[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-8d9d313222d7d3a6-hermes-agent-enables-non-blocking-asynchronous-sub-summary":3,"summaries-facets-categories":143,"summary-related-8d9d313222d7d3a6-hermes-agent-enables-non-blocking-asynchronous-sub-summary":7047},{"id":4,"title":5,"ai":6,"body":13,"categories":113,"created_at":115,"date_modified":115,"description":107,"extension":116,"faq":115,"featured":117,"kicker_label":115,"meta":118,"navigation":125,"path":126,"published_at":127,"question":115,"scraped_at":127,"seo":128,"sitemap":129,"source_id":130,"source_name":131,"source_type":132,"source_url":133,"stem":134,"tags":135,"thumbnail_url":115,"tldr":140,"tweet":115,"unknown_tags":141,"__hash__":142},"summaries\u002Fsummaries\u002F8d9d313222d7d3a6-hermes-agent-enables-non-blocking-asynchronous-sub-summary.md","Hermes Agent Enables Non-Blocking Asynchronous Subagents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8489,502,2704,0.00287525,{"type":14,"value":15,"toc":106},"minimark",[16,21,30,37,41,44,92,96,103],[17,18,20],"h2",{"id":19},"moving-from-synchronous-to-asynchronous-delegation","Moving from Synchronous to Asynchronous Delegation",[22,23,24,25,29],"p",{},"Previously, the Hermes Agent's ",[26,27,28],"code",{},"delegate_task"," tool was strictly synchronous. When a parent agent spawned a subagent, the parent chat would freeze, waiting for the child to complete its task. This design prevented users from performing other operations or steering the agent while long-running tasks were in progress.",[22,31,32,33,36],{},"Nous Research has addressed this by introducing an asynchronous delegation toolset (via issue #5586). This update allows the parent agent to spawn background subagents that run as in-process threads, returning a ",[26,34,35],{},"task_id"," immediately so the main chat remains interactive.",[17,38,40],{"id":39},"managing-the-subagent-lifecycle","Managing the Subagent Lifecycle",[22,42,43],{},"The new async toolset provides a full lifecycle management suite for background tasks:",[45,46,47,60,68,76,84],"ul",{},[48,49,50,56,57,59],"li",{},[51,52,53],"strong",{},[26,54,55],{},"delegate_task_async",": Spawns a subagent and returns a ",[26,58,35],{}," without blocking.",[48,61,62,67],{},[51,63,64],{},[26,65,66],{},"check_task",": Monitors the status of a running subagent.",[48,69,70,75],{},[51,71,72],{},[26,73,74],{},"steer_task",": Allows the user or parent agent to provide mid-flight guidance to a child agent.",[48,77,78,83],{},[51,79,80],{},[26,81,82],{},"collect_task",": Retrieves the final summary once the subagent finishes.",[48,85,86,91],{},[51,87,88],{},[26,89,90],{},"cancel_task",": Terminates a running subagent.",[17,93,95],{"id":94},"architectural-constraints-and-benefits","Architectural Constraints and Benefits",[22,97,98,99,102],{},"Subagents remain strictly isolated from the parent. Each child operates in its own conversation, terminal session, and toolset, ensuring the parent's context window stays lean. Only the final summary is returned to the parent agent. While subagents inherit the parent's API keys and credential pool, they can be configured to use different models via ",[26,100,101],{},"config.yaml"," to optimize for cost or performance.",[22,104,105],{},"This approach enables more complex workflows, such as running multiple research tasks in parallel or offloading long-running processes without interrupting the user's interaction with the primary agent.",{"title":107,"searchDepth":108,"depth":108,"links":109},"",2,[110,111,112],{"id":19,"depth":108,"text":20},{"id":39,"depth":108,"text":40},{"id":94,"depth":108,"text":95},[114],"AI Automation",null,"md",false,{"content_references":119,"triage":120},[],{"relevance":121,"novelty":122,"quality":122,"actionability":122,"composite":123,"reasoning":124},5,4,4.35,"Category: AI & LLMs. The article discusses a significant update to the Hermes Agent that enhances its functionality by introducing asynchronous subagent delegation, which directly addresses the pain point of blocking operations in AI agents. This practical application of AI tooling provides actionable insights for developers looking to implement more efficient workflows.",true,"\u002Fsummaries\u002F8d9d313222d7d3a6-hermes-agent-enables-non-blocking-asynchronous-sub-summary","2026-06-16 12:56:51",{"title":5,"description":107},{"loc":126},"8d9d313222d7d3a6","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F06\u002F16\u002Fhermes-agent-adds-asynchronous-subagents-so-delegated-work-no-longer-blocks-the-parent-chat\u002F","summaries\u002F8d9d313222d7d3a6-hermes-agent-enables-non-blocking-asynchronous-sub-summary",[136,137,138,139],"agents","ai-tools","automation","python","Nous Research updated the Hermes Agent to support asynchronous subagent delegation, allowing parent agents to continue working while child agents execute tasks in the background.",[],"30qwYCvS8PrK0e4OfbU_5g2p5oHVA_wi9ChlpXsjNxo",[144,147,150,152,155,157,159,162,164,166,168,170,173,175,177,179,181,184,186,188,190,192,195,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,247,249,251,253,255,257,259,261,263,265,267,269,271,273,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,317,319,321,323,325,327,329,331,333,335,337,339,341,343,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,411,413,415,417,419,421,423,425,427,429,431,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,467,469,471,473,475,477,479,481,483,485,487,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,549,551,553,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,595,597,599,601,603,605,607,609,611,613,615,617,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,907,909,911,913,915,918,920,922,924,926,928,930,932,934,936,938,940,942,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045],{"categories":145},[146],"AI & LLMs",{"categories":148},[149],"Developer Productivity",{"categories":151},[146],{"categories":153},[154],"Business & SaaS",{"categories":156},[146],{"categories":158},[114],{"categories":160},[161],"Product Strategy",{"categories":163},[114],{"categories":165},[146],{"categories":167},[149],{"categories":169},[114],{"categories":171},[172],"Software Engineering",{"categories":174},[146],{"categories":176},[154],{"categories":178},[],{"categories":180},[146],{"categories":182},[183],"Inference & Serving",{"categories":185},[146],{"categories":187},[146],{"categories":189},[114],{"categories":191},[],{"categories":193},[194],"AI News & Trends",{"categories":196},[197],"Data Science & Visualization",{"categories":199},[114],{"categories":201},[146],{"categories":203},[146],{"categories":205},[154],{"categories":207},[149],{"categories":209},[146],{"categories":211},[114],{"categories":213},[194],{"categories":215},[146],{"categories":217},[114],{"categories":219},[114],{"categories":221},[146],{"categories":223},[146],{"categories":225},[114],{"categories":227},[146],{"categories":229},[146],{"categories":231},[146],{"categories":233},[114],{"categories":235},[194],{"categories":237},[146],{"categories":239},[146],{"categories":241},[146],{"categories":243},[],{"categories":245},[246],"Design & Frontend",{"categories":248},[197],{"categories":250},[194],{"categories":252},[146],{"categories":254},[146],{"categories":256},[146],{"categories":258},[],{"categories":260},[146],{"categories":262},[146],{"categories":264},[114],{"categories":266},[172],{"categories":268},[146],{"categories":270},[114],{"categories":272},[146],{"categories":274},[275],"Marketing & Growth",{"categories":277},[246],{"categories":279},[146],{"categories":281},[114],{"categories":283},[146],{"categories":285},[146],{"categories":287},[172],{"categories":289},[146],{"categories":291},[],{"categories":293},[],{"categories":295},[246],{"categories":297},[146],{"categories":299},[114],{"categories":301},[149],{"categories":303},[172],{"categories":305},[114],{"categories":307},[246],{"categories":309},[161],{"categories":311},[146],{"categories":313},[172],{"categories":315},[316],"DevOps & Cloud",{"categories":318},[114],{"categories":320},[161],{"categories":322},[194],{"categories":324},[146],{"categories":326},[],{"categories":328},[146],{"categories":330},[146],{"categories":332},[],{"categories":334},[114],{"categories":336},[172],{"categories":338},[],{"categories":340},[172],{"categories":342},[146],{"categories":344},[345],"Governance & Standards",{"categories":347},[154],{"categories":349},[],{"categories":351},[],{"categories":353},[146],{"categories":355},[146],{"categories":357},[114],{"categories":359},[146],{"categories":361},[146],{"categories":363},[114],{"categories":365},[146],{"categories":367},[146],{"categories":369},[146],{"categories":371},[],{"categories":373},[172],{"categories":375},[],{"categories":377},[],{"categories":379},[146],{"categories":381},[172],{"categories":383},[],{"categories":385},[172],{"categories":387},[146],{"categories":389},[146],{"categories":391},[275],{"categories":393},[146],{"categories":395},[146],{"categories":397},[146],{"categories":399},[246],{"categories":401},[246],{"categories":403},[146],{"categories":405},[172],{"categories":407},[114],{"categories":409},[410],"GovTech & Public-Sector Adoption",{"categories":412},[172],{"categories":414},[146],{"categories":416},[146],{"categories":418},[146],{"categories":420},[114],{"categories":422},[114],{"categories":424},[197],{"categories":426},[146],{"categories":428},[194],{"categories":430},[114],{"categories":432},[433],"Legal AI Tools",{"categories":435},[146],{"categories":437},[114],{"categories":439},[146],{"categories":441},[275],{"categories":443},[114],{"categories":445},[161],{"categories":447},[146],{"categories":449},[172],{"categories":451},[410],{"categories":453},[],{"categories":455},[114],{"categories":457},[],{"categories":459},[154],{"categories":461},[114],{"categories":463},[114],{"categories":465},[466],"RAG & Retrieval",{"categories":468},[154],{"categories":470},[146],{"categories":472},[172],{"categories":474},[172],{"categories":476},[316],{"categories":478},[246],{"categories":480},[114],{"categories":482},[146],{"categories":484},[146],{"categories":486},[],{"categories":488},[489],"Agents & Orchestration",{"categories":491},[172],{"categories":493},[146],{"categories":495},[],{"categories":497},[114],{"categories":499},[154],{"categories":501},[],{"categories":503},[146],{"categories":505},[],{"categories":507},[146],{"categories":509},[149],{"categories":511},[172],{"categories":513},[154],{"categories":515},[146],{"categories":517},[114],{"categories":519},[146],{"categories":521},[194],{"categories":523},[146],{"categories":525},[],{"categories":527},[146],{"categories":529},[],{"categories":531},[146],{"categories":533},[172],{"categories":535},[146],{"categories":537},[114],{"categories":539},[197],{"categories":541},[],{"categories":543},[146],{"categories":545},[246],{"categories":547},[548],"Models & Frontier Labs",{"categories":550},[],{"categories":552},[246],{"categories":554},[555],"Regulation & Governance of AI",{"categories":557},[161],{"categories":559},[114],{"categories":561},[],{"categories":563},[146],{"categories":565},[146],{"categories":567},[114],{"categories":569},[114],{"categories":571},[194],{"categories":573},[146],{"categories":575},[154],{"categories":577},[146],{"categories":579},[114],{"categories":581},[],{"categories":583},[172],{"categories":585},[114],{"categories":587},[146],{"categories":589},[161],{"categories":591},[146],{"categories":593},[594],"AI Policy & Regulation",{"categories":596},[],{"categories":598},[146],{"categories":600},[114],{"categories":602},[161],{"categories":604},[114],{"categories":606},[146],{"categories":608},[146],{"categories":610},[146],{"categories":612},[114],{"categories":614},[],{"categories":616},[197],{"categories":618},[619],"Evals & Reliability",{"categories":621},[146],{"categories":623},[146],{"categories":625},[],{"categories":627},[149],{"categories":629},[410],{"categories":631},[594],{"categories":633},[146],{"categories":635},[154],{"categories":637},[146],{"categories":639},[114],{"categories":641},[146],{"categories":643},[114],{"categories":645},[489],{"categories":647},[146],{"categories":649},[172],{"categories":651},[146],{"categories":653},[],{"categories":655},[246],{"categories":657},[],{"categories":659},[146],{"categories":661},[410],{"categories":663},[146],{"categories":665},[146],{"categories":667},[146],{"categories":669},[],{"categories":671},[146],{"categories":673},[246],{"categories":675},[172],{"categories":677},[],{"categories":679},[146],{"categories":681},[],{"categories":683},[114],{"categories":685},[146],{"categories":687},[246],{"categories":689},[],{"categories":691},[146],{"categories":693},[146],{"categories":695},[197],{"categories":697},[114],{"categories":699},[146],{"categories":701},[154],{"categories":703},[114],{"categories":705},[146],{"categories":707},[146],{"categories":709},[172],{"categories":711},[246],{"categories":713},[146],{"categories":715},[114],{"categories":717},[],{"categories":719},[172],{"categories":721},[114],{"categories":723},[197],{"categories":725},[],{"categories":727},[146],{"categories":729},[194],{"categories":731},[146],{"categories":733},[],{"categories":735},[146],{"categories":737},[146],{"categories":739},[146],{"categories":741},[154,275],{"categories":743},[],{"categories":745},[172],{"categories":747},[146],{"categories":749},[146],{"categories":751},[114],{"categories":753},[146],{"categories":755},[],{"categories":757},[],{"categories":759},[146],{"categories":761},[246],{"categories":763},[146],{"categories":765},[],{"categories":767},[146],{"categories":769},[316],{"categories":771},[],{"categories":773},[114],{"categories":775},[194],{"categories":777},[146],{"categories":779},[146],{"categories":781},[246],{"categories":783},[],{"categories":785},[194],{"categories":787},[146],{"categories":789},[183],{"categories":791},[146],{"categories":793},[146],{"categories":795},[114],{"categories":797},[194],{"categories":799},[548],{"categories":801},[146],{"categories":803},[275],{"categories":805},[],{"categories":807},[114],{"categories":809},[154],{"categories":811},[172],{"categories":813},[146],{"categories":815},[114],{"categories":817},[],{"categories":819},[146,316],{"categories":821},[146],{"categories":823},[146],{"categories":825},[146],{"categories":827},[114],{"categories":829},[146,172],{"categories":831},[197],{"categories":833},[146],{"categories":835},[146],{"categories":837},[146],{"categories":839},[172],{"categories":841},[146],{"categories":843},[114],{"categories":845},[114],{"categories":847},[594],{"categories":849},[275],{"categories":851},[146],{"categories":853},[114],{"categories":855},[146],{"categories":857},[146],{"categories":859},[114],{"categories":861},[],{"categories":863},[114],{"categories":865},[146],{"categories":867},[146],{"categories":869},[114],{"categories":871},[146],{"categories":873},[146,154],{"categories":875},[146],{"categories":877},[154],{"categories":879},[],{"categories":881},[246],{"categories":883},[246],{"categories":885},[146],{"categories":887},[],{"categories":889},[],{"categories":891},[146],{"categories":893},[194],{"categories":895},[],{"categories":897},[149],{"categories":899},[146],{"categories":901},[172],{"categories":903},[146],{"categories":905},[906],"Generative UI & Design-to-Code",{"categories":908},[146],{"categories":910},[146],{"categories":912},[246],{"categories":914},[146],{"categories":916},[917],"Algorithmic Accountability",{"categories":919},[114],{"categories":921},[172],{"categories":923},[194],{"categories":925},[246],{"categories":927},[146],{"categories":929},[],{"categories":931},[161],{"categories":933},[146],{"categories":935},[146],{"categories":937},[146],{"categories":939},[146],{"categories":941},[114],{"categories":943},[944],"MLOps & Infrastructure",{"categories":946},[146],{"categories":948},[146],{"categories":950},[146],{"categories":952},[146],{"categories":954},[146],{"categories":956},[172],{"categories":958},[194],{"categories":960},[146],{"categories":962},[161],{"categories":964},[149],{"categories":966},[146],{"categories":968},[114],{"categories":970},[316],{"categories":972},[146],{"categories":974},[154],{"categories":976},[146],{"categories":978},[246],{"categories":980},[146],{"categories":982},[146],{"categories":984},[114],{"categories":986},[],{"categories":988},[],{"categories":990},[146],{"categories":992},[183],{"categories":994},[246],{"categories":996},[194],{"categories":998},[197],{"categories":1000},[],{"categories":1002},[146],{"categories":1004},[146],{"categories":1006},[154],{"categories":1008},[114],{"categories":1010},[146],{"categories":1012},[146],{"categories":1014},[146],{"categories":1016},[146],{"categories":1018},[194],{"categories":1020},[183],{"categories":1022},[146],{"categories":1024},[246],{"categories":1026},[146],{"categories":1028},[],{"categories":1030},[114],{"categories":1032},[172],{"categories":1034},[],{"categories":1036},[146],{"categories":1038},[146],{"categories":1040},[114],{"categories":1042},[172],{"categories":1044},[146],{"categories":1046},[197],{"categories":1048},[246],{"categories":1050},[],{"categories":1052},[146],{"categories":1054},[],{"categories":1056},[146],{"categories":1058},[],{"categories":1060},[146],{"categories":1062},[146],{"categories":1064},[161],{"categories":1066},[154],{"categories":1068},[114],{"categories":1070},[114],{"categories":1072},[],{"categories":1074},[146],{"categories":1076},[149],{"categories":1078},[146],{"categories":1080},[146],{"categories":1082},[154],{"categories":1084},[194],{"categories":1086},[149],{"categories":1088},[],{"categories":1090},[146],{"categories":1092},[],{"categories":1094},[146],{"categories":1096},[],{"categories":1098},[194],{"categories":1100},[194],{"categories":1102},[],{"categories":1104},[489],{"categories":1106},[146],{"categories":1108},[246],{"categories":1110},[172],{"categories":1112},[],{"categories":1114},[433],{"categories":1116},[114],{"categories":1118},[154],{"categories":1120},[],{"categories":1122},[],{"categories":1124},[149],{"categories":1126},[197],{"categories":1128},[],{"categories":1130},[275],{"categories":1132},[114],{"categories":1134},[154],{"categories":1136},[114],{"categories":1138},[146],{"categories":1140},[154],{"categories":1142},[146],{"categories":1144},[172],{"categories":1146},[],{"categories":1148},[183],{"categories":1150},[161],{"categories":1152},[146],{"categories":1154},[246],{"categories":1156},[172],{"categories":1158},[154],{"categories":1160},[146],{"categories":1162},[172],{"categories":1164},[146],{"categories":1166},[114],{"categories":1168},[154],{"categories":1170},[146],{"categories":1172},[146],{"categories":1174},[146],{"categories":1176},[146],{"categories":1178},[146],{"categories":1180},[],{"categories":1182},[],{"categories":1184},[172],{"categories":1186},[197],{"categories":1188},[161],{"categories":1190},[146],{"categories":1192},[114],{"categories":1194},[172],{"categories":1196},[172],{"categories":1198},[146],{"categories":1200},[],{"categories":1202},[194],{"categories":1204},[161],{"categories":1206},[161],{"categories":1208},[172],{"categories":1210},[146],{"categories":1212},[619],{"categories":1214},[316],{"categories":1216},[],{"categories":1218},[114],{"categories":1220},[146],{"categories":1222},[],{"categories":1224},[149],{"categories":1226},[],{"categories":1228},[146],{"categories":1230},[146],{"categories":1232},[146],{"categories":1234},[246],{"categories":1236},[275],{"categories":1238},[146],{"categories":1240},[172],{"categories":1242},[146],{"categories":1244},[114],{"categories":1246},[],{"categories":1248},[172],{"categories":1250},[146],{"categories":1252},[149],{"categories":1254},[],{"categories":1256},[154],{"categories":1258},[146],{"categories":1260},[146],{"categories":1262},[194],{"categories":1264},[146,316],{"categories":1266},[146],{"categories":1268},[1269],"Design Systems for AI",{"categories":1271},[146],{"categories":1273},[146],{"categories":1275},[194],{"categories":1277},[146],{"categories":1279},[146],{"categories":1281},[146],{"categories":1283},[154],{"categories":1285},[146],{"categories":1287},[146],{"categories":1289},[146],{"categories":1291},[],{"categories":1293},[146],{"categories":1295},[146],{"categories":1297},[154],{"categories":1299},[146],{"categories":1301},[],{"categories":1303},[114],{"categories":1305},[114],{"categories":1307},[172],{"categories":1309},[194],{"categories":1311},[172],{"categories":1313},[146],{"categories":1315},[246],{"categories":1317},[194],{"categories":1319},[197],{"categories":1321},[146],{"categories":1323},[146],{"categories":1325},[114],{"categories":1327},[149],{"categories":1329},[594],{"categories":1331},[146],{"categories":1333},[114],{"categories":1335},[146],{"categories":1337},[172],{"categories":1339},[172],{"categories":1341},[],{"categories":1343},[],{"categories":1345},[146],{"categories":1347},[114],{"categories":1349},[161],{"categories":1351},[],{"categories":1353},[154],{"categories":1355},[146],{"categories":1357},[],{"categories":1359},[246],{"categories":1361},[172],{"categories":1363},[114],{"categories":1365},[172],{"categories":1367},[246],{"categories":1369},[146],{"categories":1371},[146],{"categories":1373},[246],{"categories":1375},[],{"categories":1377},[],{"categories":1379},[194],{"categories":1381},[114],{"categories":1383},[114],{"categories":1385},[146],{"categories":1387},[146],{"categories":1389},[146],{"categories":1391},[146],{"categories":1393},[154],{"categories":1395},[146],{"categories":1397},[146],{"categories":1399},[],{"categories":1401},[172],{"categories":1403},[172],{"categories":1405},[146],{"categories":1407},[172],{"categories":1409},[154],{"categories":1411},[],{"categories":1413},[146],{"categories":1415},[146],{"categories":1417},[146],{"categories":1419},[146],{"categories":1421},[146],{"categories":1423},[114],{"categories":1425},[149],{"categories":1427},[154],{"categories":1429},[146],{"categories":1431},[114],{"categories":1433},[194],{"categories":1435},[114],{"categories":1437},[183],{"categories":1439},[275],{"categories":1441},[146],{"categories":1443},[114],{"categories":1445},[146],{"categories":1447},[146],{"categories":1449},[146],{"categories":1451},[],{"categories":1453},[246],{"categories":1455},[],{"categories":1457},[146],{"categories":1459},[146],{"categories":1461},[],{"categories":1463},[146],{"categories":1465},[172],{"categories":1467},[154],{"categories":1469},[1470],"Visual & Generative Media",{"categories":1472},[114],{"categories":1474},[],{"categories":1476},[146],{"categories":1478},[146],{"categories":1480},[172],{"categories":1482},[316],{"categories":1484},[146],{"categories":1486},[197],{"categories":1488},[594],{"categories":1490},[172],{"categories":1492},[275],{"categories":1494},[146],{"categories":1496},[246],{"categories":1498},[146],{"categories":1500},[146],{"categories":1502},[172],{"categories":1504},[114],{"categories":1506},[146],{"categories":1508},[],{"categories":1510},[],{"categories":1512},[114],{"categories":1514},[172],{"categories":1516},[149],{"categories":1518},[114],{"categories":1520},[548],{"categories":1522},[146],{"categories":1524},[161],{"categories":1526},[146],{"categories":1528},[154],{"categories":1530},[],{"categories":1532},[146],{"categories":1534},[161],{"categories":1536},[146],{"categories":1538},[146],{"categories":1540},[146],{"categories":1542},[161],{"categories":1544},[146],{"categories":1546},[146],{"categories":1548},[275],{"categories":1550},[146],{"categories":1552},[489],{"categories":1554},[146],{"categories":1556},[114],{"categories":1558},[146],{"categories":1560},[146],{"categories":1562},[146],{"categories":1564},[146],{"categories":1566},[246],{"categories":1568},[114],{"categories":1570},[],{"categories":1572},[114],{"categories":1574},[],{"categories":1576},[316],{"categories":1578},[172],{"categories":1580},[],{"categories":1582},[548],{"categories":1584},[146],{"categories":1586},[114],{"categories":1588},[114],{"categories":1590},[146],{"categories":1592},[246,146],{"categories":1594},[149],{"categories":1596},[146],{"categories":1598},[246],{"categories":1600},[],{"categories":1602},[146],{"categories":1604},[149],{"categories":1606},[146],{"categories":1608},[1609],"Medical Imaging & Radiology",{"categories":1611},[146],{"categories":1613},[146],{"categories":1615},[146],{"categories":1617},[246],{"categories":1619},[114],{"categories":1621},[172],{"categories":1623},[],{"categories":1625},[146],{"categories":1627},[146],{"categories":1629},[146],{"categories":1631},[],{"categories":1633},[],{"categories":1635},[146],{"categories":1637},[146],{"categories":1639},[489],{"categories":1641},[146],{"categories":1643},[149],{"categories":1645},[146],{"categories":1647},[146],{"categories":1649},[],{"categories":1651},[114],{"categories":1653},[146],{"categories":1655},[161],{"categories":1657},[172],{"categories":1659},[146],{"categories":1661},[114],{"categories":1663},[489],{"categories":1665},[146],{"categories":1667},[114],{"categories":1669},[146],{"categories":1671},[146],{"categories":1673},[146],{"categories":1675},[246],{"categories":1677},[114],{"categories":1679},[316],{"categories":1681},[246],{"categories":1683},[154],{"categories":1685},[114],{"categories":1687},[194],{"categories":1689},[146],{"categories":1691},[146],{"categories":1693},[161],{"categories":1695},[146],{"categories":1697},[146],{"categories":1699},[146],{"categories":1701},[146],{"categories":1703},[114],{"categories":1705},[146],{"categories":1707},[172],{"categories":1709},[172],{"categories":1711},[146],{"categories":1713},[161],{"categories":1715},[],{"categories":1717},[194],{"categories":1719},[],{"categories":1721},[161],{"categories":1723},[114],{"categories":1725},[146],{"categories":1727},[114],{"categories":1729},[1269],{"categories":1731},[1269],{"categories":1733},[246],{"categories":1735},[146],{"categories":1737},[146],{"categories":1739},[146],{"categories":1741},[114],{"categories":1743},[172],{"categories":1745},[246],{"categories":1747},[114],{"categories":1749},[194],{"categories":1751},[],{"categories":1753},[146],{"categories":1755},[],{"categories":1757},[146],{"categories":1759},[146],{"categories":1761},[146],{"categories":1763},[146],{"categories":1765},[114],{"categories":1767},[1768],"Contract Review & E-Discovery",{"categories":1770},[146],{"categories":1772},[246],{"categories":1774},[146],{"categories":1776},[149],{"categories":1778},[146],{"categories":1780},[194],{"categories":1782},[146],{"categories":1784},[146],{"categories":1786},[275],{"categories":1788},[172],{"categories":1790},[146],{"categories":1792},[146],{"categories":1794},[114],{"categories":1796},[114],{"categories":1798},[917],{"categories":1800},[146],{"categories":1802},[146],{"categories":1804},[114],{"categories":1806},[114],{"categories":1808},[146],{"categories":1810},[146],{"categories":1812},[146],{"categories":1814},[114],{"categories":1816},[146],{"categories":1818},[146],{"categories":1820},[489],{"categories":1822},[466],{"categories":1824},[146],{"categories":1826},[114],{"categories":1828},[146],{"categories":1830},[1831],"Law-Firm Practice & Adoption",{"categories":1833},[146],{"categories":1835},[114],{"categories":1837},[246],{"categories":1839},[146],{"categories":1841},[146],{"categories":1843},[146],{"categories":1845},[],{"categories":1847},[],{"categories":1849},[172],{"categories":1851},[146],{"categories":1853},[],{"categories":1855},[114],{"categories":1857},[149],{"categories":1859},[316],{"categories":1861},[146],{"categories":1863},[],{"categories":1865},[149],{"categories":1867},[154],{"categories":1869},[146],{"categories":1871},[275],{"categories":1873},[],{"categories":1875},[154],{"categories":1877},[114],{"categories":1879},[154],{"categories":1881},[],{"categories":1883},[146],{"categories":1885},[161],{"categories":1887},[146],{"categories":1889},[172],{"categories":1891},[],{"categories":1893},[],{"categories":1895},[],{"categories":1897},[],{"categories":1899},[146],{"categories":1901},[161],{"categories":1903},[114],{"categories":1905},[316],{"categories":1907},[146],{"categories":1909},[149],{"categories":1911},[172],{"categories":1913},[146],{"categories":1915},[146],{"categories":1917},[172],{"categories":1919},[161],{"categories":1921},[146],{"categories":1923},[146],{"categories":1925},[146],{"categories":1927},[944],{"categories":1929},[146],{"categories":1931},[172],{"categories":1933},[146],{"categories":1935},[275],{"categories":1937},[172],{"categories":1939},[154],{"categories":1941},[146],{"categories":1943},[146],{"categories":1945},[146],{"categories":1947},[246],{"categories":1949},[146],{"categories":1951},[146],{"categories":1953},[146],{"categories":1955},[146],{"categories":1957},[154],{"categories":1959},[114],{"categories":1961},[146,149],{"categories":1963},[489],{"categories":1965},[146],{"categories":1967},[146],{"categories":1969},[172],{"categories":1971},[172],{"categories":1973},[246],{"categories":1975},[114],{"categories":1977},[114],{"categories":1979},[172],{"categories":1981},[146],{"categories":1983},[146],{"categories":1985},[146],{"categories":1987},[],{"categories":1989},[],{"categories":1991},[146],{"categories":1993},[197],{"categories":1995},[146],{"categories":1997},[114],{"categories":1999},[],{"categories":2001},[146],{"categories":2003},[146],{"categories":2005},[172],{"categories":2007},[197],{"categories":2009},[194],{"categories":2011},[246],{"categories":2013},[146],{"categories":2015},[114],{"categories":2017},[146],{"categories":2019},[172],{"categories":2021},[],{"categories":2023},[114],{"categories":2025},[146],{"categories":2027},[146],{"categories":2029},[146],{"categories":2031},[146],{"categories":2033},[],{"categories":2035},[114],{"categories":2037},[146],{"categories":2039},[146],{"categories":2041},[146],{"categories":2043},[],{"categories":2045},[114],{"categories":2047},[146],{"categories":2049},[146],{"categories":2051},[154],{"categories":2053},[146],{"categories":2055},[146],{"categories":2057},[],{"categories":2059},[149],{"categories":2061},[146],{"categories":2063},[146],{"categories":2065},[146],{"categories":2067},[246],{"categories":2069},[146],{"categories":2071},[172],{"categories":2073},[146],{"categories":2075},[149],{"categories":2077},[146],{"categories":2079},[172],{"categories":2081},[275],{"categories":2083},[114],{"categories":2085},[114],{"categories":2087},[146],{"categories":2089},[146],{"categories":2091},[146,246],{"categories":2093},[146],{"categories":2095},[114],{"categories":2097},[194],{"categories":2099},[146],{"categories":2101},[194],{"categories":2103},[114],{"categories":2105},[246],{"categories":2107},[146],{"categories":2109},[],{"categories":2111},[172],{"categories":2113},[316],{"categories":2115},[246],{"categories":2117},[172],{"categories":2119},[146],{"categories":2121},[161],{"categories":2123},[146],{"categories":2125},[146],{"categories":2127},[114],{"categories":2129},[],{"categories":2131},[],{"categories":2133},[146],{"categories":2135},[],{"categories":2137},[],{"categories":2139},[161],{"categories":2141},[172],{"categories":2143},[146],{"categories":2145},[114],{"categories":2147},[114],{"categories":2149},[154],{"categories":2151},[114],{"categories":2153},[316],{"categories":2155},[146],{"categories":2157},[146],{"categories":2159},[146],{"categories":2161},[183],{"categories":2163},[146],{"categories":2165},[146],{"categories":2167},[146],{"categories":2169},[172],{"categories":2171},[114],{"categories":2173},[146],{"categories":2175},[146],{"categories":2177},[172],{"categories":2179},[433],{"categories":2181},[114],{"categories":2183},[917],{"categories":2185},[],{"categories":2187},[246],{"categories":2189},[1831],{"categories":2191},[172],{"categories":2193},[],{"categories":2195},[],{"categories":2197},[146],{"categories":2199},[114],{"categories":2201},[],{"categories":2203},[],{"categories":2205},[146],{"categories":2207},[275],{"categories":2209},[146],{"categories":2211},[275],{"categories":2213},[114],{"categories":2215},[146],{"categories":2217},[146],{"categories":2219},[172],{"categories":2221},[161],{"categories":2223},[],{"categories":2225},[146],{"categories":2227},[146],{"categories":2229},[172],{"categories":2231},[1768],{"categories":2233},[246],{"categories":2235},[246],{"categories":2237},[146],{"categories":2239},[114],{"categories":2241},[149],{"categories":2243},[146],{"categories":2245},[146],{"categories":2247},[146],{"categories":2249},[146],{"categories":2251},[246],{"categories":2253},[246],{"categories":2255},[114],{"categories":2257},[114],{"categories":2259},[114],{"categories":2261},[146],{"categories":2263},[146],{"categories":2265},[],{"categories":2267},[146],{"categories":2269},[],{"categories":2271},[2272],"Interaction & Product Design",{"categories":2274},[146],{"categories":2276},[114],{"categories":2278},[172],{"categories":2280},[345],{"categories":2282},[194],{"categories":2284},[172],{"categories":2286},[146],{"categories":2288},[146],{"categories":2290},[146],{"categories":2292},[172],{"categories":2294},[146],{"categories":2296},[149],{"categories":2298},[114],{"categories":2300},[146],{"categories":2302},[],{"categories":2304},[114],{"categories":2306},[114],{"categories":2308},[114],{"categories":2310},[],{"categories":2312},[172],{"categories":2314},[146],{"categories":2316},[114],{"categories":2318},[149],{"categories":2320},[2272],{"categories":2322},[146],{"categories":2324},[149],{"categories":2326},[149],{"categories":2328},[],{"categories":2330},[114],{"categories":2332},[172],{"categories":2334},[],{"categories":2336},[114],{"categories":2338},[194],{"categories":2340},[146],{"categories":2342},[114],{"categories":2344},[146],{"categories":2346},[114],{"categories":2348},[114],{"categories":2350},[146],{"categories":2352},[146],{"categories":2354},[194],{"categories":2356},[197],{"categories":2358},[146],{"categories":2360},[161],{"categories":2362},[172],{"categories":2364},[2365],"Coding Agents & Dev Productivity",{"categories":2367},[194],{"categories":2369},[246],{"categories":2371},[146],{"categories":2373},[146],{"categories":2375},[],{"categories":2377},[146],{"categories":2379},[917],{"categories":2381},[],{"categories":2383},[146],{"categories":2385},[146],{"categories":2387},[316],{"categories":2389},[146],{"categories":2391},[194],{"categories":2393},[],{"categories":2395},[],{"categories":2397},[146],{"categories":2399},[],{"categories":2401},[114],{"categories":2403},[146],{"categories":2405},[],{"categories":2407},[172],{"categories":2409},[172],{"categories":2411},[146],{"categories":2413},[197],{"categories":2415},[],{"categories":2417},[146],{"categories":2419},[146],{"categories":2421},[146],{"categories":2423},[197],{"categories":2425},[172],{"categories":2427},[114],{"categories":2429},[],{"categories":2431},[],{"categories":2433},[146],{"categories":2435},[146],{"categories":2437},[114],{"categories":2439},[114],{"categories":2441},[410],{"categories":2443},[172],{"categories":2445},[172],{"categories":2447},[114],{"categories":2449},[194],{"categories":2451},[194],{"categories":2453},[114],{"categories":2455},[114],{"categories":2457},[146],{"categories":2459},[149],{"categories":2461},[2272],{"categories":2463},[161],{"categories":2465},[146,316],{"categories":2467},[197],{"categories":2469},[],{"categories":2471},[246],{"categories":2473},[114],{"categories":2475},[172],{"categories":2477},[149],{"categories":2479},[146],{"categories":2481},[114],{"categories":2483},[2484],"The Designer's Role & Craft",{"categories":2486},[246],{"categories":2488},[],{"categories":2490},[114],{"categories":2492},[146],{"categories":2494},[114],{"categories":2496},[114],{"categories":2498},[146],{"categories":2500},[275],{"categories":2502},[146],{"categories":2504},[172],{"categories":2506},[146],{"categories":2508},[246],{"categories":2510},[146],{"categories":2512},[],{"categories":2514},[114],{"categories":2516},[246],{"categories":2518},[161],{"categories":2520},[146],{"categories":2522},[146],{"categories":2524},[146],{"categories":2526},[2527],"AI UX Patterns",{"categories":2529},[114],{"categories":2531},[114],{"categories":2533},[114],{"categories":2535},[114],{"categories":2537},[275],{"categories":2539},[197],{"categories":2541},[146],{"categories":2543},[114],{"categories":2545},[146],{"categories":2547},[1269],{"categories":2549},[],{"categories":2551},[275],{"categories":2553},[114],{"categories":2555},[194],{"categories":2557},[172],{"categories":2559},[146],{"categories":2561},[114],{"categories":2563},[],{"categories":2565},[],{"categories":2567},[146],{"categories":2569},[146],{"categories":2571},[114],{"categories":2573},[146],{"categories":2575},[114],{"categories":2577},[410],{"categories":2579},[246],{"categories":2581},[146],{"categories":2583},[194],{"categories":2585},[172],{"categories":2587},[146],{"categories":2589},[114],{"categories":2591},[114],{"categories":2593},[],{"categories":2595},[146],{"categories":2597},[],{"categories":2599},[146],{"categories":2601},[],{"categories":2603},[146],{"categories":2605},[146],{"categories":2607},[146],{"categories":2609},[114],{"categories":2611},[172],{"categories":2613},[],{"categories":2615},[],{"categories":2617},[197],{"categories":2619},[183],{"categories":2621},[146],{"categories":2623},[146],{"categories":2625},[146],{"categories":2627},[197],{"categories":2629},[146],{"categories":2631},[146],{"categories":2633},[194],{"categories":2635},[146],{"categories":2637},[146],{"categories":2639},[146],{"categories":2641},[114],{"categories":2643},[146],{"categories":2645},[114],{"categories":2647},[146],{"categories":2649},[146],{"categories":2651},[146],{"categories":2653},[114],{"categories":2655},[],{"categories":2657},[146],{"categories":2659},[],{"categories":2661},[146],{"categories":2663},[146],{"categories":2665},[316],{"categories":2667},[146],{"categories":2669},[],{"categories":2671},[],{"categories":2673},[246],{"categories":2675},[944],{"categories":2677},[114],{"categories":2679},[149],{"categories":2681},[2484],{"categories":2683},[],{"categories":2685},[],{"categories":2687},[146],{"categories":2689},[],{"categories":2691},[],{"categories":2693},[172],{"categories":2695},[194],{"categories":2697},[275],{"categories":2699},[114],{"categories":2701},[154],{"categories":2703},[146],{"categories":2705},[146],{"categories":2707},[154],{"categories":2709},[],{"categories":2711},[246],{"categories":2713},[161],{"categories":2715},[146],{"categories":2717},[146],{"categories":2719},[114],{"categories":2721},[154],{"categories":2723},[146],{"categories":2725},[146],{"categories":2727},[149],{"categories":2729},[146],{"categories":2731},[146],{"categories":2733},[],{"categories":2735},[149],{"categories":2737},[146],{"categories":2739},[275],{"categories":2741},[114],{"categories":2743},[194],{"categories":2745},[146],{"categories":2747},[172],{"categories":2749},[146],{"categories":2751},[146],{"categories":2753},[154],{"categories":2755},[146],{"categories":2757},[146],{"categories":2759},[146],{"categories":2761},[114],{"categories":2763},[146],{"categories":2765},[],{"categories":2767},[146],{"categories":2769},[172],{"categories":2771},[149],{"categories":2773},[146],{"categories":2775},[146],{"categories":2777},[146],{"categories":2779},[],{"categories":2781},[146],{"categories":2783},[489],{"categories":2785},[114],{"categories":2787},[154],{"categories":2789},[194],{"categories":2791},[146],{"categories":2793},[146],{"categories":2795},[],{"categories":2797},[154],{"categories":2799},[154],{"categories":2801},[146],{"categories":2803},[146],{"categories":2805},[161],{"categories":2807},[146],{"categories":2809},[146],{"categories":2811},[146],{"categories":2813},[146],{"categories":2815},[172],{"categories":2817},[172],{"categories":2819},[146],{"categories":2821},[],{"categories":2823},[172],{"categories":2825},[146],{"categories":2827},[172],{"categories":2829},[114],{"categories":2831},[594],{"categories":2833},[],{"categories":2835},[],{"categories":2837},[146],{"categories":2839},[194],{"categories":2841},[],{"categories":2843},[316],{"categories":2845},[146],{"categories":2847},[146],{"categories":2849},[146],{"categories":2851},[246],{"categories":2853},[906],{"categories":2855},[],{"categories":2857},[146],{"categories":2859},[146],{"categories":2861},[146],{"categories":2863},[172],{"categories":2865},[146],{"categories":2867},[146],{"categories":2869},[146,316],{"categories":2871},[146],{"categories":2873},[146],{"categories":2875},[246],{"categories":2877},[114],{"categories":2879},[],{"categories":2881},[114],{"categories":2883},[114],{"categories":2885},[146],{"categories":2887},[146],{"categories":2889},[146],{"categories":2891},[146],{"categories":2893},[197],{"categories":2895},[146],{"categories":2897},[2527],{"categories":2899},[149],{"categories":2901},[197],{"categories":2903},[149],{"categories":2905},[172],{"categories":2907},[246],{"categories":2909},[114],{"categories":2911},[146],{"categories":2913},[],{"categories":2915},[154],{"categories":2917},[146],{"categories":2919},[146],{"categories":2921},[194],{"categories":2923},[146],{"categories":2925},[146],{"categories":2927},[146],{"categories":2929},[114],{"categories":2931},[146],{"categories":2933},[146],{"categories":2935},[146],{"categories":2937},[154],{"categories":2939},[],{"categories":2941},[316],{"categories":2943},[146],{"categories":2945},[410],{"categories":2947},[246],{"categories":2949},[246],{"categories":2951},[172],{"categories":2953},[114],{"categories":2955},[146],{"categories":2957},[154],{"categories":2959},[194],{"categories":2961},[146],{"categories":2963},[146],{"categories":2965},[146],{"categories":2967},[246],{"categories":2969},[114],{"categories":2971},[114],{"categories":2973},[146],{"categories":2975},[146],{"categories":2977},[548],{"categories":2979},[114],{"categories":2981},[],{"categories":2983},[146],{"categories":2985},[146],{"categories":2987},[146],{"categories":2989},[],{"categories":2991},[],{"categories":2993},[146],{"categories":2995},[146],{"categories":2997},[114],{"categories":2999},[146],{"categories":3001},[146],{"categories":3003},[146],{"categories":3005},[172],{"categories":3007},[146],{"categories":3009},[146],{"categories":3011},[114],{"categories":3013},[146],{"categories":3015},[146],{"categories":3017},[146],{"categories":3019},[146],{"categories":3021},[146],{"categories":3023},[],{"categories":3025},[172],{"categories":3027},[197],{"categories":3029},[146],{"categories":3031},[114],{"categories":3033},[114],{"categories":3035},[146],{"categories":3037},[146],{"categories":3039},[],{"categories":3041},[],{"categories":3043},[146],{"categories":3045},[146],{"categories":3047},[146],{"categories":3049},[194],{"categories":3051},[197],{"categories":3053},[],{"categories":3055},[146],{"categories":3057},[246],{"categories":3059},[146],{"categories":3061},[316],{"categories":3063},[1831],{"categories":3065},[194],{"categories":3067},[172],{"categories":3069},[146],{"categories":3071},[172],{"categories":3073},[172],{"categories":3075},[146],{"categories":3077},[146],{"categories":3079},[172],{"categories":3081},[194],{"categories":3083},[194],{"categories":3085},[316],{"categories":3087},[114],{"categories":3089},[],{"categories":3091},[194],{"categories":3093},[146],{"categories":3095},[114],{"categories":3097},[149],{"categories":3099},[172],{"categories":3101},[146],{"categories":3103},[194],{"categories":3105},[],{"categories":3107},[146],{"categories":3109},[172],{"categories":3111},[172],{"categories":3113},[197],{"categories":3115},[146],{"categories":3117},[194],{"categories":3119},[146],{"categories":3121},[172],{"categories":3123},[114],{"categories":3125},[114],{"categories":3127},[194],{"categories":3129},[114],{"categories":3131},[316],{"categories":3133},[114],{"categories":3135},[146],{"categories":3137},[146],{"categories":3139},[146],{"categories":3141},[146],{"categories":3143},[172],{"categories":3145},[146],{"categories":3147},[],{"categories":3149},[114],{"categories":3151},[154],{"categories":3153},[172],{"categories":3155},[],{"categories":3157},[],{"categories":3159},[146],{"categories":3161},[114],{"categories":3163},[146],{"categories":3165},[146],{"categories":3167},[3168],"Frameworks & Tooling",{"categories":3170},[146],{"categories":3172},[146],{"categories":3174},[172],{"categories":3176},[146],{"categories":3178},[146],{"categories":3180},[],{"categories":3182},[197],{"categories":3184},[197],{"categories":3186},[149],{"categories":3188},[146],{"categories":3190},[114],{"categories":3192},[146],{"categories":3194},[246],{"categories":3196},[],{"categories":3198},[1831],{"categories":3200},[146],{"categories":3202},[172],{"categories":3204},[146],{"categories":3206},[316],{"categories":3208},[316],{"categories":3210},[],{"categories":3212},[114],{"categories":3214},[114],{"categories":3216},[146],{"categories":3218},[146],{"categories":3220},[194],{"categories":3222},[114],{"categories":3224},[194],{"categories":3226},[146],{"categories":3228},[114],{"categories":3230},[],{"categories":3232},[246],{"categories":3234},[146],{"categories":3236},[146],{"categories":3238},[],{"categories":3240},[146],{"categories":3242},[114],{"categories":3244},[146],{"categories":3246},[146],{"categories":3248},[146],{"categories":3250},[],{"categories":3252},[172],{"categories":3254},[146],{"categories":3256},[172],{"categories":3258},[316],{"categories":3260},[146],{"categories":3262},[146],{"categories":3264},[146],{"categories":3266},[172],{"categories":3268},[154],{"categories":3270},[146],{"categories":3272},[1831],{"categories":3274},[],{"categories":3276},[114],{"categories":3278},[149],{"categories":3280},[146],{"categories":3282},[149],{"categories":3284},[146],{"categories":3286},[],{"categories":3288},[114],{"categories":3290},[146],{"categories":3292},[146],{"categories":3294},[3295],"AI Design Tooling",{"categories":3297},[246],{"categories":3299},[146],{"categories":3301},[146],{"categories":3303},[172],{"categories":3305},[246],{"categories":3307},[146],{"categories":3309},[146],{"categories":3311},[172],{"categories":3313},[194],{"categories":3315},[161],{"categories":3317},[172],{"categories":3319},[146],{"categories":3321},[146],{"categories":3323},[146],{"categories":3325},[114],{"categories":3327},[146],{"categories":3329},[],{"categories":3331},[114],{"categories":3333},[146],{"categories":3335},[146],{"categories":3337},[114],{"categories":3339},[146],{"categories":3341},[146],{"categories":3343},[146],{"categories":3345},[114],{"categories":3347},[],{"categories":3349},[114],{"categories":3351},[3168],{"categories":3353},[146],{"categories":3355},[146],{"categories":3357},[114],{"categories":3359},[114],{"categories":3361},[172],{"categories":3363},[172],{"categories":3365},[146],{"categories":3367},[],{"categories":3369},[172],{"categories":3371},[146],{"categories":3373},[146],{"categories":3375},[114],{"categories":3377},[154],{"categories":3379},[146],{"categories":3381},[],{"categories":3383},[146],{"categories":3385},[146],{"categories":3387},[2272],{"categories":3389},[],{"categories":3391},[146],{"categories":3393},[146],{"categories":3395},[146],{"categories":3397},[146],{"categories":3399},[246],{"categories":3401},[146],{"categories":3403},[],{"categories":3405},[146],{"categories":3407},[146],{"categories":3409},[146],{"categories":3411},[146],{"categories":3413},[275],{"categories":3415},[194],{"categories":3417},[146],{"categories":3419},[146],{"categories":3421},[1831],{"categories":3423},[149],{"categories":3425},[146],{"categories":3427},[146],{"categories":3429},[197],{"categories":3431},[146],{"categories":3433},[146],{"categories":3435},[194],{"categories":3437},[114],{"categories":3439},[],{"categories":3441},[146],{"categories":3443},[146],{"categories":3445},[246],{"categories":3447},[146],{"categories":3449},[275],{"categories":3451},[114],{"categories":3453},[146],{"categories":3455},[114],{"categories":3457},[],{"categories":3459},[],{"categories":3461},[],{"categories":3463},[149],{"categories":3465},[194],{"categories":3467},[114],{"categories":3469},[146],{"categories":3471},[146],{"categories":3473},[146],{"categories":3475},[146],{"categories":3477},[433],{"categories":3479},[246],{"categories":3481},[114],{"categories":3483},[146],{"categories":3485},[],{"categories":3487},[114],{"categories":3489},[114],{"categories":3491},[],{"categories":3493},[146],{"categories":3495},[114],{"categories":3497},[146],{"categories":3499},[],{"categories":3501},[146],{"categories":3503},[146],{"categories":3505},[146],{"categories":3507},[194],{"categories":3509},[246],{"categories":3511},[114],{"categories":3513},[246],{"categories":3515},[114],{"categories":3517},[146],{"categories":3519},[154],{"categories":3521},[],{"categories":3523},[],{"categories":3525},[146],{"categories":3527},[146],{"categories":3529},[146],{"categories":3531},[149],{"categories":3533},[114],{"categories":3535},[194],{"categories":3537},[],{"categories":3539},[246],{"categories":3541},[],{"categories":3543},[172],{"categories":3545},[146],{"categories":3547},[172],{"categories":3549},[246],{"categories":3551},[172],{"categories":3553},[146],{"categories":3555},[],{"categories":3557},[146],{"categories":3559},[146],{"categories":3561},[],{"categories":3563},[146],{"categories":3565},[146],{"categories":3567},[275],{"categories":3569},[146],{"categories":3571},[146],{"categories":3573},[316],{"categories":3575},[172],{"categories":3577},[146],{"categories":3579},[],{"categories":3581},[114],{"categories":3583},[146],{"categories":3585},[149],{"categories":3587},[548],{"categories":3589},[146],{"categories":3591},[146],{"categories":3593},[114],{"categories":3595},[146],{"categories":3597},[114],{"categories":3599},[146],{"categories":3601},[146],{"categories":3603},[146],{"categories":3605},[146],{"categories":3607},[],{"categories":3609},[146],{"categories":3611},[149],{"categories":3613},[146],{"categories":3615},[154],{"categories":3617},[172],{"categories":3619},[246],{"categories":3621},[],{"categories":3623},[146],{"categories":3625},[],{"categories":3627},[114],{"categories":3629},[146],{"categories":3631},[],{"categories":3633},[114],{"categories":3635},[146],{"categories":3637},[172],{"categories":3639},[246],{"categories":3641},[194],{"categories":3643},[146],{"categories":3645},[194],{"categories":3647},[114],{"categories":3649},[246],{"categories":3651},[146],{"categories":3653},[],{"categories":3655},[146],{"categories":3657},[183],{"categories":3659},[114],{"categories":3661},[146],{"categories":3663},[246],{"categories":3665},[194],{"categories":3667},[154],{"categories":3669},[172],{"categories":3671},[146],{"categories":3673},[146],{"categories":3675},[146],{"categories":3677},[146],{"categories":3679},[194],{"categories":3681},[275],{"categories":3683},[],{"categories":3685},[],{"categories":3687},[197],{"categories":3689},[489],{"categories":3691},[146],{"categories":3693},[114],{"categories":3695},[146,172],{"categories":3697},[194],{"categories":3699},[146],{"categories":3701},[146],{"categories":3703},[146],{"categories":3705},[146],{"categories":3707},[146],{"categories":3709},[146],{"categories":3711},[146],{"categories":3713},[114],{"categories":3715},[146],{"categories":3717},[114],{"categories":3719},[146],{"categories":3721},[146],{"categories":3723},[146],{"categories":3725},[],{"categories":3727},[146],{"categories":3729},[1269],{"categories":3731},[172],{"categories":3733},[246],{"categories":3735},[146],{"categories":3737},[146],{"categories":3739},[146],{"categories":3741},[197],{"categories":3743},[114],{"categories":3745},[275],{"categories":3747},[316],{"categories":3749},[],{"categories":3751},[172],{"categories":3753},[146],{"categories":3755},[154],{"categories":3757},[114],{"categories":3759},[149],{"categories":3761},[114],{"categories":3763},[146],{"categories":3765},[114],{"categories":3767},[114],{"categories":3769},[161],{"categories":3771},[172],{"categories":3773},[146],{"categories":3775},[146],{"categories":3777},[],{"categories":3779},[],{"categories":3781},[],{"categories":3783},[316],{"categories":3785},[146],{"categories":3787},[194],{"categories":3789},[146],{"categories":3791},[146],{"categories":3793},[146],{"categories":3795},[146],{"categories":3797},[],{"categories":3799},[146],{"categories":3801},[197],{"categories":3803},[154],{"categories":3805},[114],{"categories":3807},[146],{"categories":3809},[],{"categories":3811},[146],{"categories":3813},[114],{"categories":3815},[146],{"categories":3817},[316],{"categories":3819},[],{"categories":3821},[246],{"categories":3823},[246],{"categories":3825},[146],{"categories":3827},[114],{"categories":3829},[],{"categories":3831},[172],{"categories":3833},[146],{"categories":3835},[246],{"categories":3837},[146],{"categories":3839},[154],{"categories":3841},[114],{"categories":3843},[146],{"categories":3845},[],{"categories":3847},[194],{"categories":3849},[146],{"categories":3851},[146],{"categories":3853},[146],{"categories":3855},[246],{"categories":3857},[114],{"categories":3859},[194],{"categories":3861},[],{"categories":3863},[114],{"categories":3865},[154],{"categories":3867},[114],{"categories":3869},[246],{"categories":3871},[146],{"categories":3873},[146],{"categories":3875},[146],{"categories":3877},[489],{"categories":3879},[146],{"categories":3881},[114],{"categories":3883},[],{"categories":3885},[146],{"categories":3887},[146],{"categories":3889},[316],{"categories":3891},[194],{"categories":3893},[197],{"categories":3895},[594],{"categories":3897},[197],{"categories":3899},[197],{"categories":3901},[146],{"categories":3903},[],{"categories":3905},[],{"categories":3907},[],{"categories":3909},[114],{"categories":3911},[146],{"categories":3913},[114],{"categories":3915},[114],{"categories":3917},[172],{"categories":3919},[146],{"categories":3921},[466],{"categories":3923},[172],{"categories":3925},[114],{"categories":3927},[146],{"categories":3929},[146],{"categories":3931},[146],{"categories":3933},[146],{"categories":3935},[146],{"categories":3937},[114],{"categories":3939},[146],{"categories":3941},[],{"categories":3943},[],{"categories":3945},[146],{"categories":3947},[],{"categories":3949},[146],{"categories":3951},[114],{"categories":3953},[246],{"categories":3955},[146],{"categories":3957},[146],{"categories":3959},[],{"categories":3961},[114],{"categories":3963},[146],{"categories":3965},[146],{"categories":3967},[161],{"categories":3969},[146],{"categories":3971},[246],{"categories":3973},[146],{"categories":3975},[114],{"categories":3977},[154],{"categories":3979},[146],{"categories":3981},[146],{"categories":3983},[275],{"categories":3985},[114],{"categories":3987},[146],{"categories":3989},[146],{"categories":3991},[906],{"categories":3993},[146],{"categories":3995},[114],{"categories":3997},[146],{"categories":3999},[172],{"categories":4001},[146],{"categories":4003},[548],{"categories":4005},[246],{"categories":4007},[],{"categories":4009},[146],{"categories":4011},[146],{"categories":4013},[194],{"categories":4015},[489],{"categories":4017},[114],{"categories":4019},[146],{"categories":4021},[],{"categories":4023},[194],{"categories":4025},[410],{"categories":4027},[114],{"categories":4029},[114],{"categories":4031},[114],{"categories":4033},[146],{"categories":4035},[146],{"categories":4037},[114],{"categories":4039},[],{"categories":4041},[154],{"categories":4043},[146],{"categories":4045},[154],{"categories":4047},[114],{"categories":4049},[],{"categories":4051},[172],{"categories":4053},[146],{"categories":4055},[146],{"categories":4057},[149],{"categories":4059},[146],{"categories":4061},[194],{"categories":4063},[316],{"categories":4065},[183],{"categories":4067},[114],{"categories":4069},[114],{"categories":4071},[146],{"categories":4073},[146],{"categories":4075},[114],{"categories":4077},[146],{"categories":4079},[149],{"categories":4081},[],{"categories":4083},[114],{"categories":4085},[146],{"categories":4087},[146],{"categories":4089},[146],{"categories":4091},[114],{"categories":4093},[146],{"categories":4095},[],{"categories":4097},[146],{"categories":4099},[],{"categories":4101},[246],{"categories":4103},[114],{"categories":4105},[146,154],{"categories":4107},[114],{"categories":4109},[146],{"categories":4111},[],{"categories":4113},[149],{"categories":4115},[197],{"categories":4117},[154],{"categories":4119},[146],{"categories":4121},[172],{"categories":4123},[146],{"categories":4125},[146],{"categories":4127},[114],{"categories":4129},[146],{"categories":4131},[146],{"categories":4133},[146],{"categories":4135},[194],{"categories":4137},[1269],{"categories":4139},[114],{"categories":4141},[146],{"categories":4143},[],{"categories":4145},[],{"categories":4147},[146],{"categories":4149},[114],{"categories":4151},[146],{"categories":4153},[146],{"categories":4155},[316],{"categories":4157},[],{"categories":4159},[146],{"categories":4161},[114],{"categories":4163},[183],{"categories":4165},[114],{"categories":4167},[489],{"categories":4169},[],{"categories":4171},[433],{"categories":4173},[114],{"categories":4175},[146],{"categories":4177},[146],{"categories":4179},[275],{"categories":4181},[114],{"categories":4183},[146],{"categories":4185},[197],{"categories":4187},[161],{"categories":4189},[114],{"categories":4191},[146],{"categories":4193},[489],{"categories":4195},[146],{"categories":4197},[316],{"categories":4199},[154],{"categories":4201},[],{"categories":4203},[146],{"categories":4205},[146],{"categories":4207},[275],{"categories":4209},[246],{"categories":4211},[146],{"categories":4213},[146],{"categories":4215},[146],{"categories":4217},[],{"categories":4219},[275],{"categories":4221},[194],{"categories":4223},[146],{"categories":4225},[146],{"categories":4227},[146],{"categories":4229},[594],{"categories":4231},[149],{"categories":4233},[146],{"categories":4235},[161],{"categories":4237},[146],{"categories":4239},[],{"categories":4241},[],{"categories":4243},[246],{"categories":4245},[146],{"categories":4247},[197],{"categories":4249},[275],{"categories":4251},[114],{"categories":4253},[146],{"categories":4255},[146],{"categories":4257},[275],{"categories":4259},[194],{"categories":4261},[146],{"categories":4263},[],{"categories":4265},[146],{"categories":4267},[146],{"categories":4269},[],{"categories":4271},[146],{"categories":4273},[146],{"categories":4275},[619],{"categories":4277},[146],{"categories":4279},[146],{"categories":4281},[114],{"categories":4283},[172],{"categories":4285},[489],{"categories":4287},[146],{"categories":4289},[146],{"categories":4291},[146],{"categories":4293},[],{"categories":4295},[146,172],{"categories":4297},[194],{"categories":4299},[114],{"categories":4301},[172],{"categories":4303},[114],{"categories":4305},[944],{"categories":4307},[172],{"categories":4309},[172],{"categories":4311},[114],{"categories":4313},[146],{"categories":4315},[149],{"categories":4317},[],{"categories":4319},[],{"categories":4321},[114],{"categories":4323},[146],{"categories":4325},[172],{"categories":4327},[146],{"categories":4329},[149],{"categories":4331},[172],{"categories":4333},[172],{"categories":4335},[146],{"categories":4337},[275],{"categories":4339},[146],{"categories":4341},[172],{"categories":4343},[146],{"categories":4345},[],{"categories":4347},[146],{"categories":4349},[146],{"categories":4351},[246,146],{"categories":4353},[316],{"categories":4355},[149],{"categories":4357},[146],{"categories":4359},[],{"categories":4361},[146],{"categories":4363},[146],{"categories":4365},[154],{"categories":4367},[146],{"categories":4369},[154],{"categories":4371},[146],{"categories":4373},[146],{"categories":4375},[410],{"categories":4377},[146],{"categories":4379},[154],{"categories":4381},[172],{"categories":4383},[197],{"categories":4385},[114],{"categories":4387},[146],{"categories":4389},[172],{"categories":4391},[146],{"categories":4393},[146],{"categories":4395},[194],{"categories":4397},[275],{"categories":4399},[246],{"categories":4401},[146],{"categories":4403},[146],{"categories":4405},[146],{"categories":4407},[146],{"categories":4409},[149],{"categories":4411},[146],{"categories":4413},[114],{"categories":4415},[114],{"categories":4417},[172],{"categories":4419},[194],{"categories":4421},[172],{"categories":4423},[172],{"categories":4425},[146],{"categories":4427},[146],{"categories":4429},[],{"categories":4431},[],{"categories":4433},[197],{"categories":4435},[146],{"categories":4437},[172],{"categories":4439},[146],{"categories":4441},[246],{"categories":4443},[489],{"categories":4445},[433],{"categories":4447},[410],{"categories":4449},[146],{"categories":4451},[146],{"categories":4453},[146],{"categories":4455},[197],{"categories":4457},[146],{"categories":4459},[146],{"categories":4461},[146],{"categories":4463},[146],{"categories":4465},[146],{"categories":4467},[146],{"categories":4469},[146],{"categories":4471},[114],{"categories":4473},[149],{"categories":4475},[114],{"categories":4477},[146,154],{"categories":4479},[],{"categories":4481},[246],{"categories":4483},[],{"categories":4485},[161],{"categories":4487},[146],{"categories":4489},[194],{"categories":4491},[149],{"categories":4493},[146],{"categories":4495},[149],{"categories":4497},[114],{"categories":4499},[197],{"categories":4501},[114],{"categories":4503},[161],{"categories":4505},[114],{"categories":4507},[146],{"categories":4509},[146],{"categories":4511},[154],{"categories":4513},[114],{"categories":4515},[172],{"categories":4517},[275],{"categories":4519},[146],{"categories":4521},[146],{"categories":4523},[],{"categories":4525},[194],{"categories":4527},[146],{"categories":4529},[146],{"categories":4531},[146],{"categories":4533},[146],{"categories":4535},[146],{"categories":4537},[146],{"categories":4539},[172],{"categories":4541},[194],{"categories":4543},[172],{"categories":4545},[172],{"categories":4547},[146],{"categories":4549},[146],{"categories":4551},[146],{"categories":4553},[146],{"categories":4555},[433],{"categories":4557},[146],{"categories":4559},[114],{"categories":4561},[194],{"categories":4563},[146],{"categories":4565},[146],{"categories":4567},[146],{"categories":4569},[114],{"categories":4571},[146],{"categories":4573},[146],{"categories":4575},[146],{"categories":4577},[3168],{"categories":4579},[4580],"Clinical AI",{"categories":4582},[246],{"categories":4584},[146],{"categories":4586},[146],{"categories":4588},[146],{"categories":4590},[146],{"categories":4592},[316],{"categories":4594},[2527],{"categories":4596},[146],{"categories":4598},[161],{"categories":4600},[246],{"categories":4602},[146],{"categories":4604},[114],{"categories":4606},[146],{"categories":4608},[146],{"categories":4610},[194],{"categories":4612},[146],{"categories":4614},[114],{"categories":4616},[172],{"categories":4618},[275],{"categories":4620},[146],{"categories":4622},[146],{"categories":4624},[154],{"categories":4626},[146],{"categories":4628},[146],{"categories":4630},[548],{"categories":4632},[146],{"categories":4634},[],{"categories":4636},[114],{"categories":4638},[146],{"categories":4640},[172],{"categories":4642},[149],{"categories":4644},[146],{"categories":4646},[],{"categories":4648},[],{"categories":4650},[146],{"categories":4652},[],{"categories":4654},[154],{"categories":4656},[146],{"categories":4658},[146],{"categories":4660},[114],{"categories":4662},[146],{"categories":4664},[194],{"categories":4666},[194],{"categories":4668},[194],{"categories":4670},[194],{"categories":4672},[],{"categories":4674},[149],{"categories":4676},[114],{"categories":4678},[194],{"categories":4680},[146],{"categories":4682},[619],{"categories":4684},[161],{"categories":4686},[114],{"categories":4688},[146],{"categories":4690},[149],{"categories":4692},[146],{"categories":4694},[114],{"categories":4696},[146],{"categories":4698},[146],{"categories":4700},[146],{"categories":4702},[146,114],{"categories":4704},[114],{"categories":4706},[316],{"categories":4708},[194],{"categories":4710},[114],{"categories":4712},[194],{"categories":4714},[114],{"categories":4716},[146],{"categories":4718},[],{"categories":4720},[194],{"categories":4722},[275],{"categories":4724},[149],{"categories":4726},[146],{"categories":4728},[146],{"categories":4730},[],{"categories":4732},[172],{"categories":4734},[],{"categories":4736},[149],{"categories":4738},[114],{"categories":4740},[194],{"categories":4742},[146],{"categories":4744},[194],{"categories":4746},[149],{"categories":4748},[194],{"categories":4750},[194],{"categories":4752},[],{"categories":4754},[154],{"categories":4756},[114],{"categories":4758},[194],{"categories":4760},[194],{"categories":4762},[194],{"categories":4764},[194],{"categories":4766},[194],{"categories":4768},[194],{"categories":4770},[194],{"categories":4772},[194],{"categories":4774},[194],{"categories":4776},[194],{"categories":4778},[197],{"categories":4780},[149],{"categories":4782},[146],{"categories":4784},[146],{"categories":4786},[114],{"categories":4788},[114],{"categories":4790},[],{"categories":4792},[146],{"categories":4794},[146,149],{"categories":4796},[],{"categories":4798},[114],{"categories":4800},[146],{"categories":4802},[194],{"categories":4804},[114],{"categories":4806},[944],{"categories":4808},[146],{"categories":4810},[146],{"categories":4812},[146],{"categories":4814},[146],{"categories":4816},[146],{"categories":4818},[410],{"categories":4820},[146],{"categories":4822},[146],{"categories":4824},[114],{"categories":4826},[146],{"categories":4828},[146],{"categories":4830},[154],{"categories":4832},[161],{"categories":4834},[114],{"categories":4836},[114],{"categories":4838},[],{"categories":4840},[114],{"categories":4842},[246],{"categories":4844},[194],{"categories":4846},[146],{"categories":4848},[],{"categories":4850},[161],{"categories":4852},[],{"categories":4854},[172],{"categories":4856},[146],{"categories":4858},[114],{"categories":4860},[246],{"categories":4862},[146],{"categories":4864},[],{"categories":4866},[146],{"categories":4868},[146],{"categories":4870},[],{"categories":4872},[275],{"categories":4874},[146],{"categories":4876},[114],{"categories":4878},[],{"categories":4880},[],{"categories":4882},[194],{"categories":4884},[149],{"categories":4886},[146],{"categories":4888},[146],{"categories":4890},[154],{"categories":4892},[146],{"categories":4894},[146],{"categories":4896},[114],{"categories":4898},[146],{"categories":4900},[154],{"categories":4902},[154],{"categories":4904},[246],{"categories":4906},[],{"categories":4908},[146],{"categories":4910},[194],{"categories":4912},[],{"categories":4914},[146],{"categories":4916},[146],{"categories":4918},[246],{"categories":4920},[146],{"categories":4922},[146],{"categories":4924},[275],{"categories":4926},[146],{"categories":4928},[316],{"categories":4930},[],{"categories":4932},[114],{"categories":4934},[146],{"categories":4936},[275],{"categories":4938},[172],{"categories":4940},[],{"categories":4942},[146],{"categories":4944},[],{"categories":4946},[114],{"categories":4948},[246],{"categories":4950},[172],{"categories":4952},[],{"categories":4954},[3168],{"categories":4956},[154],{"categories":4958},[149],{"categories":4960},[146],{"categories":4962},[197],{"categories":4964},[114],{"categories":4966},[246],{"categories":4968},[146],{"categories":4970},[172],{"categories":4972},[],{"categories":4974},[],{"categories":4976},[146],{"categories":4978},[149],{"categories":4980},[146],{"categories":4982},[275],{"categories":4984},[],{"categories":4986},[114],{"categories":4988},[114],{"categories":4990},[146],{"categories":4992},[114],{"categories":4994},[146],{"categories":4996},[194],{"categories":4998},[172],{"categories":5000},[146],{"categories":5002},[114],{"categories":5004},[161],{"categories":5006},[146],{"categories":5008},[146],{"categories":5010},[146],{"categories":5012},[114],{"categories":5014},[146],{"categories":5016},[161],{"categories":5018},[275],{"categories":5020},[194],{"categories":5022},[],{"categories":5024},[275],{"categories":5026},[146],{"categories":5028},[],{"categories":5030},[172],{"categories":5032},[114],{"categories":5034},[],{"categories":5036},[146],{"categories":5038},[146],{"categories":5040},[146],{"categories":5042},[146],{"categories":5044},[146],{"categories":5046},[114],{"categories":5048},[154],{"categories":5050},[149],{"categories":5052},[114],{"categories":5054},[146],{"categories":5056},[246],{"categories":5058},[172],{"categories":5060},[172],{"categories":5062},[146],{"categories":5064},[197],{"categories":5066},[114],{"categories":5068},[146],{"categories":5070},[146],{"categories":5072},[114],{"categories":5074},[146],{"categories":5076},[146],{"categories":5078},[114],{"categories":5080},[154],{"categories":5082},[146],{"categories":5084},[246],{"categories":5086},[172],{"categories":5088},[114],{"categories":5090},[146],{"categories":5092},[161],{"categories":5094},[146],{"categories":5096},[114],{"categories":5098},[146],{"categories":5100},[146],{"categories":5102},[194],{"categories":5104},[146],{"categories":5106},[],{"categories":5108},[149],{"categories":5110},[146],{"categories":5112},[146],{"categories":5114},[146],{"categories":5116},[172],{"categories":5118},[172],{"categories":5120},[146],{"categories":5122},[172],{"categories":5124},[146],{"categories":5126},[114],{"categories":5128},[146],{"categories":5130},[146],{"categories":5132},[146],{"categories":5134},[146],{"categories":5136},[146],{"categories":5138},[],{"categories":5140},[146],{"categories":5142},[246],{"categories":5144},[114],{"categories":5146},[154],{"categories":5148},[194],{"categories":5150},[146],{"categories":5152},[114],{"categories":5154},[146],{"categories":5156},[114],{"categories":5158},[146],{"categories":5160},[146],{"categories":5162},[246],{"categories":5164},[114],{"categories":5166},[146],{"categories":5168},[275],{"categories":5170},[146],{"categories":5172},[197],{"categories":5174},[146],{"categories":5176},[146],{"categories":5178},[194],{"categories":5180},[146],{"categories":5182},[146],{"categories":5184},[146],{"categories":5186},[146],{"categories":5188},[114],{"categories":5190},[316],{"categories":5192},[146],{"categories":5194},[172],{"categories":5196},[114],{"categories":5198},[197],{"categories":5200},[],{"categories":5202},[114],{"categories":5204},[172],{"categories":5206},[146],{"categories":5208},[146],{"categories":5210},[2365],{"categories":5212},[246],{"categories":5214},[345],{"categories":5216},[146],{"categories":5218},[146],{"categories":5220},[146],{"categories":5222},[146],{"categories":5224},[149],{"categories":5226},[146],{"categories":5228},[146],{"categories":5230},[172],{"categories":5232},[154],{"categories":5234},[146],{"categories":5236},[172],{"categories":5238},[146],{"categories":5240},[],{"categories":5242},[114],{"categories":5244},[114],{"categories":5246},[146],{"categories":5248},[146],{"categories":5250},[146],{"categories":5252},[197],{"categories":5254},[],{"categories":5256},[194],{"categories":5258},[],{"categories":5260},[194],{"categories":5262},[146],{"categories":5264},[146],{"categories":5266},[114],{"categories":5268},[146],{"categories":5270},[114],{"categories":5272},[114],{"categories":5274},[],{"categories":5276},[146],{"categories":5278},[194],{"categories":5280},[146],{"categories":5282},[],{"categories":5284},[146],{"categories":5286},[146],{"categories":5288},[],{"categories":5290},[146],{"categories":5292},[146],{"categories":5294},[246],{"categories":5296},[172],{"categories":5298},[114],{"categories":5300},[146],{"categories":5302},[146],{"categories":5304},[146],{"categories":5306},[146],{"categories":5308},[275],{"categories":5310},[146],{"categories":5312},[146],{"categories":5314},[146],{"categories":5316},[149],{"categories":5318},[146],{"categories":5320},[146],{"categories":5322},[],{"categories":5324},[146],{"categories":5326},[146],{"categories":5328},[146],{"categories":5330},[],{"categories":5332},[149],{"categories":5334},[146],{"categories":5336},[146],{"categories":5338},[194],{"categories":5340},[172],{"categories":5342},[161],{"categories":5344},[114],{"categories":5346},[489],{"categories":5348},[146],{"categories":5350},[146],{"categories":5352},[146],{"categories":5354},[172],{"categories":5356},[194],{"categories":5358},[246],{"categories":5360},[146],{"categories":5362},[146],{"categories":5364},[146],{"categories":5366},[146],{"categories":5368},[194],{"categories":5370},[146],{"categories":5372},[246],{"categories":5374},[146],{"categories":5376},[146],{"categories":5378},[194],{"categories":5380},[246],{"categories":5382},[146],{"categories":5384},[194],{"categories":5386},[146],{"categories":5388},[114],{"categories":5390},[114],{"categories":5392},[114],{"categories":5394},[172],{"categories":5396},[194],{"categories":5398},[114],{"categories":5400},[114],{"categories":5402},[146],{"categories":5404},[172],{"categories":5406},[246],{"categories":5408},[146],{"categories":5410},[146],{"categories":5412},[114],{"categories":5414},[146],{"categories":5416},[],{"categories":5418},[114],{"categories":5420},[],{"categories":5422},[146],{"categories":5424},[146],{"categories":5426},[],{"categories":5428},[],{"categories":5430},[114],{"categories":5432},[154],{"categories":5434},[114],{"categories":5436},[5437],"Liability & Ethics",{"categories":5439},[146],{"categories":5441},[146],{"categories":5443},[146],{"categories":5445},[114],{"categories":5447},[149],{"categories":5449},[114],{"categories":5451},[154],{"categories":5453},[275],{"categories":5455},[114],{"categories":5457},[146],{"categories":5459},[146],{"categories":5461},[],{"categories":5463},[594],{"categories":5465},[114],{"categories":5467},[],{"categories":5469},[146],{"categories":5471},[149],{"categories":5473},[114],{"categories":5475},[],{"categories":5477},[114],{"categories":5479},[146],{"categories":5481},[146],{"categories":5483},[172],{"categories":5485},[146],{"categories":5487},[194],{"categories":5489},[146],{"categories":5491},[146],{"categories":5493},[161],{"categories":5495},[114],{"categories":5497},[146],{"categories":5499},[146],{"categories":5501},[146],{"categories":5503},[194],{"categories":5505},[114],{"categories":5507},[172],{"categories":5509},[246],{"categories":5511},[149],{"categories":5513},[146],{"categories":5515},[146],{"categories":5517},[146],{"categories":5519},[],{"categories":5521},[114],{"categories":5523},[114],{"categories":5525},[114],{"categories":5527},[489],{"categories":5529},[246],{"categories":5531},[114],{"categories":5533},[316],{"categories":5535},[172],{"categories":5537},[194],{"categories":5539},[146],{"categories":5541},[246],{"categories":5543},[146],{"categories":5545},[149],{"categories":5547},[],{"categories":5549},[114],{"categories":5551},[146],{"categories":5553},[146],{"categories":5555},[146],{"categories":5557},[146],{"categories":5559},[114],{"categories":5561},[146],{"categories":5563},[146],{"categories":5565},[246],{"categories":5567},[],{"categories":5569},[114],{"categories":5571},[161],{"categories":5573},[194],{"categories":5575},[114],{"categories":5577},[154],{"categories":5579},[],{"categories":5581},[146],{"categories":5583},[146],{"categories":5585},[161],{"categories":5587},[146],{"categories":5589},[114],{"categories":5591},[194],{"categories":5593},[149],{"categories":5595},[316],{"categories":5597},[146],{"categories":5599},[146],{"categories":5601},[146],{"categories":5603},[194],{"categories":5605},[154],{"categories":5607},[146],{"categories":5609},[246],{"categories":5611},[194],{"categories":5613},[316],{"categories":5615},[146],{"categories":5617},[114],{"categories":5619},[],{"categories":5621},[548],{"categories":5623},[],{"categories":5625},[146],{"categories":5627},[316],{"categories":5629},[146],{"categories":5631},[197],{"categories":5633},[146],{"categories":5635},[114],{"categories":5637},[114],{"categories":5639},[5640],"Design News & Tools",{"categories":5642},[146],{"categories":5644},[146],{"categories":5646},[194],{"categories":5648},[146],{"categories":5650},[146],{"categories":5652},[149],{"categories":5654},[114],{"categories":5656},[146],{"categories":5658},[246],{"categories":5660},[114],{"categories":5662},[114],{"categories":5664},[246],{"categories":5666},[146],{"categories":5668},[146],{"categories":5670},[489],{"categories":5672},[114],{"categories":5674},[146],{"categories":5676},[146],{"categories":5678},[489],{"categories":5680},[146],{"categories":5682},[275],{"categories":5684},[146],{"categories":5686},[114],{"categories":5688},[],{"categories":5690},[146],{"categories":5692},[146],{"categories":5694},[146],{"categories":5696},[194],{"categories":5698},[146],{"categories":5700},[149],{"categories":5702},[],{"categories":5704},[146],{"categories":5706},[146],{"categories":5708},[146],{"categories":5710},[172],{"categories":5712},[619],{"categories":5714},[172],{"categories":5716},[246],{"categories":5718},[146],{"categories":5720},[146,114],{"categories":5722},[275,154],{"categories":5724},[172],{"categories":5726},[146],{"categories":5728},[146],{"categories":5730},[146],{"categories":5732},[146],{"categories":5734},[],{"categories":5736},[114],{"categories":5738},[146],{"categories":5740},[],{"categories":5742},[146],{"categories":5744},[172],{"categories":5746},[146],{"categories":5748},[172],{"categories":5750},[],{"categories":5752},[114],{"categories":5754},[146],{"categories":5756},[154],{"categories":5758},[146],{"categories":5760},[194],{"categories":5762},[146],{"categories":5764},[],{"categories":5766},[114],{"categories":5768},[146],{"categories":5770},[],{"categories":5772},[246],{"categories":5774},[146],{"categories":5776},[146],{"categories":5778},[114],{"categories":5780},[146],{"categories":5782},[146],{"categories":5784},[149],{"categories":5786},[114],{"categories":5788},[146],{"categories":5790},[],{"categories":5792},[146],{"categories":5794},[316],{"categories":5796},[275],{"categories":5798},[154],{"categories":5800},[154],{"categories":5802},[146],{"categories":5804},[149],{"categories":5806},[149],{"categories":5808},[146],{"categories":5810},[114],{"categories":5812},[146],{"categories":5814},[146],{"categories":5816},[146],{"categories":5818},[146],{"categories":5820},[172],{"categories":5822},[146],{"categories":5824},[149],{"categories":5826},[146],{"categories":5828},[146],{"categories":5830},[114],{"categories":5832},[146],{"categories":5834},[275],{"categories":5836},[146],{"categories":5838},[194],{"categories":5840},[146],{"categories":5842},[146],{"categories":5844},[114],{"categories":5846},[161],{"categories":5848},[146],{"categories":5850},[146],{"categories":5852},[114],{"categories":5854},[],{"categories":5856},[172],{"categories":5858},[],{"categories":5860},[172],{"categories":5862},[114],{"categories":5864},[149],{"categories":5866},[146],{"categories":5868},[],{"categories":5870},[197],{"categories":5872},[316],{"categories":5874},[146],{"categories":5876},[172],{"categories":5878},[146],{"categories":5880},[],{"categories":5882},[194],{"categories":5884},[114],{"categories":5886},[172],{"categories":5888},[246],{"categories":5890},[154],{"categories":5892},[146],{"categories":5894},[146],{"categories":5896},[114],{"categories":5898},[172],{"categories":5900},[114],{"categories":5902},[194],{"categories":5904},[146],{"categories":5906},[161],{"categories":5908},[149],{"categories":5910},[161],{"categories":5912},[194],{"categories":5914},[146],{"categories":5916},[172],{"categories":5918},[146],{"categories":5920},[246],{"categories":5922},[154],{"categories":5924},[146],{"categories":5926},[146],{"categories":5928},[146],{"categories":5930},[146],{"categories":5932},[146],{"categories":5934},[146],{"categories":5936},[114],{"categories":5938},[146],{"categories":5940},[114],{"categories":5942},[146],{"categories":5944},[146],{"categories":5946},[149],{"categories":5948},[146],{"categories":5950},[114],{"categories":5952},[114],{"categories":5954},[246],{"categories":5956},[114],{"categories":5958},[114],{"categories":5960},[146],{"categories":5962},[149],{"categories":5964},[114],{"categories":5966},[246],{"categories":5968},[],{"categories":5970},[146],{"categories":5972},[197],{"categories":5974},[489],{"categories":5976},[146],{"categories":5978},[114],{"categories":5980},[146],{"categories":5982},[146],{"categories":5984},[172],{"categories":5986},[146],{"categories":5988},[],{"categories":5990},[146],{"categories":5992},[114],{"categories":5994},[146],{"categories":5996},[275],{"categories":5998},[146],{"categories":6000},[172],{"categories":6002},[146],{"categories":6004},[194],{"categories":6006},[114],{"categories":6008},[146],{"categories":6010},[275],{"categories":6012},[114],{"categories":6014},[154],{"categories":6016},[154],{"categories":6018},[146],{"categories":6020},[146],{"categories":6022},[146],{"categories":6024},[146],{"categories":6026},[146],{"categories":6028},[146],{"categories":6030},[149],{"categories":6032},[],{"categories":6034},[146],{"categories":6036},[146],{"categories":6038},[114],{"categories":6040},[114],{"categories":6042},[146],{"categories":6044},[146],{"categories":6046},[146],{"categories":6048},[146],{"categories":6050},[146],{"categories":6052},[172],{"categories":6054},[],{"categories":6056},[149],{"categories":6058},[146],{"categories":6060},[146],{"categories":6062},[114],{"categories":6064},[114],{"categories":6066},[],{"categories":6068},[172],{"categories":6070},[172],{"categories":6072},[146],{"categories":6074},[275],{"categories":6076},[154],{"categories":6078},[246],{"categories":6080},[],{"categories":6082},[146],{"categories":6084},[114],{"categories":6086},[149],{"categories":6088},[146],{"categories":6090},[146],{"categories":6092},[172],{"categories":6094},[149],{"categories":6096},[146],{"categories":6098},[146],{"categories":6100},[194],{"categories":6102},[197],{"categories":6104},[146],{"categories":6106},[194],{"categories":6108},[114],{"categories":6110},[146],{"categories":6112},[],{"categories":6114},[194],{"categories":6116},[114],{"categories":6118},[246],{"categories":6120},[197],{"categories":6122},[146],{"categories":6124},[146],{"categories":6126},[],{"categories":6128},[114],{"categories":6130},[114],{"categories":6132},[114],{"categories":6134},[3168],{"categories":6136},[194],{"categories":6138},[146],{"categories":6140},[172],{"categories":6142},[146],{"categories":6144},[146],{"categories":6146},[146],{"categories":6148},[146],{"categories":6150},[146],{"categories":6152},[154],{"categories":6154},[146],{"categories":6156},[149],{"categories":6158},[1831],{"categories":6160},[316],{"categories":6162},[149],{"categories":6164},[],{"categories":6166},[146],{"categories":6168},[],{"categories":6170},[194],{"categories":6172},[114],{"categories":6174},[246],{"categories":6176},[146],{"categories":6178},[146],{"categories":6180},[146],{"categories":6182},[194],{"categories":6184},[],{"categories":6186},[114],{"categories":6188},[146],{"categories":6190},[114],{"categories":6192},[114],{"categories":6194},[],{"categories":6196},[146],{"categories":6198},[],{"categories":6200},[194],{"categories":6202},[149],{"categories":6204},[246],{"categories":6206},[146],{"categories":6208},[114],{"categories":6210},[194],{"categories":6212},[146],{"categories":6214},[194],{"categories":6216},[],{"categories":6218},[194],{"categories":6220},[146],{"categories":6222},[149],{"categories":6224},[489],{"categories":6226},[114],{"categories":6228},[146],{"categories":6230},[],{"categories":6232},[172],{"categories":6234},[114],{"categories":6236},[161],{"categories":6238},[114],{"categories":6240},[149],{"categories":6242},[146],{"categories":6244},[146],{"categories":6246},[],{"categories":6248},[],{"categories":6250},[],{"categories":6252},[246],{"categories":6254},[146],{"categories":6256},[114],{"categories":6258},[146],{"categories":6260},[146],{"categories":6262},[],{"categories":6264},[],{"categories":6266},[],{"categories":6268},[146],{"categories":6270},[114],{"categories":6272},[246],{"categories":6274},[146],{"categories":6276},[],{"categories":6278},[114],{"categories":6280},[146],{"categories":6282},[146],{"categories":6284},[149],{"categories":6286},[],{"categories":6288},[],{"categories":6290},[146],{"categories":6292},[146],{"categories":6294},[114],{"categories":6296},[246],{"categories":6298},[146],{"categories":6300},[194],{"categories":6302},[],{"categories":6304},[146],{"categories":6306},[146],{"categories":6308},[275],{"categories":6310},[194],{"categories":6312},[275],{"categories":6314},[197],{"categories":6316},[146],{"categories":6318},[146],{"categories":6320},[],{"categories":6322},[],{"categories":6324},[114],{"categories":6326},[],{"categories":6328},[146],{"categories":6330},[489],{"categories":6332},[146],{"categories":6334},[146],{"categories":6336},[146],{"categories":6338},[146],{"categories":6340},[],{"categories":6342},[114],{"categories":6344},[146],{"categories":6346},[146],{"categories":6348},[],{"categories":6350},[114],{"categories":6352},[146],{"categories":6354},[194],{"categories":6356},[146],{"categories":6358},[275],{"categories":6360},[154],{"categories":6362},[161],{"categories":6364},[146],{"categories":6366},[146],{"categories":6368},[114],{"categories":6370},[197],{"categories":6372},[114],{"categories":6374},[114],{"categories":6376},[],{"categories":6378},[146],{"categories":6380},[114],{"categories":6382},[],{"categories":6384},[146],{"categories":6386},[],{"categories":6388},[194],{"categories":6390},[154],{"categories":6392},[],{"categories":6394},[146],{"categories":6396},[146],{"categories":6398},[146],{"categories":6400},[],{"categories":6402},[114],{"categories":6404},[246],{"categories":6406},[149],{"categories":6408},[146],{"categories":6410},[],{"categories":6412},[154],{"categories":6414},[275],{"categories":6416},[146],{"categories":6418},[172],{"categories":6420},[149],{"categories":6422},[197],{"categories":6424},[154],{"categories":6426},[172],{"categories":6428},[114],{"categories":6430},[172],{"categories":6432},[],{"categories":6434},[146],{"categories":6436},[161],{"categories":6438},[146],{"categories":6440},[],{"categories":6442},[114],{"categories":6444},[149],{"categories":6446},[246],{"categories":6448},[146],{"categories":6450},[149],{"categories":6452},[114],{"categories":6454},[316],{"categories":6456},[146],{"categories":6458},[146],{"categories":6460},[146],{"categories":6462},[146],{"categories":6464},[146],{"categories":6466},[149],{"categories":6468},[146],{"categories":6470},[172],{"categories":6472},[197],{"categories":6474},[114],{"categories":6476},[],{"categories":6478},[146],{"categories":6480},[146],{"categories":6482},[146],{"categories":6484},[172],{"categories":6486},[114],{"categories":6488},[194],{"categories":6490},[172],{"categories":6492},[146],{"categories":6494},[161],{"categories":6496},[],{"categories":6498},[246],{"categories":6500},[172],{"categories":6502},[194],{"categories":6504},[146],{"categories":6506},[149],{"categories":6508},[114],{"categories":6510},[146],{"categories":6512},[146],{"categories":6514},[114],{"categories":6516},[161],{"categories":6518},[146],{"categories":6520},[114],{"categories":6522},[146],{"categories":6524},[154],{"categories":6526},[114],{"categories":6528},[114,316],{"categories":6530},[146],{"categories":6532},[146],{"categories":6534},[114],{"categories":6536},[172],{"categories":6538},[146],{"categories":6540},[146],{"categories":6542},[197],{"categories":6544},[114],{"categories":6546},[275],{"categories":6548},[114],{"categories":6550},[154],{"categories":6552},[],{"categories":6554},[114],{"categories":6556},[146],{"categories":6558},[154],{"categories":6560},[],{"categories":6562},[],{"categories":6564},[172],{"categories":6566},[146],{"categories":6568},[146],{"categories":6570},[114],{"categories":6572},[197],{"categories":6574},[275],{"categories":6576},[146],{"categories":6578},[146],{"categories":6580},[146],{"categories":6582},[114],{"categories":6584},[],{"categories":6586},[114],{"categories":6588},[194],{"categories":6590},[146],{"categories":6592},[114],{"categories":6594},[114],{"categories":6596},[146],{"categories":6598},[],{"categories":6600},[194],{"categories":6602},[172],{"categories":6604},[3168],{"categories":6606},[149],{"categories":6608},[172],{"categories":6610},[146],{"categories":6612},[114],{"categories":6614},[146],{"categories":6616},[146],{"categories":6618},[275],{"categories":6620},[172],{"categories":6622},[197],{"categories":6624},[],{"categories":6626},[194],{"categories":6628},[146],{"categories":6630},[146],{"categories":6632},[],{"categories":6634},[114],{"categories":6636},[146],{"categories":6638},[146],{"categories":6640},[146],{"categories":6642},[146],{"categories":6644},[114],{"categories":6646},[146],{"categories":6648},[146],{"categories":6650},[146],{"categories":6652},[161],{"categories":6654},[146],{"categories":6656},[114],{"categories":6658},[146],{"categories":6660},[146],{"categories":6662},[146],{"categories":6664},[146],{"categories":6666},[146],{"categories":6668},[146],{"categories":6670},[146],{"categories":6672},[154],{"categories":6674},[],{"categories":6676},[161],{"categories":6678},[194],{"categories":6680},[114],{"categories":6682},[146],{"categories":6684},[172],{"categories":6686},[],{"categories":6688},[172],{"categories":6690},[172],{"categories":6692},[114],{"categories":6694},[172],{"categories":6696},[146],{"categories":6698},[146],{"categories":6700},[146],{"categories":6702},[114],{"categories":6704},[172],{"categories":6706},[146],{"categories":6708},[146],{"categories":6710},[146],{"categories":6712},[114],{"categories":6714},[194],{"categories":6716},[146],{"categories":6718},[146],{"categories":6720},[146],{"categories":6722},[154],{"categories":6724},[146],{"categories":6726},[114],{"categories":6728},[246],{"categories":6730},[],{"categories":6732},[146],{"categories":6734},[197],{"categories":6736},[114],{"categories":6738},[146],{"categories":6740},[146],{"categories":6742},[],{"categories":6744},[146],{"categories":6746},[146],{"categories":6748},[194],{"categories":6750},[146],{"categories":6752},[146],{"categories":6754},[114],{"categories":6756},[275],{"categories":6758},[],{"categories":6760},[],{"categories":6762},[172],{"categories":6764},[146],{"categories":6766},[146],{"categories":6768},[194],{"categories":6770},[146],{"categories":6772},[172],{"categories":6774},[194],{"categories":6776},[146],{"categories":6778},[146],{"categories":6780},[275],{"categories":6782},[197],{"categories":6784},[146],{"categories":6786},[146],{"categories":6788},[149],{"categories":6790},[114],{"categories":6792},[146],{"categories":6794},[146],{"categories":6796},[114],{"categories":6798},[154],{"categories":6800},[114],{"categories":6802},[172],{"categories":6804},[146],{"categories":6806},[154],{"categories":6808},[],{"categories":6810},[146],{"categories":6812},[197],{"categories":6814},[146],{"categories":6816},[146],{"categories":6818},[],{"categories":6820},[194],{"categories":6822},[146],{"categories":6824},[114],{"categories":6826},[197],{"categories":6828},[146],{"categories":6830},[172],{"categories":6832},[172],{"categories":6834},[172],{"categories":6836},[146],{"categories":6838},[114],{"categories":6840},[114],{"categories":6842},[146],{"categories":6844},[114],{"categories":6846},[146],{"categories":6848},[146],{"categories":6850},[246],{"categories":6852},[197],{"categories":6854},[197],{"categories":6856},[],{"categories":6858},[194],{"categories":6860},[146],{"categories":6862},[146],{"categories":6864},[172],{"categories":6866},[],{"categories":6868},[194],{"categories":6870},[194],{"categories":6872},[194],{"categories":6874},[],{"categories":6876},[114],{"categories":6878},[146],{"categories":6880},[],{"categories":6882},[149],{"categories":6884},[154],{"categories":6886},[],{"categories":6888},[146],{"categories":6890},[146],{"categories":6892},[],{"categories":6894},[172],{"categories":6896},[],{"categories":6898},[],{"categories":6900},[],{"categories":6902},[],{"categories":6904},[146],{"categories":6906},[194],{"categories":6908},[],{"categories":6910},[],{"categories":6912},[146],{"categories":6914},[146],{"categories":6916},[146],{"categories":6918},[197],{"categories":6920},[146],{"categories":6922},[197],{"categories":6924},[],{"categories":6926},[197],{"categories":6928},[197],{"categories":6930},[316],{"categories":6932},[114],{"categories":6934},[172],{"categories":6936},[],{"categories":6938},[],{"categories":6940},[197],{"categories":6942},[172],{"categories":6944},[172],{"categories":6946},[172],{"categories":6948},[],{"categories":6950},[149],{"categories":6952},[172],{"categories":6954},[172],{"categories":6956},[149],{"categories":6958},[172],{"categories":6960},[154],{"categories":6962},[172],{"categories":6964},[172],{"categories":6966},[172],{"categories":6968},[197],{"categories":6970},[194],{"categories":6972},[194],{"categories":6974},[146],{"categories":6976},[172],{"categories":6978},[197],{"categories":6980},[316],{"categories":6982},[197],{"categories":6984},[197],{"categories":6986},[197],{"categories":6988},[],{"categories":6990},[154],{"categories":6992},[],{"categories":6994},[316],{"categories":6996},[172],{"categories":6998},[172],{"categories":7000},[172],{"categories":7002},[114],{"categories":7004},[194,154],{"categories":7006},[197],{"categories":7008},[],{"categories":7010},[],{"categories":7012},[197],{"categories":7014},[],{"categories":7016},[197],{"categories":7018},[194],{"categories":7020},[114],{"categories":7022},[],{"categories":7024},[172],{"categories":7026},[146],{"categories":7028},[246],{"categories":7030},[],{"categories":7032},[146],{"categories":7034},[],{"categories":7036},[194],{"categories":7038},[149],{"categories":7040},[197],{"categories":7042},[],{"categories":7044},[172],{"categories":7046},[194],[7048,7167,7228,7323],{"id":7049,"title":7050,"ai":7051,"body":7056,"categories":7144,"created_at":115,"date_modified":115,"description":107,"extension":116,"faq":115,"featured":117,"kicker_label":115,"meta":7145,"navigation":125,"path":7154,"published_at":7155,"question":115,"scraped_at":7156,"seo":7157,"sitemap":7158,"source_id":7159,"source_name":7160,"source_type":132,"source_url":7161,"stem":7162,"tags":7163,"thumbnail_url":115,"tldr":7164,"tweet":115,"unknown_tags":7165,"__hash__":7166},"summaries\u002Fsummaries\u002Fe7ebf0a98b85674f-building-an-autonomous-pr-outreach-agent-with-open-summary.md","Building an Autonomous PR Outreach Agent with OpenAI Agents SDK",{"provider":7,"model":8,"input_tokens":7052,"output_tokens":7053,"processing_time_ms":7054,"cost_usd":7055},7062,543,3639,0.00258,{"type":14,"value":7057,"toc":7137},[7058,7062,7065,7085,7089,7100,7105,7130],[17,7059,7061],{"id":7060},"multi-agent-architecture-for-pr-outreach","Multi-Agent Architecture for PR Outreach",[22,7063,7064],{},"This approach uses the OpenAI Agents SDK to decompose the complex task of PR outreach into three specialized, modular agents. By separating concerns, you can create a more robust system than a single monolithic prompt.",[45,7066,7067,7073,7079],{},[48,7068,7069,7072],{},[51,7070,7071],{},"Orchestration Agent:"," Acts as the central controller. It manages the high-level strategy and coordinates the workflow between the research and copywriter agents.",[48,7074,7075,7078],{},[51,7076,7077],{},"Research Agent:"," Tasked with gathering data on the product, identifying industry trends, and curating a list of relevant journalists and media outlets.",[48,7080,7081,7084],{},[51,7082,7083],{},"Copywriter Agent:"," Uses the data provided by the research agent to draft personalized, compelling pitches tailored to specific media outlets and journalists.",[17,7086,7088],{"id":7087},"implementation-strategy","Implementation Strategy",[22,7090,7091,7092,7095,7096,7099],{},"The system is built using the ",[26,7093,7094],{},"Runner.run_streamed()"," method, which allows for asynchronous execution and real-time output. To maximize the utility of these agents, they are converted into tools using the ",[26,7097,7098],{},".as_tool()"," method. This allows the main 'Outreach Agent' to dynamically invoke the research and writing capabilities as needed, effectively creating a hierarchical agentic workflow.",[7101,7102,7104],"h3",{"id":7103},"key-workflow-steps","Key Workflow Steps:",[7106,7107,7108,7114,7120],"ol",{},[48,7109,7110,7113],{},[51,7111,7112],{},"Define Instructions:"," Create specific, persona-based instructions for each agent (e.g., \"You are a researcher tasked with finding journalists in the plant-based industry\").",[48,7115,7116,7119],{},[51,7117,7118],{},"Tool Integration:"," Wrap the specialized agents into tools that the primary orchestrator can call.",[48,7121,7122,7125,7126,7129],{},[51,7123,7124],{},"Execution:"," Use the ",[26,7127,7128],{},"trace"," context to monitor the agent's decision-making process and generate the final output.",[22,7131,7132,7133,7136],{},"This modular design allows developers to swap out models (e.g., using ",[26,7134,7135],{},"gpt-4o-mini"," for cost efficiency) or add new agents (such as a sentiment analysis agent or a contact-finding agent) without refactoring the entire pipeline.",{"title":107,"searchDepth":108,"depth":108,"links":7138},[7139,7140],{"id":7060,"depth":108,"text":7061},{"id":7087,"depth":108,"text":7088,"children":7141},[7142],{"id":7103,"depth":7143,"text":7104},3,[114],{"content_references":7146,"triage":7152},[7147],{"type":7148,"title":7149,"url":7150,"context":7151},"tool","OpenAI Agents SDK","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002F","recommended",{"relevance":121,"novelty":122,"quality":122,"actionability":122,"composite":123,"reasoning":7153},"Category: AI & LLMs. The article provides a detailed guide on building a multi-agent system for PR outreach using the OpenAI Agents SDK, addressing practical applications for developers looking to integrate AI into their workflows. It offers specific implementation strategies and workflow steps that can be directly applied by the audience.","\u002Fsummaries\u002Fe7ebf0a98b85674f-building-an-autonomous-pr-outreach-agent-with-open-summary","2026-06-29 08:34:27","2026-06-30 12:57:08",{"title":7050,"description":107},{"loc":7154},"e7ebf0a98b85674f","Python in Plain English","https:\u002F\u002Fpython.plainenglish.io\u002Fhow-to-build-an-autonomous-ai-pr-pitch-journalist-outreach-agent-in-python-using-openai-agents-cc009fcdf228?source=rss----78073def27b8---4","summaries\u002Fe7ebf0a98b85674f-building-an-autonomous-pr-outreach-agent-with-open-summary",[137,136,139,138],"Learn to build a multi-agent system in Python using the OpenAI Agents SDK to automate product research, journalist identification, and the creation of personalized PR pitches.",[],"9FvCyf4yGzF3ICsRZJH3pFejqX9jrZyI_nUapeRdOsM",{"id":7168,"title":7169,"ai":7170,"body":7175,"categories":7206,"created_at":115,"date_modified":115,"description":107,"extension":116,"faq":115,"featured":117,"kicker_label":115,"meta":7207,"navigation":125,"path":7215,"published_at":7216,"question":115,"scraped_at":7217,"seo":7218,"sitemap":7219,"source_id":7220,"source_name":7221,"source_type":132,"source_url":7222,"stem":7223,"tags":7224,"thumbnail_url":115,"tldr":7225,"tweet":115,"unknown_tags":7226,"__hash__":7227},"summaries\u002Fsummaries\u002Fd0084691000e862c-building-an-autonomous-visual-testing-agent-for-mo-summary.md","Building an Autonomous Visual Testing Agent for Mobile Apps",{"provider":7,"model":8,"input_tokens":7171,"output_tokens":7172,"processing_time_ms":7173,"cost_usd":7174},4002,515,3039,0.001773,{"type":14,"value":7176,"toc":7201},[7177,7181,7184,7188,7191,7194,7198],[17,7178,7180],{"id":7179},"moving-beyond-brittle-testing-methods","Moving Beyond Brittle Testing Methods",[22,7182,7183],{},"Traditional mobile testing relies on hardcoded coordinates or pixel-diffing, both of which are fragile and fail when UI layouts shift slightly. As AI agents accelerate development, the bottleneck has shifted from writing code to verifying it. To solve this, developers can build autonomous testing agents that use Vision-Language Models (VLMs) to \"see\" the interface, reason about UI elements, and execute user flows dynamically.",[17,7185,7187],{"id":7186},"implementing-visual-agents-with-local-models","Implementing Visual Agents with Local Models",[22,7189,7190],{},"By leveraging local models, you can build a testing agent that operates without external API dependencies or privacy concerns. The core architecture involves two primary components: a controller that captures the screen state and a reasoning engine that interprets the visual input to determine the next action.",[22,7192,7193],{},"Instead of relying on rigid selectors, the agent uses the model's spatial reasoning capabilities to identify buttons, input fields, and navigation elements based on their visual appearance and context. This approach mimics human interaction, allowing the agent to handle dynamic content and layout changes that would break conventional test suites.",[17,7195,7197],{"id":7196},"benchmarking-against-enterprise-solutions","Benchmarking Against Enterprise Solutions",[22,7199,7200],{},"When comparing custom-built local agents against enterprise-grade tools like Claude Code, the primary trade-off is between reasoning depth and infrastructure cost. While proprietary models often provide superior judgment in complex edge cases, local models are increasingly capable of handling standard navigation flows. The key to success is prompt engineering: providing the model with a clear representation of the UI (such as a simplified view hierarchy or annotated screenshots) significantly improves its ability to make accurate decisions. By focusing on modular skill sets—such as \"tap,\" \"scroll,\" and \"verify text\"—you can build a robust, autonomous pipeline that scales with your development speed.",{"title":107,"searchDepth":108,"depth":108,"links":7202},[7203,7204,7205],{"id":7179,"depth":108,"text":7180},{"id":7186,"depth":108,"text":7187},{"id":7196,"depth":108,"text":7197},[114],{"content_references":7208,"triage":7213},[7209],{"type":7148,"title":7210,"url":7211,"context":7212},"Claude Code","https:\u002F\u002Fclaude.ai\u002Fcode","mentioned",{"relevance":121,"novelty":122,"quality":122,"actionability":122,"composite":123,"reasoning":7214},"Category: AI Automation. The article provides a detailed approach to building an autonomous visual testing agent using Vision-Language Models, addressing a specific pain point in mobile app testing. It offers actionable insights on implementing local models and emphasizes the importance of prompt engineering for effective results.","\u002Fsummaries\u002Fd0084691000e862c-building-an-autonomous-visual-testing-agent-for-mo-summary","2026-06-22 20:42:59","2026-06-23 12:56:43",{"title":7169,"description":107},{"loc":7215},"d0084691000e862c","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fgive-your-testing-agent-eyes-a-visual-testing-agent-from-scratch-f52a63ce72ed?source=rss----5517fd7b58a6---4","summaries\u002Fd0084691000e862c-building-an-autonomous-visual-testing-agent-for-mo-summary",[137,136,139,138],"Move beyond brittle pixel-diffing by using local vision-language models to autonomously navigate and validate mobile app flows without hardcoded coordinates.",[],"b3EZMRnuCAZ2XE8K5-szX24D6pFRMSZfvVkJZ7YhoVE",{"id":7229,"title":7230,"ai":7231,"body":7236,"categories":7295,"created_at":115,"date_modified":115,"description":107,"extension":116,"faq":115,"featured":117,"kicker_label":115,"meta":7296,"navigation":125,"path":7307,"published_at":7308,"question":115,"scraped_at":7309,"seo":7310,"sitemap":7311,"source_id":7312,"source_name":7313,"source_type":7314,"source_url":7315,"stem":7316,"tags":7317,"thumbnail_url":7318,"tldr":7319,"tweet":7320,"unknown_tags":7321,"__hash__":7322},"summaries\u002Fsummaries\u002F4703cd64e11d0d67-automating-enterprise-migrations-with-multi-agent-summary.md","Automating Enterprise Migrations with Multi-Agent Architectures",{"provider":7,"model":8,"input_tokens":7232,"output_tokens":7233,"processing_time_ms":7234,"cost_usd":7235},5035,556,3216,0.00209275,{"type":14,"value":7237,"toc":7290},[7238,7242,7249,7253,7260,7263,7283,7287],[17,7239,7241],{"id":7240},"moving-beyond-monolithic-prompts","Moving Beyond Monolithic Prompts",[22,7243,7244,7245,7248],{},"Building reliable AI agents for complex tasks—such as mapping Microsoft 365 licenses to Google Workspace—requires shifting from single, fragile prompts to modular, multi-agent architectures. By using the Google Agent Development Kit (ADK), developers can decompose large workloads into specialized sub-agents, each with its own system prompt. This approach significantly reduces hallucinations and simplifies debugging, as each agent is responsible for a discrete task (e.g., input parsing, research, or report generation) within a ",[26,7246,7247],{},"SequentialAgent"," pipeline.",[17,7250,7252],{"id":7251},"implementing-self-correction-and-efficiency","Implementing Self-Correction and Efficiency",[22,7254,7255,7256,7259],{},"To achieve high-quality, structured outputs like a 10-chapter migration report, developers should implement self-correcting loops rather than relying on zero-shot generation. Pairing a mapper agent with a reviewer agent in a ",[26,7257,7258],{},"LoopAgent"," structure allows the system to catch formatting errors or missing features and iterate until the output meets defined standards.",[22,7261,7262],{},"Efficiency is further improved through:",[45,7264,7265,7271,7277],{},[48,7266,7267,7270],{},[51,7268,7269],{},"Context Caching:"," Instead of injecting massive local CSV knowledge bases into every prompt, ADK’s built-in context caching manages token limits and TTL (Time to Live) under the hood, reducing latency and API costs.",[48,7272,7273,7276],{},[51,7274,7275],{},"Priority Inference:"," To avoid HTTP 429 \"resource exhausted\" errors during high-volume tasks, developers can add two specific HTTP headers to requests, securing prioritized slots at the model endpoint.",[48,7278,7279,7282],{},[51,7280,7281],{},"Observability:"," Integrating logging plugins allows for streaming prompt and response data directly to a sync, facilitating easier production monitoring.",[17,7284,7286],{"id":7285},"streamlined-deployment","Streamlined Deployment",[22,7288,7289],{},"The final hurdle in agent development is moving from a local IDE to production. ADK abstracts away the need for custom Dockerfiles or complex infrastructure management. Agents built with the framework can be deployed directly to Google’s Agent Engine using a single CLI command, significantly reducing the friction between prototyping and shipping enterprise-grade workflows.",{"title":107,"searchDepth":108,"depth":108,"links":7291},[7292,7293,7294],{"id":7240,"depth":108,"text":7241},{"id":7251,"depth":108,"text":7252},{"id":7285,"depth":108,"text":7286},[114],{"content_references":7297,"triage":7304},[7298,7301],{"type":7148,"title":7299,"url":7300,"context":7151},"Agent Development Kit (ADK)","https:\u002F\u002Fgoo.gle\u002F4dTqNZQ",{"type":7148,"title":7302,"url":7303,"context":7151},"GEAR","https:\u002F\u002Fgoo.gle\u002F4wWE3FP",{"relevance":121,"novelty":122,"quality":122,"actionability":121,"composite":7305,"reasoning":7306},4.55,"Category: AI Automation. The article provides a detailed exploration of using Google's Agent Development Kit to build modular multi-agent systems, addressing the audience's need for practical applications in AI integration. It offers specific techniques like self-correcting loops and context caching that developers can implement directly in their workflows.","\u002Fsummaries\u002F4703cd64e11d0d67-automating-enterprise-migrations-with-multi-agent-summary","2026-06-04 04:00:37","2026-06-06 16:11:01",{"title":7230,"description":107},{"loc":7307},"4703cd64e11d0d67","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=9BwFgEFVLOk","summaries\u002F4703cd64e11d0d67-automating-enterprise-migrations-with-multi-agent-summary",[137,136,138,139],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F9BwFgEFVLOk\u002Fhqdefault.jpg","Move from fragile, monolithic prompts to modular multi-agent systems using Google's Agent Development Kit (ADK) to handle complex, multi-step workflows like enterprise license mapping.","This is a technical walkthrough of using the [Google Agent Development Kit](https:\u002F\u002Fgoo.gle\u002F4dTqNZQ) to build a multi-agent system for automating enterprise license migrations. The video demonstrates how to use the framework’s built-in abstractions—like `SequentialAgent` and `LoopAgent`—to handle task orchestration, self-correction, and context caching without writing custom infrastructure.",[],"l2FHoGfPCgAMAuFYLkNxWsiBj1usz6n2mUMG2_5XpJ0",{"id":7324,"title":7325,"ai":7326,"body":7331,"categories":7415,"created_at":115,"date_modified":115,"description":107,"extension":116,"faq":115,"featured":117,"kicker_label":115,"meta":7416,"navigation":125,"path":7430,"published_at":7431,"question":115,"scraped_at":7432,"seo":7433,"sitemap":7434,"source_id":7435,"source_name":7313,"source_type":7314,"source_url":7436,"stem":7437,"tags":7438,"thumbnail_url":7439,"tldr":7440,"tweet":7441,"unknown_tags":7442,"__hash__":7443},"summaries\u002Fsummaries\u002Fd9c1da1156ac4fc3-the-six-protocols-for-production-ready-ai-agents-summary.md","The Six Protocols for Production-Ready AI Agents",{"provider":7,"model":8,"input_tokens":7327,"output_tokens":7328,"processing_time_ms":7329,"cost_usd":7330},7031,931,4795,0.00315425,{"type":14,"value":7332,"toc":7408},[7333,7337,7340,7344,7347,7361,7365,7368,7382,7386,7389,7403,7405],[17,7334,7336],{"id":7335},"the-limitations-of-plain-agents","The Limitations of Plain Agents",[22,7338,7339],{},"AI agents are often limited by their reliance on text-based instructions and custom API calls, which are designed for human users rather than machine-to-machine interaction. Without standardized protocols, agents often hallucinate data or struggle to perform multi-step tasks like inventory management, payments, or UI rendering. The Agent Developer Kit (ADK) provides a framework to integrate these protocols, allowing agents to move from simple prototypes to production-ready systems.",[17,7341,7343],{"id":7342},"connecting-data-and-expertise","Connecting Data and Expertise",[22,7345,7346],{},"To move beyond simple text generation, agents need reliable data and specialized knowledge:",[45,7348,7349,7355],{},[48,7350,7351,7354],{},[51,7352,7353],{},"Model Context Protocol (MCP):"," Solves the problem of tool management. Instead of hard-coding dozens of API endpoints, MCP allows agents to dynamically discover tools from servers at runtime. This is ideal for prototyping and connecting to multiple data sources like databases or email systems.",[48,7356,7357,7360],{},[51,7358,7359],{},"Agent-to-Agent (A2A):"," Enables modular expertise. By serving an \"agent card\" at a well-known URL, agents can discover and delegate tasks to specialized agents (e.g., pricing or logistics) without needing to know the underlying implementation or framework of the remote agent.",[17,7362,7364],{"id":7363},"commerce-payments-and-audit-trails","Commerce, Payments, and Audit Trails",[22,7366,7367],{},"Standardizing business logic is critical for agents that perform real-world transactions:",[45,7369,7370,7376],{},[48,7371,7372,7375],{},[51,7373,7374],{},"Universal Commerce Protocol (UCP):"," Provides machine-readable merchant and product discovery. It replaces fragile HTML parsing with structured HTTP requests for catalog browsing and checkout.",[48,7377,7378,7381],{},[51,7379,7380],{},"Agent Payments Protocol (AP2):"," Introduces security and accountability. It uses \"typed mandates\" to enforce spending limits, restrict approved merchants, and generate signed receipts. This creates an enforceable audit trail that is far more reliable than simply instructing an agent not to spend over a certain amount.",[17,7383,7385],{"id":7384},"dynamic-ui-and-real-time-interaction","Dynamic UI and Real-Time Interaction",[22,7387,7388],{},"Agents often fail to provide a good user experience because they output raw text. Two protocols bridge this gap:",[45,7390,7391,7397],{},[48,7392,7393,7396],{},[51,7394,7395],{},"Agent-to-User Interface (A2UI):"," Decouples the agent's logic from the frontend. It uses 18 primitives (cards, buttons, sliders, etc.) to generate a declarative JSON payload. This allows the agent to compose complex, interactive UIs on the fly that can be rendered natively by any client (e.g., Flutter, Lit, or Angular).",[48,7398,7399,7402],{},[51,7400,7401],{},"Agent-to-User Interface Streaming (AG-UI):"," Standardizes the streaming of events between the agent and the user. It ensures that the frontend receives typed events—such as tool calls, results, and status updates—in real-time, preventing the \"spinner\" problem where users are left waiting for a response without context.",[17,7404,7088],{"id":7087},[22,7406,7407],{},"These protocols are modular and do not depend on one another. Developers should adopt them incrementally based on specific needs: start with MCP for data access, add A2A for collaboration, and layer in commerce or UI protocols as the agent's capabilities grow.",{"title":107,"searchDepth":108,"depth":108,"links":7409},[7410,7411,7412,7413,7414],{"id":7335,"depth":108,"text":7336},{"id":7342,"depth":108,"text":7343},{"id":7363,"depth":108,"text":7364},{"id":7384,"depth":108,"text":7385},{"id":7087,"depth":108,"text":7088},[146],{"content_references":7417,"triage":7428},[7418,7421,7425],{"type":7148,"title":7419,"url":7420,"context":7151},"Agent Developer Kit (ADK)","https:\u002F\u002Fgoo.gle\u002F4dgac3u",{"type":7422,"title":7423,"url":7424,"context":7151},"other","Developer's Guide to AI Agent Protocols","https:\u002F\u002Fgoo.gle\u002F4dnLm09",{"type":7422,"title":7426,"url":7427,"context":7151},"Generative AI Samples and Notebooks","https:\u002F\u002Fgoo.gle\u002F4dnN5m9",{"relevance":121,"novelty":122,"quality":122,"actionability":122,"composite":123,"reasoning":7429},"Category: AI & LLMs. The article provides a detailed framework for developing production-ready AI agents, addressing specific pain points such as the limitations of text-based instructions and the need for standardized protocols. It outlines actionable protocols like MCP and UCP that developers can implement to enhance agent capabilities.","\u002Fsummaries\u002Fd9c1da1156ac4fc3-the-six-protocols-for-production-ready-ai-agents-summary","2026-05-22 19:37:48","2026-05-22 23:00:23",{"title":7325,"description":107},{"loc":7430},"d9c1da1156ac4fc3","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=rjoMZyxncUI","summaries\u002Fd9c1da1156ac4fc3-the-six-protocols-for-production-ready-ai-agents-summary",[136,137,138,139],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FrjoMZyxncUI\u002Fhqdefault.jpg","AI agents often struggle with real-world tasks like commerce and collaboration. By implementing six specific protocols—MCP, A2A, UCP, AP2, A2UI, and AG-UI—developers can move from simple text-based chatbots to agents that handle data, payments, and dynamic UI rendering.","This is a technical overview of six specific protocols used within Google's [Agent Development Kit](https:\u002F\u002Fgoo.gle\u002F4dgac3u) to help AI agents interact with external systems. The presenter uses a \"kitchen manager\" agent example to demonstrate how these standards handle data access, inter-agent communication, commerce, payments, and UI rendering.",[],"LezbGa3qi6RaEi2D7_-WRmeE0uIuzRta1JG6hCvF3uI"]