[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-6e66548913224e39-google-overhauls-gemini-app-into-multimodal-ai-hub-summary":3,"summaries-facets-categories":98,"summary-related-6e66548913224e39-google-overhauls-gemini-app-into-multimodal-ai-hub-summary":5672},{"id":4,"title":5,"ai":6,"body":13,"categories":61,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":66,"navigation":79,"path":80,"published_at":81,"question":63,"scraped_at":82,"seo":83,"sitemap":84,"source_id":85,"source_name":86,"source_type":87,"source_url":88,"stem":89,"tags":90,"thumbnail_url":63,"tldr":95,"tweet":63,"unknown_tags":96,"__hash__":97},"summaries\u002Fsummaries\u002F6e66548913224e39-google-overhauls-gemini-app-into-multimodal-ai-hub-summary.md","Google Overhauls Gemini App into Multimodal AI Hub",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6399,476,2983,0.00231375,{"type":14,"value":15,"toc":55},"minimark",[16,21,25,48,52],[17,18,20],"h2",{"id":19},"from-chatbot-to-agentic-hub","From Chatbot to Agentic Hub",[22,23,24],"p",{},"Google is shifting the Gemini app’s core utility from a text-based conversational interface to an all-purpose AI hub. The update introduces three major functional pillars designed to compete with industry leaders like ChatGPT and Claude:",[26,27,28,36,42],"ul",{},[29,30,31,35],"li",{},[32,33,34],"strong",{},"Daily Brief:"," A personalized morning digest that aggregates data from Gmail and Calendar. Unlike standard summaries, it prioritizes tasks and suggests actionable next steps.",[29,37,38,41],{},[32,39,40],{},"Gemini Spark:"," A 24\u002F7 cloud-based agent that operates in the background, even when the device is locked. It is designed to handle custom workflows and perform active tasks on the user's behalf.",[29,43,44,47],{},[32,45,46],{},"Gemini Omni:"," A new multimodal video generation model that allows users to input audio, images, and text to create consistent, high-quality video content, integrated directly into Google Flow and YouTube Shorts.",[17,49,51],{"id":50},"redesigning-the-ai-interaction-model","Redesigning the AI Interaction Model",[22,53,54],{},"Google has overhauled the app’s interface with a new design language called \"Neural Expressive.\" This shift moves away from the traditional \"wall of text\" format common in most LLM interfaces. The new UI utilizes fluid animations, haptic feedback, and a progressive disclosure layout where key information is bolded at the top, allowing users to scroll for additional context, images, or timelines. This design prioritizes readability and information hierarchy over simple chat history logs, reflecting a broader industry trend toward more structured, application-like AI interfaces.",{"title":56,"searchDepth":57,"depth":57,"links":58},"",2,[59,60],{"id":19,"depth":57,"text":20},{"id":50,"depth":57,"text":51},[62],"AI & LLMs",null,"md",false,{"content_references":67,"triage":74},[68,72],{"type":69,"title":70,"context":71},"tool","Gemini Omni","mentioned",{"type":69,"title":73,"context":71},"Gemini Spark",{"relevance":75,"novelty":76,"quality":75,"actionability":57,"composite":77,"reasoning":78},4,3,3.4,"Category: AI & LLMs. The article discusses the transformation of the Gemini app into a multimodal AI hub, which is relevant to AI engineering and product strategy. It provides insights into new features like the Daily Brief and Gemini Spark, but lacks specific actionable steps for implementation.",true,"\u002Fsummaries\u002F6e66548913224e39-google-overhauls-gemini-app-into-multimodal-ai-hub-summary","2026-05-19 17:45:00","2026-05-19 23:00:24",{"title":5,"description":56},{"loc":80},"6e66548913224e39","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F19\u002Fgoogle-updates-its-gemini-app-to-take-on-chatgpt-and-claude-at-io-2026\u002F","summaries\u002F6e66548913224e39-google-overhauls-gemini-app-into-multimodal-ai-hub-summary",[91,92,93,94],"agents","ui-ux","ai-llms","multimodal","Google is transforming the Gemini app from a chatbot into an agentic, multimodal hub featuring a redesigned interface, 24\u002F7 background agents, and native video generation.",[93,94],"6cSIwuQ0NVu6xXndaahXNO03l9hDV0VSvniAiAVkr98",[99,102,105,107,110,113,115,117,120,122,124,126,128,131,133,135,137,139,142,144,146,148,150,152,154,156,158,160,162,164,166,168,170,172,174,176,179,182,184,186,188,190,192,194,196,198,200,202,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,236,238,240,242,244,246,248,250,252,254,256,258,260,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,322,324,326,328,330,332,334,336,338,340,343,345,347,349,351,353,355,357,359,361,363,365,368,370,372,374,376,378,380,382,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,434,436,438,441,443,445,447,449,451,453,455,457,459,461,463,465,467,470,472,474,476,478,480,482,484,486,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,728,730,732,734,737,739,741,743,745,747,749,751,753,755,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670],{"categories":100},[101],"Developer Productivity",{"categories":103},[104],"Business & SaaS",{"categories":106},[62],{"categories":108},[109],"AI Automation",{"categories":111},[112],"Product Strategy",{"categories":114},[62],{"categories":116},[101],{"categories":118},[119],"Software Engineering",{"categories":121},[62],{"categories":123},[104],{"categories":125},[],{"categories":127},[62],{"categories":129},[130],"Inference & Serving",{"categories":132},[62],{"categories":134},[62],{"categories":136},[109],{"categories":138},[],{"categories":140},[141],"AI News & Trends",{"categories":143},[109],{"categories":145},[62],{"categories":147},[104],{"categories":149},[62],{"categories":151},[109],{"categories":153},[141],{"categories":155},[109],{"categories":157},[109],{"categories":159},[62],{"categories":161},[109],{"categories":163},[62],{"categories":165},[62],{"categories":167},[62],{"categories":169},[141],{"categories":171},[62],{"categories":173},[62],{"categories":175},[],{"categories":177},[178],"Design & Frontend",{"categories":180},[181],"Data Science & Visualization",{"categories":183},[141],{"categories":185},[62],{"categories":187},[62],{"categories":189},[],{"categories":191},[62],{"categories":193},[109],{"categories":195},[119],{"categories":197},[62],{"categories":199},[109],{"categories":201},[62],{"categories":203},[204],"Marketing & Growth",{"categories":206},[178],{"categories":208},[62],{"categories":210},[109],{"categories":212},[62],{"categories":214},[],{"categories":216},[],{"categories":218},[178],{"categories":220},[62],{"categories":222},[109],{"categories":224},[101],{"categories":226},[119],{"categories":228},[178],{"categories":230},[62],{"categories":232},[119],{"categories":234},[235],"DevOps & Cloud",{"categories":237},[109],{"categories":239},[112],{"categories":241},[141],{"categories":243},[62],{"categories":245},[],{"categories":247},[62],{"categories":249},[],{"categories":251},[109],{"categories":253},[119],{"categories":255},[],{"categories":257},[119],{"categories":259},[62],{"categories":261},[262],"Governance & Standards",{"categories":264},[104],{"categories":266},[],{"categories":268},[],{"categories":270},[62],{"categories":272},[62],{"categories":274},[109],{"categories":276},[62],{"categories":278},[62],{"categories":280},[109],{"categories":282},[62],{"categories":284},[62],{"categories":286},[62],{"categories":288},[],{"categories":290},[119],{"categories":292},[],{"categories":294},[],{"categories":296},[119],{"categories":298},[],{"categories":300},[119],{"categories":302},[62],{"categories":304},[62],{"categories":306},[204],{"categories":308},[62],{"categories":310},[178],{"categories":312},[178],{"categories":314},[62],{"categories":316},[119],{"categories":318},[109],{"categories":320},[321],"GovTech & Public-Sector Adoption",{"categories":323},[119],{"categories":325},[62],{"categories":327},[62],{"categories":329},[109],{"categories":331},[109],{"categories":333},[181],{"categories":335},[62],{"categories":337},[141],{"categories":339},[109],{"categories":341},[342],"Legal AI Tools",{"categories":344},[109],{"categories":346},[204],{"categories":348},[109],{"categories":350},[112],{"categories":352},[119],{"categories":354},[321],{"categories":356},[],{"categories":358},[109],{"categories":360},[],{"categories":362},[109],{"categories":364},[109],{"categories":366},[367],"RAG & Retrieval",{"categories":369},[104],{"categories":371},[62],{"categories":373},[119],{"categories":375},[235],{"categories":377},[178],{"categories":379},[62],{"categories":381},[],{"categories":383},[384],"Agents & Orchestration",{"categories":386},[119],{"categories":388},[62],{"categories":390},[],{"categories":392},[109],{"categories":394},[104],{"categories":396},[],{"categories":398},[62],{"categories":400},[],{"categories":402},[101],{"categories":404},[119],{"categories":406},[104],{"categories":408},[62],{"categories":410},[62],{"categories":412},[141],{"categories":414},[62],{"categories":416},[],{"categories":418},[62],{"categories":420},[],{"categories":422},[119],{"categories":424},[181],{"categories":426},[],{"categories":428},[62],{"categories":430},[178],{"categories":432},[433],"Models & Frontier Labs",{"categories":435},[],{"categories":437},[178],{"categories":439},[440],"Regulation & Governance of AI",{"categories":442},[109],{"categories":444},[],{"categories":446},[62],{"categories":448},[62],{"categories":450},[109],{"categories":452},[141],{"categories":454},[104],{"categories":456},[62],{"categories":458},[],{"categories":460},[119],{"categories":462},[109],{"categories":464},[62],{"categories":466},[112],{"categories":468},[469],"AI Policy & Regulation",{"categories":471},[],{"categories":473},[62],{"categories":475},[112],{"categories":477},[109],{"categories":479},[62],{"categories":481},[109],{"categories":483},[],{"categories":485},[181],{"categories":487},[488],"Evals & Reliability",{"categories":490},[62],{"categories":492},[],{"categories":494},[101],{"categories":496},[321],{"categories":498},[469],{"categories":500},[62],{"categories":502},[104],{"categories":504},[62],{"categories":506},[109],{"categories":508},[62],{"categories":510},[109],{"categories":512},[384],{"categories":514},[62],{"categories":516},[119],{"categories":518},[62],{"categories":520},[],{"categories":522},[],{"categories":524},[62],{"categories":526},[321],{"categories":528},[62],{"categories":530},[62],{"categories":532},[],{"categories":534},[178],{"categories":536},[],{"categories":538},[62],{"categories":540},[],{"categories":542},[109],{"categories":544},[62],{"categories":546},[178],{"categories":548},[],{"categories":550},[62],{"categories":552},[109],{"categories":554},[62],{"categories":556},[104],{"categories":558},[109],{"categories":560},[62],{"categories":562},[62],{"categories":564},[119],{"categories":566},[178],{"categories":568},[109],{"categories":570},[],{"categories":572},[119],{"categories":574},[109],{"categories":576},[],{"categories":578},[141],{"categories":580},[],{"categories":582},[62],{"categories":584},[62],{"categories":586},[104,204],{"categories":588},[],{"categories":590},[62],{"categories":592},[62],{"categories":594},[109],{"categories":596},[],{"categories":598},[],{"categories":600},[62],{"categories":602},[178],{"categories":604},[62],{"categories":606},[],{"categories":608},[62],{"categories":610},[235],{"categories":612},[],{"categories":614},[109],{"categories":616},[141],{"categories":618},[62],{"categories":620},[178],{"categories":622},[],{"categories":624},[141],{"categories":626},[62],{"categories":628},[130],{"categories":630},[62],{"categories":632},[109],{"categories":634},[141],{"categories":636},[433],{"categories":638},[62],{"categories":640},[204],{"categories":642},[],{"categories":644},[109],{"categories":646},[104],{"categories":648},[119],{"categories":650},[62],{"categories":652},[109],{"categories":654},[],{"categories":656},[62,235],{"categories":658},[62],{"categories":660},[62],{"categories":662},[62],{"categories":664},[109],{"categories":666},[62,119],{"categories":668},[181],{"categories":670},[62],{"categories":672},[62],{"categories":674},[119],{"categories":676},[109],{"categories":678},[469],{"categories":680},[204],{"categories":682},[62],{"categories":684},[109],{"categories":686},[62],{"categories":688},[62],{"categories":690},[109],{"categories":692},[],{"categories":694},[62],{"categories":696},[109],{"categories":698},[62],{"categories":700},[62,104],{"categories":702},[104],{"categories":704},[],{"categories":706},[178],{"categories":708},[178],{"categories":710},[62],{"categories":712},[],{"categories":714},[],{"categories":716},[141],{"categories":718},[],{"categories":720},[101],{"categories":722},[62],{"categories":724},[119],{"categories":726},[727],"Generative UI & Design-to-Code",{"categories":729},[62],{"categories":731},[178],{"categories":733},[62],{"categories":735},[736],"Algorithmic Accountability",{"categories":738},[109],{"categories":740},[119],{"categories":742},[141],{"categories":744},[178],{"categories":746},[],{"categories":748},[62],{"categories":750},[62],{"categories":752},[62],{"categories":754},[109],{"categories":756},[757],"MLOps & Infrastructure",{"categories":759},[62],{"categories":761},[62],{"categories":763},[62],{"categories":765},[62],{"categories":767},[141],{"categories":769},[101],{"categories":771},[62],{"categories":773},[109],{"categories":775},[235],{"categories":777},[62],{"categories":779},[178],{"categories":781},[62],{"categories":783},[109],{"categories":785},[],{"categories":787},[],{"categories":789},[130],{"categories":791},[178],{"categories":793},[141],{"categories":795},[181],{"categories":797},[],{"categories":799},[62],{"categories":801},[62],{"categories":803},[104],{"categories":805},[62],{"categories":807},[62],{"categories":809},[62],{"categories":811},[141],{"categories":813},[130],{"categories":815},[62],{"categories":817},[178],{"categories":819},[],{"categories":821},[109],{"categories":823},[119],{"categories":825},[],{"categories":827},[62],{"categories":829},[62],{"categories":831},[109],{"categories":833},[119],{"categories":835},[62],{"categories":837},[181],{"categories":839},[],{"categories":841},[62],{"categories":843},[],{"categories":845},[62],{"categories":847},[],{"categories":849},[112],{"categories":851},[104],{"categories":853},[109],{"categories":855},[109],{"categories":857},[],{"categories":859},[101],{"categories":861},[62],{"categories":863},[104],{"categories":865},[141],{"categories":867},[101],{"categories":869},[],{"categories":871},[62],{"categories":873},[],{"categories":875},[],{"categories":877},[141],{"categories":879},[141],{"categories":881},[],{"categories":883},[384],{"categories":885},[62],{"categories":887},[178],{"categories":889},[119],{"categories":891},[],{"categories":893},[342],{"categories":895},[104],{"categories":897},[],{"categories":899},[],{"categories":901},[101],{"categories":903},[181],{"categories":905},[],{"categories":907},[204],{"categories":909},[109],{"categories":911},[104],{"categories":913},[109],{"categories":915},[104],{"categories":917},[119],{"categories":919},[],{"categories":921},[130],{"categories":923},[112],{"categories":925},[62],{"categories":927},[178],{"categories":929},[119],{"categories":931},[104],{"categories":933},[62],{"categories":935},[109],{"categories":937},[104],{"categories":939},[62],{"categories":941},[62],{"categories":943},[],{"categories":945},[],{"categories":947},[119],{"categories":949},[181],{"categories":951},[112],{"categories":953},[62],{"categories":955},[109],{"categories":957},[62],{"categories":959},[],{"categories":961},[141],{"categories":963},[112],{"categories":965},[62],{"categories":967},[488],{"categories":969},[235],{"categories":971},[],{"categories":973},[109],{"categories":975},[],{"categories":977},[101],{"categories":979},[],{"categories":981},[62],{"categories":983},[62],{"categories":985},[178],{"categories":987},[204],{"categories":989},[119],{"categories":991},[109],{"categories":993},[],{"categories":995},[119],{"categories":997},[101],{"categories":999},[],{"categories":1001},[141],{"categories":1003},[62,235],{"categories":1005},[1006],"Design Systems for AI",{"categories":1008},[62],{"categories":1010},[141],{"categories":1012},[62],{"categories":1014},[62],{"categories":1016},[104],{"categories":1018},[62],{"categories":1020},[],{"categories":1022},[62],{"categories":1024},[62],{"categories":1026},[104],{"categories":1028},[62],{"categories":1030},[],{"categories":1032},[109],{"categories":1034},[119],{"categories":1036},[119],{"categories":1038},[178],{"categories":1040},[141],{"categories":1042},[181],{"categories":1044},[62],{"categories":1046},[101],{"categories":1048},[469],{"categories":1050},[62],{"categories":1052},[109],{"categories":1054},[62],{"categories":1056},[119],{"categories":1058},[119],{"categories":1060},[],{"categories":1062},[],{"categories":1064},[109],{"categories":1066},[112],{"categories":1068},[],{"categories":1070},[62],{"categories":1072},[],{"categories":1074},[178],{"categories":1076},[109],{"categories":1078},[119],{"categories":1080},[178],{"categories":1082},[62],{"categories":1084},[178],{"categories":1086},[],{"categories":1088},[],{"categories":1090},[141],{"categories":1092},[109],{"categories":1094},[109],{"categories":1096},[62],{"categories":1098},[62],{"categories":1100},[62],{"categories":1102},[104],{"categories":1104},[62],{"categories":1106},[62],{"categories":1108},[],{"categories":1110},[119],{"categories":1112},[119],{"categories":1114},[62],{"categories":1116},[119],{"categories":1118},[104],{"categories":1120},[],{"categories":1122},[62],{"categories":1124},[62],{"categories":1126},[62],{"categories":1128},[109],{"categories":1130},[101],{"categories":1132},[104],{"categories":1134},[141],{"categories":1136},[109],{"categories":1138},[130],{"categories":1140},[204],{"categories":1142},[62],{"categories":1144},[109],{"categories":1146},[],{"categories":1148},[178],{"categories":1150},[],{"categories":1152},[62],{"categories":1154},[62],{"categories":1156},[],{"categories":1158},[119],{"categories":1160},[104],{"categories":1162},[1163],"Visual & Generative Media",{"categories":1165},[109],{"categories":1167},[],{"categories":1169},[62],{"categories":1171},[62],{"categories":1173},[235],{"categories":1175},[181],{"categories":1177},[469],{"categories":1179},[119],{"categories":1181},[204],{"categories":1183},[62],{"categories":1185},[178],{"categories":1187},[62],{"categories":1189},[119],{"categories":1191},[109],{"categories":1193},[],{"categories":1195},[],{"categories":1197},[109],{"categories":1199},[101],{"categories":1201},[109],{"categories":1203},[433],{"categories":1205},[62],{"categories":1207},[112],{"categories":1209},[104],{"categories":1211},[],{"categories":1213},[62],{"categories":1215},[112],{"categories":1217},[62],{"categories":1219},[62],{"categories":1221},[62],{"categories":1223},[62],{"categories":1225},[62],{"categories":1227},[204],{"categories":1229},[62],{"categories":1231},[384],{"categories":1233},[62],{"categories":1235},[62],{"categories":1237},[62],{"categories":1239},[62],{"categories":1241},[62],{"categories":1243},[178],{"categories":1245},[109],{"categories":1247},[],{"categories":1249},[109],{"categories":1251},[],{"categories":1253},[235],{"categories":1255},[119],{"categories":1257},[],{"categories":1259},[433],{"categories":1261},[109],{"categories":1263},[62],{"categories":1265},[178,62],{"categories":1267},[101],{"categories":1269},[],{"categories":1271},[62],{"categories":1273},[101],{"categories":1275},[1276],"Medical Imaging & Radiology",{"categories":1278},[178],{"categories":1280},[109],{"categories":1282},[119],{"categories":1284},[],{"categories":1286},[62],{"categories":1288},[62],{"categories":1290},[62],{"categories":1292},[],{"categories":1294},[],{"categories":1296},[62],{"categories":1298},[384],{"categories":1300},[62],{"categories":1302},[101],{"categories":1304},[62],{"categories":1306},[62],{"categories":1308},[],{"categories":1310},[109],{"categories":1312},[62],{"categories":1314},[112],{"categories":1316},[119],{"categories":1318},[62],{"categories":1320},[384],{"categories":1322},[62],{"categories":1324},[109],{"categories":1326},[62],{"categories":1328},[178],{"categories":1330},[109],{"categories":1332},[235],{"categories":1334},[178],{"categories":1336},[104],{"categories":1338},[109],{"categories":1340},[62],{"categories":1342},[62],{"categories":1344},[62],{"categories":1346},[62],{"categories":1348},[62],{"categories":1350},[109],{"categories":1352},[119],{"categories":1354},[62],{"categories":1356},[112],{"categories":1358},[],{"categories":1360},[141],{"categories":1362},[],{"categories":1364},[112],{"categories":1366},[109],{"categories":1368},[1006],{"categories":1370},[1006],{"categories":1372},[178],{"categories":1374},[62],{"categories":1376},[62],{"categories":1378},[109],{"categories":1380},[119],{"categories":1382},[178],{"categories":1384},[109],{"categories":1386},[141],{"categories":1388},[],{"categories":1390},[62],{"categories":1392},[],{"categories":1394},[62],{"categories":1396},[62],{"categories":1398},[62],{"categories":1400},[1401],"Contract Review & E-Discovery",{"categories":1403},[178],{"categories":1405},[62],{"categories":1407},[101],{"categories":1409},[141],{"categories":1411},[62],{"categories":1413},[62],{"categories":1415},[204],{"categories":1417},[119],{"categories":1419},[62],{"categories":1421},[62],{"categories":1423},[109],{"categories":1425},[109],{"categories":1427},[736],{"categories":1429},[109],{"categories":1431},[109],{"categories":1433},[62],{"categories":1435},[62],{"categories":1437},[109],{"categories":1439},[62],{"categories":1441},[384],{"categories":1443},[367],{"categories":1445},[62],{"categories":1447},[109],{"categories":1449},[62],{"categories":1451},[1452],"Law-Firm Practice & Adoption",{"categories":1454},[62],{"categories":1456},[109],{"categories":1458},[178],{"categories":1460},[62],{"categories":1462},[62],{"categories":1464},[],{"categories":1466},[],{"categories":1468},[119],{"categories":1470},[],{"categories":1472},[101],{"categories":1474},[235],{"categories":1476},[62],{"categories":1478},[],{"categories":1480},[101],{"categories":1482},[104],{"categories":1484},[62],{"categories":1486},[204],{"categories":1488},[],{"categories":1490},[104],{"categories":1492},[104],{"categories":1494},[],{"categories":1496},[62],{"categories":1498},[62],{"categories":1500},[119],{"categories":1502},[],{"categories":1504},[],{"categories":1506},[],{"categories":1508},[],{"categories":1510},[62],{"categories":1512},[109],{"categories":1514},[235],{"categories":1516},[62],{"categories":1518},[101],{"categories":1520},[119],{"categories":1522},[62],{"categories":1524},[62],{"categories":1526},[119],{"categories":1528},[112],{"categories":1530},[62],{"categories":1532},[757],{"categories":1534},[62],{"categories":1536},[204],{"categories":1538},[119],{"categories":1540},[104],{"categories":1542},[62],{"categories":1544},[62],{"categories":1546},[178],{"categories":1548},[62],{"categories":1550},[62],{"categories":1552},[62],{"categories":1554},[109],{"categories":1556},[62,101],{"categories":1558},[384],{"categories":1560},[62],{"categories":1562},[119],{"categories":1564},[119],{"categories":1566},[178],{"categories":1568},[109],{"categories":1570},[119],{"categories":1572},[62],{"categories":1574},[62],{"categories":1576},[],{"categories":1578},[],{"categories":1580},[62],{"categories":1582},[],{"categories":1584},[62],{"categories":1586},[119],{"categories":1588},[181],{"categories":1590},[141],{"categories":1592},[178],{"categories":1594},[62],{"categories":1596},[119],{"categories":1598},[],{"categories":1600},[109],{"categories":1602},[62],{"categories":1604},[62],{"categories":1606},[62],{"categories":1608},[62],{"categories":1610},[],{"categories":1612},[109],{"categories":1614},[62],{"categories":1616},[62],{"categories":1618},[],{"categories":1620},[109],{"categories":1622},[62],{"categories":1624},[62],{"categories":1626},[104],{"categories":1628},[62],{"categories":1630},[],{"categories":1632},[101],{"categories":1634},[62],{"categories":1636},[178],{"categories":1638},[119],{"categories":1640},[62],{"categories":1642},[101],{"categories":1644},[62],{"categories":1646},[119],{"categories":1648},[204],{"categories":1650},[109],{"categories":1652},[109],{"categories":1654},[62,178],{"categories":1656},[62],{"categories":1658},[141],{"categories":1660},[62],{"categories":1662},[141],{"categories":1664},[109],{"categories":1666},[178],{"categories":1668},[],{"categories":1670},[119],{"categories":1672},[235],{"categories":1674},[178],{"categories":1676},[119],{"categories":1678},[62],{"categories":1680},[112],{"categories":1682},[62],{"categories":1684},[109],{"categories":1686},[],{"categories":1688},[],{"categories":1690},[62],{"categories":1692},[],{"categories":1694},[],{"categories":1696},[112],{"categories":1698},[119],{"categories":1700},[62],{"categories":1702},[109],{"categories":1704},[109],{"categories":1706},[104],{"categories":1708},[109],{"categories":1710},[235],{"categories":1712},[62],{"categories":1714},[62],{"categories":1716},[130],{"categories":1718},[62],{"categories":1720},[62],{"categories":1722},[109],{"categories":1724},[62],{"categories":1726},[62],{"categories":1728},[342],{"categories":1730},[736],{"categories":1732},[],{"categories":1734},[178],{"categories":1736},[1452],{"categories":1738},[119],{"categories":1740},[],{"categories":1742},[],{"categories":1744},[109],{"categories":1746},[],{"categories":1748},[],{"categories":1750},[204],{"categories":1752},[204],{"categories":1754},[109],{"categories":1756},[119],{"categories":1758},[],{"categories":1760},[62],{"categories":1762},[62],{"categories":1764},[119],{"categories":1766},[1401],{"categories":1768},[178],{"categories":1770},[178],{"categories":1772},[62],{"categories":1774},[109],{"categories":1776},[101],{"categories":1778},[62],{"categories":1780},[62],{"categories":1782},[178],{"categories":1784},[178],{"categories":1786},[109],{"categories":1788},[109],{"categories":1790},[62],{"categories":1792},[],{"categories":1794},[62],{"categories":1796},[],{"categories":1798},[1799],"Interaction & Product Design",{"categories":1801},[62],{"categories":1803},[109],{"categories":1805},[262],{"categories":1807},[141],{"categories":1809},[119],{"categories":1811},[62],{"categories":1813},[62],{"categories":1815},[119],{"categories":1817},[101],{"categories":1819},[62],{"categories":1821},[],{"categories":1823},[109],{"categories":1825},[109],{"categories":1827},[],{"categories":1829},[119],{"categories":1831},[62],{"categories":1833},[101],{"categories":1835},[1799],{"categories":1837},[62],{"categories":1839},[101],{"categories":1841},[101],{"categories":1843},[],{"categories":1845},[119],{"categories":1847},[],{"categories":1849},[109],{"categories":1851},[141],{"categories":1853},[62],{"categories":1855},[109],{"categories":1857},[62],{"categories":1859},[109],{"categories":1861},[62],{"categories":1863},[141],{"categories":1865},[181],{"categories":1867},[62],{"categories":1869},[112],{"categories":1871},[119],{"categories":1873},[1874],"Coding Agents & Dev Productivity",{"categories":1876},[141],{"categories":1878},[178],{"categories":1880},[],{"categories":1882},[62],{"categories":1884},[736],{"categories":1886},[],{"categories":1888},[62],{"categories":1890},[62],{"categories":1892},[141],{"categories":1894},[],{"categories":1896},[],{"categories":1898},[62],{"categories":1900},[],{"categories":1902},[109],{"categories":1904},[62],{"categories":1906},[],{"categories":1908},[119],{"categories":1910},[119],{"categories":1912},[62],{"categories":1914},[181],{"categories":1916},[],{"categories":1918},[62],{"categories":1920},[62],{"categories":1922},[62],{"categories":1924},[181],{"categories":1926},[119],{"categories":1928},[],{"categories":1930},[],{"categories":1932},[109],{"categories":1934},[109],{"categories":1936},[321],{"categories":1938},[119],{"categories":1940},[119],{"categories":1942},[109],{"categories":1944},[141],{"categories":1946},[141],{"categories":1948},[109],{"categories":1950},[109],{"categories":1952},[62],{"categories":1954},[101],{"categories":1956},[1799],{"categories":1958},[62,235],{"categories":1960},[],{"categories":1962},[178],{"categories":1964},[119],{"categories":1966},[101],{"categories":1968},[62],{"categories":1970},[109],{"categories":1972},[1973],"The Designer's Role & Craft",{"categories":1975},[178],{"categories":1977},[],{"categories":1979},[109],{"categories":1981},[62],{"categories":1983},[109],{"categories":1985},[109],{"categories":1987},[62],{"categories":1989},[204],{"categories":1991},[62],{"categories":1993},[119],{"categories":1995},[178],{"categories":1997},[62],{"categories":1999},[],{"categories":2001},[109],{"categories":2003},[178],{"categories":2005},[62],{"categories":2007},[62],{"categories":2009},[2010],"AI UX Patterns",{"categories":2012},[109],{"categories":2014},[109],{"categories":2016},[109],{"categories":2018},[109],{"categories":2020},[204],{"categories":2022},[181],{"categories":2024},[62],{"categories":2026},[109],{"categories":2028},[62],{"categories":2030},[1006],{"categories":2032},[],{"categories":2034},[204],{"categories":2036},[141],{"categories":2038},[119],{"categories":2040},[62],{"categories":2042},[109],{"categories":2044},[],{"categories":2046},[],{"categories":2048},[62],{"categories":2050},[109],{"categories":2052},[62],{"categories":2054},[109],{"categories":2056},[321],{"categories":2058},[178],{"categories":2060},[141],{"categories":2062},[119],{"categories":2064},[62],{"categories":2066},[109],{"categories":2068},[109],{"categories":2070},[],{"categories":2072},[62],{"categories":2074},[],{"categories":2076},[],{"categories":2078},[62],{"categories":2080},[62],{"categories":2082},[109],{"categories":2084},[119],{"categories":2086},[],{"categories":2088},[],{"categories":2090},[181],{"categories":2092},[130],{"categories":2094},[62],{"categories":2096},[181],{"categories":2098},[141],{"categories":2100},[62],{"categories":2102},[62],{"categories":2104},[109],{"categories":2106},[109],{"categories":2108},[62],{"categories":2110},[109],{"categories":2112},[],{"categories":2114},[],{"categories":2116},[62],{"categories":2118},[235],{"categories":2120},[62],{"categories":2122},[],{"categories":2124},[],{"categories":2126},[178],{"categories":2128},[757],{"categories":2130},[109],{"categories":2132},[101],{"categories":2134},[1973],{"categories":2136},[],{"categories":2138},[],{"categories":2140},[62],{"categories":2142},[],{"categories":2144},[],{"categories":2146},[119],{"categories":2148},[141],{"categories":2150},[204],{"categories":2152},[104],{"categories":2154},[62],{"categories":2156},[62],{"categories":2158},[104],{"categories":2160},[],{"categories":2162},[178],{"categories":2164},[62],{"categories":2166},[109],{"categories":2168},[104],{"categories":2170},[62],{"categories":2172},[62],{"categories":2174},[101],{"categories":2176},[62],{"categories":2178},[],{"categories":2180},[101],{"categories":2182},[62],{"categories":2184},[204],{"categories":2186},[109],{"categories":2188},[141],{"categories":2190},[62],{"categories":2192},[104],{"categories":2194},[62],{"categories":2196},[62],{"categories":2198},[62],{"categories":2200},[109],{"categories":2202},[],{"categories":2204},[62],{"categories":2206},[119],{"categories":2208},[101],{"categories":2210},[62],{"categories":2212},[62],{"categories":2214},[],{"categories":2216},[384],{"categories":2218},[141],{"categories":2220},[62],{"categories":2222},[62],{"categories":2224},[],{"categories":2226},[104],{"categories":2228},[104],{"categories":2230},[62],{"categories":2232},[62],{"categories":2234},[112],{"categories":2236},[62],{"categories":2238},[62],{"categories":2240},[119],{"categories":2242},[119],{"categories":2244},[62],{"categories":2246},[],{"categories":2248},[119],{"categories":2250},[62],{"categories":2252},[119],{"categories":2254},[469],{"categories":2256},[],{"categories":2258},[],{"categories":2260},[62],{"categories":2262},[141],{"categories":2264},[],{"categories":2266},[235],{"categories":2268},[62],{"categories":2270},[62],{"categories":2272},[178],{"categories":2274},[727],{"categories":2276},[],{"categories":2278},[62],{"categories":2280},[62],{"categories":2282},[119],{"categories":2284},[62],{"categories":2286},[62],{"categories":2288},[62,235],{"categories":2290},[62],{"categories":2292},[62],{"categories":2294},[178],{"categories":2296},[109],{"categories":2298},[],{"categories":2300},[109],{"categories":2302},[109],{"categories":2304},[62],{"categories":2306},[62],{"categories":2308},[62],{"categories":2310},[181],{"categories":2312},[62],{"categories":2314},[2010],{"categories":2316},[101],{"categories":2318},[181],{"categories":2320},[101],{"categories":2322},[119],{"categories":2324},[178],{"categories":2326},[109],{"categories":2328},[62],{"categories":2330},[],{"categories":2332},[62],{"categories":2334},[141],{"categories":2336},[62],{"categories":2338},[109],{"categories":2340},[62],{"categories":2342},[62],{"categories":2344},[104],{"categories":2346},[],{"categories":2348},[235],{"categories":2350},[62],{"categories":2352},[321],{"categories":2354},[178],{"categories":2356},[178],{"categories":2358},[119],{"categories":2360},[109],{"categories":2362},[62],{"categories":2364},[104],{"categories":2366},[141],{"categories":2368},[62],{"categories":2370},[178],{"categories":2372},[109],{"categories":2374},[62],{"categories":2376},[62],{"categories":2378},[433],{"categories":2380},[],{"categories":2382},[62],{"categories":2384},[62],{"categories":2386},[62],{"categories":2388},[],{"categories":2390},[],{"categories":2392},[62],{"categories":2394},[62],{"categories":2396},[62],{"categories":2398},[62],{"categories":2400},[119],{"categories":2402},[62],{"categories":2404},[62],{"categories":2406},[109],{"categories":2408},[62],{"categories":2410},[62],{"categories":2412},[62],{"categories":2414},[62],{"categories":2416},[],{"categories":2418},[119],{"categories":2420},[181],{"categories":2422},[62],{"categories":2424},[109],{"categories":2426},[62],{"categories":2428},[],{"categories":2430},[],{"categories":2432},[62],{"categories":2434},[62],{"categories":2436},[62],{"categories":2438},[141],{"categories":2440},[],{"categories":2442},[62],{"categories":2444},[178],{"categories":2446},[62],{"categories":2448},[235],{"categories":2450},[1452],{"categories":2452},[141],{"categories":2454},[119],{"categories":2456},[119],{"categories":2458},[119],{"categories":2460},[141],{"categories":2462},[141],{"categories":2464},[235],{"categories":2466},[],{"categories":2468},[141],{"categories":2470},[62],{"categories":2472},[101],{"categories":2474},[119],{"categories":2476},[62],{"categories":2478},[141],{"categories":2480},[],{"categories":2482},[62],{"categories":2484},[119],{"categories":2486},[181],{"categories":2488},[62],{"categories":2490},[141],{"categories":2492},[62],{"categories":2494},[119],{"categories":2496},[109],{"categories":2498},[141],{"categories":2500},[109],{"categories":2502},[235],{"categories":2504},[109],{"categories":2506},[62],{"categories":2508},[62],{"categories":2510},[119],{"categories":2512},[62],{"categories":2514},[],{"categories":2516},[104],{"categories":2518},[119],{"categories":2520},[],{"categories":2522},[],{"categories":2524},[62],{"categories":2526},[109],{"categories":2528},[62],{"categories":2530},[2531],"Frameworks & Tooling",{"categories":2533},[62],{"categories":2535},[62],{"categories":2537},[119],{"categories":2539},[62],{"categories":2541},[62],{"categories":2543},[],{"categories":2545},[181],{"categories":2547},[181],{"categories":2549},[101],{"categories":2551},[109],{"categories":2553},[178],{"categories":2555},[],{"categories":2557},[1452],{"categories":2559},[62],{"categories":2561},[119],{"categories":2563},[62],{"categories":2565},[235],{"categories":2567},[235],{"categories":2569},[],{"categories":2571},[109],{"categories":2573},[141],{"categories":2575},[141],{"categories":2577},[62],{"categories":2579},[109],{"categories":2581},[],{"categories":2583},[178],{"categories":2585},[62],{"categories":2587},[62],{"categories":2589},[],{"categories":2591},[62],{"categories":2593},[],{"categories":2595},[119],{"categories":2597},[62],{"categories":2599},[119],{"categories":2601},[235],{"categories":2603},[62],{"categories":2605},[119],{"categories":2607},[104],{"categories":2609},[62],{"categories":2611},[1452],{"categories":2613},[],{"categories":2615},[109],{"categories":2617},[101],{"categories":2619},[101],{"categories":2621},[],{"categories":2623},[109],{"categories":2625},[62],{"categories":2627},[2628],"AI Design Tooling",{"categories":2630},[178],{"categories":2632},[62],{"categories":2634},[62],{"categories":2636},[119],{"categories":2638},[178],{"categories":2640},[62],{"categories":2642},[119],{"categories":2644},[141],{"categories":2646},[112],{"categories":2648},[119],{"categories":2650},[109],{"categories":2652},[],{"categories":2654},[62],{"categories":2656},[62],{"categories":2658},[109],{"categories":2660},[62],{"categories":2662},[62],{"categories":2664},[],{"categories":2666},[109],{"categories":2668},[2531],{"categories":2670},[62],{"categories":2672},[109],{"categories":2674},[109],{"categories":2676},[119],{"categories":2678},[119],{"categories":2680},[],{"categories":2682},[119],{"categories":2684},[62],{"categories":2686},[62],{"categories":2688},[109],{"categories":2690},[104],{"categories":2692},[62],{"categories":2694},[],{"categories":2696},[62],{"categories":2698},[1799],{"categories":2700},[],{"categories":2702},[62],{"categories":2704},[62],{"categories":2706},[],{"categories":2708},[62],{"categories":2710},[62],{"categories":2712},[62],{"categories":2714},[204],{"categories":2716},[141],{"categories":2718},[62],{"categories":2720},[62],{"categories":2722},[1452],{"categories":2724},[101],{"categories":2726},[62],{"categories":2728},[62],{"categories":2730},[181],{"categories":2732},[62],{"categories":2734},[141],{"categories":2736},[109],{"categories":2738},[],{"categories":2740},[62],{"categories":2742},[178],{"categories":2744},[62],{"categories":2746},[204],{"categories":2748},[62],{"categories":2750},[109],{"categories":2752},[],{"categories":2754},[],{"categories":2756},[],{"categories":2758},[101],{"categories":2760},[141],{"categories":2762},[109],{"categories":2764},[62],{"categories":2766},[62],{"categories":2768},[62],{"categories":2770},[342],{"categories":2772},[178],{"categories":2774},[109],{"categories":2776},[62],{"categories":2778},[],{"categories":2780},[109],{"categories":2782},[109],{"categories":2784},[],{"categories":2786},[62],{"categories":2788},[109],{"categories":2790},[62],{"categories":2792},[],{"categories":2794},[62],{"categories":2796},[62],{"categories":2798},[141],{"categories":2800},[178],{"categories":2802},[109],{"categories":2804},[178],{"categories":2806},[109],{"categories":2808},[104],{"categories":2810},[],{"categories":2812},[],{"categories":2814},[62],{"categories":2816},[62],{"categories":2818},[101],{"categories":2820},[109],{"categories":2822},[141],{"categories":2824},[],{"categories":2826},[178],{"categories":2828},[],{"categories":2830},[119],{"categories":2832},[119],{"categories":2834},[178],{"categories":2836},[119],{"categories":2838},[62],{"categories":2840},[],{"categories":2842},[62],{"categories":2844},[62],{"categories":2846},[],{"categories":2848},[204],{"categories":2850},[62],{"categories":2852},[235],{"categories":2854},[119],{"categories":2856},[],{"categories":2858},[109],{"categories":2860},[62],{"categories":2862},[101],{"categories":2864},[433],{"categories":2866},[109],{"categories":2868},[109],{"categories":2870},[62],{"categories":2872},[62],{"categories":2874},[],{"categories":2876},[101],{"categories":2878},[62],{"categories":2880},[104],{"categories":2882},[119],{"categories":2884},[178],{"categories":2886},[],{"categories":2888},[],{"categories":2890},[],{"categories":2892},[109],{"categories":2894},[119],{"categories":2896},[178],{"categories":2898},[141],{"categories":2900},[62],{"categories":2902},[141],{"categories":2904},[109],{"categories":2906},[178],{"categories":2908},[62],{"categories":2910},[],{"categories":2912},[62],{"categories":2914},[130],{"categories":2916},[109],{"categories":2918},[178],{"categories":2920},[141],{"categories":2922},[104],{"categories":2924},[119],{"categories":2926},[62],{"categories":2928},[141],{"categories":2930},[204],{"categories":2932},[],{"categories":2934},[],{"categories":2936},[181],{"categories":2938},[384],{"categories":2940},[62],{"categories":2942},[109],{"categories":2944},[62,119],{"categories":2946},[141],{"categories":2948},[62],{"categories":2950},[62],{"categories":2952},[109],{"categories":2954},[62],{"categories":2956},[109],{"categories":2958},[62],{"categories":2960},[62],{"categories":2962},[],{"categories":2964},[1006],{"categories":2966},[119],{"categories":2968},[178],{"categories":2970},[62],{"categories":2972},[62],{"categories":2974},[62],{"categories":2976},[181],{"categories":2978},[109],{"categories":2980},[204],{"categories":2982},[235],{"categories":2984},[],{"categories":2986},[62],{"categories":2988},[104],{"categories":2990},[109],{"categories":2992},[101],{"categories":2994},[109],{"categories":2996},[62],{"categories":2998},[109],{"categories":3000},[112],{"categories":3002},[119],{"categories":3004},[62],{"categories":3006},[62],{"categories":3008},[],{"categories":3010},[],{"categories":3012},[],{"categories":3014},[235],{"categories":3016},[62],{"categories":3018},[141],{"categories":3020},[62],{"categories":3022},[62],{"categories":3024},[62],{"categories":3026},[62],{"categories":3028},[],{"categories":3030},[181],{"categories":3032},[104],{"categories":3034},[109],{"categories":3036},[62],{"categories":3038},[],{"categories":3040},[62],{"categories":3042},[109],{"categories":3044},[62],{"categories":3046},[235],{"categories":3048},[],{"categories":3050},[178],{"categories":3052},[178],{"categories":3054},[],{"categories":3056},[119],{"categories":3058},[62],{"categories":3060},[178],{"categories":3062},[62],{"categories":3064},[104],{"categories":3066},[109],{"categories":3068},[62],{"categories":3070},[],{"categories":3072},[141],{"categories":3074},[62],{"categories":3076},[62],{"categories":3078},[62],{"categories":3080},[178],{"categories":3082},[109],{"categories":3084},[141],{"categories":3086},[],{"categories":3088},[109],{"categories":3090},[109],{"categories":3092},[178],{"categories":3094},[62],{"categories":3096},[62],{"categories":3098},[62],{"categories":3100},[384],{"categories":3102},[62],{"categories":3104},[],{"categories":3106},[62],{"categories":3108},[62],{"categories":3110},[235],{"categories":3112},[141],{"categories":3114},[181],{"categories":3116},[469],{"categories":3118},[181],{"categories":3120},[],{"categories":3122},[],{"categories":3124},[],{"categories":3126},[109],{"categories":3128},[109],{"categories":3130},[119],{"categories":3132},[62],{"categories":3134},[367],{"categories":3136},[119],{"categories":3138},[62],{"categories":3140},[62],{"categories":3142},[62],{"categories":3144},[62],{"categories":3146},[109],{"categories":3148},[],{"categories":3150},[],{"categories":3152},[62],{"categories":3154},[],{"categories":3156},[62],{"categories":3158},[109],{"categories":3160},[178],{"categories":3162},[62],{"categories":3164},[62],{"categories":3166},[],{"categories":3168},[112],{"categories":3170},[62],{"categories":3172},[178],{"categories":3174},[62],{"categories":3176},[109],{"categories":3178},[104],{"categories":3180},[62],{"categories":3182},[204],{"categories":3184},[109],{"categories":3186},[62],{"categories":3188},[727],{"categories":3190},[62],{"categories":3192},[109],{"categories":3194},[62],{"categories":3196},[119],{"categories":3198},[62],{"categories":3200},[433],{"categories":3202},[178],{"categories":3204},[],{"categories":3206},[141],{"categories":3208},[384],{"categories":3210},[109],{"categories":3212},[62],{"categories":3214},[],{"categories":3216},[141],{"categories":3218},[321],{"categories":3220},[109],{"categories":3222},[109],{"categories":3224},[62],{"categories":3226},[62],{"categories":3228},[109],{"categories":3230},[],{"categories":3232},[104],{"categories":3234},[109],{"categories":3236},[],{"categories":3238},[119],{"categories":3240},[62],{"categories":3242},[101],{"categories":3244},[141],{"categories":3246},[235],{"categories":3248},[130],{"categories":3250},[109],{"categories":3252},[109],{"categories":3254},[62],{"categories":3256},[109],{"categories":3258},[101],{"categories":3260},[],{"categories":3262},[62],{"categories":3264},[62],{"categories":3266},[],{"categories":3268},[],{"categories":3270},[178],{"categories":3272},[62,104],{"categories":3274},[109],{"categories":3276},[62],{"categories":3278},[],{"categories":3280},[101],{"categories":3282},[181],{"categories":3284},[104],{"categories":3286},[62],{"categories":3288},[119],{"categories":3290},[62],{"categories":3292},[109],{"categories":3294},[62],{"categories":3296},[62],{"categories":3298},[62],{"categories":3300},[141],{"categories":3302},[1006],{"categories":3304},[109],{"categories":3306},[62],{"categories":3308},[],{"categories":3310},[],{"categories":3312},[109],{"categories":3314},[62],{"categories":3316},[235],{"categories":3318},[],{"categories":3320},[62],{"categories":3322},[109],{"categories":3324},[130],{"categories":3326},[109],{"categories":3328},[384],{"categories":3330},[],{"categories":3332},[342],{"categories":3334},[109],{"categories":3336},[62],{"categories":3338},[204],{"categories":3340},[62],{"categories":3342},[181],{"categories":3344},[109],{"categories":3346},[62],{"categories":3348},[384],{"categories":3350},[62],{"categories":3352},[235],{"categories":3354},[],{"categories":3356},[62],{"categories":3358},[204],{"categories":3360},[178],{"categories":3362},[62],{"categories":3364},[62],{"categories":3366},[],{"categories":3368},[204],{"categories":3370},[141],{"categories":3372},[62],{"categories":3374},[62],{"categories":3376},[469],{"categories":3378},[101],{"categories":3380},[62],{"categories":3382},[],{"categories":3384},[],{"categories":3386},[178],{"categories":3388},[62],{"categories":3390},[181],{"categories":3392},[204],{"categories":3394},[109],{"categories":3396},[204],{"categories":3398},[141],{"categories":3400},[],{"categories":3402},[62],{"categories":3404},[],{"categories":3406},[62],{"categories":3408},[488],{"categories":3410},[62],{"categories":3412},[62],{"categories":3414},[109],{"categories":3416},[384],{"categories":3418},[62],{"categories":3420},[62],{"categories":3422},[62],{"categories":3424},[],{"categories":3426},[62,119],{"categories":3428},[141],{"categories":3430},[109],{"categories":3432},[119],{"categories":3434},[109],{"categories":3436},[757],{"categories":3438},[119],{"categories":3440},[62],{"categories":3442},[101],{"categories":3444},[],{"categories":3446},[],{"categories":3448},[109],{"categories":3450},[62],{"categories":3452},[119],{"categories":3454},[101],{"categories":3456},[119],{"categories":3458},[119],{"categories":3460},[62],{"categories":3462},[204],{"categories":3464},[62],{"categories":3466},[119],{"categories":3468},[],{"categories":3470},[62],{"categories":3472},[178,62],{"categories":3474},[235],{"categories":3476},[101],{"categories":3478},[],{"categories":3480},[62],{"categories":3482},[62],{"categories":3484},[104],{"categories":3486},[104],{"categories":3488},[62],{"categories":3490},[62],{"categories":3492},[321],{"categories":3494},[62],{"categories":3496},[119],{"categories":3498},[181],{"categories":3500},[109],{"categories":3502},[62],{"categories":3504},[62],{"categories":3506},[141],{"categories":3508},[204],{"categories":3510},[178],{"categories":3512},[62],{"categories":3514},[62],{"categories":3516},[62],{"categories":3518},[62],{"categories":3520},[101],{"categories":3522},[62],{"categories":3524},[109],{"categories":3526},[109],{"categories":3528},[119],{"categories":3530},[141],{"categories":3532},[119],{"categories":3534},[],{"categories":3536},[],{"categories":3538},[181],{"categories":3540},[62],{"categories":3542},[119],{"categories":3544},[62],{"categories":3546},[178],{"categories":3548},[384],{"categories":3550},[342],{"categories":3552},[321],{"categories":3554},[62],{"categories":3556},[62],{"categories":3558},[62],{"categories":3560},[181],{"categories":3562},[62],{"categories":3564},[62],{"categories":3566},[62],{"categories":3568},[109],{"categories":3570},[101],{"categories":3572},[109],{"categories":3574},[62,104],{"categories":3576},[],{"categories":3578},[178],{"categories":3580},[],{"categories":3582},[112],{"categories":3584},[62],{"categories":3586},[141],{"categories":3588},[101],{"categories":3590},[101],{"categories":3592},[109],{"categories":3594},[109],{"categories":3596},[109],{"categories":3598},[62],{"categories":3600},[62],{"categories":3602},[104],{"categories":3604},[119],{"categories":3606},[204],{"categories":3608},[62],{"categories":3610},[],{"categories":3612},[141],{"categories":3614},[62],{"categories":3616},[62],{"categories":3618},[62],{"categories":3620},[62],{"categories":3622},[62],{"categories":3624},[119],{"categories":3626},[141],{"categories":3628},[119],{"categories":3630},[119],{"categories":3632},[62],{"categories":3634},[62],{"categories":3636},[342],{"categories":3638},[62],{"categories":3640},[109],{"categories":3642},[141],{"categories":3644},[62],{"categories":3646},[62],{"categories":3648},[62],{"categories":3650},[109],{"categories":3652},[62],{"categories":3654},[62],{"categories":3656},[62],{"categories":3658},[2531],{"categories":3660},[3661],"Clinical AI",{"categories":3663},[178],{"categories":3665},[62],{"categories":3667},[62],{"categories":3669},[62],{"categories":3671},[235],{"categories":3673},[2010],{"categories":3675},[62],{"categories":3677},[112],{"categories":3679},[62],{"categories":3681},[109],{"categories":3683},[62],{"categories":3685},[62],{"categories":3687},[141],{"categories":3689},[62],{"categories":3691},[109],{"categories":3693},[204],{"categories":3695},[62],{"categories":3697},[62],{"categories":3699},[104],{"categories":3701},[62],{"categories":3703},[433],{"categories":3705},[62],{"categories":3707},[],{"categories":3709},[62],{"categories":3711},[119],{"categories":3713},[62],{"categories":3715},[],{"categories":3717},[],{"categories":3719},[62],{"categories":3721},[],{"categories":3723},[104],{"categories":3725},[62],{"categories":3727},[109],{"categories":3729},[141],{"categories":3731},[141],{"categories":3733},[141],{"categories":3735},[141],{"categories":3737},[],{"categories":3739},[101],{"categories":3741},[109],{"categories":3743},[141],{"categories":3745},[62],{"categories":3747},[488],{"categories":3749},[112],{"categories":3751},[62],{"categories":3753},[101],{"categories":3755},[109],{"categories":3757},[62],{"categories":3759},[62],{"categories":3761},[62,109],{"categories":3763},[109],{"categories":3765},[235],{"categories":3767},[141],{"categories":3769},[109],{"categories":3771},[141],{"categories":3773},[109],{"categories":3775},[62],{"categories":3777},[],{"categories":3779},[141],{"categories":3781},[204],{"categories":3783},[101],{"categories":3785},[62],{"categories":3787},[62],{"categories":3789},[],{"categories":3791},[119],{"categories":3793},[],{"categories":3795},[101],{"categories":3797},[109],{"categories":3799},[141],{"categories":3801},[62],{"categories":3803},[141],{"categories":3805},[101],{"categories":3807},[141],{"categories":3809},[141],{"categories":3811},[],{"categories":3813},[104],{"categories":3815},[109],{"categories":3817},[141],{"categories":3819},[141],{"categories":3821},[141],{"categories":3823},[141],{"categories":3825},[141],{"categories":3827},[141],{"categories":3829},[141],{"categories":3831},[141],{"categories":3833},[141],{"categories":3835},[141],{"categories":3837},[181],{"categories":3839},[101],{"categories":3841},[62],{"categories":3843},[62],{"categories":3845},[109],{"categories":3847},[109],{"categories":3849},[],{"categories":3851},[62,101],{"categories":3853},[],{"categories":3855},[109],{"categories":3857},[141],{"categories":3859},[109],{"categories":3861},[757],{"categories":3863},[62],{"categories":3865},[62],{"categories":3867},[62],{"categories":3869},[62],{"categories":3871},[321],{"categories":3873},[62],{"categories":3875},[109],{"categories":3877},[104],{"categories":3879},[109],{"categories":3881},[109],{"categories":3883},[],{"categories":3885},[109],{"categories":3887},[178],{"categories":3889},[141],{"categories":3891},[62],{"categories":3893},[],{"categories":3895},[],{"categories":3897},[109],{"categories":3899},[178],{"categories":3901},[62],{"categories":3903},[],{"categories":3905},[62],{"categories":3907},[],{"categories":3909},[204],{"categories":3911},[62],{"categories":3913},[],{"categories":3915},[],{"categories":3917},[141],{"categories":3919},[101],{"categories":3921},[62],{"categories":3923},[62],{"categories":3925},[104],{"categories":3927},[62],{"categories":3929},[62],{"categories":3931},[62],{"categories":3933},[104],{"categories":3935},[178],{"categories":3937},[],{"categories":3939},[62],{"categories":3941},[141],{"categories":3943},[],{"categories":3945},[62],{"categories":3947},[62],{"categories":3949},[178],{"categories":3951},[62],{"categories":3953},[204],{"categories":3955},[62],{"categories":3957},[235],{"categories":3959},[],{"categories":3961},[109],{"categories":3963},[204],{"categories":3965},[119],{"categories":3967},[],{"categories":3969},[62],{"categories":3971},[],{"categories":3973},[109],{"categories":3975},[178],{"categories":3977},[119],{"categories":3979},[],{"categories":3981},[2531],{"categories":3983},[104],{"categories":3985},[101],{"categories":3987},[181],{"categories":3989},[109],{"categories":3991},[178],{"categories":3993},[119],{"categories":3995},[],{"categories":3997},[],{"categories":3999},[62],{"categories":4001},[101],{"categories":4003},[62],{"categories":4005},[204],{"categories":4007},[],{"categories":4009},[109],{"categories":4011},[109],{"categories":4013},[109],{"categories":4015},[62],{"categories":4017},[141],{"categories":4019},[119],{"categories":4021},[62],{"categories":4023},[109],{"categories":4025},[112],{"categories":4027},[62],{"categories":4029},[109],{"categories":4031},[62],{"categories":4033},[112],{"categories":4035},[204],{"categories":4037},[141],{"categories":4039},[],{"categories":4041},[204],{"categories":4043},[],{"categories":4045},[119],{"categories":4047},[109],{"categories":4049},[],{"categories":4051},[62],{"categories":4053},[62],{"categories":4055},[62],{"categories":4057},[62],{"categories":4059},[109],{"categories":4061},[104],{"categories":4063},[101],{"categories":4065},[62],{"categories":4067},[178],{"categories":4069},[119],{"categories":4071},[119],{"categories":4073},[62],{"categories":4075},[181],{"categories":4077},[109],{"categories":4079},[62],{"categories":4081},[109],{"categories":4083},[62],{"categories":4085},[104],{"categories":4087},[178],{"categories":4089},[119],{"categories":4091},[109],{"categories":4093},[62],{"categories":4095},[112],{"categories":4097},[62],{"categories":4099},[109],{"categories":4101},[62],{"categories":4103},[141],{"categories":4105},[],{"categories":4107},[101],{"categories":4109},[62],{"categories":4111},[62],{"categories":4113},[62],{"categories":4115},[119],{"categories":4117},[62],{"categories":4119},[119],{"categories":4121},[62],{"categories":4123},[109],{"categories":4125},[62],{"categories":4127},[62],{"categories":4129},[62],{"categories":4131},[62],{"categories":4133},[],{"categories":4135},[62],{"categories":4137},[178],{"categories":4139},[104],{"categories":4141},[141],{"categories":4143},[109],{"categories":4145},[62],{"categories":4147},[62],{"categories":4149},[178],{"categories":4151},[109],{"categories":4153},[62],{"categories":4155},[204],{"categories":4157},[62],{"categories":4159},[181],{"categories":4161},[62],{"categories":4163},[62],{"categories":4165},[141],{"categories":4167},[62],{"categories":4169},[62],{"categories":4171},[109],{"categories":4173},[235],{"categories":4175},[62],{"categories":4177},[119],{"categories":4179},[109],{"categories":4181},[181],{"categories":4183},[],{"categories":4185},[109],{"categories":4187},[119],{"categories":4189},[62],{"categories":4191},[1874],{"categories":4193},[178],{"categories":4195},[262],{"categories":4197},[62],{"categories":4199},[101],{"categories":4201},[119],{"categories":4203},[104],{"categories":4205},[119],{"categories":4207},[62],{"categories":4209},[],{"categories":4211},[109],{"categories":4213},[109],{"categories":4215},[62],{"categories":4217},[62],{"categories":4219},[181],{"categories":4221},[],{"categories":4223},[141],{"categories":4225},[],{"categories":4227},[141],{"categories":4229},[62],{"categories":4231},[62],{"categories":4233},[109],{"categories":4235},[109],{"categories":4237},[109],{"categories":4239},[],{"categories":4241},[141],{"categories":4243},[62],{"categories":4245},[],{"categories":4247},[62],{"categories":4249},[62],{"categories":4251},[],{"categories":4253},[178],{"categories":4255},[119],{"categories":4257},[109],{"categories":4259},[62],{"categories":4261},[62],{"categories":4263},[204],{"categories":4265},[62],{"categories":4267},[62],{"categories":4269},[101],{"categories":4271},[],{"categories":4273},[62],{"categories":4275},[62],{"categories":4277},[],{"categories":4279},[101],{"categories":4281},[141],{"categories":4283},[119],{"categories":4285},[384],{"categories":4287},[62],{"categories":4289},[62],{"categories":4291},[62],{"categories":4293},[119],{"categories":4295},[141],{"categories":4297},[178],{"categories":4299},[62],{"categories":4301},[62],{"categories":4303},[62],{"categories":4305},[141],{"categories":4307},[178],{"categories":4309},[62],{"categories":4311},[141],{"categories":4313},[178],{"categories":4315},[62],{"categories":4317},[141],{"categories":4319},[109],{"categories":4321},[109],{"categories":4323},[109],{"categories":4325},[119],{"categories":4327},[141],{"categories":4329},[109],{"categories":4331},[109],{"categories":4333},[62],{"categories":4335},[119],{"categories":4337},[178],{"categories":4339},[62],{"categories":4341},[],{"categories":4343},[109],{"categories":4345},[],{"categories":4347},[],{"categories":4349},[],{"categories":4351},[109],{"categories":4353},[104],{"categories":4355},[109],{"categories":4357},[4358],"Liability & Ethics",{"categories":4360},[62],{"categories":4362},[109],{"categories":4364},[101],{"categories":4366},[109],{"categories":4368},[104],{"categories":4370},[204],{"categories":4372},[109],{"categories":4374},[],{"categories":4376},[469],{"categories":4378},[109],{"categories":4380},[],{"categories":4382},[101],{"categories":4384},[109],{"categories":4386},[],{"categories":4388},[109],{"categories":4390},[62],{"categories":4392},[62],{"categories":4394},[141],{"categories":4396},[62],{"categories":4398},[62],{"categories":4400},[109],{"categories":4402},[62],{"categories":4404},[62],{"categories":4406},[141],{"categories":4408},[109],{"categories":4410},[119],{"categories":4412},[178],{"categories":4414},[101],{"categories":4416},[62],{"categories":4418},[],{"categories":4420},[109],{"categories":4422},[109],{"categories":4424},[384],{"categories":4426},[178],{"categories":4428},[235],{"categories":4430},[141],{"categories":4432},[62],{"categories":4434},[178],{"categories":4436},[62],{"categories":4438},[101],{"categories":4440},[],{"categories":4442},[109],{"categories":4444},[62],{"categories":4446},[62],{"categories":4448},[109],{"categories":4450},[62],{"categories":4452},[178],{"categories":4454},[],{"categories":4456},[109],{"categories":4458},[112],{"categories":4460},[141],{"categories":4462},[109],{"categories":4464},[104],{"categories":4466},[],{"categories":4468},[62],{"categories":4470},[112],{"categories":4472},[62],{"categories":4474},[109],{"categories":4476},[141],{"categories":4478},[101],{"categories":4480},[235],{"categories":4482},[62],{"categories":4484},[62],{"categories":4486},[62],{"categories":4488},[141],{"categories":4490},[104],{"categories":4492},[62],{"categories":4494},[178],{"categories":4496},[141],{"categories":4498},[235],{"categories":4500},[62],{"categories":4502},[109],{"categories":4504},[],{"categories":4506},[433],{"categories":4508},[],{"categories":4510},[62],{"categories":4512},[235],{"categories":4514},[181],{"categories":4516},[109],{"categories":4518},[109],{"categories":4520},[4521],"Design News & Tools",{"categories":4523},[62],{"categories":4525},[141],{"categories":4527},[62],{"categories":4529},[101],{"categories":4531},[62],{"categories":4533},[178],{"categories":4535},[109],{"categories":4537},[109],{"categories":4539},[62],{"categories":4541},[384],{"categories":4543},[62],{"categories":4545},[384],{"categories":4547},[204],{"categories":4549},[62],{"categories":4551},[109],{"categories":4553},[],{"categories":4555},[62],{"categories":4557},[62],{"categories":4559},[62],{"categories":4561},[141],{"categories":4563},[101],{"categories":4565},[],{"categories":4567},[62],{"categories":4569},[62],{"categories":4571},[119],{"categories":4573},[488],{"categories":4575},[119],{"categories":4577},[178],{"categories":4579},[62],{"categories":4581},[62,109],{"categories":4583},[204,104],{"categories":4585},[62],{"categories":4587},[62],{"categories":4589},[62],{"categories":4591},[],{"categories":4593},[109],{"categories":4595},[],{"categories":4597},[119],{"categories":4599},[62],{"categories":4601},[119],{"categories":4603},[],{"categories":4605},[109],{"categories":4607},[62],{"categories":4609},[141],{"categories":4611},[62],{"categories":4613},[],{"categories":4615},[109],{"categories":4617},[62],{"categories":4619},[],{"categories":4621},[178],{"categories":4623},[62],{"categories":4625},[109],{"categories":4627},[62],{"categories":4629},[62],{"categories":4631},[101],{"categories":4633},[109],{"categories":4635},[62],{"categories":4637},[],{"categories":4639},[235],{"categories":4641},[204],{"categories":4643},[104],{"categories":4645},[104],{"categories":4647},[62],{"categories":4649},[101],{"categories":4651},[101],{"categories":4653},[62],{"categories":4655},[109],{"categories":4657},[62],{"categories":4659},[62],{"categories":4661},[62],{"categories":4663},[119],{"categories":4665},[62],{"categories":4667},[101],{"categories":4669},[109],{"categories":4671},[62],{"categories":4673},[204],{"categories":4675},[62],{"categories":4677},[141],{"categories":4679},[62],{"categories":4681},[62],{"categories":4683},[109],{"categories":4685},[62],{"categories":4687},[],{"categories":4689},[119],{"categories":4691},[],{"categories":4693},[119],{"categories":4695},[109],{"categories":4697},[101],{"categories":4699},[],{"categories":4701},[181],{"categories":4703},[235],{"categories":4705},[62],{"categories":4707},[119],{"categories":4709},[62],{"categories":4711},[],{"categories":4713},[141],{"categories":4715},[109],{"categories":4717},[119],{"categories":4719},[178],{"categories":4721},[62],{"categories":4723},[109],{"categories":4725},[119],{"categories":4727},[109],{"categories":4729},[141],{"categories":4731},[62],{"categories":4733},[101],{"categories":4735},[141],{"categories":4737},[119],{"categories":4739},[62],{"categories":4741},[178],{"categories":4743},[104],{"categories":4745},[62],{"categories":4747},[62],{"categories":4749},[62],{"categories":4751},[62],{"categories":4753},[62],{"categories":4755},[109],{"categories":4757},[62],{"categories":4759},[109],{"categories":4761},[62],{"categories":4763},[62],{"categories":4765},[101],{"categories":4767},[62],{"categories":4769},[109],{"categories":4771},[109],{"categories":4773},[178],{"categories":4775},[109],{"categories":4777},[109],{"categories":4779},[101],{"categories":4781},[109],{"categories":4783},[178],{"categories":4785},[],{"categories":4787},[62],{"categories":4789},[181],{"categories":4791},[384],{"categories":4793},[62],{"categories":4795},[62],{"categories":4797},[62],{"categories":4799},[119],{"categories":4801},[],{"categories":4803},[109],{"categories":4805},[204],{"categories":4807},[62],{"categories":4809},[141],{"categories":4811},[109],{"categories":4813},[62],{"categories":4815},[204],{"categories":4817},[109],{"categories":4819},[104],{"categories":4821},[104],{"categories":4823},[62],{"categories":4825},[62],{"categories":4827},[62],{"categories":4829},[101],{"categories":4831},[],{"categories":4833},[62],{"categories":4835},[109],{"categories":4837},[109],{"categories":4839},[62],{"categories":4841},[62],{"categories":4843},[62],{"categories":4845},[119],{"categories":4847},[],{"categories":4849},[101],{"categories":4851},[62],{"categories":4853},[62],{"categories":4855},[109],{"categories":4857},[109],{"categories":4859},[],{"categories":4861},[119],{"categories":4863},[119],{"categories":4865},[62],{"categories":4867},[204],{"categories":4869},[104],{"categories":4871},[178],{"categories":4873},[],{"categories":4875},[62],{"categories":4877},[109],{"categories":4879},[101],{"categories":4881},[62],{"categories":4883},[119],{"categories":4885},[101],{"categories":4887},[141],{"categories":4889},[181],{"categories":4891},[141],{"categories":4893},[109],{"categories":4895},[],{"categories":4897},[141],{"categories":4899},[109],{"categories":4901},[178],{"categories":4903},[181],{"categories":4905},[62],{"categories":4907},[],{"categories":4909},[109],{"categories":4911},[2531],{"categories":4913},[141],{"categories":4915},[119],{"categories":4917},[62],{"categories":4919},[62],{"categories":4921},[104],{"categories":4923},[62],{"categories":4925},[101],{"categories":4927},[1452],{"categories":4929},[235],{"categories":4931},[101],{"categories":4933},[],{"categories":4935},[],{"categories":4937},[141],{"categories":4939},[109],{"categories":4941},[141],{"categories":4943},[],{"categories":4945},[109],{"categories":4947},[109],{"categories":4949},[109],{"categories":4951},[],{"categories":4953},[62],{"categories":4955},[],{"categories":4957},[141],{"categories":4959},[101],{"categories":4961},[178],{"categories":4963},[62],{"categories":4965},[109],{"categories":4967},[141],{"categories":4969},[62],{"categories":4971},[141],{"categories":4973},[],{"categories":4975},[141],{"categories":4977},[101],{"categories":4979},[384],{"categories":4981},[109],{"categories":4983},[62],{"categories":4985},[],{"categories":4987},[119],{"categories":4989},[109],{"categories":4991},[112],{"categories":4993},[109],{"categories":4995},[101],{"categories":4997},[],{"categories":4999},[],{"categories":5001},[],{"categories":5003},[178],{"categories":5005},[109],{"categories":5007},[62],{"categories":5009},[62],{"categories":5011},[],{"categories":5013},[],{"categories":5015},[],{"categories":5017},[178],{"categories":5019},[62],{"categories":5021},[],{"categories":5023},[109],{"categories":5025},[62],{"categories":5027},[101],{"categories":5029},[],{"categories":5031},[],{"categories":5033},[178],{"categories":5035},[62],{"categories":5037},[141],{"categories":5039},[],{"categories":5041},[204],{"categories":5043},[141],{"categories":5045},[204],{"categories":5047},[181],{"categories":5049},[62],{"categories":5051},[62],{"categories":5053},[],{"categories":5055},[],{"categories":5057},[109],{"categories":5059},[],{"categories":5061},[62],{"categories":5063},[384],{"categories":5065},[62],{"categories":5067},[62],{"categories":5069},[62],{"categories":5071},[],{"categories":5073},[109],{"categories":5075},[62],{"categories":5077},[62],{"categories":5079},[],{"categories":5081},[109],{"categories":5083},[62],{"categories":5085},[141],{"categories":5087},[62],{"categories":5089},[204],{"categories":5091},[104],{"categories":5093},[62],{"categories":5095},[62],{"categories":5097},[109],{"categories":5099},[181],{"categories":5101},[109],{"categories":5103},[109],{"categories":5105},[],{"categories":5107},[],{"categories":5109},[62],{"categories":5111},[],{"categories":5113},[141],{"categories":5115},[104],{"categories":5117},[],{"categories":5119},[],{"categories":5121},[178],{"categories":5123},[101],{"categories":5125},[],{"categories":5127},[104],{"categories":5129},[204],{"categories":5131},[62],{"categories":5133},[119],{"categories":5135},[101],{"categories":5137},[181],{"categories":5139},[104],{"categories":5141},[119],{"categories":5143},[119],{"categories":5145},[],{"categories":5147},[62],{"categories":5149},[],{"categories":5151},[109],{"categories":5153},[101],{"categories":5155},[178],{"categories":5157},[62],{"categories":5159},[101],{"categories":5161},[109],{"categories":5163},[235],{"categories":5165},[62],{"categories":5167},[62],{"categories":5169},[62],{"categories":5171},[101],{"categories":5173},[181],{"categories":5175},[109],{"categories":5177},[],{"categories":5179},[62],{"categories":5181},[119],{"categories":5183},[141],{"categories":5185},[119],{"categories":5187},[62],{"categories":5189},[112],{"categories":5191},[],{"categories":5193},[178],{"categories":5195},[141],{"categories":5197},[101],{"categories":5199},[109],{"categories":5201},[62],{"categories":5203},[62],{"categories":5205},[109],{"categories":5207},[62],{"categories":5209},[62],{"categories":5211},[104],{"categories":5213},[109],{"categories":5215},[109,235],{"categories":5217},[109],{"categories":5219},[119],{"categories":5221},[62],{"categories":5223},[62],{"categories":5225},[181],{"categories":5227},[109],{"categories":5229},[204],{"categories":5231},[109],{"categories":5233},[104],{"categories":5235},[],{"categories":5237},[109],{"categories":5239},[62],{"categories":5241},[104],{"categories":5243},[],{"categories":5245},[],{"categories":5247},[119],{"categories":5249},[62],{"categories":5251},[62],{"categories":5253},[109],{"categories":5255},[181],{"categories":5257},[204],{"categories":5259},[62],{"categories":5261},[62],{"categories":5263},[109],{"categories":5265},[],{"categories":5267},[109],{"categories":5269},[141],{"categories":5271},[109],{"categories":5273},[],{"categories":5275},[141],{"categories":5277},[119],{"categories":5279},[2531],{"categories":5281},[101],{"categories":5283},[119],{"categories":5285},[62],{"categories":5287},[109],{"categories":5289},[62],{"categories":5291},[62],{"categories":5293},[204],{"categories":5295},[119],{"categories":5297},[],{"categories":5299},[141],{"categories":5301},[62],{"categories":5303},[],{"categories":5305},[109],{"categories":5307},[62],{"categories":5309},[62],{"categories":5311},[62],{"categories":5313},[109],{"categories":5315},[62],{"categories":5317},[62],{"categories":5319},[112],{"categories":5321},[109],{"categories":5323},[62],{"categories":5325},[62],{"categories":5327},[62],{"categories":5329},[62],{"categories":5331},[62],{"categories":5333},[62],{"categories":5335},[104],{"categories":5337},[],{"categories":5339},[112],{"categories":5341},[141],{"categories":5343},[109],{"categories":5345},[62],{"categories":5347},[119],{"categories":5349},[],{"categories":5351},[119],{"categories":5353},[119],{"categories":5355},[109],{"categories":5357},[119],{"categories":5359},[62],{"categories":5361},[62],{"categories":5363},[119],{"categories":5365},[62],{"categories":5367},[109],{"categories":5369},[141],{"categories":5371},[62],{"categories":5373},[62],{"categories":5375},[62],{"categories":5377},[104],{"categories":5379},[62],{"categories":5381},[109],{"categories":5383},[178],{"categories":5385},[],{"categories":5387},[62],{"categories":5389},[181],{"categories":5391},[109],{"categories":5393},[62],{"categories":5395},[],{"categories":5397},[62],{"categories":5399},[62],{"categories":5401},[141],{"categories":5403},[62],{"categories":5405},[62],{"categories":5407},[109],{"categories":5409},[204],{"categories":5411},[],{"categories":5413},[],{"categories":5415},[119],{"categories":5417},[141],{"categories":5419},[119],{"categories":5421},[141],{"categories":5423},[62],{"categories":5425},[204],{"categories":5427},[62],{"categories":5429},[101],{"categories":5431},[109],{"categories":5433},[62],{"categories":5435},[109],{"categories":5437},[109],{"categories":5439},[62],{"categories":5441},[104],{"categories":5443},[],{"categories":5445},[181],{"categories":5447},[62],{"categories":5449},[],{"categories":5451},[141],{"categories":5453},[62],{"categories":5455},[181],{"categories":5457},[62],{"categories":5459},[119],{"categories":5461},[119],{"categories":5463},[119],{"categories":5465},[109],{"categories":5467},[109],{"categories":5469},[109],{"categories":5471},[62],{"categories":5473},[62],{"categories":5475},[178],{"categories":5477},[181],{"categories":5479},[181],{"categories":5481},[],{"categories":5483},[141],{"categories":5485},[62],{"categories":5487},[62],{"categories":5489},[119],{"categories":5491},[],{"categories":5493},[141],{"categories":5495},[141],{"categories":5497},[141],{"categories":5499},[],{"categories":5501},[109],{"categories":5503},[62],{"categories":5505},[],{"categories":5507},[101],{"categories":5509},[104],{"categories":5511},[],{"categories":5513},[62],{"categories":5515},[62],{"categories":5517},[],{"categories":5519},[119],{"categories":5521},[],{"categories":5523},[],{"categories":5525},[],{"categories":5527},[],{"categories":5529},[62],{"categories":5531},[141],{"categories":5533},[],{"categories":5535},[],{"categories":5537},[62],{"categories":5539},[62],{"categories":5541},[62],{"categories":5543},[181],{"categories":5545},[62],{"categories":5547},[181],{"categories":5549},[],{"categories":5551},[181],{"categories":5553},[181],{"categories":5555},[235],{"categories":5557},[109],{"categories":5559},[119],{"categories":5561},[],{"categories":5563},[],{"categories":5565},[181],{"categories":5567},[119],{"categories":5569},[119],{"categories":5571},[119],{"categories":5573},[],{"categories":5575},[101],{"categories":5577},[119],{"categories":5579},[119],{"categories":5581},[101],{"categories":5583},[119],{"categories":5585},[104],{"categories":5587},[119],{"categories":5589},[119],{"categories":5591},[119],{"categories":5593},[181],{"categories":5595},[141],{"categories":5597},[141],{"categories":5599},[62],{"categories":5601},[119],{"categories":5603},[181],{"categories":5605},[235],{"categories":5607},[181],{"categories":5609},[181],{"categories":5611},[181],{"categories":5613},[],{"categories":5615},[104],{"categories":5617},[],{"categories":5619},[235],{"categories":5621},[119],{"categories":5623},[119],{"categories":5625},[119],{"categories":5627},[109],{"categories":5629},[141,104],{"categories":5631},[181],{"categories":5633},[],{"categories":5635},[],{"categories":5637},[181],{"categories":5639},[],{"categories":5641},[181],{"categories":5643},[141],{"categories":5645},[109],{"categories":5647},[],{"categories":5649},[119],{"categories":5651},[62],{"categories":5653},[178],{"categories":5655},[],{"categories":5657},[62],{"categories":5659},[],{"categories":5661},[141],{"categories":5663},[101],{"categories":5665},[181],{"categories":5667},[],{"categories":5669},[119],{"categories":5671},[141],[5673,5776,5849,5898],{"id":5674,"title":5675,"ai":5676,"body":5682,"categories":5752,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":5753,"navigation":79,"path":5763,"published_at":5764,"question":63,"scraped_at":5765,"seo":5766,"sitemap":5767,"source_id":5768,"source_name":5769,"source_type":87,"source_url":5770,"stem":5771,"tags":5772,"thumbnail_url":63,"tldr":5773,"tweet":63,"unknown_tags":5774,"__hash__":5775},"summaries\u002Fsummaries\u002F5cf061e839d9aeb9-design-agentic-ai-like-a-manager-job-autonomy-esca-summary.md","Design Agentic AI Like a Manager: Job, Autonomy, Escalation",{"provider":7,"model":5677,"input_tokens":5678,"output_tokens":5679,"processing_time_ms":5680,"cost_usd":5681},"x-ai\u002Fgrok-4.1-fast",3881,1512,17899,0.00150955,{"type":14,"value":5683,"toc":5748},[5684,5688,5691,5712,5715,5719,5722,5742,5745],[17,5685,5687],{"id":5686},"frame-agents-as-hired-employees-with-clear-mandates","Frame Agents as Hired Employees with Clear Mandates",[22,5689,5690],{},"Treat agentic AI design as hiring a subordinate: specify exactly what the agent is tasked to accomplish, its independent decision-making bounds, and scenarios requiring human intervention. This management mindset simplifies agentic projects beyond traditional UI design, where the core challenge shifts from interfaces to oversight. Start by answering three pivotal questions:",[5692,5693,5694,5700,5706],"ol",{},[29,5695,5696,5699],{},[32,5697,5698],{},"What is the agent hired to do?"," Pinpoint the precise deliverable. For instance, in a salary estimation tool, the agent processes a job description upload to query an internal database for location-adjusted ranges based on experience—replicating what users currently hack via external ChatGPT in seconds, but natively in-product.",[29,5701,5702,5705],{},[32,5703,5704],{},"What can it decide independently?"," Grant autonomy within strict limits to avoid overreach. The agent handles data extraction and basic matching autonomously but flags ambiguities like unclear job titles.",[29,5707,5708,5711],{},[32,5709,5710],{},"When must it escalate to you?"," Define handoff triggers for trust-building, such as incomplete data or edge cases, ensuring users feel in control without micromanaging routine tasks.",[22,5713,5714],{},"This approach establishes boundaries upfront, preventing scope creep and fostering reliability—users trust agents that stay in their lane, much like effective team members.",[17,5716,5718],{"id":5717},"build-trust-through-scoped-autonomy-in-practice","Build Trust Through Scoped Autonomy in Practice",[22,5720,5721],{},"Agentic AI thrives when users bypass external tools like ChatGPT for in-product efficiency. In the salary range project led by senior UX designer Karen, customers demanded rapid, database-driven outputs incorporating location and experience. By applying the management framework:",[26,5723,5724,5730,5736],{},[29,5725,5726,5729],{},[32,5727,5728],{},"Job definition"," kept the agent laser-focused: ingest JD, output tailored salary band.",[29,5731,5732,5735],{},[32,5733,5734],{},"Autonomy"," empowered quick wins on standard queries, delivering results in seconds.",[29,5737,5738,5741],{},[32,5739,5740],{},"Escalations"," routed outliers back to users, maintaining accuracy without halting flow.",[22,5743,5744],{},"Result: Seamless integration that captured outsourced workflows, boosting retention. Trade-off: Over-autonomy risks hallucinations or bad data; under-autonomy frustrates with needless interruptions. Calibrate via iterative testing—prototype with mock escalations to validate boundaries before full deployment.",[22,5746,5747],{},"This isn't hype; it's practical scaffolding for production agents. Traditional design handles static flows; agentic demands dynamic governance, turning designers into de facto managers who ship reliable, bounded intelligence.",{"title":56,"searchDepth":57,"depth":57,"links":5749},[5750,5751],{"id":5686,"depth":57,"text":5687},{"id":5717,"depth":57,"text":5718},[],{"content_references":5754,"triage":5759},[5755],{"type":5756,"title":5757,"url":5758,"context":71},"other","Photo by Pavel Danilyuk","https:\u002F\u002Fwww.pexels.com\u002Fphoto\u002Fa-man-sitting-on-the-bed-while-playing-with-the-robot-8294758\u002F",{"relevance":5760,"novelty":75,"quality":75,"actionability":75,"composite":5761,"reasoning":5762},5,4.35,"Category: Design & Frontend. The article provides a practical framework for designing agentic AI by treating it like a managerial role, which directly addresses the pain points of designers and engineers working on AI-powered products. It offers actionable steps such as defining job scopes and escalation points, making it relevant and useful for the target audience.","\u002Fsummaries\u002F5cf061e839d9aeb9-design-agentic-ai-like-a-manager-job-autonomy-esca-summary","2026-05-05 11:12:24","2026-05-08 15:34:04",{"title":5675,"description":56},{"loc":5763},"5cf061e839d9aeb9","UX Collective","https:\u002F\u002Fuxdesign.cc\u002Fthe-trick-to-designing-agentic-ai-is-learning-how-to-think-like-a-manager-9945b028aac7?source=rss----138adf9c44c---4","summaries\u002F5cf061e839d9aeb9-design-agentic-ai-like-a-manager-job-autonomy-esca-summary",[91,92,93],"Build agentic AI by defining its job scope, autonomous decisions, and escalation points—mirroring management to set boundaries and build user trust.",[93],"GxuA8t_20QVRJgsxjMgItwF2n7GZxJNfLp7vkXiV90g",{"id":5777,"title":5778,"ai":5779,"body":5784,"categories":5826,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":5827,"navigation":79,"path":5837,"published_at":5838,"question":63,"scraped_at":5838,"seo":5839,"sitemap":5840,"source_id":5841,"source_name":5842,"source_type":87,"source_url":5832,"stem":5843,"tags":5844,"thumbnail_url":63,"tldr":5846,"tweet":63,"unknown_tags":5847,"__hash__":5848},"summaries\u002Fsummaries\u002Fa355635ce80cbc52-remmd-agentic-verification-for-multimodal-misinfor-summary.md","ReMMD: Agentic Verification for Multimodal Misinformation",{"provider":7,"model":8,"input_tokens":5780,"output_tokens":5781,"processing_time_ms":5782,"cost_usd":5783},6097,611,2990,0.00244075,{"type":14,"value":5785,"toc":5821},[5786,5790,5793,5797,5800,5814,5818],[17,5787,5789],{"id":5788},"the-challenge-of-modern-misinformation","The Challenge of Modern Misinformation",[22,5791,5792],{},"Multimodal misinformation has evolved beyond simple text-image pairs. Modern viral content often features long, multilingual narratives combined with multiple images, mixed provenance, and subtle framing errors. Existing detection benchmarks typically rely on isolated, binary-label tasks that fail to capture these real-world complexities. Furthermore, agentic verification—the process of using AI to actively search for evidence—has historically been prohibitively expensive and inefficient.",[17,5794,5796],{"id":5795},"the-remmd-framework","The ReMMD Framework",[22,5798,5799],{},"ReMMD (Realistic Multilingual Multi-Image Agentic Verification) addresses these gaps through two primary components:",[26,5801,5802,5808],{},[29,5803,5804,5807],{},[32,5805,5806],{},"ReMMDBench:"," A comprehensive benchmark consisting of 500 samples and 2,756 images. It covers five monolingual languages, two cross-lingual settings, and three text-length tiers. It provides five-way veracity labels, eight specific distortion labels, and includes evidence provenance and rationales to support transparent verification.",[29,5809,5810,5813],{},[32,5811,5812],{},"ReMMD-Agent:"," A persistent-memory verifier designed to handle complex posts. Instead of treating a post as a single unit, the agent decomposes the content into atomic points. It then constructs a reusable evidence set to verify these points, enabling structured L1\u002FL2\u002FL3 outputs that offer more granular insight than binary classification.",[17,5815,5817],{"id":5816},"performance-and-efficiency-gains","Performance and Efficiency Gains",[22,5819,5820],{},"ReMMD-Agent demonstrates superior performance in five-way veracity detection, achieving 41.80% accuracy and 39.12% macro-F1 using GPT-5.2. Beyond accuracy, the framework significantly optimizes resource consumption. It reduces verification costs by 17.5% compared to MMD-Agent and by 79.9% relative to T2-Agent, proving that structured, atomic decomposition is a more cost-effective strategy for large-scale misinformation detection than traditional monolithic approaches.",{"title":56,"searchDepth":57,"depth":57,"links":5822},[5823,5824,5825],{"id":5788,"depth":57,"text":5789},{"id":5795,"depth":57,"text":5796},{"id":5816,"depth":57,"text":5817},[62],{"content_references":5828,"triage":5834},[5829],{"type":5756,"title":5830,"author":5831,"url":5832,"context":5833},"ReMMD: Realistic Multilingual Multi-Image Agentic Verification for Multimodal Misinformation Detection","Chenhao Dang, Dantong Zhu, Jun Yang, Conghui He, Weijia Li","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.24112","recommended",{"relevance":75,"novelty":75,"quality":75,"actionability":57,"composite":5835,"reasoning":5836},3.6,"Category: AI & LLMs. The article presents a new framework for misinformation detection using AI agents, addressing a specific pain point of verifying complex, multimodal content. However, while it offers insights into the framework's design and performance, it lacks practical steps for implementation that the audience could directly act upon.","\u002Fsummaries\u002Fa355635ce80cbc52-remmd-agentic-verification-for-multimodal-misinfor-summary","2026-06-24 12:56:41",{"title":5778,"description":56},{"loc":5837},"a355635ce80cbc52","arXiv cs.AI","summaries\u002Fa355635ce80cbc52-remmd-agentic-verification-for-multimodal-misinfor-summary",[91,93,94,5845],"misinformation","ReMMD is a new framework for detecting complex, multilingual, multi-image misinformation by decomposing posts into atomic points and using persistent-memory agents to verify claims, significantly reducing costs compared to previous methods.",[93,94,5845],"x6p3Le6fv4qG9DW7cCYLo_N54ADaHT1SeGIgnqKm7vk",{"id":5850,"title":5851,"ai":5852,"body":5857,"categories":5877,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":5878,"navigation":79,"path":5887,"published_at":5888,"question":63,"scraped_at":5888,"seo":5889,"sitemap":5890,"source_id":5891,"source_name":5842,"source_type":87,"source_url":5883,"stem":5892,"tags":5893,"thumbnail_url":63,"tldr":5895,"tweet":63,"unknown_tags":5896,"__hash__":5897},"summaries\u002Fsummaries\u002F43de75d798d3fb5c-visual-seeker-active-visual-reasoning-for-multimod-summary.md","Visual-Seeker: Active Visual Reasoning for Multimodal Agents",{"provider":7,"model":8,"input_tokens":5853,"output_tokens":5854,"processing_time_ms":5855,"cost_usd":5856},4082,401,2517,0.001622,{"type":14,"value":5858,"toc":5873},[5859,5863,5866,5870],[17,5860,5862],{"id":5861},"the-shift-to-visual-native-search","The Shift to Visual-Native Search",[22,5864,5865],{},"Traditional multimodal search often relies on text-based metadata or simple image-text alignment, which fails to capture the nuanced spatial and contextual relationships within complex visual data. Visual-Seeker proposes a shift toward 'visual-native' search, where the agent treats visual information as the primary source of truth rather than a secondary modality. By utilizing active visual reasoning, the agent can dynamically explore and interpret visual content, allowing it to perform tasks that require spatial awareness and visual inference that standard retrieval systems miss.",[17,5867,5869],{"id":5868},"active-visual-reasoning-framework","Active Visual Reasoning Framework",[22,5871,5872],{},"Instead of a static query-response loop, the Visual-Seeker framework treats search as an iterative, agentic process. The agent is equipped with the ability to perform 'active' steps—such as zooming, cropping, or re-orienting its focus—to gather more granular information from a visual scene. This iterative approach allows the agent to refine its understanding of a query through multiple passes of visual inspection. By grounding its reasoning in the visual features themselves, the agent minimizes the 'hallucination' risks often associated with relying solely on text-based descriptions of images. This methodology is particularly effective for tasks requiring high-precision localization or the identification of subtle visual cues that are typically lost in standard embedding-based retrieval systems.",{"title":56,"searchDepth":57,"depth":57,"links":5874},[5875,5876],{"id":5861,"depth":57,"text":5862},{"id":5868,"depth":57,"text":5869},[62],{"content_references":5879,"triage":5885},[5880],{"type":5881,"title":5882,"url":5883,"context":5884},"paper","Visual-Seeker: Towards Visual-Native Multimodal Agentic Search via Active Visual Reasoning","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.15231","cited",{"relevance":75,"novelty":75,"quality":75,"actionability":57,"composite":5835,"reasoning":5886},"Category: AI & LLMs. The article discusses a novel framework for multimodal agents that enhances search capabilities through active visual reasoning, addressing a specific pain point in AI-powered product development. However, it lacks practical steps or frameworks that the audience can directly implement.","\u002Fsummaries\u002F43de75d798d3fb5c-visual-seeker-active-visual-reasoning-for-multimod-summary","2026-06-16 12:56:57",{"title":5851,"description":56},{"loc":5887},"43de75d798d3fb5c","summaries\u002F43de75d798d3fb5c-visual-seeker-active-visual-reasoning-for-multimod-summary",[91,5894,93,94],"research","Visual-Seeker introduces a visual-native agentic search framework that moves beyond text-based retrieval by employing active visual reasoning to navigate and interpret complex multimodal environments.",[93,94],"yg3afa2VU13xTccwS9M-vJVXDQREbsmEncQbm25o_48",{"id":5899,"title":5900,"ai":5901,"body":5906,"categories":5949,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":5950,"navigation":79,"path":5963,"published_at":5964,"question":63,"scraped_at":5965,"seo":5966,"sitemap":5967,"source_id":5968,"source_name":5969,"source_type":5970,"source_url":5971,"stem":5972,"tags":5973,"thumbnail_url":5975,"tldr":5976,"tweet":5977,"unknown_tags":5978,"__hash__":5979},"summaries\u002Fsummaries\u002F651fed1d5a363187-building-dynamic-experiences-with-genui-and-agenti-summary.md","Building Dynamic Experiences with GenUI and Agentic Workflows",{"provider":7,"model":8,"input_tokens":5902,"output_tokens":5903,"processing_time_ms":5904,"cost_usd":5905},4547,507,3057,0.00189725,{"type":14,"value":5907,"toc":5945},[5908,5912,5915,5919,5922,5942],[17,5909,5911],{"id":5910},"the-shift-to-agent-to-ui-a2ui","The Shift to Agent-to-UI (A2UI)",[22,5913,5914],{},"GenUI, or Agent-to-UI, represents a shift from static application interfaces to dynamic, on-demand experiences. Instead of developers hard-coding every possible screen, the application uses an AI agent (in this case, Gemini) to negotiate content with the user and then assemble the UI components in real-time. This allows the application to adapt to individual user preferences, such as customizing a coffee latte design based on a user's specific \"happy place\" description.",[17,5916,5918],{"id":5917},"practical-implementation-and-personalization","Practical Implementation and Personalization",[22,5920,5921],{},"The GenLatte demo illustrates how this paradigm functions in a production-like environment using Flutter and Firebase. The workflow involves three distinct stages:",[5692,5923,5924,5930,5936],{},[29,5925,5926,5929],{},[32,5927,5928],{},"Negotiation:"," The user interacts with an AI agent to define their requirements (e.g., describing a scene with specific elements like dragons in Las Vegas).",[29,5931,5932,5935],{},[32,5933,5934],{},"Generation:"," Gemini processes these requirements to generate both the visual content and the necessary UI structure to present options to the user.",[29,5937,5938,5941],{},[32,5939,5940],{},"Refinement:"," Users can \"tweak\" the output, allowing the agent to adjust the generated content to meet their specific tastes before finalizing the experience.",[22,5943,5944],{},"This approach moves the limit of app development from the developer's pre-defined constraints to the user's imagination. Beyond coffee art, this pattern is applicable to any domain requiring high levels of personalization, such as retail (matching new clothes to an existing wardrobe) or restaurant ordering (customizing dishes based on available ingredients).",{"title":56,"searchDepth":57,"depth":57,"links":5946},[5947,5948],{"id":5910,"depth":57,"text":5911},{"id":5917,"depth":57,"text":5918},[62],{"content_references":5951,"triage":5961},[5952,5955,5958],{"type":69,"title":5953,"url":5954,"context":71},"Flutter","https:\u002F\u002Fflutter.dev",{"type":69,"title":5956,"url":5957,"context":71},"Firebase","https:\u002F\u002Ffirebase.google.com",{"type":69,"title":5959,"url":5960,"context":71},"Gemini","https:\u002F\u002Fgemini.google.com",{"relevance":5760,"novelty":75,"quality":75,"actionability":75,"composite":5761,"reasoning":5962},"Category: Design & Frontend. The article discusses the innovative GenUI framework that allows for dynamic, personalized user interfaces using AI agents, addressing a key pain point for designers and developers in creating adaptable applications. It provides a clear implementation workflow that can be directly applied in product development, making it actionable for the audience.","\u002Fsummaries\u002F651fed1d5a363187-building-dynamic-experiences-with-genui-and-agenti-summary","2026-06-15 16:00:19","2026-06-16 12:56:40",{"title":5900,"description":56},{"loc":5963},"651fed1d5a363187","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DHWiny5bjJc","summaries\u002F651fed1d5a363187-building-dynamic-experiences-with-genui-and-agenti-summary",[92,91,93,5974],"flutter","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FDHWiny5bjJc\u002Fhqdefault.jpg","GenUI (Agent-to-UI) enables applications to generate custom user interfaces on-demand using Gemini, allowing for real-time personalization that goes beyond static design.","A demo from Google Cloud Next '26 showcasing [GenUI](https:\u002F\u002Fgoo.gle\u002F4vEfJan) (Agent-to-UI), where a [Flutter](https:\u002F\u002Fgoo.gle\u002F4unv51W) app uses [Gemini](https:\u002F\u002Fgoo.gle\u002F43UKGuV) to generate and refine images for a latte printer. It serves as a high-level conceptual pitch for how [A2UI](https:\u002F\u002Fgoo.gle\u002F4xl85mY) can dynamically assemble app interfaces based on user input.",[93,5974],"mls4DIfGmYvvvxJx7gHCDpRdhAvW_gPhmGiMvpe9GYA"]