[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-2fee3d084618ca8a-deontic-policies-for-runtime-governance-of-agentic-summary":3,"summaries-facets-categories":110,"summary-related-2fee3d084618ca8a-deontic-policies-for-runtime-governance-of-agentic-summary":7014},{"id":4,"title":5,"ai":6,"body":13,"categories":76,"created_at":78,"date_modified":78,"description":70,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":81,"navigation":94,"path":95,"published_at":96,"question":78,"scraped_at":96,"seo":97,"sitemap":98,"source_id":99,"source_name":100,"source_type":101,"source_url":87,"stem":102,"tags":103,"thumbnail_url":78,"tldr":107,"tweet":78,"unknown_tags":108,"__hash__":109},"summaries\u002Fsummaries\u002F2fee3d084618ca8a-deontic-policies-for-runtime-governance-of-agentic-summary.md","Deontic Policies for Runtime Governance of Agentic AI",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4096,603,3225,0.0019285,{"type":14,"value":15,"toc":69},"minimark",[16,21,30,33,37,40,62,66],[17,18,20],"h2",{"id":19},"formalizing-agentic-constraints-with-deontic-logic","Formalizing Agentic Constraints with Deontic Logic",[22,23,24,25,29],"p",{},"As AI agents move from static tasks to autonomous execution, traditional safety guardrails often fail to address complex, context-dependent decision-making. This research proposes a framework for runtime governance based on ",[26,27,28],"strong",{},"deontic logic",", a branch of symbolic logic that formalizes normative concepts: obligations (what an agent must do), permissions (what an agent may do), and prohibitions (what an agent must not do).",[22,31,32],{},"Instead of relying solely on prompt-based constraints, which are prone to jailbreaking and ambiguity, the authors argue for a decoupling of the agent's reasoning engine from its governance layer. By implementing a deontic policy engine, developers can enforce hard constraints that act as a 'governance middleware' between the agent's intent and its external actions.",[17,34,36],{"id":35},"implementing-runtime-governance","Implementing Runtime Governance",[22,38,39],{},"The framework functions by intercepting an agent's proposed actions before they are executed. The governance layer evaluates these actions against a set of formal policies. If an action violates a prohibition or fails to meet a mandatory obligation, the system triggers a rejection or a corrective loop. This approach provides several advantages:",[41,42,43,50,56],"ul",{},[44,45,46,49],"li",{},[26,47,48],{},"Auditability:"," Because the policies are expressed in formal logic, every decision made by the governance layer is traceable and verifiable.",[44,51,52,55],{},[26,53,54],{},"Context-Awareness:"," Unlike static filters, deontic policies can be dynamic, changing based on the state of the environment or the agent's current role.",[44,57,58,61],{},[26,59,60],{},"Separation of Concerns:"," Developers can update safety and compliance policies without retraining or fine-tuning the underlying LLM, allowing for rapid iteration on safety standards as regulatory requirements evolve.",[17,63,65],{"id":64},"trade-offs-and-practical-application","Trade-offs and Practical Application",[22,67,68],{},"The primary trade-off of this approach is the overhead introduced by formal verification. Translating natural language requirements into formal deontic rules requires significant engineering effort and domain expertise. Furthermore, there is a latency cost associated with checking every action against a policy engine, which may impact real-time performance in high-frequency agentic systems. Despite these costs, the authors suggest this architecture is essential for deploying agentic systems in high-stakes environments where 'hallucinated' or unauthorized actions could lead to significant operational or legal risk.",{"title":70,"searchDepth":71,"depth":71,"links":72},"",2,[73,74,75],{"id":19,"depth":71,"text":20},{"id":35,"depth":71,"text":36},{"id":64,"depth":71,"text":65},[77],"AI & LLMs",null,"md",false,{"content_references":82,"triage":89},[83],{"type":84,"title":85,"author":86,"url":87,"context":88},"paper","Deontic Policies for Runtime Governance of Agentic AI Systems","Not specified","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.19464","reviewed",{"relevance":90,"novelty":91,"quality":91,"actionability":71,"composite":92,"reasoning":93},3,4,3.25,"Category: AI & LLMs. The article discusses a framework for runtime governance of AI agents using deontic logic, which is relevant to AI engineering. However, while it presents new insights into governance mechanisms, it lacks specific actionable steps for implementation that the target audience could directly apply.",true,"\u002Fsummaries\u002F2fee3d084618ca8a-deontic-policies-for-runtime-governance-of-agentic-summary","2026-06-19 12:57:02",{"title":5,"description":70},{"loc":95},"2fee3d084618ca8a","arXiv cs.AI","article","summaries\u002F2fee3d084618ca8a-deontic-policies-for-runtime-governance-of-agentic-summary",[104,105,106],"agents","ai-tools","research","The paper proposes using deontic logic—a system of formal rules defining obligations, permissions, and prohibitions—to govern the runtime behavior of autonomous AI agents.",[],"PP6xLs9LdN6sJBOLpe4zPz_VZkTyORM6UiQGc18PaWA",[111,113,116,118,121,123,126,129,131,133,135,137,140,142,144,146,148,151,153,155,157,159,162,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,214,216,218,220,222,224,226,228,230,232,234,236,238,240,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,284,286,288,290,292,294,296,298,300,302,304,306,308,310,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,378,380,382,384,386,388,390,392,394,396,398,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,434,436,438,440,442,444,446,448,450,452,454,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,516,518,520,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,562,564,566,568,570,572,574,576,578,580,582,584,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,874,876,878,880,882,885,887,889,891,893,895,897,899,901,903,905,907,909,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012],{"categories":112},[77],{"categories":114},[115],"Developer Productivity",{"categories":117},[77],{"categories":119},[120],"Business & SaaS",{"categories":122},[77],{"categories":124},[125],"AI Automation",{"categories":127},[128],"Product Strategy",{"categories":130},[125],{"categories":132},[77],{"categories":134},[115],{"categories":136},[125],{"categories":138},[139],"Software Engineering",{"categories":141},[77],{"categories":143},[120],{"categories":145},[],{"categories":147},[77],{"categories":149},[150],"Inference & Serving",{"categories":152},[77],{"categories":154},[77],{"categories":156},[125],{"categories":158},[],{"categories":160},[161],"AI News & Trends",{"categories":163},[164],"Data Science & Visualization",{"categories":166},[125],{"categories":168},[77],{"categories":170},[77],{"categories":172},[120],{"categories":174},[115],{"categories":176},[77],{"categories":178},[125],{"categories":180},[161],{"categories":182},[77],{"categories":184},[125],{"categories":186},[125],{"categories":188},[77],{"categories":190},[77],{"categories":192},[125],{"categories":194},[77],{"categories":196},[77],{"categories":198},[77],{"categories":200},[125],{"categories":202},[161],{"categories":204},[77],{"categories":206},[77],{"categories":208},[77],{"categories":210},[],{"categories":212},[213],"Design & Frontend",{"categories":215},[164],{"categories":217},[161],{"categories":219},[77],{"categories":221},[77],{"categories":223},[77],{"categories":225},[],{"categories":227},[77],{"categories":229},[77],{"categories":231},[125],{"categories":233},[139],{"categories":235},[77],{"categories":237},[125],{"categories":239},[77],{"categories":241},[242],"Marketing & Growth",{"categories":244},[213],{"categories":246},[77],{"categories":248},[125],{"categories":250},[77],{"categories":252},[77],{"categories":254},[139],{"categories":256},[77],{"categories":258},[],{"categories":260},[],{"categories":262},[213],{"categories":264},[77],{"categories":266},[125],{"categories":268},[115],{"categories":270},[139],{"categories":272},[125],{"categories":274},[213],{"categories":276},[128],{"categories":278},[77],{"categories":280},[139],{"categories":282},[283],"DevOps & Cloud",{"categories":285},[125],{"categories":287},[128],{"categories":289},[161],{"categories":291},[77],{"categories":293},[],{"categories":295},[77],{"categories":297},[77],{"categories":299},[],{"categories":301},[125],{"categories":303},[139],{"categories":305},[],{"categories":307},[139],{"categories":309},[77],{"categories":311},[312],"Governance & Standards",{"categories":314},[120],{"categories":316},[],{"categories":318},[],{"categories":320},[77],{"categories":322},[77],{"categories":324},[125],{"categories":326},[77],{"categories":328},[77],{"categories":330},[125],{"categories":332},[77],{"categories":334},[77],{"categories":336},[77],{"categories":338},[],{"categories":340},[139],{"categories":342},[],{"categories":344},[],{"categories":346},[77],{"categories":348},[139],{"categories":350},[],{"categories":352},[139],{"categories":354},[77],{"categories":356},[77],{"categories":358},[242],{"categories":360},[77],{"categories":362},[77],{"categories":364},[77],{"categories":366},[213],{"categories":368},[213],{"categories":370},[77],{"categories":372},[139],{"categories":374},[125],{"categories":376},[377],"GovTech & Public-Sector Adoption",{"categories":379},[139],{"categories":381},[77],{"categories":383},[77],{"categories":385},[77],{"categories":387},[125],{"categories":389},[125],{"categories":391},[164],{"categories":393},[77],{"categories":395},[161],{"categories":397},[125],{"categories":399},[400],"Legal AI Tools",{"categories":402},[77],{"categories":404},[125],{"categories":406},[77],{"categories":408},[242],{"categories":410},[125],{"categories":412},[128],{"categories":414},[77],{"categories":416},[139],{"categories":418},[377],{"categories":420},[],{"categories":422},[125],{"categories":424},[],{"categories":426},[120],{"categories":428},[125],{"categories":430},[125],{"categories":432},[433],"RAG & Retrieval",{"categories":435},[120],{"categories":437},[77],{"categories":439},[139],{"categories":441},[139],{"categories":443},[283],{"categories":445},[213],{"categories":447},[125],{"categories":449},[77],{"categories":451},[77],{"categories":453},[],{"categories":455},[456],"Agents & Orchestration",{"categories":458},[139],{"categories":460},[77],{"categories":462},[],{"categories":464},[125],{"categories":466},[120],{"categories":468},[],{"categories":470},[77],{"categories":472},[],{"categories":474},[77],{"categories":476},[115],{"categories":478},[139],{"categories":480},[120],{"categories":482},[77],{"categories":484},[125],{"categories":486},[77],{"categories":488},[161],{"categories":490},[77],{"categories":492},[],{"categories":494},[77],{"categories":496},[],{"categories":498},[77],{"categories":500},[139],{"categories":502},[77],{"categories":504},[125],{"categories":506},[164],{"categories":508},[],{"categories":510},[77],{"categories":512},[213],{"categories":514},[515],"Models & Frontier Labs",{"categories":517},[],{"categories":519},[213],{"categories":521},[522],"Regulation & Governance of AI",{"categories":524},[128],{"categories":526},[125],{"categories":528},[],{"categories":530},[77],{"categories":532},[77],{"categories":534},[125],{"categories":536},[125],{"categories":538},[161],{"categories":540},[77],{"categories":542},[120],{"categories":544},[77],{"categories":546},[125],{"categories":548},[],{"categories":550},[139],{"categories":552},[125],{"categories":554},[77],{"categories":556},[128],{"categories":558},[77],{"categories":560},[561],"AI Policy & Regulation",{"categories":563},[],{"categories":565},[77],{"categories":567},[125],{"categories":569},[128],{"categories":571},[125],{"categories":573},[77],{"categories":575},[77],{"categories":577},[77],{"categories":579},[125],{"categories":581},[],{"categories":583},[164],{"categories":585},[586],"Evals & Reliability",{"categories":588},[77],{"categories":590},[77],{"categories":592},[],{"categories":594},[115],{"categories":596},[377],{"categories":598},[561],{"categories":600},[77],{"categories":602},[120],{"categories":604},[77],{"categories":606},[125],{"categories":608},[77],{"categories":610},[125],{"categories":612},[456],{"categories":614},[77],{"categories":616},[139],{"categories":618},[77],{"categories":620},[],{"categories":622},[213],{"categories":624},[],{"categories":626},[77],{"categories":628},[377],{"categories":630},[77],{"categories":632},[77],{"categories":634},[77],{"categories":636},[],{"categories":638},[77],{"categories":640},[213],{"categories":642},[139],{"categories":644},[],{"categories":646},[77],{"categories":648},[],{"categories":650},[125],{"categories":652},[77],{"categories":654},[213],{"categories":656},[],{"categories":658},[77],{"categories":660},[77],{"categories":662},[164],{"categories":664},[125],{"categories":666},[77],{"categories":668},[120],{"categories":670},[125],{"categories":672},[77],{"categories":674},[77],{"categories":676},[139],{"categories":678},[213],{"categories":680},[77],{"categories":682},[125],{"categories":684},[],{"categories":686},[139],{"categories":688},[125],{"categories":690},[164],{"categories":692},[],{"categories":694},[77],{"categories":696},[161],{"categories":698},[77],{"categories":700},[],{"categories":702},[77],{"categories":704},[77],{"categories":706},[77],{"categories":708},[120,242],{"categories":710},[],{"categories":712},[139],{"categories":714},[77],{"categories":716},[77],{"categories":718},[125],{"categories":720},[77],{"categories":722},[],{"categories":724},[],{"categories":726},[77],{"categories":728},[213],{"categories":730},[77],{"categories":732},[],{"categories":734},[77],{"categories":736},[283],{"categories":738},[],{"categories":740},[125],{"categories":742},[161],{"categories":744},[77],{"categories":746},[77],{"categories":748},[213],{"categories":750},[],{"categories":752},[161],{"categories":754},[77],{"categories":756},[150],{"categories":758},[77],{"categories":760},[77],{"categories":762},[125],{"categories":764},[161],{"categories":766},[515],{"categories":768},[77],{"categories":770},[242],{"categories":772},[],{"categories":774},[125],{"categories":776},[120],{"categories":778},[139],{"categories":780},[77],{"categories":782},[125],{"categories":784},[],{"categories":786},[77,283],{"categories":788},[77],{"categories":790},[77],{"categories":792},[77],{"categories":794},[125],{"categories":796},[77,139],{"categories":798},[164],{"categories":800},[77],{"categories":802},[77],{"categories":804},[77],{"categories":806},[139],{"categories":808},[77],{"categories":810},[125],{"categories":812},[125],{"categories":814},[561],{"categories":816},[242],{"categories":818},[77],{"categories":820},[125],{"categories":822},[77],{"categories":824},[77],{"categories":826},[125],{"categories":828},[],{"categories":830},[125],{"categories":832},[77],{"categories":834},[77],{"categories":836},[125],{"categories":838},[77],{"categories":840},[77,120],{"categories":842},[77],{"categories":844},[120],{"categories":846},[],{"categories":848},[213],{"categories":850},[213],{"categories":852},[77],{"categories":854},[],{"categories":856},[],{"categories":858},[77],{"categories":860},[161],{"categories":862},[],{"categories":864},[115],{"categories":866},[77],{"categories":868},[139],{"categories":870},[77],{"categories":872},[873],"Generative UI & Design-to-Code",{"categories":875},[77],{"categories":877},[77],{"categories":879},[213],{"categories":881},[77],{"categories":883},[884],"Algorithmic Accountability",{"categories":886},[125],{"categories":888},[139],{"categories":890},[161],{"categories":892},[213],{"categories":894},[77],{"categories":896},[],{"categories":898},[128],{"categories":900},[77],{"categories":902},[77],{"categories":904},[77],{"categories":906},[77],{"categories":908},[125],{"categories":910},[911],"MLOps & Infrastructure",{"categories":913},[77],{"categories":915},[77],{"categories":917},[77],{"categories":919},[77],{"categories":921},[77],{"categories":923},[139],{"categories":925},[161],{"categories":927},[77],{"categories":929},[128],{"categories":931},[115],{"categories":933},[77],{"categories":935},[125],{"categories":937},[283],{"categories":939},[77],{"categories":941},[120],{"categories":943},[77],{"categories":945},[213],{"categories":947},[77],{"categories":949},[77],{"categories":951},[125],{"categories":953},[],{"categories":955},[],{"categories":957},[77],{"categories":959},[150],{"categories":961},[213],{"categories":963},[161],{"categories":965},[164],{"categories":967},[],{"categories":969},[77],{"categories":971},[77],{"categories":973},[120],{"categories":975},[125],{"categories":977},[77],{"categories":979},[77],{"categories":981},[77],{"categories":983},[77],{"categories":985},[161],{"categories":987},[150],{"categories":989},[77],{"categories":991},[213],{"categories":993},[77],{"categories":995},[],{"categories":997},[125],{"categories":999},[139],{"categories":1001},[],{"categories":1003},[77],{"categories":1005},[77],{"categories":1007},[125],{"categories":1009},[139],{"categories":1011},[77],{"categories":1013},[164],{"categories":1015},[213],{"categories":1017},[],{"categories":1019},[77],{"categories":1021},[],{"categories":1023},[77],{"categories":1025},[],{"categories":1027},[77],{"categories":1029},[77],{"categories":1031},[128],{"categories":1033},[120],{"categories":1035},[125],{"categories":1037},[125],{"categories":1039},[],{"categories":1041},[77],{"categories":1043},[115],{"categories":1045},[77],{"categories":1047},[77],{"categories":1049},[120],{"categories":1051},[161],{"categories":1053},[115],{"categories":1055},[],{"categories":1057},[77],{"categories":1059},[],{"categories":1061},[77],{"categories":1063},[],{"categories":1065},[161],{"categories":1067},[161],{"categories":1069},[],{"categories":1071},[456],{"categories":1073},[77],{"categories":1075},[213],{"categories":1077},[139],{"categories":1079},[],{"categories":1081},[400],{"categories":1083},[125],{"categories":1085},[120],{"categories":1087},[],{"categories":1089},[],{"categories":1091},[115],{"categories":1093},[164],{"categories":1095},[],{"categories":1097},[242],{"categories":1099},[125],{"categories":1101},[120],{"categories":1103},[125],{"categories":1105},[77],{"categories":1107},[120],{"categories":1109},[77],{"categories":1111},[139],{"categories":1113},[],{"categories":1115},[150],{"categories":1117},[128],{"categories":1119},[77],{"categories":1121},[213],{"categories":1123},[139],{"categories":1125},[120],{"categories":1127},[77],{"categories":1129},[139],{"categories":1131},[77],{"categories":1133},[125],{"categories":1135},[120],{"categories":1137},[77],{"categories":1139},[77],{"categories":1141},[77],{"categories":1143},[77],{"categories":1145},[77],{"categories":1147},[],{"categories":1149},[],{"categories":1151},[139],{"categories":1153},[164],{"categories":1155},[128],{"categories":1157},[77],{"categories":1159},[125],{"categories":1161},[139],{"categories":1163},[139],{"categories":1165},[77],{"categories":1167},[],{"categories":1169},[161],{"categories":1171},[128],{"categories":1173},[128],{"categories":1175},[139],{"categories":1177},[77],{"categories":1179},[586],{"categories":1181},[283],{"categories":1183},[],{"categories":1185},[125],{"categories":1187},[77],{"categories":1189},[],{"categories":1191},[115],{"categories":1193},[],{"categories":1195},[77],{"categories":1197},[77],{"categories":1199},[77],{"categories":1201},[213],{"categories":1203},[242],{"categories":1205},[77],{"categories":1207},[139],{"categories":1209},[77],{"categories":1211},[125],{"categories":1213},[],{"categories":1215},[139],{"categories":1217},[77],{"categories":1219},[115],{"categories":1221},[],{"categories":1223},[120],{"categories":1225},[77],{"categories":1227},[77],{"categories":1229},[161],{"categories":1231},[77,283],{"categories":1233},[77],{"categories":1235},[1236],"Design Systems for AI",{"categories":1238},[77],{"categories":1240},[77],{"categories":1242},[161],{"categories":1244},[77],{"categories":1246},[77],{"categories":1248},[77],{"categories":1250},[120],{"categories":1252},[77],{"categories":1254},[77],{"categories":1256},[77],{"categories":1258},[],{"categories":1260},[77],{"categories":1262},[77],{"categories":1264},[120],{"categories":1266},[77],{"categories":1268},[],{"categories":1270},[125],{"categories":1272},[125],{"categories":1274},[139],{"categories":1276},[161],{"categories":1278},[139],{"categories":1280},[77],{"categories":1282},[213],{"categories":1284},[161],{"categories":1286},[164],{"categories":1288},[77],{"categories":1290},[77],{"categories":1292},[125],{"categories":1294},[115],{"categories":1296},[561],{"categories":1298},[77],{"categories":1300},[125],{"categories":1302},[77],{"categories":1304},[139],{"categories":1306},[139],{"categories":1308},[],{"categories":1310},[],{"categories":1312},[77],{"categories":1314},[125],{"categories":1316},[128],{"categories":1318},[],{"categories":1320},[120],{"categories":1322},[77],{"categories":1324},[],{"categories":1326},[213],{"categories":1328},[139],{"categories":1330},[125],{"categories":1332},[139],{"categories":1334},[213],{"categories":1336},[77],{"categories":1338},[77],{"categories":1340},[213],{"categories":1342},[],{"categories":1344},[],{"categories":1346},[161],{"categories":1348},[125],{"categories":1350},[125],{"categories":1352},[77],{"categories":1354},[77],{"categories":1356},[77],{"categories":1358},[77],{"categories":1360},[120],{"categories":1362},[77],{"categories":1364},[77],{"categories":1366},[],{"categories":1368},[139],{"categories":1370},[139],{"categories":1372},[77],{"categories":1374},[139],{"categories":1376},[120],{"categories":1378},[],{"categories":1380},[77],{"categories":1382},[77],{"categories":1384},[77],{"categories":1386},[77],{"categories":1388},[77],{"categories":1390},[125],{"categories":1392},[115],{"categories":1394},[120],{"categories":1396},[77],{"categories":1398},[125],{"categories":1400},[161],{"categories":1402},[125],{"categories":1404},[150],{"categories":1406},[242],{"categories":1408},[77],{"categories":1410},[125],{"categories":1412},[77],{"categories":1414},[77],{"categories":1416},[77],{"categories":1418},[],{"categories":1420},[213],{"categories":1422},[],{"categories":1424},[77],{"categories":1426},[77],{"categories":1428},[],{"categories":1430},[77],{"categories":1432},[139],{"categories":1434},[120],{"categories":1436},[1437],"Visual & Generative Media",{"categories":1439},[125],{"categories":1441},[],{"categories":1443},[77],{"categories":1445},[77],{"categories":1447},[139],{"categories":1449},[283],{"categories":1451},[77],{"categories":1453},[164],{"categories":1455},[561],{"categories":1457},[139],{"categories":1459},[242],{"categories":1461},[77],{"categories":1463},[213],{"categories":1465},[77],{"categories":1467},[77],{"categories":1469},[139],{"categories":1471},[125],{"categories":1473},[77],{"categories":1475},[],{"categories":1477},[],{"categories":1479},[125],{"categories":1481},[139],{"categories":1483},[115],{"categories":1485},[125],{"categories":1487},[515],{"categories":1489},[77],{"categories":1491},[128],{"categories":1493},[77],{"categories":1495},[120],{"categories":1497},[],{"categories":1499},[77],{"categories":1501},[128],{"categories":1503},[77],{"categories":1505},[77],{"categories":1507},[77],{"categories":1509},[128],{"categories":1511},[77],{"categories":1513},[77],{"categories":1515},[242],{"categories":1517},[77],{"categories":1519},[456],{"categories":1521},[77],{"categories":1523},[125],{"categories":1525},[77],{"categories":1527},[77],{"categories":1529},[77],{"categories":1531},[77],{"categories":1533},[213],{"categories":1535},[125],{"categories":1537},[],{"categories":1539},[125],{"categories":1541},[],{"categories":1543},[283],{"categories":1545},[139],{"categories":1547},[],{"categories":1549},[515],{"categories":1551},[77],{"categories":1553},[125],{"categories":1555},[125],{"categories":1557},[77],{"categories":1559},[213,77],{"categories":1561},[115],{"categories":1563},[77],{"categories":1565},[213],{"categories":1567},[],{"categories":1569},[77],{"categories":1571},[115],{"categories":1573},[77],{"categories":1575},[1576],"Medical Imaging & Radiology",{"categories":1578},[77],{"categories":1580},[77],{"categories":1582},[77],{"categories":1584},[213],{"categories":1586},[125],{"categories":1588},[139],{"categories":1590},[],{"categories":1592},[77],{"categories":1594},[77],{"categories":1596},[77],{"categories":1598},[],{"categories":1600},[],{"categories":1602},[77],{"categories":1604},[77],{"categories":1606},[456],{"categories":1608},[77],{"categories":1610},[115],{"categories":1612},[77],{"categories":1614},[77],{"categories":1616},[],{"categories":1618},[125],{"categories":1620},[77],{"categories":1622},[128],{"categories":1624},[139],{"categories":1626},[77],{"categories":1628},[125],{"categories":1630},[456],{"categories":1632},[77],{"categories":1634},[125],{"categories":1636},[77],{"categories":1638},[77],{"categories":1640},[77],{"categories":1642},[213],{"categories":1644},[125],{"categories":1646},[283],{"categories":1648},[213],{"categories":1650},[120],{"categories":1652},[125],{"categories":1654},[161],{"categories":1656},[77],{"categories":1658},[77],{"categories":1660},[128],{"categories":1662},[77],{"categories":1664},[77],{"categories":1666},[77],{"categories":1668},[77],{"categories":1670},[125],{"categories":1672},[77],{"categories":1674},[139],{"categories":1676},[139],{"categories":1678},[77],{"categories":1680},[128],{"categories":1682},[],{"categories":1684},[161],{"categories":1686},[],{"categories":1688},[128],{"categories":1690},[125],{"categories":1692},[77],{"categories":1694},[125],{"categories":1696},[1236],{"categories":1698},[1236],{"categories":1700},[213],{"categories":1702},[77],{"categories":1704},[77],{"categories":1706},[77],{"categories":1708},[125],{"categories":1710},[139],{"categories":1712},[213],{"categories":1714},[125],{"categories":1716},[161],{"categories":1718},[],{"categories":1720},[77],{"categories":1722},[],{"categories":1724},[77],{"categories":1726},[77],{"categories":1728},[77],{"categories":1730},[77],{"categories":1732},[125],{"categories":1734},[1735],"Contract Review & E-Discovery",{"categories":1737},[77],{"categories":1739},[213],{"categories":1741},[77],{"categories":1743},[115],{"categories":1745},[77],{"categories":1747},[161],{"categories":1749},[77],{"categories":1751},[77],{"categories":1753},[242],{"categories":1755},[139],{"categories":1757},[77],{"categories":1759},[77],{"categories":1761},[125],{"categories":1763},[125],{"categories":1765},[884],{"categories":1767},[77],{"categories":1769},[77],{"categories":1771},[125],{"categories":1773},[125],{"categories":1775},[77],{"categories":1777},[77],{"categories":1779},[77],{"categories":1781},[125],{"categories":1783},[77],{"categories":1785},[77],{"categories":1787},[456],{"categories":1789},[433],{"categories":1791},[77],{"categories":1793},[125],{"categories":1795},[77],{"categories":1797},[1798],"Law-Firm Practice & Adoption",{"categories":1800},[77],{"categories":1802},[125],{"categories":1804},[213],{"categories":1806},[77],{"categories":1808},[77],{"categories":1810},[77],{"categories":1812},[],{"categories":1814},[],{"categories":1816},[139],{"categories":1818},[77],{"categories":1820},[],{"categories":1822},[125],{"categories":1824},[115],{"categories":1826},[283],{"categories":1828},[77],{"categories":1830},[],{"categories":1832},[115],{"categories":1834},[120],{"categories":1836},[77],{"categories":1838},[242],{"categories":1840},[],{"categories":1842},[120],{"categories":1844},[125],{"categories":1846},[120],{"categories":1848},[],{"categories":1850},[77],{"categories":1852},[128],{"categories":1854},[77],{"categories":1856},[139],{"categories":1858},[],{"categories":1860},[],{"categories":1862},[],{"categories":1864},[],{"categories":1866},[77],{"categories":1868},[128],{"categories":1870},[125],{"categories":1872},[283],{"categories":1874},[77],{"categories":1876},[115],{"categories":1878},[139],{"categories":1880},[77],{"categories":1882},[77],{"categories":1884},[139],{"categories":1886},[128],{"categories":1888},[77],{"categories":1890},[77],{"categories":1892},[77],{"categories":1894},[911],{"categories":1896},[77],{"categories":1898},[139],{"categories":1900},[77],{"categories":1902},[242],{"categories":1904},[139],{"categories":1906},[120],{"categories":1908},[77],{"categories":1910},[77],{"categories":1912},[77],{"categories":1914},[213],{"categories":1916},[77],{"categories":1918},[77],{"categories":1920},[77],{"categories":1922},[77],{"categories":1924},[120],{"categories":1926},[125],{"categories":1928},[77,115],{"categories":1930},[456],{"categories":1932},[77],{"categories":1934},[77],{"categories":1936},[139],{"categories":1938},[139],{"categories":1940},[213],{"categories":1942},[125],{"categories":1944},[125],{"categories":1946},[139],{"categories":1948},[77],{"categories":1950},[77],{"categories":1952},[77],{"categories":1954},[],{"categories":1956},[],{"categories":1958},[77],{"categories":1960},[164],{"categories":1962},[77],{"categories":1964},[125],{"categories":1966},[],{"categories":1968},[77],{"categories":1970},[77],{"categories":1972},[139],{"categories":1974},[164],{"categories":1976},[161],{"categories":1978},[213],{"categories":1980},[77],{"categories":1982},[125],{"categories":1984},[77],{"categories":1986},[139],{"categories":1988},[],{"categories":1990},[125],{"categories":1992},[77],{"categories":1994},[77],{"categories":1996},[77],{"categories":1998},[77],{"categories":2000},[],{"categories":2002},[125],{"categories":2004},[77],{"categories":2006},[77],{"categories":2008},[77],{"categories":2010},[],{"categories":2012},[125],{"categories":2014},[77],{"categories":2016},[77],{"categories":2018},[120],{"categories":2020},[77],{"categories":2022},[77],{"categories":2024},[],{"categories":2026},[115],{"categories":2028},[77],{"categories":2030},[77],{"categories":2032},[77],{"categories":2034},[213],{"categories":2036},[77],{"categories":2038},[139],{"categories":2040},[77],{"categories":2042},[115],{"categories":2044},[77],{"categories":2046},[139],{"categories":2048},[242],{"categories":2050},[125],{"categories":2052},[125],{"categories":2054},[77],{"categories":2056},[77],{"categories":2058},[77,213],{"categories":2060},[77],{"categories":2062},[125],{"categories":2064},[161],{"categories":2066},[77],{"categories":2068},[161],{"categories":2070},[125],{"categories":2072},[213],{"categories":2074},[77],{"categories":2076},[],{"categories":2078},[139],{"categories":2080},[283],{"categories":2082},[213],{"categories":2084},[139],{"categories":2086},[77],{"categories":2088},[128],{"categories":2090},[77],{"categories":2092},[77],{"categories":2094},[125],{"categories":2096},[],{"categories":2098},[],{"categories":2100},[77],{"categories":2102},[],{"categories":2104},[],{"categories":2106},[128],{"categories":2108},[139],{"categories":2110},[77],{"categories":2112},[125],{"categories":2114},[125],{"categories":2116},[120],{"categories":2118},[125],{"categories":2120},[283],{"categories":2122},[77],{"categories":2124},[77],{"categories":2126},[77],{"categories":2128},[150],{"categories":2130},[77],{"categories":2132},[77],{"categories":2134},[77],{"categories":2136},[139],{"categories":2138},[125],{"categories":2140},[77],{"categories":2142},[77],{"categories":2144},[139],{"categories":2146},[400],{"categories":2148},[125],{"categories":2150},[884],{"categories":2152},[],{"categories":2154},[213],{"categories":2156},[1798],{"categories":2158},[139],{"categories":2160},[],{"categories":2162},[],{"categories":2164},[77],{"categories":2166},[125],{"categories":2168},[],{"categories":2170},[],{"categories":2172},[77],{"categories":2174},[242],{"categories":2176},[77],{"categories":2178},[242],{"categories":2180},[125],{"categories":2182},[77],{"categories":2184},[77],{"categories":2186},[139],{"categories":2188},[128],{"categories":2190},[],{"categories":2192},[77],{"categories":2194},[77],{"categories":2196},[139],{"categories":2198},[1735],{"categories":2200},[213],{"categories":2202},[213],{"categories":2204},[77],{"categories":2206},[125],{"categories":2208},[115],{"categories":2210},[77],{"categories":2212},[77],{"categories":2214},[77],{"categories":2216},[77],{"categories":2218},[213],{"categories":2220},[213],{"categories":2222},[125],{"categories":2224},[125],{"categories":2226},[125],{"categories":2228},[77],{"categories":2230},[77],{"categories":2232},[],{"categories":2234},[77],{"categories":2236},[],{"categories":2238},[2239],"Interaction & Product Design",{"categories":2241},[77],{"categories":2243},[125],{"categories":2245},[139],{"categories":2247},[312],{"categories":2249},[161],{"categories":2251},[139],{"categories":2253},[77],{"categories":2255},[77],{"categories":2257},[77],{"categories":2259},[139],{"categories":2261},[77],{"categories":2263},[115],{"categories":2265},[125],{"categories":2267},[77],{"categories":2269},[],{"categories":2271},[125],{"categories":2273},[125],{"categories":2275},[125],{"categories":2277},[],{"categories":2279},[139],{"categories":2281},[77],{"categories":2283},[125],{"categories":2285},[115],{"categories":2287},[2239],{"categories":2289},[77],{"categories":2291},[115],{"categories":2293},[115],{"categories":2295},[],{"categories":2297},[125],{"categories":2299},[139],{"categories":2301},[],{"categories":2303},[125],{"categories":2305},[161],{"categories":2307},[77],{"categories":2309},[125],{"categories":2311},[77],{"categories":2313},[125],{"categories":2315},[125],{"categories":2317},[77],{"categories":2319},[77],{"categories":2321},[161],{"categories":2323},[164],{"categories":2325},[77],{"categories":2327},[128],{"categories":2329},[139],{"categories":2331},[2332],"Coding Agents & Dev Productivity",{"categories":2334},[161],{"categories":2336},[213],{"categories":2338},[77],{"categories":2340},[77],{"categories":2342},[],{"categories":2344},[77],{"categories":2346},[884],{"categories":2348},[],{"categories":2350},[77],{"categories":2352},[77],{"categories":2354},[283],{"categories":2356},[77],{"categories":2358},[161],{"categories":2360},[],{"categories":2362},[],{"categories":2364},[77],{"categories":2366},[],{"categories":2368},[125],{"categories":2370},[77],{"categories":2372},[],{"categories":2374},[139],{"categories":2376},[139],{"categories":2378},[77],{"categories":2380},[164],{"categories":2382},[],{"categories":2384},[77],{"categories":2386},[77],{"categories":2388},[77],{"categories":2390},[164],{"categories":2392},[139],{"categories":2394},[125],{"categories":2396},[],{"categories":2398},[],{"categories":2400},[77],{"categories":2402},[77],{"categories":2404},[125],{"categories":2406},[125],{"categories":2408},[377],{"categories":2410},[139],{"categories":2412},[139],{"categories":2414},[125],{"categories":2416},[161],{"categories":2418},[161],{"categories":2420},[125],{"categories":2422},[125],{"categories":2424},[77],{"categories":2426},[115],{"categories":2428},[2239],{"categories":2430},[128],{"categories":2432},[77,283],{"categories":2434},[164],{"categories":2436},[],{"categories":2438},[213],{"categories":2440},[125],{"categories":2442},[139],{"categories":2444},[115],{"categories":2446},[77],{"categories":2448},[125],{"categories":2450},[2451],"The Designer's Role & Craft",{"categories":2453},[213],{"categories":2455},[],{"categories":2457},[125],{"categories":2459},[77],{"categories":2461},[125],{"categories":2463},[125],{"categories":2465},[77],{"categories":2467},[242],{"categories":2469},[77],{"categories":2471},[139],{"categories":2473},[77],{"categories":2475},[213],{"categories":2477},[77],{"categories":2479},[],{"categories":2481},[125],{"categories":2483},[213],{"categories":2485},[128],{"categories":2487},[77],{"categories":2489},[77],{"categories":2491},[77],{"categories":2493},[2494],"AI UX Patterns",{"categories":2496},[125],{"categories":2498},[125],{"categories":2500},[125],{"categories":2502},[125],{"categories":2504},[242],{"categories":2506},[164],{"categories":2508},[77],{"categories":2510},[125],{"categories":2512},[77],{"categories":2514},[1236],{"categories":2516},[],{"categories":2518},[242],{"categories":2520},[125],{"categories":2522},[161],{"categories":2524},[139],{"categories":2526},[77],{"categories":2528},[125],{"categories":2530},[],{"categories":2532},[],{"categories":2534},[77],{"categories":2536},[77],{"categories":2538},[125],{"categories":2540},[77],{"categories":2542},[125],{"categories":2544},[377],{"categories":2546},[213],{"categories":2548},[77],{"categories":2550},[161],{"categories":2552},[139],{"categories":2554},[77],{"categories":2556},[125],{"categories":2558},[125],{"categories":2560},[],{"categories":2562},[77],{"categories":2564},[],{"categories":2566},[77],{"categories":2568},[],{"categories":2570},[77],{"categories":2572},[77],{"categories":2574},[77],{"categories":2576},[125],{"categories":2578},[139],{"categories":2580},[],{"categories":2582},[],{"categories":2584},[164],{"categories":2586},[150],{"categories":2588},[77],{"categories":2590},[77],{"categories":2592},[77],{"categories":2594},[164],{"categories":2596},[77],{"categories":2598},[77],{"categories":2600},[161],{"categories":2602},[77],{"categories":2604},[77],{"categories":2606},[77],{"categories":2608},[125],{"categories":2610},[77],{"categories":2612},[125],{"categories":2614},[77],{"categories":2616},[77],{"categories":2618},[77],{"categories":2620},[125],{"categories":2622},[],{"categories":2624},[77],{"categories":2626},[],{"categories":2628},[77],{"categories":2630},[77],{"categories":2632},[283],{"categories":2634},[77],{"categories":2636},[],{"categories":2638},[],{"categories":2640},[213],{"categories":2642},[911],{"categories":2644},[125],{"categories":2646},[115],{"categories":2648},[2451],{"categories":2650},[],{"categories":2652},[],{"categories":2654},[77],{"categories":2656},[],{"categories":2658},[],{"categories":2660},[139],{"categories":2662},[161],{"categories":2664},[242],{"categories":2666},[125],{"categories":2668},[120],{"categories":2670},[77],{"categories":2672},[77],{"categories":2674},[120],{"categories":2676},[],{"categories":2678},[213],{"categories":2680},[128],{"categories":2682},[77],{"categories":2684},[77],{"categories":2686},[125],{"categories":2688},[120],{"categories":2690},[77],{"categories":2692},[77],{"categories":2694},[115],{"categories":2696},[77],{"categories":2698},[77],{"categories":2700},[],{"categories":2702},[115],{"categories":2704},[77],{"categories":2706},[242],{"categories":2708},[125],{"categories":2710},[161],{"categories":2712},[77],{"categories":2714},[139],{"categories":2716},[77],{"categories":2718},[77],{"categories":2720},[120],{"categories":2722},[77],{"categories":2724},[77],{"categories":2726},[77],{"categories":2728},[125],{"categories":2730},[77],{"categories":2732},[],{"categories":2734},[77],{"categories":2736},[139],{"categories":2738},[115],{"categories":2740},[77],{"categories":2742},[77],{"categories":2744},[77],{"categories":2746},[],{"categories":2748},[77],{"categories":2750},[456],{"categories":2752},[125],{"categories":2754},[120],{"categories":2756},[161],{"categories":2758},[77],{"categories":2760},[77],{"categories":2762},[],{"categories":2764},[120],{"categories":2766},[120],{"categories":2768},[77],{"categories":2770},[77],{"categories":2772},[128],{"categories":2774},[77],{"categories":2776},[77],{"categories":2778},[77],{"categories":2780},[77],{"categories":2782},[139],{"categories":2784},[139],{"categories":2786},[77],{"categories":2788},[],{"categories":2790},[139],{"categories":2792},[77],{"categories":2794},[139],{"categories":2796},[125],{"categories":2798},[561],{"categories":2800},[],{"categories":2802},[],{"categories":2804},[77],{"categories":2806},[161],{"categories":2808},[],{"categories":2810},[283],{"categories":2812},[77],{"categories":2814},[77],{"categories":2816},[77],{"categories":2818},[213],{"categories":2820},[873],{"categories":2822},[],{"categories":2824},[77],{"categories":2826},[77],{"categories":2828},[77],{"categories":2830},[139],{"categories":2832},[77],{"categories":2834},[77],{"categories":2836},[77,283],{"categories":2838},[77],{"categories":2840},[77],{"categories":2842},[213],{"categories":2844},[125],{"categories":2846},[],{"categories":2848},[125],{"categories":2850},[125],{"categories":2852},[77],{"categories":2854},[77],{"categories":2856},[77],{"categories":2858},[77],{"categories":2860},[164],{"categories":2862},[77],{"categories":2864},[2494],{"categories":2866},[115],{"categories":2868},[164],{"categories":2870},[115],{"categories":2872},[139],{"categories":2874},[213],{"categories":2876},[125],{"categories":2878},[77],{"categories":2880},[],{"categories":2882},[120],{"categories":2884},[77],{"categories":2886},[77],{"categories":2888},[161],{"categories":2890},[77],{"categories":2892},[77],{"categories":2894},[77],{"categories":2896},[125],{"categories":2898},[77],{"categories":2900},[77],{"categories":2902},[77],{"categories":2904},[120],{"categories":2906},[],{"categories":2908},[283],{"categories":2910},[77],{"categories":2912},[377],{"categories":2914},[213],{"categories":2916},[213],{"categories":2918},[139],{"categories":2920},[125],{"categories":2922},[77],{"categories":2924},[120],{"categories":2926},[161],{"categories":2928},[77],{"categories":2930},[77],{"categories":2932},[77],{"categories":2934},[213],{"categories":2936},[125],{"categories":2938},[125],{"categories":2940},[77],{"categories":2942},[77],{"categories":2944},[515],{"categories":2946},[125],{"categories":2948},[],{"categories":2950},[77],{"categories":2952},[77],{"categories":2954},[77],{"categories":2956},[],{"categories":2958},[],{"categories":2960},[77],{"categories":2962},[77],{"categories":2964},[125],{"categories":2966},[77],{"categories":2968},[77],{"categories":2970},[77],{"categories":2972},[139],{"categories":2974},[77],{"categories":2976},[77],{"categories":2978},[125],{"categories":2980},[77],{"categories":2982},[77],{"categories":2984},[77],{"categories":2986},[77],{"categories":2988},[77],{"categories":2990},[],{"categories":2992},[139],{"categories":2994},[164],{"categories":2996},[77],{"categories":2998},[125],{"categories":3000},[125],{"categories":3002},[77],{"categories":3004},[77],{"categories":3006},[],{"categories":3008},[],{"categories":3010},[77],{"categories":3012},[77],{"categories":3014},[77],{"categories":3016},[161],{"categories":3018},[164],{"categories":3020},[],{"categories":3022},[77],{"categories":3024},[213],{"categories":3026},[77],{"categories":3028},[283],{"categories":3030},[1798],{"categories":3032},[161],{"categories":3034},[139],{"categories":3036},[77],{"categories":3038},[139],{"categories":3040},[139],{"categories":3042},[77],{"categories":3044},[77],{"categories":3046},[139],{"categories":3048},[161],{"categories":3050},[161],{"categories":3052},[283],{"categories":3054},[125],{"categories":3056},[],{"categories":3058},[161],{"categories":3060},[77],{"categories":3062},[125],{"categories":3064},[115],{"categories":3066},[139],{"categories":3068},[77],{"categories":3070},[161],{"categories":3072},[],{"categories":3074},[77],{"categories":3076},[139],{"categories":3078},[139],{"categories":3080},[164],{"categories":3082},[77],{"categories":3084},[161],{"categories":3086},[77],{"categories":3088},[139],{"categories":3090},[125],{"categories":3092},[125],{"categories":3094},[161],{"categories":3096},[125],{"categories":3098},[283],{"categories":3100},[125],{"categories":3102},[77],{"categories":3104},[77],{"categories":3106},[77],{"categories":3108},[77],{"categories":3110},[139],{"categories":3112},[77],{"categories":3114},[],{"categories":3116},[125],{"categories":3118},[120],{"categories":3120},[139],{"categories":3122},[],{"categories":3124},[],{"categories":3126},[77],{"categories":3128},[125],{"categories":3130},[77],{"categories":3132},[77],{"categories":3134},[3135],"Frameworks & Tooling",{"categories":3137},[77],{"categories":3139},[77],{"categories":3141},[139],{"categories":3143},[77],{"categories":3145},[77],{"categories":3147},[],{"categories":3149},[164],{"categories":3151},[164],{"categories":3153},[115],{"categories":3155},[77],{"categories":3157},[125],{"categories":3159},[77],{"categories":3161},[213],{"categories":3163},[],{"categories":3165},[1798],{"categories":3167},[77],{"categories":3169},[139],{"categories":3171},[77],{"categories":3173},[283],{"categories":3175},[283],{"categories":3177},[],{"categories":3179},[125],{"categories":3181},[125],{"categories":3183},[77],{"categories":3185},[77],{"categories":3187},[161],{"categories":3189},[125],{"categories":3191},[161],{"categories":3193},[77],{"categories":3195},[125],{"categories":3197},[],{"categories":3199},[213],{"categories":3201},[77],{"categories":3203},[77],{"categories":3205},[],{"categories":3207},[77],{"categories":3209},[125],{"categories":3211},[77],{"categories":3213},[77],{"categories":3215},[77],{"categories":3217},[],{"categories":3219},[139],{"categories":3221},[77],{"categories":3223},[139],{"categories":3225},[283],{"categories":3227},[77],{"categories":3229},[77],{"categories":3231},[77],{"categories":3233},[139],{"categories":3235},[120],{"categories":3237},[77],{"categories":3239},[1798],{"categories":3241},[],{"categories":3243},[125],{"categories":3245},[115],{"categories":3247},[77],{"categories":3249},[115],{"categories":3251},[77],{"categories":3253},[],{"categories":3255},[125],{"categories":3257},[77],{"categories":3259},[77],{"categories":3261},[3262],"AI Design Tooling",{"categories":3264},[213],{"categories":3266},[77],{"categories":3268},[77],{"categories":3270},[139],{"categories":3272},[213],{"categories":3274},[77],{"categories":3276},[77],{"categories":3278},[139],{"categories":3280},[161],{"categories":3282},[128],{"categories":3284},[139],{"categories":3286},[77],{"categories":3288},[77],{"categories":3290},[77],{"categories":3292},[125],{"categories":3294},[77],{"categories":3296},[],{"categories":3298},[125],{"categories":3300},[77],{"categories":3302},[77],{"categories":3304},[125],{"categories":3306},[77],{"categories":3308},[77],{"categories":3310},[77],{"categories":3312},[125],{"categories":3314},[],{"categories":3316},[125],{"categories":3318},[3135],{"categories":3320},[77],{"categories":3322},[77],{"categories":3324},[125],{"categories":3326},[125],{"categories":3328},[139],{"categories":3330},[139],{"categories":3332},[77],{"categories":3334},[],{"categories":3336},[139],{"categories":3338},[77],{"categories":3340},[77],{"categories":3342},[125],{"categories":3344},[120],{"categories":3346},[77],{"categories":3348},[],{"categories":3350},[77],{"categories":3352},[77],{"categories":3354},[2239],{"categories":3356},[],{"categories":3358},[77],{"categories":3360},[77],{"categories":3362},[77],{"categories":3364},[77],{"categories":3366},[213],{"categories":3368},[77],{"categories":3370},[],{"categories":3372},[77],{"categories":3374},[77],{"categories":3376},[77],{"categories":3378},[77],{"categories":3380},[242],{"categories":3382},[161],{"categories":3384},[77],{"categories":3386},[77],{"categories":3388},[1798],{"categories":3390},[115],{"categories":3392},[77],{"categories":3394},[77],{"categories":3396},[164],{"categories":3398},[77],{"categories":3400},[77],{"categories":3402},[161],{"categories":3404},[125],{"categories":3406},[],{"categories":3408},[77],{"categories":3410},[77],{"categories":3412},[213],{"categories":3414},[77],{"categories":3416},[242],{"categories":3418},[125],{"categories":3420},[77],{"categories":3422},[125],{"categories":3424},[],{"categories":3426},[],{"categories":3428},[],{"categories":3430},[115],{"categories":3432},[161],{"categories":3434},[125],{"categories":3436},[77],{"categories":3438},[77],{"categories":3440},[77],{"categories":3442},[77],{"categories":3444},[400],{"categories":3446},[213],{"categories":3448},[125],{"categories":3450},[77],{"categories":3452},[],{"categories":3454},[125],{"categories":3456},[125],{"categories":3458},[],{"categories":3460},[77],{"categories":3462},[125],{"categories":3464},[77],{"categories":3466},[],{"categories":3468},[77],{"categories":3470},[77],{"categories":3472},[77],{"categories":3474},[161],{"categories":3476},[213],{"categories":3478},[125],{"categories":3480},[213],{"categories":3482},[125],{"categories":3484},[77],{"categories":3486},[120],{"categories":3488},[],{"categories":3490},[],{"categories":3492},[77],{"categories":3494},[77],{"categories":3496},[77],{"categories":3498},[115],{"categories":3500},[125],{"categories":3502},[161],{"categories":3504},[],{"categories":3506},[213],{"categories":3508},[],{"categories":3510},[139],{"categories":3512},[77],{"categories":3514},[139],{"categories":3516},[213],{"categories":3518},[139],{"categories":3520},[77],{"categories":3522},[],{"categories":3524},[77],{"categories":3526},[77],{"categories":3528},[],{"categories":3530},[77],{"categories":3532},[77],{"categories":3534},[242],{"categories":3536},[77],{"categories":3538},[77],{"categories":3540},[283],{"categories":3542},[139],{"categories":3544},[77],{"categories":3546},[],{"categories":3548},[125],{"categories":3550},[77],{"categories":3552},[115],{"categories":3554},[515],{"categories":3556},[77],{"categories":3558},[77],{"categories":3560},[125],{"categories":3562},[77],{"categories":3564},[125],{"categories":3566},[77],{"categories":3568},[77],{"categories":3570},[77],{"categories":3572},[77],{"categories":3574},[],{"categories":3576},[77],{"categories":3578},[115],{"categories":3580},[77],{"categories":3582},[120],{"categories":3584},[139],{"categories":3586},[213],{"categories":3588},[],{"categories":3590},[77],{"categories":3592},[],{"categories":3594},[125],{"categories":3596},[77],{"categories":3598},[],{"categories":3600},[125],{"categories":3602},[77],{"categories":3604},[139],{"categories":3606},[213],{"categories":3608},[161],{"categories":3610},[77],{"categories":3612},[161],{"categories":3614},[125],{"categories":3616},[213],{"categories":3618},[77],{"categories":3620},[],{"categories":3622},[77],{"categories":3624},[150],{"categories":3626},[125],{"categories":3628},[77],{"categories":3630},[213],{"categories":3632},[161],{"categories":3634},[120],{"categories":3636},[139],{"categories":3638},[77],{"categories":3640},[77],{"categories":3642},[77],{"categories":3644},[77],{"categories":3646},[161],{"categories":3648},[242],{"categories":3650},[],{"categories":3652},[],{"categories":3654},[164],{"categories":3656},[456],{"categories":3658},[77],{"categories":3660},[125],{"categories":3662},[77,139],{"categories":3664},[161],{"categories":3666},[77],{"categories":3668},[77],{"categories":3670},[77],{"categories":3672},[77],{"categories":3674},[77],{"categories":3676},[77],{"categories":3678},[77],{"categories":3680},[125],{"categories":3682},[77],{"categories":3684},[125],{"categories":3686},[77],{"categories":3688},[77],{"categories":3690},[77],{"categories":3692},[],{"categories":3694},[77],{"categories":3696},[1236],{"categories":3698},[139],{"categories":3700},[213],{"categories":3702},[77],{"categories":3704},[77],{"categories":3706},[77],{"categories":3708},[164],{"categories":3710},[125],{"categories":3712},[242],{"categories":3714},[283],{"categories":3716},[],{"categories":3718},[139],{"categories":3720},[77],{"categories":3722},[120],{"categories":3724},[125],{"categories":3726},[115],{"categories":3728},[125],{"categories":3730},[77],{"categories":3732},[125],{"categories":3734},[125],{"categories":3736},[128],{"categories":3738},[139],{"categories":3740},[77],{"categories":3742},[77],{"categories":3744},[],{"categories":3746},[],{"categories":3748},[],{"categories":3750},[283],{"categories":3752},[77],{"categories":3754},[161],{"categories":3756},[77],{"categories":3758},[77],{"categories":3760},[77],{"categories":3762},[77],{"categories":3764},[],{"categories":3766},[77],{"categories":3768},[164],{"categories":3770},[120],{"categories":3772},[125],{"categories":3774},[77],{"categories":3776},[],{"categories":3778},[77],{"categories":3780},[125],{"categories":3782},[77],{"categories":3784},[283],{"categories":3786},[],{"categories":3788},[213],{"categories":3790},[213],{"categories":3792},[77],{"categories":3794},[125],{"categories":3796},[],{"categories":3798},[139],{"categories":3800},[77],{"categories":3802},[213],{"categories":3804},[77],{"categories":3806},[120],{"categories":3808},[125],{"categories":3810},[77],{"categories":3812},[],{"categories":3814},[161],{"categories":3816},[77],{"categories":3818},[77],{"categories":3820},[77],{"categories":3822},[213],{"categories":3824},[125],{"categories":3826},[161],{"categories":3828},[],{"categories":3830},[125],{"categories":3832},[120],{"categories":3834},[125],{"categories":3836},[213],{"categories":3838},[77],{"categories":3840},[77],{"categories":3842},[77],{"categories":3844},[456],{"categories":3846},[77],{"categories":3848},[125],{"categories":3850},[],{"categories":3852},[77],{"categories":3854},[77],{"categories":3856},[283],{"categories":3858},[161],{"categories":3860},[164],{"categories":3862},[561],{"categories":3864},[164],{"categories":3866},[164],{"categories":3868},[77],{"categories":3870},[],{"categories":3872},[],{"categories":3874},[],{"categories":3876},[125],{"categories":3878},[77],{"categories":3880},[125],{"categories":3882},[125],{"categories":3884},[139],{"categories":3886},[77],{"categories":3888},[433],{"categories":3890},[139],{"categories":3892},[125],{"categories":3894},[77],{"categories":3896},[77],{"categories":3898},[77],{"categories":3900},[77],{"categories":3902},[77],{"categories":3904},[125],{"categories":3906},[77],{"categories":3908},[],{"categories":3910},[],{"categories":3912},[77],{"categories":3914},[],{"categories":3916},[77],{"categories":3918},[125],{"categories":3920},[213],{"categories":3922},[77],{"categories":3924},[77],{"categories":3926},[],{"categories":3928},[125],{"categories":3930},[77],{"categories":3932},[77],{"categories":3934},[128],{"categories":3936},[77],{"categories":3938},[213],{"categories":3940},[77],{"categories":3942},[125],{"categories":3944},[120],{"categories":3946},[77],{"categories":3948},[77],{"categories":3950},[242],{"categories":3952},[125],{"categories":3954},[77],{"categories":3956},[77],{"categories":3958},[873],{"categories":3960},[77],{"categories":3962},[125],{"categories":3964},[77],{"categories":3966},[139],{"categories":3968},[77],{"categories":3970},[515],{"categories":3972},[213],{"categories":3974},[],{"categories":3976},[77],{"categories":3978},[77],{"categories":3980},[161],{"categories":3982},[456],{"categories":3984},[125],{"categories":3986},[77],{"categories":3988},[],{"categories":3990},[161],{"categories":3992},[377],{"categories":3994},[125],{"categories":3996},[125],{"categories":3998},[125],{"categories":4000},[77],{"categories":4002},[77],{"categories":4004},[125],{"categories":4006},[],{"categories":4008},[120],{"categories":4010},[77],{"categories":4012},[120],{"categories":4014},[125],{"categories":4016},[],{"categories":4018},[139],{"categories":4020},[77],{"categories":4022},[77],{"categories":4024},[115],{"categories":4026},[77],{"categories":4028},[161],{"categories":4030},[283],{"categories":4032},[150],{"categories":4034},[125],{"categories":4036},[125],{"categories":4038},[77],{"categories":4040},[77],{"categories":4042},[125],{"categories":4044},[77],{"categories":4046},[115],{"categories":4048},[],{"categories":4050},[125],{"categories":4052},[77],{"categories":4054},[77],{"categories":4056},[77],{"categories":4058},[125],{"categories":4060},[77],{"categories":4062},[],{"categories":4064},[77],{"categories":4066},[],{"categories":4068},[213],{"categories":4070},[125],{"categories":4072},[77,120],{"categories":4074},[125],{"categories":4076},[77],{"categories":4078},[],{"categories":4080},[115],{"categories":4082},[164],{"categories":4084},[120],{"categories":4086},[77],{"categories":4088},[139],{"categories":4090},[77],{"categories":4092},[77],{"categories":4094},[125],{"categories":4096},[77],{"categories":4098},[77],{"categories":4100},[77],{"categories":4102},[161],{"categories":4104},[1236],{"categories":4106},[125],{"categories":4108},[77],{"categories":4110},[],{"categories":4112},[],{"categories":4114},[77],{"categories":4116},[125],{"categories":4118},[77],{"categories":4120},[77],{"categories":4122},[283],{"categories":4124},[],{"categories":4126},[77],{"categories":4128},[125],{"categories":4130},[150],{"categories":4132},[125],{"categories":4134},[456],{"categories":4136},[],{"categories":4138},[400],{"categories":4140},[125],{"categories":4142},[77],{"categories":4144},[77],{"categories":4146},[242],{"categories":4148},[125],{"categories":4150},[77],{"categories":4152},[164],{"categories":4154},[128],{"categories":4156},[125],{"categories":4158},[77],{"categories":4160},[456],{"categories":4162},[77],{"categories":4164},[283],{"categories":4166},[120],{"categories":4168},[],{"categories":4170},[77],{"categories":4172},[77],{"categories":4174},[242],{"categories":4176},[213],{"categories":4178},[77],{"categories":4180},[77],{"categories":4182},[77],{"categories":4184},[],{"categories":4186},[242],{"categories":4188},[161],{"categories":4190},[77],{"categories":4192},[77],{"categories":4194},[77],{"categories":4196},[561],{"categories":4198},[115],{"categories":4200},[77],{"categories":4202},[128],{"categories":4204},[77],{"categories":4206},[],{"categories":4208},[],{"categories":4210},[213],{"categories":4212},[77],{"categories":4214},[164],{"categories":4216},[242],{"categories":4218},[125],{"categories":4220},[77],{"categories":4222},[77],{"categories":4224},[242],{"categories":4226},[161],{"categories":4228},[77],{"categories":4230},[],{"categories":4232},[77],{"categories":4234},[77],{"categories":4236},[],{"categories":4238},[77],{"categories":4240},[77],{"categories":4242},[586],{"categories":4244},[77],{"categories":4246},[77],{"categories":4248},[125],{"categories":4250},[139],{"categories":4252},[456],{"categories":4254},[77],{"categories":4256},[77],{"categories":4258},[77],{"categories":4260},[],{"categories":4262},[77,139],{"categories":4264},[161],{"categories":4266},[125],{"categories":4268},[139],{"categories":4270},[125],{"categories":4272},[911],{"categories":4274},[139],{"categories":4276},[139],{"categories":4278},[125],{"categories":4280},[77],{"categories":4282},[115],{"categories":4284},[],{"categories":4286},[],{"categories":4288},[125],{"categories":4290},[77],{"categories":4292},[139],{"categories":4294},[77],{"categories":4296},[115],{"categories":4298},[139],{"categories":4300},[139],{"categories":4302},[77],{"categories":4304},[242],{"categories":4306},[77],{"categories":4308},[139],{"categories":4310},[77],{"categories":4312},[],{"categories":4314},[77],{"categories":4316},[77],{"categories":4318},[213,77],{"categories":4320},[283],{"categories":4322},[115],{"categories":4324},[77],{"categories":4326},[],{"categories":4328},[77],{"categories":4330},[77],{"categories":4332},[120],{"categories":4334},[77],{"categories":4336},[120],{"categories":4338},[77],{"categories":4340},[77],{"categories":4342},[377],{"categories":4344},[77],{"categories":4346},[120],{"categories":4348},[139],{"categories":4350},[164],{"categories":4352},[125],{"categories":4354},[77],{"categories":4356},[139],{"categories":4358},[77],{"categories":4360},[77],{"categories":4362},[161],{"categories":4364},[242],{"categories":4366},[213],{"categories":4368},[77],{"categories":4370},[77],{"categories":4372},[77],{"categories":4374},[77],{"categories":4376},[115],{"categories":4378},[77],{"categories":4380},[125],{"categories":4382},[125],{"categories":4384},[139],{"categories":4386},[161],{"categories":4388},[139],{"categories":4390},[139],{"categories":4392},[77],{"categories":4394},[77],{"categories":4396},[],{"categories":4398},[],{"categories":4400},[164],{"categories":4402},[77],{"categories":4404},[139],{"categories":4406},[77],{"categories":4408},[213],{"categories":4410},[456],{"categories":4412},[400],{"categories":4414},[377],{"categories":4416},[77],{"categories":4418},[77],{"categories":4420},[77],{"categories":4422},[164],{"categories":4424},[77],{"categories":4426},[77],{"categories":4428},[77],{"categories":4430},[77],{"categories":4432},[77],{"categories":4434},[77],{"categories":4436},[77],{"categories":4438},[125],{"categories":4440},[115],{"categories":4442},[125],{"categories":4444},[77,120],{"categories":4446},[],{"categories":4448},[213],{"categories":4450},[],{"categories":4452},[128],{"categories":4454},[77],{"categories":4456},[161],{"categories":4458},[115],{"categories":4460},[77],{"categories":4462},[115],{"categories":4464},[125],{"categories":4466},[164],{"categories":4468},[125],{"categories":4470},[128],{"categories":4472},[125],{"categories":4474},[77],{"categories":4476},[77],{"categories":4478},[120],{"categories":4480},[125],{"categories":4482},[139],{"categories":4484},[242],{"categories":4486},[77],{"categories":4488},[77],{"categories":4490},[],{"categories":4492},[161],{"categories":4494},[77],{"categories":4496},[77],{"categories":4498},[77],{"categories":4500},[77],{"categories":4502},[77],{"categories":4504},[77],{"categories":4506},[139],{"categories":4508},[161],{"categories":4510},[139],{"categories":4512},[139],{"categories":4514},[77],{"categories":4516},[77],{"categories":4518},[77],{"categories":4520},[77],{"categories":4522},[400],{"categories":4524},[77],{"categories":4526},[125],{"categories":4528},[161],{"categories":4530},[77],{"categories":4532},[77],{"categories":4534},[77],{"categories":4536},[125],{"categories":4538},[77],{"categories":4540},[77],{"categories":4542},[77],{"categories":4544},[3135],{"categories":4546},[4547],"Clinical AI",{"categories":4549},[213],{"categories":4551},[77],{"categories":4553},[77],{"categories":4555},[77],{"categories":4557},[77],{"categories":4559},[283],{"categories":4561},[2494],{"categories":4563},[77],{"categories":4565},[128],{"categories":4567},[213],{"categories":4569},[77],{"categories":4571},[125],{"categories":4573},[77],{"categories":4575},[77],{"categories":4577},[161],{"categories":4579},[77],{"categories":4581},[125],{"categories":4583},[139],{"categories":4585},[242],{"categories":4587},[77],{"categories":4589},[77],{"categories":4591},[120],{"categories":4593},[77],{"categories":4595},[77],{"categories":4597},[515],{"categories":4599},[77],{"categories":4601},[],{"categories":4603},[125],{"categories":4605},[77],{"categories":4607},[139],{"categories":4609},[115],{"categories":4611},[77],{"categories":4613},[],{"categories":4615},[],{"categories":4617},[77],{"categories":4619},[],{"categories":4621},[120],{"categories":4623},[77],{"categories":4625},[77],{"categories":4627},[125],{"categories":4629},[77],{"categories":4631},[161],{"categories":4633},[161],{"categories":4635},[161],{"categories":4637},[161],{"categories":4639},[],{"categories":4641},[115],{"categories":4643},[125],{"categories":4645},[161],{"categories":4647},[77],{"categories":4649},[586],{"categories":4651},[128],{"categories":4653},[125],{"categories":4655},[77],{"categories":4657},[115],{"categories":4659},[77],{"categories":4661},[125],{"categories":4663},[77],{"categories":4665},[77],{"categories":4667},[77],{"categories":4669},[77,125],{"categories":4671},[125],{"categories":4673},[283],{"categories":4675},[161],{"categories":4677},[125],{"categories":4679},[161],{"categories":4681},[125],{"categories":4683},[77],{"categories":4685},[],{"categories":4687},[161],{"categories":4689},[242],{"categories":4691},[115],{"categories":4693},[77],{"categories":4695},[77],{"categories":4697},[],{"categories":4699},[139],{"categories":4701},[],{"categories":4703},[115],{"categories":4705},[125],{"categories":4707},[161],{"categories":4709},[77],{"categories":4711},[161],{"categories":4713},[115],{"categories":4715},[161],{"categories":4717},[161],{"categories":4719},[],{"categories":4721},[120],{"categories":4723},[125],{"categories":4725},[161],{"categories":4727},[161],{"categories":4729},[161],{"categories":4731},[161],{"categories":4733},[161],{"categories":4735},[161],{"categories":4737},[161],{"categories":4739},[161],{"categories":4741},[161],{"categories":4743},[161],{"categories":4745},[164],{"categories":4747},[115],{"categories":4749},[77],{"categories":4751},[77],{"categories":4753},[125],{"categories":4755},[125],{"categories":4757},[],{"categories":4759},[77],{"categories":4761},[77,115],{"categories":4763},[],{"categories":4765},[125],{"categories":4767},[77],{"categories":4769},[161],{"categories":4771},[125],{"categories":4773},[911],{"categories":4775},[77],{"categories":4777},[77],{"categories":4779},[77],{"categories":4781},[77],{"categories":4783},[77],{"categories":4785},[377],{"categories":4787},[77],{"categories":4789},[77],{"categories":4791},[125],{"categories":4793},[77],{"categories":4795},[77],{"categories":4797},[120],{"categories":4799},[128],{"categories":4801},[125],{"categories":4803},[125],{"categories":4805},[],{"categories":4807},[125],{"categories":4809},[213],{"categories":4811},[161],{"categories":4813},[77],{"categories":4815},[],{"categories":4817},[128],{"categories":4819},[],{"categories":4821},[139],{"categories":4823},[77],{"categories":4825},[125],{"categories":4827},[213],{"categories":4829},[77],{"categories":4831},[],{"categories":4833},[77],{"categories":4835},[77],{"categories":4837},[],{"categories":4839},[242],{"categories":4841},[77],{"categories":4843},[125],{"categories":4845},[],{"categories":4847},[],{"categories":4849},[161],{"categories":4851},[115],{"categories":4853},[77],{"categories":4855},[77],{"categories":4857},[120],{"categories":4859},[77],{"categories":4861},[77],{"categories":4863},[125],{"categories":4865},[77],{"categories":4867},[120],{"categories":4869},[120],{"categories":4871},[213],{"categories":4873},[],{"categories":4875},[77],{"categories":4877},[161],{"categories":4879},[],{"categories":4881},[77],{"categories":4883},[77],{"categories":4885},[213],{"categories":4887},[77],{"categories":4889},[77],{"categories":4891},[242],{"categories":4893},[77],{"categories":4895},[283],{"categories":4897},[],{"categories":4899},[125],{"categories":4901},[77],{"categories":4903},[242],{"categories":4905},[139],{"categories":4907},[],{"categories":4909},[77],{"categories":4911},[],{"categories":4913},[125],{"categories":4915},[213],{"categories":4917},[139],{"categories":4919},[],{"categories":4921},[3135],{"categories":4923},[120],{"categories":4925},[115],{"categories":4927},[77],{"categories":4929},[164],{"categories":4931},[125],{"categories":4933},[213],{"categories":4935},[77],{"categories":4937},[139],{"categories":4939},[],{"categories":4941},[],{"categories":4943},[77],{"categories":4945},[115],{"categories":4947},[77],{"categories":4949},[242],{"categories":4951},[],{"categories":4953},[125],{"categories":4955},[125],{"categories":4957},[77],{"categories":4959},[125],{"categories":4961},[77],{"categories":4963},[161],{"categories":4965},[139],{"categories":4967},[77],{"categories":4969},[125],{"categories":4971},[128],{"categories":4973},[77],{"categories":4975},[77],{"categories":4977},[77],{"categories":4979},[125],{"categories":4981},[77],{"categories":4983},[128],{"categories":4985},[242],{"categories":4987},[161],{"categories":4989},[],{"categories":4991},[242],{"categories":4993},[77],{"categories":4995},[],{"categories":4997},[139],{"categories":4999},[125],{"categories":5001},[],{"categories":5003},[77],{"categories":5005},[77],{"categories":5007},[77],{"categories":5009},[77],{"categories":5011},[77],{"categories":5013},[125],{"categories":5015},[120],{"categories":5017},[115],{"categories":5019},[125],{"categories":5021},[77],{"categories":5023},[213],{"categories":5025},[139],{"categories":5027},[139],{"categories":5029},[77],{"categories":5031},[164],{"categories":5033},[125],{"categories":5035},[77],{"categories":5037},[77],{"categories":5039},[125],{"categories":5041},[77],{"categories":5043},[77],{"categories":5045},[125],{"categories":5047},[120],{"categories":5049},[77],{"categories":5051},[213],{"categories":5053},[139],{"categories":5055},[125],{"categories":5057},[77],{"categories":5059},[128],{"categories":5061},[77],{"categories":5063},[125],{"categories":5065},[77],{"categories":5067},[77],{"categories":5069},[161],{"categories":5071},[77],{"categories":5073},[],{"categories":5075},[115],{"categories":5077},[77],{"categories":5079},[77],{"categories":5081},[77],{"categories":5083},[139],{"categories":5085},[139],{"categories":5087},[77],{"categories":5089},[139],{"categories":5091},[77],{"categories":5093},[125],{"categories":5095},[77],{"categories":5097},[77],{"categories":5099},[77],{"categories":5101},[77],{"categories":5103},[77],{"categories":5105},[],{"categories":5107},[77],{"categories":5109},[213],{"categories":5111},[125],{"categories":5113},[120],{"categories":5115},[161],{"categories":5117},[77],{"categories":5119},[125],{"categories":5121},[77],{"categories":5123},[125],{"categories":5125},[77],{"categories":5127},[77],{"categories":5129},[213],{"categories":5131},[125],{"categories":5133},[77],{"categories":5135},[242],{"categories":5137},[77],{"categories":5139},[164],{"categories":5141},[77],{"categories":5143},[77],{"categories":5145},[161],{"categories":5147},[77],{"categories":5149},[77],{"categories":5151},[77],{"categories":5153},[77],{"categories":5155},[125],{"categories":5157},[283],{"categories":5159},[77],{"categories":5161},[139],{"categories":5163},[125],{"categories":5165},[164],{"categories":5167},[],{"categories":5169},[125],{"categories":5171},[139],{"categories":5173},[77],{"categories":5175},[77],{"categories":5177},[2332],{"categories":5179},[213],{"categories":5181},[312],{"categories":5183},[77],{"categories":5185},[77],{"categories":5187},[77],{"categories":5189},[77],{"categories":5191},[115],{"categories":5193},[77],{"categories":5195},[77],{"categories":5197},[139],{"categories":5199},[120],{"categories":5201},[77],{"categories":5203},[139],{"categories":5205},[77],{"categories":5207},[],{"categories":5209},[125],{"categories":5211},[125],{"categories":5213},[77],{"categories":5215},[77],{"categories":5217},[77],{"categories":5219},[164],{"categories":5221},[],{"categories":5223},[161],{"categories":5225},[],{"categories":5227},[161],{"categories":5229},[77],{"categories":5231},[77],{"categories":5233},[125],{"categories":5235},[77],{"categories":5237},[125],{"categories":5239},[125],{"categories":5241},[],{"categories":5243},[77],{"categories":5245},[161],{"categories":5247},[77],{"categories":5249},[],{"categories":5251},[77],{"categories":5253},[77],{"categories":5255},[],{"categories":5257},[77],{"categories":5259},[77],{"categories":5261},[213],{"categories":5263},[139],{"categories":5265},[125],{"categories":5267},[77],{"categories":5269},[77],{"categories":5271},[77],{"categories":5273},[77],{"categories":5275},[242],{"categories":5277},[77],{"categories":5279},[77],{"categories":5281},[77],{"categories":5283},[115],{"categories":5285},[77],{"categories":5287},[77],{"categories":5289},[],{"categories":5291},[77],{"categories":5293},[77],{"categories":5295},[77],{"categories":5297},[],{"categories":5299},[115],{"categories":5301},[77],{"categories":5303},[77],{"categories":5305},[161],{"categories":5307},[139],{"categories":5309},[128],{"categories":5311},[125],{"categories":5313},[456],{"categories":5315},[77],{"categories":5317},[77],{"categories":5319},[77],{"categories":5321},[139],{"categories":5323},[161],{"categories":5325},[213],{"categories":5327},[77],{"categories":5329},[77],{"categories":5331},[77],{"categories":5333},[77],{"categories":5335},[161],{"categories":5337},[77],{"categories":5339},[213],{"categories":5341},[77],{"categories":5343},[77],{"categories":5345},[161],{"categories":5347},[213],{"categories":5349},[77],{"categories":5351},[161],{"categories":5353},[77],{"categories":5355},[125],{"categories":5357},[125],{"categories":5359},[125],{"categories":5361},[139],{"categories":5363},[161],{"categories":5365},[125],{"categories":5367},[125],{"categories":5369},[77],{"categories":5371},[139],{"categories":5373},[213],{"categories":5375},[77],{"categories":5377},[77],{"categories":5379},[125],{"categories":5381},[77],{"categories":5383},[],{"categories":5385},[125],{"categories":5387},[],{"categories":5389},[77],{"categories":5391},[77],{"categories":5393},[],{"categories":5395},[],{"categories":5397},[125],{"categories":5399},[120],{"categories":5401},[125],{"categories":5403},[5404],"Liability & Ethics",{"categories":5406},[77],{"categories":5408},[77],{"categories":5410},[77],{"categories":5412},[125],{"categories":5414},[115],{"categories":5416},[125],{"categories":5418},[120],{"categories":5420},[242],{"categories":5422},[125],{"categories":5424},[77],{"categories":5426},[77],{"categories":5428},[],{"categories":5430},[561],{"categories":5432},[125],{"categories":5434},[],{"categories":5436},[77],{"categories":5438},[115],{"categories":5440},[125],{"categories":5442},[],{"categories":5444},[125],{"categories":5446},[77],{"categories":5448},[77],{"categories":5450},[139],{"categories":5452},[77],{"categories":5454},[161],{"categories":5456},[77],{"categories":5458},[77],{"categories":5460},[128],{"categories":5462},[125],{"categories":5464},[77],{"categories":5466},[77],{"categories":5468},[77],{"categories":5470},[161],{"categories":5472},[125],{"categories":5474},[139],{"categories":5476},[213],{"categories":5478},[115],{"categories":5480},[77],{"categories":5482},[77],{"categories":5484},[77],{"categories":5486},[],{"categories":5488},[125],{"categories":5490},[125],{"categories":5492},[125],{"categories":5494},[456],{"categories":5496},[213],{"categories":5498},[125],{"categories":5500},[283],{"categories":5502},[139],{"categories":5504},[161],{"categories":5506},[77],{"categories":5508},[213],{"categories":5510},[77],{"categories":5512},[115],{"categories":5514},[],{"categories":5516},[125],{"categories":5518},[77],{"categories":5520},[77],{"categories":5522},[77],{"categories":5524},[77],{"categories":5526},[125],{"categories":5528},[77],{"categories":5530},[77],{"categories":5532},[213],{"categories":5534},[],{"categories":5536},[125],{"categories":5538},[128],{"categories":5540},[161],{"categories":5542},[125],{"categories":5544},[120],{"categories":5546},[],{"categories":5548},[77],{"categories":5550},[77],{"categories":5552},[128],{"categories":5554},[77],{"categories":5556},[125],{"categories":5558},[161],{"categories":5560},[115],{"categories":5562},[283],{"categories":5564},[77],{"categories":5566},[77],{"categories":5568},[77],{"categories":5570},[161],{"categories":5572},[120],{"categories":5574},[77],{"categories":5576},[213],{"categories":5578},[161],{"categories":5580},[283],{"categories":5582},[77],{"categories":5584},[125],{"categories":5586},[],{"categories":5588},[515],{"categories":5590},[],{"categories":5592},[77],{"categories":5594},[283],{"categories":5596},[77],{"categories":5598},[164],{"categories":5600},[77],{"categories":5602},[125],{"categories":5604},[125],{"categories":5606},[5607],"Design News & Tools",{"categories":5609},[77],{"categories":5611},[77],{"categories":5613},[161],{"categories":5615},[77],{"categories":5617},[77],{"categories":5619},[115],{"categories":5621},[125],{"categories":5623},[77],{"categories":5625},[213],{"categories":5627},[125],{"categories":5629},[125],{"categories":5631},[213],{"categories":5633},[77],{"categories":5635},[77],{"categories":5637},[456],{"categories":5639},[125],{"categories":5641},[77],{"categories":5643},[77],{"categories":5645},[456],{"categories":5647},[77],{"categories":5649},[242],{"categories":5651},[77],{"categories":5653},[125],{"categories":5655},[],{"categories":5657},[77],{"categories":5659},[77],{"categories":5661},[77],{"categories":5663},[161],{"categories":5665},[77],{"categories":5667},[115],{"categories":5669},[],{"categories":5671},[77],{"categories":5673},[77],{"categories":5675},[77],{"categories":5677},[139],{"categories":5679},[586],{"categories":5681},[139],{"categories":5683},[213],{"categories":5685},[77],{"categories":5687},[77,125],{"categories":5689},[242,120],{"categories":5691},[139],{"categories":5693},[77],{"categories":5695},[77],{"categories":5697},[77],{"categories":5699},[77],{"categories":5701},[],{"categories":5703},[125],{"categories":5705},[77],{"categories":5707},[],{"categories":5709},[77],{"categories":5711},[139],{"categories":5713},[77],{"categories":5715},[139],{"categories":5717},[],{"categories":5719},[125],{"categories":5721},[77],{"categories":5723},[120],{"categories":5725},[77],{"categories":5727},[161],{"categories":5729},[77],{"categories":5731},[],{"categories":5733},[125],{"categories":5735},[77],{"categories":5737},[],{"categories":5739},[213],{"categories":5741},[77],{"categories":5743},[77],{"categories":5745},[125],{"categories":5747},[77],{"categories":5749},[77],{"categories":5751},[115],{"categories":5753},[125],{"categories":5755},[77],{"categories":5757},[],{"categories":5759},[77],{"categories":5761},[283],{"categories":5763},[242],{"categories":5765},[120],{"categories":5767},[120],{"categories":5769},[77],{"categories":5771},[115],{"categories":5773},[115],{"categories":5775},[77],{"categories":5777},[125],{"categories":5779},[77],{"categories":5781},[77],{"categories":5783},[77],{"categories":5785},[77],{"categories":5787},[139],{"categories":5789},[77],{"categories":5791},[115],{"categories":5793},[77],{"categories":5795},[77],{"categories":5797},[125],{"categories":5799},[77],{"categories":5801},[242],{"categories":5803},[77],{"categories":5805},[161],{"categories":5807},[77],{"categories":5809},[77],{"categories":5811},[125],{"categories":5813},[128],{"categories":5815},[77],{"categories":5817},[77],{"categories":5819},[125],{"categories":5821},[],{"categories":5823},[139],{"categories":5825},[],{"categories":5827},[139],{"categories":5829},[125],{"categories":5831},[115],{"categories":5833},[77],{"categories":5835},[],{"categories":5837},[164],{"categories":5839},[283],{"categories":5841},[77],{"categories":5843},[139],{"categories":5845},[77],{"categories":5847},[],{"categories":5849},[161],{"categories":5851},[125],{"categories":5853},[139],{"categories":5855},[213],{"categories":5857},[120],{"categories":5859},[77],{"categories":5861},[77],{"categories":5863},[125],{"categories":5865},[139],{"categories":5867},[125],{"categories":5869},[161],{"categories":5871},[77],{"categories":5873},[128],{"categories":5875},[115],{"categories":5877},[128],{"categories":5879},[161],{"categories":5881},[77],{"categories":5883},[139],{"categories":5885},[77],{"categories":5887},[213],{"categories":5889},[120],{"categories":5891},[77],{"categories":5893},[77],{"categories":5895},[77],{"categories":5897},[77],{"categories":5899},[77],{"categories":5901},[77],{"categories":5903},[125],{"categories":5905},[77],{"categories":5907},[125],{"categories":5909},[77],{"categories":5911},[77],{"categories":5913},[115],{"categories":5915},[77],{"categories":5917},[125],{"categories":5919},[125],{"categories":5921},[213],{"categories":5923},[125],{"categories":5925},[125],{"categories":5927},[77],{"categories":5929},[115],{"categories":5931},[125],{"categories":5933},[213],{"categories":5935},[],{"categories":5937},[77],{"categories":5939},[164],{"categories":5941},[456],{"categories":5943},[77],{"categories":5945},[125],{"categories":5947},[77],{"categories":5949},[77],{"categories":5951},[139],{"categories":5953},[77],{"categories":5955},[],{"categories":5957},[77],{"categories":5959},[125],{"categories":5961},[77],{"categories":5963},[242],{"categories":5965},[77],{"categories":5967},[139],{"categories":5969},[77],{"categories":5971},[161],{"categories":5973},[125],{"categories":5975},[77],{"categories":5977},[242],{"categories":5979},[125],{"categories":5981},[120],{"categories":5983},[120],{"categories":5985},[77],{"categories":5987},[77],{"categories":5989},[77],{"categories":5991},[77],{"categories":5993},[77],{"categories":5995},[77],{"categories":5997},[115],{"categories":5999},[],{"categories":6001},[77],{"categories":6003},[77],{"categories":6005},[125],{"categories":6007},[125],{"categories":6009},[77],{"categories":6011},[77],{"categories":6013},[77],{"categories":6015},[77],{"categories":6017},[77],{"categories":6019},[139],{"categories":6021},[],{"categories":6023},[115],{"categories":6025},[77],{"categories":6027},[77],{"categories":6029},[125],{"categories":6031},[125],{"categories":6033},[],{"categories":6035},[139],{"categories":6037},[139],{"categories":6039},[77],{"categories":6041},[242],{"categories":6043},[120],{"categories":6045},[213],{"categories":6047},[],{"categories":6049},[77],{"categories":6051},[125],{"categories":6053},[115],{"categories":6055},[77],{"categories":6057},[77],{"categories":6059},[139],{"categories":6061},[115],{"categories":6063},[77],{"categories":6065},[77],{"categories":6067},[161],{"categories":6069},[164],{"categories":6071},[77],{"categories":6073},[161],{"categories":6075},[125],{"categories":6077},[77],{"categories":6079},[],{"categories":6081},[161],{"categories":6083},[125],{"categories":6085},[213],{"categories":6087},[164],{"categories":6089},[77],{"categories":6091},[77],{"categories":6093},[],{"categories":6095},[125],{"categories":6097},[125],{"categories":6099},[125],{"categories":6101},[3135],{"categories":6103},[161],{"categories":6105},[77],{"categories":6107},[139],{"categories":6109},[77],{"categories":6111},[77],{"categories":6113},[77],{"categories":6115},[77],{"categories":6117},[77],{"categories":6119},[120],{"categories":6121},[77],{"categories":6123},[115],{"categories":6125},[1798],{"categories":6127},[283],{"categories":6129},[115],{"categories":6131},[],{"categories":6133},[77],{"categories":6135},[],{"categories":6137},[161],{"categories":6139},[125],{"categories":6141},[213],{"categories":6143},[77],{"categories":6145},[77],{"categories":6147},[77],{"categories":6149},[161],{"categories":6151},[],{"categories":6153},[125],{"categories":6155},[77],{"categories":6157},[125],{"categories":6159},[125],{"categories":6161},[],{"categories":6163},[77],{"categories":6165},[],{"categories":6167},[161],{"categories":6169},[115],{"categories":6171},[213],{"categories":6173},[77],{"categories":6175},[125],{"categories":6177},[161],{"categories":6179},[77],{"categories":6181},[161],{"categories":6183},[],{"categories":6185},[161],{"categories":6187},[77],{"categories":6189},[115],{"categories":6191},[456],{"categories":6193},[125],{"categories":6195},[77],{"categories":6197},[],{"categories":6199},[139],{"categories":6201},[125],{"categories":6203},[128],{"categories":6205},[125],{"categories":6207},[115],{"categories":6209},[77],{"categories":6211},[77],{"categories":6213},[],{"categories":6215},[],{"categories":6217},[],{"categories":6219},[213],{"categories":6221},[77],{"categories":6223},[125],{"categories":6225},[77],{"categories":6227},[77],{"categories":6229},[],{"categories":6231},[],{"categories":6233},[],{"categories":6235},[77],{"categories":6237},[125],{"categories":6239},[213],{"categories":6241},[77],{"categories":6243},[],{"categories":6245},[125],{"categories":6247},[77],{"categories":6249},[77],{"categories":6251},[115],{"categories":6253},[],{"categories":6255},[],{"categories":6257},[77],{"categories":6259},[77],{"categories":6261},[125],{"categories":6263},[213],{"categories":6265},[77],{"categories":6267},[161],{"categories":6269},[],{"categories":6271},[77],{"categories":6273},[77],{"categories":6275},[242],{"categories":6277},[161],{"categories":6279},[242],{"categories":6281},[164],{"categories":6283},[77],{"categories":6285},[77],{"categories":6287},[],{"categories":6289},[],{"categories":6291},[125],{"categories":6293},[],{"categories":6295},[77],{"categories":6297},[456],{"categories":6299},[77],{"categories":6301},[77],{"categories":6303},[77],{"categories":6305},[77],{"categories":6307},[],{"categories":6309},[125],{"categories":6311},[77],{"categories":6313},[77],{"categories":6315},[],{"categories":6317},[125],{"categories":6319},[77],{"categories":6321},[161],{"categories":6323},[77],{"categories":6325},[242],{"categories":6327},[120],{"categories":6329},[128],{"categories":6331},[77],{"categories":6333},[77],{"categories":6335},[125],{"categories":6337},[164],{"categories":6339},[125],{"categories":6341},[125],{"categories":6343},[],{"categories":6345},[77],{"categories":6347},[125],{"categories":6349},[],{"categories":6351},[77],{"categories":6353},[],{"categories":6355},[161],{"categories":6357},[120],{"categories":6359},[],{"categories":6361},[77],{"categories":6363},[77],{"categories":6365},[77],{"categories":6367},[],{"categories":6369},[125],{"categories":6371},[213],{"categories":6373},[115],{"categories":6375},[77],{"categories":6377},[],{"categories":6379},[120],{"categories":6381},[242],{"categories":6383},[77],{"categories":6385},[139],{"categories":6387},[115],{"categories":6389},[164],{"categories":6391},[120],{"categories":6393},[139],{"categories":6395},[125],{"categories":6397},[139],{"categories":6399},[],{"categories":6401},[77],{"categories":6403},[128],{"categories":6405},[77],{"categories":6407},[],{"categories":6409},[125],{"categories":6411},[115],{"categories":6413},[213],{"categories":6415},[77],{"categories":6417},[115],{"categories":6419},[125],{"categories":6421},[283],{"categories":6423},[77],{"categories":6425},[77],{"categories":6427},[77],{"categories":6429},[77],{"categories":6431},[77],{"categories":6433},[115],{"categories":6435},[77],{"categories":6437},[139],{"categories":6439},[164],{"categories":6441},[125],{"categories":6443},[],{"categories":6445},[77],{"categories":6447},[77],{"categories":6449},[77],{"categories":6451},[139],{"categories":6453},[125],{"categories":6455},[161],{"categories":6457},[139],{"categories":6459},[77],{"categories":6461},[128],{"categories":6463},[],{"categories":6465},[213],{"categories":6467},[139],{"categories":6469},[161],{"categories":6471},[77],{"categories":6473},[115],{"categories":6475},[125],{"categories":6477},[77],{"categories":6479},[77],{"categories":6481},[125],{"categories":6483},[128],{"categories":6485},[77],{"categories":6487},[125],{"categories":6489},[77],{"categories":6491},[120],{"categories":6493},[125],{"categories":6495},[125,283],{"categories":6497},[77],{"categories":6499},[77],{"categories":6501},[125],{"categories":6503},[139],{"categories":6505},[77],{"categories":6507},[77],{"categories":6509},[164],{"categories":6511},[125],{"categories":6513},[242],{"categories":6515},[125],{"categories":6517},[120],{"categories":6519},[],{"categories":6521},[125],{"categories":6523},[77],{"categories":6525},[120],{"categories":6527},[],{"categories":6529},[],{"categories":6531},[139],{"categories":6533},[77],{"categories":6535},[77],{"categories":6537},[125],{"categories":6539},[164],{"categories":6541},[242],{"categories":6543},[77],{"categories":6545},[77],{"categories":6547},[77],{"categories":6549},[125],{"categories":6551},[],{"categories":6553},[125],{"categories":6555},[161],{"categories":6557},[77],{"categories":6559},[125],{"categories":6561},[125],{"categories":6563},[77],{"categories":6565},[],{"categories":6567},[161],{"categories":6569},[139],{"categories":6571},[3135],{"categories":6573},[115],{"categories":6575},[139],{"categories":6577},[77],{"categories":6579},[125],{"categories":6581},[77],{"categories":6583},[77],{"categories":6585},[242],{"categories":6587},[139],{"categories":6589},[164],{"categories":6591},[],{"categories":6593},[161],{"categories":6595},[77],{"categories":6597},[77],{"categories":6599},[],{"categories":6601},[125],{"categories":6603},[77],{"categories":6605},[77],{"categories":6607},[77],{"categories":6609},[77],{"categories":6611},[125],{"categories":6613},[77],{"categories":6615},[77],{"categories":6617},[77],{"categories":6619},[128],{"categories":6621},[77],{"categories":6623},[125],{"categories":6625},[77],{"categories":6627},[77],{"categories":6629},[77],{"categories":6631},[77],{"categories":6633},[77],{"categories":6635},[77],{"categories":6637},[77],{"categories":6639},[120],{"categories":6641},[],{"categories":6643},[128],{"categories":6645},[161],{"categories":6647},[125],{"categories":6649},[77],{"categories":6651},[139],{"categories":6653},[],{"categories":6655},[139],{"categories":6657},[139],{"categories":6659},[125],{"categories":6661},[139],{"categories":6663},[77],{"categories":6665},[77],{"categories":6667},[77],{"categories":6669},[125],{"categories":6671},[139],{"categories":6673},[77],{"categories":6675},[77],{"categories":6677},[77],{"categories":6679},[125],{"categories":6681},[161],{"categories":6683},[77],{"categories":6685},[77],{"categories":6687},[77],{"categories":6689},[120],{"categories":6691},[77],{"categories":6693},[125],{"categories":6695},[213],{"categories":6697},[],{"categories":6699},[77],{"categories":6701},[164],{"categories":6703},[125],{"categories":6705},[77],{"categories":6707},[77],{"categories":6709},[],{"categories":6711},[77],{"categories":6713},[77],{"categories":6715},[161],{"categories":6717},[77],{"categories":6719},[77],{"categories":6721},[125],{"categories":6723},[242],{"categories":6725},[],{"categories":6727},[],{"categories":6729},[139],{"categories":6731},[77],{"categories":6733},[77],{"categories":6735},[161],{"categories":6737},[77],{"categories":6739},[139],{"categories":6741},[161],{"categories":6743},[77],{"categories":6745},[77],{"categories":6747},[242],{"categories":6749},[164],{"categories":6751},[77],{"categories":6753},[77],{"categories":6755},[115],{"categories":6757},[125],{"categories":6759},[77],{"categories":6761},[77],{"categories":6763},[125],{"categories":6765},[120],{"categories":6767},[125],{"categories":6769},[139],{"categories":6771},[77],{"categories":6773},[120],{"categories":6775},[],{"categories":6777},[77],{"categories":6779},[164],{"categories":6781},[77],{"categories":6783},[77],{"categories":6785},[],{"categories":6787},[161],{"categories":6789},[77],{"categories":6791},[125],{"categories":6793},[164],{"categories":6795},[77],{"categories":6797},[139],{"categories":6799},[139],{"categories":6801},[139],{"categories":6803},[77],{"categories":6805},[125],{"categories":6807},[125],{"categories":6809},[77],{"categories":6811},[125],{"categories":6813},[77],{"categories":6815},[77],{"categories":6817},[213],{"categories":6819},[164],{"categories":6821},[164],{"categories":6823},[],{"categories":6825},[161],{"categories":6827},[77],{"categories":6829},[77],{"categories":6831},[139],{"categories":6833},[],{"categories":6835},[161],{"categories":6837},[161],{"categories":6839},[161],{"categories":6841},[],{"categories":6843},[125],{"categories":6845},[77],{"categories":6847},[],{"categories":6849},[115],{"categories":6851},[120],{"categories":6853},[],{"categories":6855},[77],{"categories":6857},[77],{"categories":6859},[],{"categories":6861},[139],{"categories":6863},[],{"categories":6865},[],{"categories":6867},[],{"categories":6869},[],{"categories":6871},[77],{"categories":6873},[161],{"categories":6875},[],{"categories":6877},[],{"categories":6879},[77],{"categories":6881},[77],{"categories":6883},[77],{"categories":6885},[164],{"categories":6887},[77],{"categories":6889},[164],{"categories":6891},[],{"categories":6893},[164],{"categories":6895},[164],{"categories":6897},[283],{"categories":6899},[125],{"categories":6901},[139],{"categories":6903},[],{"categories":6905},[],{"categories":6907},[164],{"categories":6909},[139],{"categories":6911},[139],{"categories":6913},[139],{"categories":6915},[],{"categories":6917},[115],{"categories":6919},[139],{"categories":6921},[139],{"categories":6923},[115],{"categories":6925},[139],{"categories":6927},[120],{"categories":6929},[139],{"categories":6931},[139],{"categories":6933},[139],{"categories":6935},[164],{"categories":6937},[161],{"categories":6939},[161],{"categories":6941},[77],{"categories":6943},[139],{"categories":6945},[164],{"categories":6947},[283],{"categories":6949},[164],{"categories":6951},[164],{"categories":6953},[164],{"categories":6955},[],{"categories":6957},[120],{"categories":6959},[],{"categories":6961},[283],{"categories":6963},[139],{"categories":6965},[139],{"categories":6967},[139],{"categories":6969},[125],{"categories":6971},[161,120],{"categories":6973},[164],{"categories":6975},[],{"categories":6977},[],{"categories":6979},[164],{"categories":6981},[],{"categories":6983},[164],{"categories":6985},[161],{"categories":6987},[125],{"categories":6989},[],{"categories":6991},[139],{"categories":6993},[77],{"categories":6995},[213],{"categories":6997},[],{"categories":6999},[77],{"categories":7001},[],{"categories":7003},[161],{"categories":7005},[115],{"categories":7007},[164],{"categories":7009},[],{"categories":7011},[139],{"categories":7013},[161],[7015,7071,7142,7216],{"id":7016,"title":7017,"ai":7018,"body":7023,"categories":7051,"created_at":78,"date_modified":78,"description":70,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":7052,"navigation":94,"path":7061,"published_at":7062,"question":78,"scraped_at":7062,"seo":7063,"sitemap":7064,"source_id":7065,"source_name":100,"source_type":101,"source_url":7056,"stem":7066,"tags":7067,"thumbnail_url":78,"tldr":7068,"tweet":78,"unknown_tags":7069,"__hash__":7070},"summaries\u002Fsummaries\u002F13c6b5c4068aadbf-adias-automating-agentic-system-architecture-summary.md","ADIAS: Automating Agentic System Architecture",{"provider":7,"model":8,"input_tokens":7019,"output_tokens":7020,"processing_time_ms":7021,"cost_usd":7022},4019,488,2894,0.00173675,{"type":14,"value":7024,"toc":7046},[7025,7029,7032,7036,7039,7043],[17,7026,7028],{"id":7027},"the-shift-toward-automated-agent-design","The Shift Toward Automated Agent Design",[22,7030,7031],{},"ADIAS (Automated Design of Interactive Agentic Systems) addresses the growing complexity of building multi-agent systems. As agentic workflows move beyond simple prompt-response loops into complex, multi-step, and multi-agent interactions, the manual configuration of these systems—defining roles, communication protocols, and task decomposition—becomes a bottleneck. ADIAS proposes a framework that treats the architecture of an agentic system as a design problem to be solved algorithmically rather than manually.",[17,7033,7035],{"id":7034},"core-architectural-principles","Core Architectural Principles",[22,7037,7038],{},"The framework focuses on optimizing the interaction topology of agents. Instead of hard-coding a static pipeline, ADIAS evaluates the efficacy of different communication patterns and role distributions. By automating the design process, the system can dynamically adjust how agents share context, delegate sub-tasks, and verify outputs. This approach aims to reduce the trial-and-error cycle typically required to stabilize agentic performance in production environments, particularly in tasks requiring high degrees of reasoning and coordination.",[17,7040,7042],{"id":7041},"practical-implications-for-builders","Practical Implications for Builders",[22,7044,7045],{},"For developers, the primary value of ADIAS lies in its potential to standardize the creation of agentic architectures. By providing a structured way to define and optimize agent interactions, it allows for more reproducible and scalable deployments. The framework emphasizes the importance of modularity, ensuring that individual agent capabilities can be swapped or upgraded without necessitating a complete redesign of the system's communication layer. This modularity is critical for maintaining performance as the underlying LLMs evolve or as specific task requirements shift.",{"title":70,"searchDepth":71,"depth":71,"links":7047},[7048,7049,7050],{"id":7027,"depth":71,"text":7028},{"id":7034,"depth":71,"text":7035},{"id":7041,"depth":71,"text":7042},[77],{"content_references":7053,"triage":7057},[7054],{"type":84,"title":7055,"url":7056,"context":88},"ADIAS: Automated Design of Interactive Agentic Systems","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.06410",{"relevance":7058,"novelty":91,"quality":91,"actionability":91,"composite":7059,"reasoning":7060},5,4.35,"Category: AI & LLMs. The article introduces the ADIAS framework, which directly addresses the complexity of building multi-agent systems, a key concern for developers integrating AI. It provides actionable insights on automating agent architecture design, which can help builders create more efficient and scalable systems.","\u002Fsummaries\u002F13c6b5c4068aadbf-adias-automating-agentic-system-architecture-summary","2026-08-11 03:21:34",{"title":7017,"description":70},{"loc":7061},"13c6b5c4068aadbf","summaries\u002F13c6b5c4068aadbf-adias-automating-agentic-system-architecture-summary",[104,105,106],"ADIAS introduces a framework for the automated design of interactive agentic systems, shifting the burden of architectural configuration from manual engineering to algorithmic optimization.",[],"TSqErWKCsYNp9PQ8YguM1lBNasIiVLzJ3YCWzLpr4wo",{"id":7072,"title":7073,"ai":7074,"body":7079,"categories":7122,"created_at":78,"date_modified":78,"description":70,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":7123,"navigation":94,"path":7132,"published_at":7133,"question":78,"scraped_at":7133,"seo":7134,"sitemap":7135,"source_id":7136,"source_name":100,"source_type":101,"source_url":7127,"stem":7137,"tags":7138,"thumbnail_url":78,"tldr":7139,"tweet":78,"unknown_tags":7140,"__hash__":7141},"summaries\u002Fsummaries\u002F33e11c2e3fe1b4cf-personatrail-benchmarking-personalized-web-agents-summary.md","PersonaTrail: Benchmarking Personalized Web Agents",{"provider":7,"model":8,"input_tokens":7075,"output_tokens":7076,"processing_time_ms":7077,"cost_usd":7078},4022,401,2253,0.001607,{"type":14,"value":7080,"toc":7118},[7081,7085,7088,7092,7095,7115],[17,7082,7084],{"id":7083},"evaluating-agent-personalization","Evaluating Agent Personalization",[22,7086,7087],{},"PersonaTrail addresses a critical gap in current web agent research: the inability to measure how well an agent adapts to individual user preferences. While most benchmarks focus on task completion (e.g., 'book a flight'), they ignore the 'how'—the specific stylistic, privacy, or navigational choices a human user would make. By utilizing 'browsing trails'—sequences of historical user interactions—the benchmark provides a structured way to test if an agent can replicate a specific persona's decision-making process during web navigation.",[17,7089,7091],{"id":7090},"the-role-of-browsing-trails","The Role of Browsing Trails",[22,7093,7094],{},"The core innovation of PersonaTrail is the use of historical browsing data as a ground-truth signal for agent behavior. Instead of evaluating agents solely on whether they reach a destination, the benchmark measures alignment with the user's past patterns. This allows researchers to quantify:",[41,7096,7097,7103,7109],{},[44,7098,7099,7102],{},[26,7100,7101],{},"Preference Adherence:"," Does the agent choose the same types of sites or services the user historically prefers?",[44,7104,7105,7108],{},[26,7106,7107],{},"Contextual Consistency:"," Can the agent maintain a persona's constraints (e.g., budget, accessibility needs, or privacy settings) across a multi-step browsing session?",[44,7110,7111,7114],{},[26,7112,7113],{},"Adaptability:"," How well does the agent handle new websites while maintaining the established persona profile?",[22,7116,7117],{},"This approach moves the field toward more human-centric AI, where agents act as personal assistants rather than generic task-executors.",{"title":70,"searchDepth":71,"depth":71,"links":7119},[7120,7121],{"id":7083,"depth":71,"text":7084},{"id":7090,"depth":71,"text":7091},[77],{"content_references":7124,"triage":7129},[7125],{"type":84,"title":7126,"url":7127,"context":7128},"PersonaTrail: Benchmarking Personalized Web Agents through Browsing Trails","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.20482","cited",{"relevance":91,"novelty":91,"quality":91,"actionability":90,"composite":7130,"reasoning":7131},3.8,"Category: AI & LLMs. The article discusses a new benchmark for evaluating web agents, which directly relates to AI engineering and the development of personalized AI tools. It provides insights into how agents can be assessed based on user preferences, addressing a specific pain point in AI development. While it offers a solid framework for evaluation, it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F33e11c2e3fe1b4cf-personatrail-benchmarking-personalized-web-agents-summary","2026-07-25 03:13:38",{"title":7073,"description":70},{"loc":7132},"33e11c2e3fe1b4cf","summaries\u002F33e11c2e3fe1b4cf-personatrail-benchmarking-personalized-web-agents-summary",[105,104,106],"PersonaTrail is a new benchmark designed to evaluate how effectively web agents can perform tasks while adhering to specific user personas and historical browsing preferences.",[],"nJj7m7TwxHMb-L-DYHsa20jQHn346dJFEQQlBxIW_eE",{"id":7143,"title":7144,"ai":7145,"body":7150,"categories":7197,"created_at":78,"date_modified":78,"description":70,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":7198,"navigation":94,"path":7206,"published_at":7207,"question":78,"scraped_at":7207,"seo":7208,"sitemap":7209,"source_id":7210,"source_name":100,"source_type":101,"source_url":7203,"stem":7211,"tags":7212,"thumbnail_url":78,"tldr":7213,"tweet":78,"unknown_tags":7214,"__hash__":7215},"summaries\u002Fsummaries\u002F2cec0dc02043204e-architecting-distributed-general-purpose-agent-net-summary.md","Architecting Distributed General-Purpose Agent Networks",{"provider":7,"model":8,"input_tokens":7146,"output_tokens":7147,"processing_time_ms":7148,"cost_usd":7149},4060,562,3276,0.001858,{"type":14,"value":7151,"toc":7192},[7152,7156,7159,7163,7166,7187,7189],[17,7153,7155],{"id":7154},"the-shift-to-decentralized-agent-architectures","The Shift to Decentralized Agent Architectures",[22,7157,7158],{},"The paper argues that current AI agent implementations—often monolithic or centralized—face significant bottlenecks in scalability, latency, and task-specific optimization. By moving toward a distributed network model, developers can decouple agent capabilities, allowing specialized agents to operate across heterogeneous environments. This architecture treats agents as nodes in a network, enabling dynamic discovery, resource negotiation, and collaborative problem-solving that exceeds the capacity of a single, centralized model.",[17,7160,7162],{"id":7161},"core-mechanisms-for-agent-interoperability","Core Mechanisms for Agent Interoperability",[22,7164,7165],{},"To achieve a functional distributed network, the authors identify three critical mechanisms:",[7167,7168,7169,7175,7181],"ol",{},[44,7170,7171,7174],{},[26,7172,7173],{},"Standardized Communication Protocols:"," Agents require a common language for task delegation and state sharing. The framework emphasizes the need for structured output formats that allow agents to interpret requests from peers without human intervention.",[44,7176,7177,7180],{},[26,7178,7179],{},"Dynamic Discovery and Routing:"," In a distributed system, agents must be able to locate the most capable peer for a specific sub-task. This requires a registry or directory service that tracks agent capabilities, availability, and latency metrics.",[44,7182,7183,7186],{},[26,7184,7185],{},"Resource Negotiation:"," The architecture introduces a mechanism for agents to negotiate compute and data access. This ensures that complex tasks are distributed based on the current load and the specific strengths of individual nodes, preventing single-point-of-failure scenarios common in centralized API-based agent chains.",[17,7188,7042],{"id":7041},[22,7190,7191],{},"The transition to distributed agent networks offers a path toward more resilient AI applications. By modularizing agent logic, developers can update or replace individual components without re-architecting the entire system. This approach also facilitates better privacy management, as sensitive data can be processed locally by specific agents, with only the necessary results shared across the network. The paper suggests that future development should focus on standardizing these interfaces to ensure that agents from different providers can interoperate seamlessly.",{"title":70,"searchDepth":71,"depth":71,"links":7193},[7194,7195,7196],{"id":7154,"depth":71,"text":7155},{"id":7161,"depth":71,"text":7162},{"id":7041,"depth":71,"text":7042},[77],{"content_references":7199,"triage":7204},[7200],{"type":84,"title":7201,"author":7202,"url":7203,"context":88},"Distributed General-Purpose Agent Networks: Architecture, Key Mechanisms, and Prototypes","Various","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.17368",{"relevance":7058,"novelty":91,"quality":91,"actionability":91,"composite":7059,"reasoning":7205},"Category: AI & LLMs. The article provides a detailed framework for building distributed agent networks, addressing scalability and task specialization, which are critical for developers looking to implement AI-powered features. It includes practical implications for builders, such as modularizing agent logic and improving privacy management, making it actionable.","\u002Fsummaries\u002F2cec0dc02043204e-architecting-distributed-general-purpose-agent-net-summary","2026-06-17 12:56:58",{"title":7144,"description":70},{"loc":7206},"2cec0dc02043204e","summaries\u002F2cec0dc02043204e-architecting-distributed-general-purpose-agent-net-summary",[104,105,106],"The paper proposes a framework for distributed agent networks, shifting from monolithic AI systems to decentralized, collaborative architectures that improve scalability and task specialization.",[],"dCAG-iz7yThST2v0jGlOxpbWLJ8t-G30Hh4n99PBwzg",{"id":7217,"title":7218,"ai":7219,"body":7224,"categories":7252,"created_at":78,"date_modified":78,"description":70,"extension":79,"faq":78,"featured":80,"kicker_label":78,"meta":7253,"navigation":94,"path":7261,"published_at":7262,"question":78,"scraped_at":7262,"seo":7263,"sitemap":7264,"source_id":7265,"source_name":100,"source_type":101,"source_url":7258,"stem":7266,"tags":7267,"thumbnail_url":78,"tldr":7268,"tweet":78,"unknown_tags":7269,"__hash__":7270},"summaries\u002Fsummaries\u002F41cdeaa8f7ac2acb-the-containment-gap-in-agentic-ai-frameworks-summary.md","The Containment Gap in Agentic AI Frameworks",{"provider":7,"model":8,"input_tokens":7220,"output_tokens":7221,"processing_time_ms":7222,"cost_usd":7223},4105,570,8445,0.00188125,{"type":14,"value":7225,"toc":7247},[7226,7230,7233,7237,7240,7244],[17,7227,7229],{"id":7228},"the-disconnect-between-development-and-deployment","The Disconnect Between Development and Deployment",[22,7231,7232],{},"The research highlights a critical \"containment gap\" in modern agentic AI frameworks. While developers often build agents in controlled, sandboxed environments, these frameworks frequently lack the robust, multi-layered safety protocols required for public-facing, real-world applications. The core issue is that current architectures prioritize task completion and autonomy over strict boundary enforcement, leading to scenarios where agents can inadvertently bypass safety constraints when exposed to unpredictable user inputs or external data sources.",[17,7234,7236],{"id":7235},"architectural-failures-in-safety-enforcement","Architectural Failures in Safety Enforcement",[22,7238,7239],{},"The authors argue that existing frameworks fail to implement \"containment\" as a first-class citizen. Instead of treating safety as an integrated architectural component, many systems rely on post-hoc filtering or simple prompt-based guardrails. These methods are insufficient for agentic workflows, where the agent's ability to reason, plan, and execute multi-step actions creates complex failure modes. The paper suggests that without a fundamental shift toward verifiable, hardware-level or kernel-level isolation for agent actions, deployed systems will remain vulnerable to \"jailbreaking\" and unintended side effects that standard safety layers cannot catch.",[17,7241,7243],{"id":7242},"implications-for-production-systems","Implications for Production Systems",[22,7245,7246],{},"For builders, the takeaway is that relying on framework-provided safety defaults is currently inadequate for high-stakes or public-facing products. The authors emphasize that developers must implement their own \"containment\" strategies, such as strict capability limiting, human-in-the-loop verification for sensitive actions, and rigorous runtime monitoring. The research serves as a warning that as agentic capabilities grow, the gap between what a model can do in a lab and what it can safely do in the wild is widening, necessitating a more rigorous approach to AI systems engineering.",{"title":70,"searchDepth":71,"depth":71,"links":7248},[7249,7250,7251],{"id":7228,"depth":71,"text":7229},{"id":7235,"depth":71,"text":7236},{"id":7242,"depth":71,"text":7243},[77],{"content_references":7254,"triage":7259},[7255],{"type":84,"title":7256,"publisher":7257,"url":7258,"context":7128},"The Containment Gap: How Deployed Agentic AI Frameworks Fail Public-Facing Safety Requirements","ICML 2026 (AI4GOOD Workshop)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.12797",{"relevance":7058,"novelty":91,"quality":91,"actionability":91,"composite":7059,"reasoning":7260},"Category: AI & LLMs. The article addresses a critical issue in AI frameworks that directly impacts product builders by highlighting the 'containment gap' and suggesting actionable strategies for safety in production systems. It provides specific recommendations like human-in-the-loop verification and runtime monitoring, making it highly relevant and actionable for the target audience.","\u002Fsummaries\u002F41cdeaa8f7ac2acb-the-containment-gap-in-agentic-ai-frameworks-summary","2026-06-12 12:57:13",{"title":7218,"description":70},{"loc":7261},"41cdeaa8f7ac2acb","summaries\u002F41cdeaa8f7ac2acb-the-containment-gap-in-agentic-ai-frameworks-summary",[105,104,106],"Current agentic AI frameworks lack the necessary architectural guardrails to meet public-facing safety requirements, creating a 'containment gap' between development environments and production deployment.",[],"F_ihyPtty0OZCLnfdNqRqH1cG6UhaUmDZolEsjd_IwA"]