories":6771},[70],{"categories":6773},[],{"categories":6775},[151],{"categories":6777},[107],{"categories":6779},[154],{"categories":6781},[],{"categories":6783},[129],{"categories":6785},[151],[6787,6893,6971,7038],{"id":6788,"title":6789,"ai":6790,"body":6795,"categories":6870,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":6871,"navigation":86,"path":6883,"published_at":6884,"question":71,"scraped_at":6884,"seo":6885,"sitemap":6886,"source_id":6887,"source_name":92,"source_type":93,"source_url":6877,"stem":6888,"tags":6889,"thumbnail_url":71,"tldr":6890,"tweet":71,"unknown_tags":6891,"__hash__":6892},"summaries\u002Fsummaries\u002Fa2862ae7581bf6da-the-architecture-and-evolution-of-agentic-ai-syste-summary.md","The Architecture and Evolution of Agentic AI Systems",{"provider":7,"model":8,"input_tokens":6791,"output_tokens":6792,"processing_time_ms":6793,"cost_usd":6794},4163,556,2873,0.00187475,{"type":14,"value":6796,"toc":6866},[6797,6801,6804,6830,6834,6837,6840],[17,6798,6800],{"id":6799},"the-core-components-of-agentic-systems","The Core Components of Agentic Systems",[22,6802,6803],{},"Agentic AI represents a transition from simple LLM-based chatbots to autonomous systems capable of executing complex workflows. The architecture of these agents is defined by four fundamental pillars:",[33,6805,6806,6812,6818,6824],{},[36,6807,6808,6811],{},[39,6809,6810],{},"Perception:"," The ability to process multi-modal inputs (text, images, audio) to understand the environment.",[36,6813,6814,6817],{},[39,6815,6816],{},"Planning:"," The capacity to decompose high-level goals into actionable sub-tasks, often utilizing techniques like Chain-of-Thought (CoT) or Tree-of-Thoughts (ToT) to navigate decision spaces.",[36,6819,6820,6823],{},[39,6821,6822],{},"Memory:"," The integration of short-term context (in-context learning) and long-term storage (vector databases\u002FRAG) to maintain state and learn from past interactions.",[36,6825,6826,6829],{},[39,6827,6828],{},"Tool Use:"," The interface layer that allows agents to interact with external APIs, software environments, and hardware to perform actions beyond the model's native training data.",[17,6831,6833],{"id":6832},"evolution-and-adoption-challenges","Evolution and Adoption Challenges",[22,6835,6836],{},"The shift toward agentic frameworks is driven by the need for systems that can handle multi-step reasoning and real-world task execution. Unlike traditional AI, which is reactive, agentic systems are proactive, continuously monitoring progress against a defined objective.",[22,6838,6839],{},"However, widespread adoption faces significant technical and ethical hurdles. Key challenges include:",[33,6841,6842,6848,6854,6860],{},[36,6843,6844,6847],{},[39,6845,6846],{},"Reliability and Hallucinations:"," Ensuring agents do not deviate from objectives or execute incorrect actions in critical environments.",[36,6849,6850,6853],{},[39,6851,6852],{},"Security:"," Managing the risks associated with autonomous agents interacting with sensitive APIs and data.",[36,6855,6856,6859],{},[39,6857,6858],{},"Evaluation:"," Developing standardized benchmarks to measure agent performance, as traditional metrics like perplexity are insufficient for evaluating multi-step task completion.",[36,6861,6862,6865],{},[39,6863,6864],{},"Resource Efficiency:"," The computational cost of running agentic loops, which often require multiple model calls per single user request.",{"title":63,"searchDepth":64,"depth":64,"links":6867},[6868,6869],{"id":6799,"depth":64,"text":6800},{"id":6832,"depth":64,"text":6833},[70],{"content_references":6872,"triage":6879},[6873],{"type":77,"title":6874,"author":6875,"publisher":6876,"url":6877,"context":6878},"Emergence of Agentic AI: A Review on Evolution, Background, Working Principles, Applications, Adoption Factors, and Future Research Directions","Various","Computers, Materials & Continua","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.18110","reviewed",{"relevance":6880,"novelty":82,"quality":82,"actionability":83,"composite":6881,"reasoning":6882},5,4.15,"Category: AI & LLMs. The article provides a deep dive into the architecture of agentic AI systems, addressing specific audience pain points such as the transition from passive to proactive AI, which is crucial for product builders. It outlines core components like perception and planning, offering insights that can inform practical applications, though it lacks detailed frameworks for immediate implementation.","\u002Fsummaries\u002Fa2862ae7581bf6da-the-architecture-and-evolution-of-agentic-ai-syste-summary","2026-08-21 03:13:11",{"title":6789,"description":63},{"loc":6883},"a2862ae7581bf6da","summaries\u002Fa2862ae7581bf6da-the-architecture-and-evolution-of-agentic-ai-syste-summary",[96,97,98],"Agentic AI shifts from passive text generation to autonomous goal-oriented systems by integrating perception, planning, memory, and tool-use capabilities.",[98],"8cUHgj9g2lGYkBaU1NyVC-EiIKJxf8WUafyQeIJg8Gg",{"id":6894,"title":6895,"ai":6896,"body":6901,"categories":6952,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":6953,"navigation":86,"path":6961,"published_at":6962,"question":71,"scraped_at":6962,"seo":6963,"sitemap":6964,"source_id":6965,"source_name":92,"source_type":93,"source_url":6957,"stem":6966,"tags":6967,"thumbnail_url":71,"tldr":6968,"tweet":71,"unknown_tags":6969,"__hash__":6970},"summaries\u002Fsummaries\u002F666668ebfa14787c-memoharness-enabling-agentic-learning-from-experie-summary.md","MemoHarness: Enabling Agentic Learning from Experience",{"provider":7,"model":8,"input_tokens":6897,"output_tokens":6898,"processing_time_ms":6899,"cost_usd":6900},4020,471,2815,0.0017115,{"type":14,"value":6902,"toc":6947},[6903,6907,6910,6914,6917,6920,6940,6944],[17,6904,6906],{"id":6905},"the-problem-with-stateless-agents","The Problem with Stateless Agents",[22,6908,6909],{},"Most current AI agent architectures are stateless by design; they rely on a fixed prompt or a set of tools to solve tasks, but they do not inherently 'learn' from their successes or failures across different sessions. This leads to repetitive errors and an inability to adapt to specific user preferences or environmental quirks over time. MemoHarness addresses this by providing a structured memory layer that allows agents to accumulate knowledge from past interactions.",[17,6911,6913],{"id":6912},"how-memoharness-works","How MemoHarness Works",[22,6915,6916],{},"MemoHarness functions as a persistent harness that wraps around the agent's execution environment. It captures key trajectory data—the sequence of thoughts, actions, and outcomes—and stores them in a structured memory bank. When faced with a new task, the agent queries this memory bank to retrieve relevant 'experience snippets.'",[22,6918,6919],{},"By incorporating these past experiences into the current context window, the agent can:",[33,6921,6922,6928,6934],{},[36,6923,6924,6927],{},[39,6925,6926],{},"Avoid past pitfalls:"," If a specific tool usage pattern previously failed, the agent can retrieve that failure to avoid repeating the same mistake.",[36,6929,6930,6933],{},[39,6931,6932],{},"Adopt successful strategies:"," It can replicate workflows that previously led to a successful task completion.",[36,6935,6936,6939],{},[39,6937,6938],{},"Personalize behavior:"," Over time, the agent builds a repository of user-specific preferences, leading to more efficient and tailored outputs.",[17,6941,6943],{"id":6942},"implications-for-agentic-systems","Implications for Agentic Systems",[22,6945,6946],{},"This approach shifts the paradigm from 'prompt engineering' to 'experience engineering.' Instead of trying to write the perfect system prompt to cover every edge case, developers can focus on building robust feedback loops where the agent continuously updates its memory. This is particularly valuable for long-running autonomous agents that operate in complex, multi-step environments where trial-and-error is necessary for optimization.",{"title":63,"searchDepth":64,"depth":64,"links":6948},[6949,6950,6951],{"id":6905,"depth":64,"text":6906},{"id":6912,"depth":64,"text":6913},{"id":6942,"depth":64,"text":6943},[70],{"content_references":6954,"triage":6958},[6955],{"type":77,"title":6956,"url":6957,"context":80},"MemoHarness: Agent Harnesses That Learn from Experience","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.14159",{"relevance":6880,"novelty":82,"quality":82,"actionability":82,"composite":6959,"reasoning":6960},4.35,"Category: AI & LLMs. The article introduces a novel framework for AI agents that enhances their learning capabilities, addressing a key pain point for developers working with AI systems. It provides actionable insights on how to implement a memory layer for agents, which can directly improve product outcomes.","\u002Fsummaries\u002F666668ebfa14787c-memoharness-enabling-agentic-learning-from-experie-summary","2026-07-17 18:01:12",{"title":6895,"description":63},{"loc":6961},"666668ebfa14787c","summaries\u002F666668ebfa14787c-memoharness-enabling-agentic-learning-from-experie-summary",[96,97,98],"MemoHarness introduces a framework for AI agents to store and retrieve past experiences, allowing them to improve performance over time rather than relying on static prompt instructions.",[98],"xtfScq5qLqk6D3ljtkFn328QJZSdMzyqLLmTYDN3MP0",{"id":6972,"title":6973,"ai":6974,"body":6979,"categories":7021,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7022,"navigation":86,"path":7027,"published_at":7028,"question":71,"scraped_at":7028,"seo":7029,"sitemap":7030,"source_id":7031,"source_name":92,"source_type":93,"source_url":7032,"stem":7033,"tags":7034,"thumbnail_url":71,"tldr":7035,"tweet":71,"unknown_tags":7036,"__hash__":7037},"summaries\u002Fsummaries\u002F6ae936f6adb195af-safe-multi-agent-rl-via-constraint-manifold-contro-summary.md","Safe Multi-Agent RL via Constraint Manifold Control",{"provider":7,"model":8,"input_tokens":6975,"output_tokens":6976,"processing_time_ms":6977,"cost_usd":6978},5935,384,2316,0.00205975,{"type":14,"value":6980,"toc":7016},[6981,6985,6988,6992,6995,7009,7013],[17,6982,6984],{"id":6983},"the-safety-efficiency-trade-off-in-multi-agent-systems","The Safety-Efficiency Trade-off in Multi-Agent Systems",[22,6986,6987],{},"Traditional multi-agent reinforcement learning (MARL) often struggles with a fundamental conflict: learning-based methods excel at complex coordination but lack rigorous safety guarantees, while control-theoretic approaches provide safety at the cost of overly conservative, inefficient behavior. This paper introduces a hierarchical framework that resolves this by decoupling high-level coordination from low-level safety enforcement.",[17,6989,6991],{"id":6990},"hierarchical-constraint-manifold-control","Hierarchical Constraint Manifold Control",[22,6993,6994],{},"The proposed architecture utilizes a two-tier structure:",[33,6996,6997,7003],{},[36,6998,6999,7002],{},[39,7000,7001],{},"High-Level Policy:"," Focuses on learning effective coordination strategies to achieve task objectives.",[36,7004,7005,7008],{},[39,7006,7007],{},"Low-Level Controller:"," Enforces hard safety constraints using a constraint manifold. By operating on this manifold, the system ensures that agent actions remain within safe boundaries under mild assumptions, without requiring the high-level policy to explicitly calculate safety constraints at every step.",[17,7010,7012],{"id":7011},"stability-and-generalization","Stability and Generalization",[22,7014,7015],{},"By integrating constraint manifold control, the framework achieves stationary learning dynamics, which significantly stabilizes the training process compared to standard MARL methods. The approach demonstrates strong empirical performance, maintaining nearly perfect safety rates in testing environments. Furthermore, the hierarchical design allows the agents to generalize effectively to dynamic scenarios, including environments with varying numbers of agents and obstacles, proving that safety-constrained learning does not have to sacrifice scalability or adaptability.",{"title":63,"searchDepth":64,"depth":64,"links":7017},[7018,7019,7020],{"id":6983,"depth":64,"text":6984},{"id":6990,"depth":64,"text":6991},{"id":7011,"depth":64,"text":7012},[70],{"content_references":7023,"triage":7024},[],{"relevance":83,"novelty":82,"quality":82,"actionability":64,"composite":7025,"reasoning":7026},3.25,"Category: AI & LLMs. The article discusses a novel hierarchical framework for multi-agent reinforcement learning that addresses safety and efficiency, which is relevant to AI engineering. However, it lacks practical applications or frameworks that the target audience can directly implement in their projects.","\u002Fsummaries\u002F6ae936f6adb195af-safe-multi-agent-rl-via-constraint-manifold-contro-summary","2026-06-24 12:56:40",{"title":6973,"description":63},{"loc":7027},"6ae936f6adb195af","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.24010","summaries\u002F6ae936f6adb195af-safe-multi-agent-rl-via-constraint-manifold-contro-summary",[97,96,98],"A hierarchical reinforcement learning framework that balances coordination efficiency with theoretical safety by enforcing hard constraints at the low level via a constraint manifold.",[98],"t2LOKfaIcjSlArC9QXDQIWHjq8x6E1Yn5A32U6ij9aw",{"id":7039,"title":7040,"ai":7041,"body":7046,"categories":7097,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7098,"navigation":86,"path":7106,"published_at":7107,"question":71,"scraped_at":7107,"seo":7108,"sitemap":7109,"source_id":7110,"source_name":92,"source_type":93,"source_url":7103,"stem":7111,"tags":7112,"thumbnail_url":71,"tldr":7113,"tweet":71,"unknown_tags":7114,"__hash__":7115},"summaries\u002Fsummaries\u002F77005f669ad75e00-skill-guided-continuation-distillation-for-gui-age-summary.md","Skill-Guided Continuation Distillation for GUI Agents",{"provider":7,"model":8,"input_tokens":7042,"output_tokens":7043,"processing_time_ms":7044,"cost_usd":7045},4039,557,3662,0.00184525,{"type":14,"value":7047,"toc":7092},[7048,7052,7055,7059,7062,7066,7086],[17,7049,7051],{"id":7050},"the-challenge-of-gui-agent-generalization","The Challenge of GUI Agent Generalization",[22,7053,7054],{},"GUI agents often struggle with long-horizon tasks because they rely on monolithic trajectory learning, which fails to generalize across varying interface layouts or unexpected application states. The core problem is that standard imitation learning or reinforcement learning approaches treat GUI interaction as a sequence of raw pixels or DOM elements without decomposing the underlying intent into reusable components.",[17,7056,7058],{"id":7057},"skill-guided-continuation-distillation","Skill-Guided Continuation Distillation",[22,7060,7061],{},"This research proposes a framework that decomposes complex GUI interaction into discrete, reusable 'skills.' Instead of training an agent to map a full task from start to finish, the authors use a distillation process that forces the agent to learn intermediate sub-goals (skills). By guiding the distillation process with these explicit skills, the agent learns to predict the 'continuation' of a task—essentially learning how to transition from one functional state to the next.",[17,7063,7065],{"id":7064},"key-advantages-of-skill-based-decomposition","Key Advantages of Skill-Based Decomposition",[33,7067,7068,7074,7080],{},[36,7069,7070,7073],{},[39,7071,7072],{},"Improved Robustness:"," By focusing on skill completion rather than raw action prediction, the agent becomes more resilient to minor UI changes or latency issues.",[36,7075,7076,7079],{},[39,7077,7078],{},"Modular Training:"," The framework allows for the independent training and refinement of specific skills (e.g., 'navigating a menu' vs. 'filling a form'), which can then be composed to solve novel, complex tasks.",[36,7081,7082,7085],{},[39,7083,7084],{},"Efficiency:"," Distillation reduces the computational overhead during inference, as the agent relies on learned skill representations rather than needing to process the entire history of a long-running task.",[22,7087,7088],{},[7089,7090,7091],"em",{},"Note: This summary is based on the provided metadata for arXiv:2606.18890. As the full text of the paper was not provided in the source, this summary reflects the core methodology described in the abstract and research context.",{"title":63,"searchDepth":64,"depth":64,"links":7093},[7094,7095,7096],{"id":7050,"depth":64,"text":7051},{"id":7057,"depth":64,"text":7058},{"id":7064,"depth":64,"text":7065},[70],{"content_references":7099,"triage":7104},[7100],{"type":77,"title":7040,"author":7101,"publisher":7102,"url":7103,"context":6878},"Unknown","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.18890",{"relevance":82,"novelty":82,"quality":82,"actionability":83,"composite":84,"reasoning":7105},"Category: AI & LLMs. The article discusses a novel method for improving GUI agent performance through skill-based decomposition, addressing a specific pain point of generalization in AI agents. It provides insights into a new framework that could be actionable for developers looking to enhance AI capabilities in GUI interactions.","\u002Fsummaries\u002F77005f669ad75e00-skill-guided-continuation-distillation-for-gui-age-summary","2026-06-18 12:57:00",{"title":7040,"description":63},{"loc":7106},"77005f669ad75e00","summaries\u002F77005f669ad75e00-skill-guided-continuation-distillation-for-gui-age-summary",[96,97,98],"The paper introduces a method to improve GUI agent performance by distilling complex task trajectories into modular, skill-based sub-tasks, enhancing generalization and execution reliability.",[98],"kh5iSG1nwdfzLihOBswLZE-0XutSnLDjUYWf-UQ4X98"]