[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-5bb06f262859430e-secret-service-mobile-security-failures-and-oversi-summary":3,"summaries-facets-categories":104,"summary-related-5bb06f262859430e-secret-service-mobile-security-failures-and-oversi-summary":5608},{"id":4,"title":5,"ai":6,"body":13,"categories":67,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":72,"navigation":85,"path":86,"published_at":87,"question":69,"scraped_at":88,"seo":89,"sitemap":90,"source_id":91,"source_name":92,"source_type":93,"source_url":94,"stem":95,"tags":96,"thumbnail_url":69,"tldr":101,"tweet":69,"unknown_tags":102,"__hash__":103},"summaries\u002Fsummaries\u002F5bb06f262859430e-secret-service-mobile-security-failures-and-oversi-summary.md","Secret Service Mobile Security Failures and Oversight Challenges",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4271,598,3044,0.00196475,{"type":14,"value":15,"toc":61},"minimark",[16,21,25,28,51,55,58],[17,18,20],"h2",{"id":19},"systemic-security-lapses-in-mobile-management","Systemic Security Lapses in Mobile Management",[22,23,24],"p",{},"A Department of Homeland Security (DHS) Office of Inspector General (OIG) report found that the Secret Service failed to maintain adequate security for mobile devices, creating vulnerabilities for protectees and staff. The Office of the CIO (OCIO) is identified as the primary failure point, having failed to implement necessary security software or ensure that government-furnished equipment (GFE) met operational requirements.",[22,26,27],{},"Key security failures include:",[29,30,31,39,45],"ul",{},[32,33,34,38],"li",{},[35,36,37],"strong",{},"Normalization of Personal Devices:"," Due to technical limitations and frequent VPN failures on government-issued devices, employees routinely used personal phones for official business. This practice was so common that the agency reimbursed employees for personal device usage after international travel.",[32,40,41,44],{},[35,42,43],{},"Failure to Sanitize Devices:"," Despite established policies, the agency failed to consistently wipe data from devices after international missions. The report cites instances where phones were not wiped for years, including after travel to high-risk countries.",[32,46,47,50],{},[35,48,49],{},"Insecure App Approval:"," The agency approved the use of applications containing known vulnerabilities, further exposing sensitive information to potential interception.",[17,52,54],{"id":53},"obstruction-and-agency-response","Obstruction and Agency Response",[22,56,57],{},"The audit, which covered the period from October 2022 to April 2025, faced significant friction. The Secret Service delayed the OIG’s access to asset management and travel systems for over 130 days, citing concerns over the scope of data requested. The OIG noted that these delays hindered their ability to independently validate property information and conduct necessary interviews.",[22,59,60],{},"Despite the friction, the Secret Service concurred with all five OIG recommendations. The agency has begun remediation efforts, including the development of a formal intake process to ensure mobile capabilities align with mission needs and a new outreach strategy to clarify mobile device usage policies. The OIG has already closed one of the five recommendations, with the remainder pending further evidence of implementation.",{"title":62,"searchDepth":63,"depth":63,"links":64},"",2,[65,66],{"id":19,"depth":63,"text":20},{"id":53,"depth":63,"text":54},[68],"GovTech & Public-Sector Adoption",null,"md",false,{"content_references":73,"triage":80},[74],{"type":75,"title":76,"author":77,"url":78,"context":79},"report","OIG-26-09: Secret Service Mobile Device Security Management","Department of Homeland Security Office of Inspector General","https:\u002F\u002Fwww.oig.dhs.gov\u002Fsites\u002Fdefault\u002Ffiles\u002Fassets\u002F2026-06\u002FOIG-26-09-Jun26.pdf","cited",{"relevance":81,"novelty":82,"quality":81,"actionability":82,"composite":83,"reasoning":84},4,3,3.6,"Category: Algorithmic Accountability. The article discusses significant security lapses in the Secret Service's mobile device management, highlighting accountability and oversight challenges that are relevant to public-sector technology leaders. It provides insights into specific failures and agency responses, which can inform similar governance practices.",true,"\u002Fsummaries\u002F5bb06f262859430e-secret-service-mobile-security-failures-and-oversi-summary","2026-06-25 18:05:58","2026-06-29 14:49:22",{"title":5,"description":62},{"loc":86},"5bb06f262859430e","FedScoop","article","https:\u002F\u002Ffedscoop.com\u002Fsecret-service-mobile-device-security-management-oig-report\u002F","summaries\u002F5bb06f262859430e-secret-service-mobile-security-failures-and-oversi-summary",[97,98,99,100],"govtech","accountability","transparency","federal","A DHS Inspector General report reveals that the Secret Service's reliance on insecure personal devices and poor management of government-issued hardware has created significant security risks for protectees and employees.",[],"gHNCCtmjb36IHb2gVFSUjXuBJvPkCDEOjuUZKbbsJLA",[105,108,111,114,117,120,122,124,127,129,131,133,135,138,140,142,144,146,149,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,184,187,189,191,193,195,197,199,201,203,205,207,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,241,243,245,247,249,251,253,255,257,259,261,263,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,343,345,347,349,351,353,355,357,359,361,363,365,368,370,372,374,376,378,380,382,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,432,434,436,439,441,443,445,447,449,451,453,455,457,459,461,463,465,468,470,472,474,476,478,480,482,484,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,724,726,728,730,733,735,737,739,741,743,745,747,749,751,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606],{"categories":106},[107],"Developer Productivity",{"categories":109},[110],"Business & SaaS",{"categories":112},[113],"AI & LLMs",{"categories":115},[116],"AI Automation",{"categories":118},[119],"Product Strategy",{"categories":121},[113],{"categories":123},[107],{"categories":125},[126],"Software Engineering",{"categories":128},[113],{"categories":130},[110],{"categories":132},[],{"categories":134},[113],{"categories":136},[137],"Inference & Serving",{"categories":139},[113],{"categories":141},[113],{"categories":143},[116],{"categories":145},[],{"categories":147},[148],"AI News & Trends",{"categories":150},[116],{"categories":152},[113],{"categories":154},[110],{"categories":156},[116],{"categories":158},[148],{"categories":160},[116],{"categories":162},[116],{"categories":164},[113],{"categories":166},[116],{"categories":168},[113],{"categories":170},[113],{"categories":172},[113],{"categories":174},[148],{"categories":176},[113],{"categories":178},[113],{"categories":180},[],{"categories":182},[183],"Design & Frontend",{"categories":185},[186],"Data Science & Visualization",{"categories":188},[148],{"categories":190},[113],{"categories":192},[113],{"categories":194},[],{"categories":196},[113],{"categories":198},[116],{"categories":200},[126],{"categories":202},[113],{"categories":204},[116],{"categories":206},[113],{"categories":208},[209],"Marketing & Growth",{"categories":211},[183],{"categories":213},[113],{"categories":215},[116],{"categories":217},[113],{"categories":219},[],{"categories":221},[],{"categories":223},[183],{"categories":225},[113],{"categories":227},[116],{"categories":229},[107],{"categories":231},[126],{"categories":233},[183],{"categories":235},[113],{"categories":237},[126],{"categories":239},[240],"DevOps & Cloud",{"categories":242},[116],{"categories":244},[119],{"categories":246},[148],{"categories":248},[113],{"categories":250},[],{"categories":252},[113],{"categories":254},[],{"categories":256},[116],{"categories":258},[126],{"categories":260},[],{"categories":262},[126],{"categories":264},[265],"Governance & Standards",{"categories":267},[110],{"categories":269},[],{"categories":271},[],{"categories":273},[113],{"categories":275},[113],{"categories":277},[116],{"categories":279},[113],{"categories":281},[113],{"categories":283},[116],{"categories":285},[113],{"categories":287},[113],{"categories":289},[113],{"categories":291},[],{"categories":293},[126],{"categories":295},[],{"categories":297},[],{"categories":299},[126],{"categories":301},[],{"categories":303},[126],{"categories":305},[113],{"categories":307},[113],{"categories":309},[209],{"categories":311},[113],{"categories":313},[183],{"categories":315},[183],{"categories":317},[113],{"categories":319},[126],{"categories":321},[116],{"categories":323},[68],{"categories":325},[126],{"categories":327},[113],{"categories":329},[113],{"categories":331},[116],{"categories":333},[116],{"categories":335},[186],{"categories":337},[148],{"categories":339},[116],{"categories":341},[342],"Legal AI Tools",{"categories":344},[116],{"categories":346},[209],{"categories":348},[116],{"categories":350},[119],{"categories":352},[126],{"categories":354},[68],{"categories":356},[],{"categories":358},[116],{"categories":360},[],{"categories":362},[116],{"categories":364},[116],{"categories":366},[367],"RAG & Retrieval",{"categories":369},[110],{"categories":371},[113],{"categories":373},[126],{"categories":375},[240],{"categories":377},[183],{"categories":379},[113],{"categories":381},[],{"categories":383},[384],"Agents & Orchestration",{"categories":386},[126],{"categories":388},[113],{"categories":390},[],{"categories":392},[116],{"categories":394},[],{"categories":396},[113],{"categories":398},[],{"categories":400},[107],{"categories":402},[126],{"categories":404},[110],{"categories":406},[113],{"categories":408},[113],{"categories":410},[148],{"categories":412},[113],{"categories":414},[],{"categories":416},[113],{"categories":418},[],{"categories":420},[126],{"categories":422},[186],{"categories":424},[],{"categories":426},[113],{"categories":428},[183],{"categories":430},[431],"Models & Frontier Labs",{"categories":433},[],{"categories":435},[183],{"categories":437},[438],"Regulation & Governance of AI",{"categories":440},[116],{"categories":442},[],{"categories":444},[113],{"categories":446},[113],{"categories":448},[116],{"categories":450},[148],{"categories":452},[110],{"categories":454},[113],{"categories":456},[],{"categories":458},[126],{"categories":460},[116],{"categories":462},[113],{"categories":464},[119],{"categories":466},[467],"AI Policy & Regulation",{"categories":469},[],{"categories":471},[113],{"categories":473},[119],{"categories":475},[116],{"categories":477},[113],{"categories":479},[116],{"categories":481},[],{"categories":483},[186],{"categories":485},[486],"Evals & Reliability",{"categories":488},[113],{"categories":490},[],{"categories":492},[107],{"categories":494},[68],{"categories":496},[467],{"categories":498},[113],{"categories":500},[110],{"categories":502},[113],{"categories":504},[116],{"categories":506},[113],{"categories":508},[116],{"categories":510},[384],{"categories":512},[113],{"categories":514},[126],{"categories":516},[113],{"categories":518},[],{"categories":520},[],{"categories":522},[113],{"categories":524},[68],{"categories":526},[113],{"categories":528},[113],{"categories":530},[],{"categories":532},[183],{"categories":534},[],{"categories":536},[113],{"categories":538},[],{"categories":540},[116],{"categories":542},[113],{"categories":544},[183],{"categories":546},[],{"categories":548},[113],{"categories":550},[116],{"categories":552},[113],{"categories":554},[110],{"categories":556},[116],{"categories":558},[113],{"categories":560},[113],{"categories":562},[126],{"categories":564},[183],{"categories":566},[116],{"categories":568},[],{"categories":570},[126],{"categories":572},[116],{"categories":574},[],{"categories":576},[148],{"categories":578},[],{"categories":580},[113],{"categories":582},[113],{"categories":584},[110,209],{"categories":586},[],{"categories":588},[113],{"categories":590},[113],{"categories":592},[116],{"categories":594},[],{"categories":596},[],{"categories":598},[113],{"categories":600},[183],{"categories":602},[113],{"categories":604},[],{"categories":606},[113],{"categories":608},[240],{"categories":610},[],{"categories":612},[116],{"categories":614},[148],{"categories":616},[113],{"categories":618},[183],{"categories":620},[],{"categories":622},[148],{"categories":624},[113],{"categories":626},[137],{"categories":628},[113],{"categories":630},[116],{"categories":632},[148],{"categories":634},[431],{"categories":636},[113],{"categories":638},[209],{"categories":640},[],{"categories":642},[116],{"categories":644},[110],{"categories":646},[126],{"categories":648},[113],{"categories":650},[116],{"categories":652},[],{"categories":654},[113,240],{"categories":656},[113],{"categories":658},[113],{"categories":660},[113],{"categories":662},[116],{"categories":664},[113,126],{"categories":666},[186],{"categories":668},[113],{"categories":670},[113],{"categories":672},[126],{"categories":674},[116],{"categories":676},[467],{"categories":678},[209],{"categories":680},[116],{"categories":682},[113],{"categories":684},[113],{"categories":686},[116],{"categories":688},[],{"categories":690},[384],{"categories":692},[116],{"categories":694},[113],{"categories":696},[113,110],{"categories":698},[110],{"categories":700},[],{"categories":702},[183],{"categories":704},[183],{"categories":706},[113],{"categories":708},[],{"categories":710},[],{"categories":712},[148],{"categories":714},[],{"categories":716},[107],{"categories":718},[113],{"categories":720},[126],{"categories":722},[723],"Generative UI & Design-to-Code",{"categories":725},[113],{"categories":727},[183],{"categories":729},[113],{"categories":731},[732],"Algorithmic Accountability",{"categories":734},[116],{"categories":736},[126],{"categories":738},[148],{"categories":740},[183],{"categories":742},[],{"categories":744},[113],{"categories":746},[113],{"categories":748},[113],{"categories":750},[116],{"categories":752},[753],"MLOps & Infrastructure",{"categories":755},[113],{"categories":757},[113],{"categories":759},[113],{"categories":761},[113],{"categories":763},[148],{"categories":765},[107],{"categories":767},[113],{"categories":769},[116],{"categories":771},[240],{"categories":773},[113],{"categories":775},[183],{"categories":777},[113],{"categories":779},[116],{"categories":781},[],{"categories":783},[],{"categories":785},[137],{"categories":787},[183],{"categories":789},[148],{"categories":791},[186],{"categories":793},[],{"categories":795},[113],{"categories":797},[113],{"categories":799},[110],{"categories":801},[113],{"categories":803},[113],{"categories":805},[113],{"categories":807},[148],{"categories":809},[137],{"categories":811},[113],{"categories":813},[183],{"categories":815},[],{"categories":817},[116],{"categories":819},[126],{"categories":821},[],{"categories":823},[113],{"categories":825},[113],{"categories":827},[116],{"categories":829},[126],{"categories":831},[113],{"categories":833},[186],{"categories":835},[],{"categories":837},[113],{"categories":839},[],{"categories":841},[113],{"categories":843},[],{"categories":845},[119],{"categories":847},[110],{"categories":849},[116],{"categories":851},[116],{"categories":853},[],{"categories":855},[107],{"categories":857},[113],{"categories":859},[110],{"categories":861},[148],{"categories":863},[107],{"categories":865},[],{"categories":867},[113],{"categories":869},[],{"categories":871},[],{"categories":873},[148],{"categories":875},[148],{"categories":877},[],{"categories":879},[384],{"categories":881},[113],{"categories":883},[183],{"categories":885},[126],{"categories":887},[],{"categories":889},[342],{"categories":891},[110],{"categories":893},[],{"categories":895},[],{"categories":897},[107],{"categories":899},[186],{"categories":901},[],{"categories":903},[209],{"categories":905},[116],{"categories":907},[110],{"categories":909},[116],{"categories":911},[110],{"categories":913},[126],{"categories":915},[],{"categories":917},[137],{"categories":919},[119],{"categories":921},[113],{"categories":923},[183],{"categories":925},[126],{"categories":927},[110],{"categories":929},[113],{"categories":931},[116],{"categories":933},[110],{"categories":935},[113],{"categories":937},[],{"categories":939},[],{"categories":941},[126],{"categories":943},[186],{"categories":945},[119],{"categories":947},[113],{"categories":949},[116],{"categories":951},[113],{"categories":953},[],{"categories":955},[148],{"categories":957},[119],{"categories":959},[113],{"categories":961},[486],{"categories":963},[240],{"categories":965},[],{"categories":967},[116],{"categories":969},[],{"categories":971},[107],{"categories":973},[],{"categories":975},[113],{"categories":977},[113],{"categories":979},[183],{"categories":981},[209],{"categories":983},[126],{"categories":985},[116],{"categories":987},[],{"categories":989},[126],{"categories":991},[107],{"categories":993},[],{"categories":995},[148],{"categories":997},[113,240],{"categories":999},[1000],"Design Systems for AI",{"categories":1002},[113],{"categories":1004},[148],{"categories":1006},[113],{"categories":1008},[113],{"categories":1010},[110],{"categories":1012},[113],{"categories":1014},[],{"categories":1016},[113],{"categories":1018},[110],{"categories":1020},[113],{"categories":1022},[],{"categories":1024},[116],{"categories":1026},[126],{"categories":1028},[126],{"categories":1030},[183],{"categories":1032},[148],{"categories":1034},[186],{"categories":1036},[113],{"categories":1038},[107],{"categories":1040},[467],{"categories":1042},[113],{"categories":1044},[116],{"categories":1046},[113],{"categories":1048},[126],{"categories":1050},[126],{"categories":1052},[],{"categories":1054},[],{"categories":1056},[116],{"categories":1058},[119],{"categories":1060},[],{"categories":1062},[113],{"categories":1064},[],{"categories":1066},[183],{"categories":1068},[116],{"categories":1070},[126],{"categories":1072},[183],{"categories":1074},[113],{"categories":1076},[183],{"categories":1078},[],{"categories":1080},[],{"categories":1082},[148],{"categories":1084},[116],{"categories":1086},[116],{"categories":1088},[113],{"categories":1090},[113],{"categories":1092},[113],{"categories":1094},[110],{"categories":1096},[113],{"categories":1098},[113],{"categories":1100},[],{"categories":1102},[126],{"categories":1104},[126],{"categories":1106},[113],{"categories":1108},[126],{"categories":1110},[110],{"categories":1112},[],{"categories":1114},[113],{"categories":1116},[113],{"categories":1118},[113],{"categories":1120},[116],{"categories":1122},[107],{"categories":1124},[110],{"categories":1126},[148],{"categories":1128},[116],{"categories":1130},[137],{"categories":1132},[209],{"categories":1134},[113],{"categories":1136},[116],{"categories":1138},[],{"categories":1140},[183],{"categories":1142},[],{"categories":1144},[113],{"categories":1146},[113],{"categories":1148},[],{"categories":1150},[126],{"categories":1152},[110],{"categories":1154},[1155],"Visual & Generative Media",{"categories":1157},[116],{"categories":1159},[],{"categories":1161},[113],{"categories":1163},[113],{"categories":1165},[240],{"categories":1167},[186],{"categories":1169},[467],{"categories":1171},[126],{"categories":1173},[209],{"categories":1175},[113],{"categories":1177},[183],{"categories":1179},[113],{"categories":1181},[126],{"categories":1183},[116],{"categories":1185},[],{"categories":1187},[],{"categories":1189},[116],{"categories":1191},[107],{"categories":1193},[116],{"categories":1195},[431],{"categories":1197},[113],{"categories":1199},[119],{"categories":1201},[110],{"categories":1203},[],{"categories":1205},[113],{"categories":1207},[119],{"categories":1209},[113],{"categories":1211},[113],{"categories":1213},[113],{"categories":1215},[113],{"categories":1217},[113],{"categories":1219},[209],{"categories":1221},[113],{"categories":1223},[384],{"categories":1225},[113],{"categories":1227},[113],{"categories":1229},[113],{"categories":1231},[113],{"categories":1233},[113],{"categories":1235},[183],{"categories":1237},[116],{"categories":1239},[],{"categories":1241},[116],{"categories":1243},[],{"categories":1245},[240],{"categories":1247},[126],{"categories":1249},[],{"categories":1251},[431],{"categories":1253},[116],{"categories":1255},[113],{"categories":1257},[183,113],{"categories":1259},[107],{"categories":1261},[],{"categories":1263},[113],{"categories":1265},[107],{"categories":1267},[1268],"Medical Imaging & Radiology",{"categories":1270},[183],{"categories":1272},[116],{"categories":1274},[126],{"categories":1276},[],{"categories":1278},[113],{"categories":1280},[113],{"categories":1282},[113],{"categories":1284},[],{"categories":1286},[],{"categories":1288},[113],{"categories":1290},[384],{"categories":1292},[113],{"categories":1294},[107],{"categories":1296},[113],{"categories":1298},[113],{"categories":1300},[],{"categories":1302},[116],{"categories":1304},[113],{"categories":1306},[119],{"categories":1308},[126],{"categories":1310},[113],{"categories":1312},[384],{"categories":1314},[113],{"categories":1316},[116],{"categories":1318},[113],{"categories":1320},[183],{"categories":1322},[116],{"categories":1324},[240],{"categories":1326},[183],{"categories":1328},[110],{"categories":1330},[116],{"categories":1332},[113],{"categories":1334},[113],{"categories":1336},[113],{"categories":1338},[116],{"categories":1340},[126],{"categories":1342},[113],{"categories":1344},[119],{"categories":1346},[],{"categories":1348},[148],{"categories":1350},[],{"categories":1352},[119],{"categories":1354},[116],{"categories":1356},[1000],{"categories":1358},[1000],{"categories":1360},[183],{"categories":1362},[113],{"categories":1364},[113],{"categories":1366},[116],{"categories":1368},[126],{"categories":1370},[183],{"categories":1372},[116],{"categories":1374},[148],{"categories":1376},[],{"categories":1378},[113],{"categories":1380},[],{"categories":1382},[113],{"categories":1384},[113],{"categories":1386},[1387],"Contract Review & E-Discovery",{"categories":1389},[183],{"categories":1391},[113],{"categories":1393},[107],{"categories":1395},[148],{"categories":1397},[113],{"categories":1399},[113],{"categories":1401},[209],{"categories":1403},[113],{"categories":1405},[113],{"categories":1407},[116],{"categories":1409},[116],{"categories":1411},[732],{"categories":1413},[116],{"categories":1415},[384],{"categories":1417},[113],{"categories":1419},[113],{"categories":1421},[116],{"categories":1423},[113],{"categories":1425},[384],{"categories":1427},[367],{"categories":1429},[113],{"categories":1431},[116],{"categories":1433},[113],{"categories":1435},[1436],"Law-Firm Practice & Adoption",{"categories":1438},[113],{"categories":1440},[116],{"categories":1442},[183],{"categories":1444},[113],{"categories":1446},[113],{"categories":1448},[],{"categories":1450},[],{"categories":1452},[126],{"categories":1454},[],{"categories":1456},[107],{"categories":1458},[240],{"categories":1460},[113],{"categories":1462},[],{"categories":1464},[107],{"categories":1466},[110],{"categories":1468},[113],{"categories":1470},[209],{"categories":1472},[],{"categories":1474},[110],{"categories":1476},[110],{"categories":1478},[],{"categories":1480},[113],{"categories":1482},[113],{"categories":1484},[126],{"categories":1486},[],{"categories":1488},[],{"categories":1490},[],{"categories":1492},[],{"categories":1494},[113],{"categories":1496},[116],{"categories":1498},[240],{"categories":1500},[113],{"categories":1502},[107],{"categories":1504},[126],{"categories":1506},[113],{"categories":1508},[113],{"categories":1510},[126],{"categories":1512},[119],{"categories":1514},[113],{"categories":1516},[753],{"categories":1518},[113],{"categories":1520},[209],{"categories":1522},[126],{"categories":1524},[110],{"categories":1526},[113],{"categories":1528},[113],{"categories":1530},[183],{"categories":1532},[113],{"categories":1534},[113],{"categories":1536},[113],{"categories":1538},[116],{"categories":1540},[113,107],{"categories":1542},[384],{"categories":1544},[113],{"categories":1546},[126],{"categories":1548},[126],{"categories":1550},[183],{"categories":1552},[116],{"categories":1554},[126],{"categories":1556},[113],{"categories":1558},[113],{"categories":1560},[],{"categories":1562},[],{"categories":1564},[113],{"categories":1566},[],{"categories":1568},[113],{"categories":1570},[126],{"categories":1572},[186],{"categories":1574},[148],{"categories":1576},[183],{"categories":1578},[113],{"categories":1580},[126],{"categories":1582},[],{"categories":1584},[116],{"categories":1586},[113],{"categories":1588},[113],{"categories":1590},[113],{"categories":1592},[113],{"categories":1594},[],{"categories":1596},[116],{"categories":1598},[113],{"categories":1600},[113],{"categories":1602},[],{"categories":1604},[116],{"categories":1606},[113],{"categories":1608},[110],{"categories":1610},[113],{"categories":1612},[],{"categories":1614},[107],{"categories":1616},[113],{"categories":1618},[183],{"categories":1620},[126],{"categories":1622},[113],{"categories":1624},[107],{"categories":1626},[113],{"categories":1628},[126],{"categories":1630},[209],{"categories":1632},[116],{"categories":1634},[116],{"categories":1636},[113,183],{"categories":1638},[113],{"categories":1640},[148],{"categories":1642},[113],{"categories":1644},[148],{"categories":1646},[116],{"categories":1648},[183],{"categories":1650},[],{"categories":1652},[126],{"categories":1654},[240],{"categories":1656},[183],{"categories":1658},[126],{"categories":1660},[113],{"categories":1662},[119],{"categories":1664},[113],{"categories":1666},[116],{"categories":1668},[],{"categories":1670},[],{"categories":1672},[],{"categories":1674},[],{"categories":1676},[119],{"categories":1678},[126],{"categories":1680},[113],{"categories":1682},[116],{"categories":1684},[116],{"categories":1686},[110],{"categories":1688},[116],{"categories":1690},[240],{"categories":1692},[113],{"categories":1694},[113],{"categories":1696},[137],{"categories":1698},[384],{"categories":1700},[113],{"categories":1702},[116],{"categories":1704},[113],{"categories":1706},[113],{"categories":1708},[342],{"categories":1710},[732],{"categories":1712},[],{"categories":1714},[183],{"categories":1716},[1436],{"categories":1718},[126],{"categories":1720},[],{"categories":1722},[],{"categories":1724},[116],{"categories":1726},[],{"categories":1728},[],{"categories":1730},[209],{"categories":1732},[209],{"categories":1734},[116],{"categories":1736},[126],{"categories":1738},[],{"categories":1740},[113],{"categories":1742},[113],{"categories":1744},[126],{"categories":1746},[1387],{"categories":1748},[183],{"categories":1750},[183],{"categories":1752},[113],{"categories":1754},[116],{"categories":1756},[107],{"categories":1758},[113],{"categories":1760},[113],{"categories":1762},[183],{"categories":1764},[183],{"categories":1766},[116],{"categories":1768},[116],{"categories":1770},[113],{"categories":1772},[],{"categories":1774},[113],{"categories":1776},[],{"categories":1778},[1779],"Interaction & Product Design",{"categories":1781},[113],{"categories":1783},[116],{"categories":1785},[265],{"categories":1787},[148],{"categories":1789},[126],{"categories":1791},[113],{"categories":1793},[126],{"categories":1795},[107],{"categories":1797},[113],{"categories":1799},[],{"categories":1801},[116],{"categories":1803},[116],{"categories":1805},[],{"categories":1807},[126],{"categories":1809},[113],{"categories":1811},[107],{"categories":1813},[1779],{"categories":1815},[113],{"categories":1817},[107],{"categories":1819},[107],{"categories":1821},[],{"categories":1823},[126],{"categories":1825},[],{"categories":1827},[116],{"categories":1829},[148],{"categories":1831},[113],{"categories":1833},[116],{"categories":1835},[113],{"categories":1837},[116],{"categories":1839},[113],{"categories":1841},[148],{"categories":1843},[186],{"categories":1845},[113],{"categories":1847},[119],{"categories":1849},[126],{"categories":1851},[1852],"Coding Agents & Dev Productivity",{"categories":1854},[148],{"categories":1856},[183],{"categories":1858},[],{"categories":1860},[732],{"categories":1862},[],{"categories":1864},[113],{"categories":1866},[113],{"categories":1868},[148],{"categories":1870},[],{"categories":1872},[],{"categories":1874},[],{"categories":1876},[116],{"categories":1878},[113],{"categories":1880},[],{"categories":1882},[126],{"categories":1884},[126],{"categories":1886},[113],{"categories":1888},[186],{"categories":1890},[],{"categories":1892},[113],{"categories":1894},[113],{"categories":1896},[113],{"categories":1898},[186],{"categories":1900},[126],{"categories":1902},[],{"categories":1904},[],{"categories":1906},[116],{"categories":1908},[116],{"categories":1910},[68],{"categories":1912},[126],{"categories":1914},[126],{"categories":1916},[116],{"categories":1918},[148],{"categories":1920},[148],{"categories":1922},[116],{"categories":1924},[116],{"categories":1926},[113],{"categories":1928},[107],{"categories":1930},[1779],{"categories":1932},[113,240],{"categories":1934},[],{"categories":1936},[183],{"categories":1938},[126],{"categories":1940},[107],{"categories":1942},[113],{"categories":1944},[116],{"categories":1946},[1947],"The Designer's Role & Craft",{"categories":1949},[183],{"categories":1951},[],{"categories":1953},[116],{"categories":1955},[113],{"categories":1957},[116],{"categories":1959},[116],{"categories":1961},[113],{"categories":1963},[209],{"categories":1965},[113],{"categories":1967},[126],{"categories":1969},[183],{"categories":1971},[113],{"categories":1973},[],{"categories":1975},[116],{"categories":1977},[183],{"categories":1979},[113],{"categories":1981},[113],{"categories":1983},[1984],"AI UX Patterns",{"categories":1986},[116],{"categories":1988},[116],{"categories":1990},[116],{"categories":1992},[116],{"categories":1994},[209],{"categories":1996},[186],{"categories":1998},[113],{"categories":2000},[116],{"categories":2002},[113],{"categories":2004},[1000],{"categories":2006},[],{"categories":2008},[209],{"categories":2010},[148],{"categories":2012},[126],{"categories":2014},[113],{"categories":2016},[116],{"categories":2018},[],{"categories":2020},[],{"categories":2022},[113],{"categories":2024},[116],{"categories":2026},[113],{"categories":2028},[116],{"categories":2030},[68],{"categories":2032},[183],{"categories":2034},[148],{"categories":2036},[126],{"categories":2038},[113],{"categories":2040},[116],{"categories":2042},[116],{"categories":2044},[],{"categories":2046},[113],{"categories":2048},[],{"categories":2050},[],{"categories":2052},[113],{"categories":2054},[113],{"categories":2056},[116],{"categories":2058},[126],{"categories":2060},[],{"categories":2062},[],{"categories":2064},[186],{"categories":2066},[137],{"categories":2068},[113],{"categories":2070},[186],{"categories":2072},[148],{"categories":2074},[113],{"categories":2076},[113],{"categories":2078},[116],{"categories":2080},[116],{"categories":2082},[113],{"categories":2084},[116],{"categories":2086},[],{"categories":2088},[],{"categories":2090},[113],{"categories":2092},[240],{"categories":2094},[113],{"categories":2096},[],{"categories":2098},[],{"categories":2100},[183],{"categories":2102},[753],{"categories":2104},[116],{"categories":2106},[107],{"categories":2108},[1947],{"categories":2110},[],{"categories":2112},[],{"categories":2114},[113],{"categories":2116},[],{"categories":2118},[],{"categories":2120},[126],{"categories":2122},[148],{"categories":2124},[209],{"categories":2126},[110],{"categories":2128},[113],{"categories":2130},[113],{"categories":2132},[110],{"categories":2134},[],{"categories":2136},[183],{"categories":2138},[113],{"categories":2140},[116],{"categories":2142},[110],{"categories":2144},[113],{"categories":2146},[113],{"categories":2148},[107],{"categories":2150},[113],{"categories":2152},[],{"categories":2154},[107],{"categories":2156},[113],{"categories":2158},[209],{"categories":2160},[116],{"categories":2162},[148],{"categories":2164},[113],{"categories":2166},[110],{"categories":2168},[113],{"categories":2170},[113],{"categories":2172},[113],{"categories":2174},[116],{"categories":2176},[],{"categories":2178},[113],{"categories":2180},[126],{"categories":2182},[107],{"categories":2184},[113],{"categories":2186},[113],{"categories":2188},[],{"categories":2190},[384],{"categories":2192},[148],{"categories":2194},[113],{"categories":2196},[113],{"categories":2198},[],{"categories":2200},[110],{"categories":2202},[110],{"categories":2204},[113],{"categories":2206},[113],{"categories":2208},[119],{"categories":2210},[113],{"categories":2212},[113],{"categories":2214},[126],{"categories":2216},[126],{"categories":2218},[113],{"categories":2220},[],{"categories":2222},[126],{"categories":2224},[113],{"categories":2226},[467],{"categories":2228},[],{"categories":2230},[],{"categories":2232},[113],{"categories":2234},[148],{"categories":2236},[],{"categories":2238},[240],{"categories":2240},[113],{"categories":2242},[113],{"categories":2244},[183],{"categories":2246},[723],{"categories":2248},[],{"categories":2250},[113],{"categories":2252},[126],{"categories":2254},[113],{"categories":2256},[113],{"categories":2258},[113,240],{"categories":2260},[113],{"categories":2262},[113],{"categories":2264},[183],{"categories":2266},[116],{"categories":2268},[],{"categories":2270},[116],{"categories":2272},[116],{"categories":2274},[113],{"categories":2276},[113],{"categories":2278},[113],{"categories":2280},[186],{"categories":2282},[113],{"categories":2284},[1984],{"categories":2286},[107],{"categories":2288},[186],{"categories":2290},[107],{"categories":2292},[126],{"categories":2294},[183],{"categories":2296},[116],{"categories":2298},[113],{"categories":2300},[],{"categories":2302},[113],{"categories":2304},[148],{"categories":2306},[113],{"categories":2308},[116],{"categories":2310},[113],{"categories":2312},[113],{"categories":2314},[110],{"categories":2316},[],{"categories":2318},[240],{"categories":2320},[113],{"categories":2322},[68],{"categories":2324},[183],{"categories":2326},[183],{"categories":2328},[126],{"categories":2330},[116],{"categories":2332},[113],{"categories":2334},[110],{"categories":2336},[148],{"categories":2338},[113],{"categories":2340},[183],{"categories":2342},[116],{"categories":2344},[113],{"categories":2346},[113],{"categories":2348},[431],{"categories":2350},[],{"categories":2352},[113],{"categories":2354},[113],{"categories":2356},[113],{"categories":2358},[],{"categories":2360},[],{"categories":2362},[113],{"categories":2364},[113],{"categories":2366},[113],{"categories":2368},[113],{"categories":2370},[126],{"categories":2372},[113],{"categories":2374},[113],{"categories":2376},[116],{"categories":2378},[113],{"categories":2380},[113],{"categories":2382},[113],{"categories":2384},[113],{"categories":2386},[],{"categories":2388},[186],{"categories":2390},[113],{"categories":2392},[116],{"categories":2394},[113],{"categories":2396},[],{"categories":2398},[],{"categories":2400},[113],{"categories":2402},[113],{"categories":2404},[113],{"categories":2406},[148],{"categories":2408},[],{"categories":2410},[113],{"categories":2412},[183],{"categories":2414},[113],{"categories":2416},[240],{"categories":2418},[1436],{"categories":2420},[148],{"categories":2422},[126],{"categories":2424},[126],{"categories":2426},[126],{"categories":2428},[148],{"categories":2430},[148],{"categories":2432},[240],{"categories":2434},[],{"categories":2436},[148],{"categories":2438},[113],{"categories":2440},[107],{"categories":2442},[126],{"categories":2444},[113],{"categories":2446},[148],{"categories":2448},[],{"categories":2450},[113],{"categories":2452},[126],{"categories":2454},[186],{"categories":2456},[113],{"categories":2458},[148],{"categories":2460},[113],{"categories":2462},[126],{"categories":2464},[116],{"categories":2466},[148],{"categories":2468},[116],{"categories":2470},[240],{"categories":2472},[116],{"categories":2474},[113],{"categories":2476},[113],{"categories":2478},[126],{"categories":2480},[113],{"categories":2482},[],{"categories":2484},[110],{"categories":2486},[126],{"categories":2488},[],{"categories":2490},[],{"categories":2492},[113],{"categories":2494},[116],{"categories":2496},[113],{"categories":2498},[2499],"Frameworks & Tooling",{"categories":2501},[113],{"categories":2503},[113],{"categories":2505},[113],{"categories":2507},[113],{"categories":2509},[],{"categories":2511},[186],{"categories":2513},[186],{"categories":2515},[107],{"categories":2517},[116],{"categories":2519},[183],{"categories":2521},[],{"categories":2523},[1436],{"categories":2525},[113],{"categories":2527},[126],{"categories":2529},[113],{"categories":2531},[240],{"categories":2533},[240],{"categories":2535},[],{"categories":2537},[116],{"categories":2539},[148],{"categories":2541},[148],{"categories":2543},[113],{"categories":2545},[116],{"categories":2547},[],{"categories":2549},[183],{"categories":2551},[113],{"categories":2553},[113],{"categories":2555},[],{"categories":2557},[113],{"categories":2559},[],{"categories":2561},[126],{"categories":2563},[113],{"categories":2565},[126],{"categories":2567},[240],{"categories":2569},[113],{"categories":2571},[126],{"categories":2573},[110],{"categories":2575},[113],{"categories":2577},[1436],{"categories":2579},[],{"categories":2581},[116],{"categories":2583},[107],{"categories":2585},[107],{"categories":2587},[],{"categories":2589},[116],{"categories":2591},[113],{"categories":2593},[2594],"AI Design Tooling",{"categories":2596},[183],{"categories":2598},[113],{"categories":2600},[113],{"categories":2602},[126],{"categories":2604},[183],{"categories":2606},[113],{"categories":2608},[126],{"categories":2610},[148],{"categories":2612},[119],{"categories":2614},[126],{"categories":2616},[116],{"categories":2618},[],{"categories":2620},[113],{"categories":2622},[113],{"categories":2624},[116],{"categories":2626},[113],{"categories":2628},[113],{"categories":2630},[],{"categories":2632},[116],{"categories":2634},[2499],{"categories":2636},[113],{"categories":2638},[116],{"categories":2640},[116],{"categories":2642},[126],{"categories":2644},[126],{"categories":2646},[],{"categories":2648},[126],{"categories":2650},[113],{"categories":2652},[113],{"categories":2654},[116],{"categories":2656},[110],{"categories":2658},[113],{"categories":2660},[],{"categories":2662},[113],{"categories":2664},[1779],{"categories":2666},[],{"categories":2668},[113],{"categories":2670},[113],{"categories":2672},[],{"categories":2674},[113],{"categories":2676},[384],{"categories":2678},[113],{"categories":2680},[209],{"categories":2682},[148],{"categories":2684},[113],{"categories":2686},[113],{"categories":2688},[1436],{"categories":2690},[107],{"categories":2692},[113],{"categories":2694},[113],{"categories":2696},[186],{"categories":2698},[113],{"categories":2700},[148],{"categories":2702},[116],{"categories":2704},[],{"categories":2706},[113],{"categories":2708},[183],{"categories":2710},[113],{"categories":2712},[209],{"categories":2714},[113],{"categories":2716},[116],{"categories":2718},[],{"categories":2720},[],{"categories":2722},[],{"categories":2724},[107],{"categories":2726},[148],{"categories":2728},[116],{"categories":2730},[113],{"categories":2732},[113],{"categories":2734},[113],{"categories":2736},[342],{"categories":2738},[183],{"categories":2740},[116],{"categories":2742},[113],{"categories":2744},[],{"categories":2746},[116],{"categories":2748},[116],{"categories":2750},[],{"categories":2752},[113],{"categories":2754},[116],{"categories":2756},[113],{"categories":2758},[],{"categories":2760},[113],{"categories":2762},[113],{"categories":2764},[148],{"categories":2766},[183],{"categories":2768},[116],{"categories":2770},[183],{"categories":2772},[116],{"categories":2774},[110],{"categories":2776},[],{"categories":2778},[],{"categories":2780},[113],{"categories":2782},[113],{"categories":2784},[107],{"categories":2786},[116],{"categories":2788},[148],{"categories":2790},[],{"categories":2792},[183],{"categories":2794},[],{"categories":2796},[126],{"categories":2798},[126],{"categories":2800},[183],{"categories":2802},[126],{"categories":2804},[113],{"categories":2806},[],{"categories":2808},[113],{"categories":2810},[113],{"categories":2812},[],{"categories":2814},[209],{"categories":2816},[113],{"categories":2818},[240],{"categories":2820},[126],{"categories":2822},[],{"categories":2824},[116],{"categories":2826},[113],{"categories":2828},[107],{"categories":2830},[431],{"categories":2832},[116],{"categories":2834},[116],{"categories":2836},[113],{"categories":2838},[113],{"categories":2840},[],{"categories":2842},[107],{"categories":2844},[113],{"categories":2846},[110],{"categories":2848},[126],{"categories":2850},[183],{"categories":2852},[],{"categories":2854},[],{"categories":2856},[],{"categories":2858},[116],{"categories":2860},[126],{"categories":2862},[183],{"categories":2864},[148],{"categories":2866},[113],{"categories":2868},[148],{"categories":2870},[116],{"categories":2872},[183],{"categories":2874},[113],{"categories":2876},[],{"categories":2878},[113],{"categories":2880},[137],{"categories":2882},[116],{"categories":2884},[183],{"categories":2886},[148],{"categories":2888},[110],{"categories":2890},[126],{"categories":2892},[113],{"categories":2894},[148],{"categories":2896},[209],{"categories":2898},[],{"categories":2900},[],{"categories":2902},[186],{"categories":2904},[384],{"categories":2906},[113],{"categories":2908},[116],{"categories":2910},[113,126],{"categories":2912},[148],{"categories":2914},[113],{"categories":2916},[113],{"categories":2918},[116],{"categories":2920},[113],{"categories":2922},[116],{"categories":2924},[113],{"categories":2926},[113],{"categories":2928},[],{"categories":2930},[1000],{"categories":2932},[126],{"categories":2934},[183],{"categories":2936},[113],{"categories":2938},[113],{"categories":2940},[186],{"categories":2942},[116],{"categories":2944},[209],{"categories":2946},[240],{"categories":2948},[],{"categories":2950},[113],{"categories":2952},[110],{"categories":2954},[116],{"categories":2956},[107],{"categories":2958},[116],{"categories":2960},[113],{"categories":2962},[116],{"categories":2964},[119],{"categories":2966},[126],{"categories":2968},[113],{"categories":2970},[113],{"categories":2972},[],{"categories":2974},[],{"categories":2976},[],{"categories":2978},[240],{"categories":2980},[113],{"categories":2982},[148],{"categories":2984},[113],{"categories":2986},[113],{"categories":2988},[113],{"categories":2990},[113],{"categories":2992},[],{"categories":2994},[186],{"categories":2996},[110],{"categories":2998},[116],{"categories":3000},[113],{"categories":3002},[],{"categories":3004},[113],{"categories":3006},[116],{"categories":3008},[113],{"categories":3010},[240],{"categories":3012},[],{"categories":3014},[183],{"categories":3016},[183],{"categories":3018},[],{"categories":3020},[126],{"categories":3022},[113],{"categories":3024},[183],{"categories":3026},[113],{"categories":3028},[110],{"categories":3030},[116],{"categories":3032},[113],{"categories":3034},[],{"categories":3036},[148],{"categories":3038},[113],{"categories":3040},[113],{"categories":3042},[183],{"categories":3044},[116],{"categories":3046},[148],{"categories":3048},[],{"categories":3050},[116],{"categories":3052},[116],{"categories":3054},[183],{"categories":3056},[113],{"categories":3058},[113],{"categories":3060},[113],{"categories":3062},[384],{"categories":3064},[113],{"categories":3066},[],{"categories":3068},[113],{"categories":3070},[113],{"categories":3072},[240],{"categories":3074},[148],{"categories":3076},[186],{"categories":3078},[467],{"categories":3080},[186],{"categories":3082},[],{"categories":3084},[],{"categories":3086},[],{"categories":3088},[116],{"categories":3090},[116],{"categories":3092},[126],{"categories":3094},[113],{"categories":3096},[367],{"categories":3098},[126],{"categories":3100},[113],{"categories":3102},[113],{"categories":3104},[113],{"categories":3106},[113],{"categories":3108},[116],{"categories":3110},[],{"categories":3112},[],{"categories":3114},[113],{"categories":3116},[],{"categories":3118},[113],{"categories":3120},[116],{"categories":3122},[183],{"categories":3124},[113],{"categories":3126},[113],{"categories":3128},[],{"categories":3130},[119],{"categories":3132},[113],{"categories":3134},[183],{"categories":3136},[113],{"categories":3138},[110],{"categories":3140},[113],{"categories":3142},[209],{"categories":3144},[116],{"categories":3146},[113],{"categories":3148},[723],{"categories":3150},[113],{"categories":3152},[116],{"categories":3154},[113],{"categories":3156},[126],{"categories":3158},[113],{"categories":3160},[431],{"categories":3162},[183],{"categories":3164},[],{"categories":3166},[148],{"categories":3168},[384],{"categories":3170},[116],{"categories":3172},[113],{"categories":3174},[],{"categories":3176},[148],{"categories":3178},[68],{"categories":3180},[116],{"categories":3182},[116],{"categories":3184},[113],{"categories":3186},[113],{"categories":3188},[116],{"categories":3190},[],{"categories":3192},[110],{"categories":3194},[116],{"categories":3196},[],{"categories":3198},[126],{"categories":3200},[113],{"categories":3202},[107],{"categories":3204},[148],{"categories":3206},[240],{"categories":3208},[137],{"categories":3210},[116],{"categories":3212},[116],{"categories":3214},[113],{"categories":3216},[116],{"categories":3218},[107],{"categories":3220},[],{"categories":3222},[113],{"categories":3224},[113],{"categories":3226},[],{"categories":3228},[],{"categories":3230},[183],{"categories":3232},[113,110],{"categories":3234},[116],{"categories":3236},[113],{"categories":3238},[],{"categories":3240},[107],{"categories":3242},[186],{"categories":3244},[110],{"categories":3246},[113],{"categories":3248},[126],{"categories":3250},[113],{"categories":3252},[116],{"categories":3254},[113],{"categories":3256},[113],{"categories":3258},[113],{"categories":3260},[148],{"categories":3262},[1000],{"categories":3264},[116],{"categories":3266},[113],{"categories":3268},[],{"categories":3270},[],{"categories":3272},[116],{"categories":3274},[113],{"categories":3276},[240],{"categories":3278},[],{"categories":3280},[113],{"categories":3282},[116],{"categories":3284},[137],{"categories":3286},[116],{"categories":3288},[384],{"categories":3290},[],{"categories":3292},[342],{"categories":3294},[116],{"categories":3296},[113],{"categories":3298},[209],{"categories":3300},[113],{"categories":3302},[186],{"categories":3304},[116],{"categories":3306},[113],{"categories":3308},[384],{"categories":3310},[113],{"categories":3312},[240],{"categories":3314},[],{"categories":3316},[113],{"categories":3318},[209],{"categories":3320},[183],{"categories":3322},[113],{"categories":3324},[113],{"categories":3326},[],{"categories":3328},[209],{"categories":3330},[148],{"categories":3332},[113],{"categories":3334},[113],{"categories":3336},[467],{"categories":3338},[107],{"categories":3340},[113],{"categories":3342},[],{"categories":3344},[],{"categories":3346},[183],{"categories":3348},[113],{"categories":3350},[186],{"categories":3352},[209],{"categories":3354},[116],{"categories":3356},[209],{"categories":3358},[148],{"categories":3360},[],{"categories":3362},[113],{"categories":3364},[],{"categories":3366},[113],{"categories":3368},[486],{"categories":3370},[113],{"categories":3372},[113],{"categories":3374},[116],{"categories":3376},[384],{"categories":3378},[113],{"categories":3380},[113],{"categories":3382},[113],{"categories":3384},[],{"categories":3386},[113,126],{"categories":3388},[148],{"categories":3390},[116],{"categories":3392},[126],{"categories":3394},[116],{"categories":3396},[753],{"categories":3398},[126],{"categories":3400},[113],{"categories":3402},[107],{"categories":3404},[],{"categories":3406},[],{"categories":3408},[116],{"categories":3410},[113],{"categories":3412},[126],{"categories":3414},[107],{"categories":3416},[126],{"categories":3418},[126],{"categories":3420},[113],{"categories":3422},[209],{"categories":3424},[113],{"categories":3426},[126],{"categories":3428},[],{"categories":3430},[113],{"categories":3432},[183,113],{"categories":3434},[240],{"categories":3436},[107],{"categories":3438},[],{"categories":3440},[113],{"categories":3442},[384],{"categories":3444},[110],{"categories":3446},[110],{"categories":3448},[113],{"categories":3450},[113],{"categories":3452},[68],{"categories":3454},[113],{"categories":3456},[126],{"categories":3458},[116],{"categories":3460},[113],{"categories":3462},[113],{"categories":3464},[148],{"categories":3466},[209],{"categories":3468},[183],{"categories":3470},[113],{"categories":3472},[113],{"categories":3474},[113],{"categories":3476},[113],{"categories":3478},[107],{"categories":3480},[113],{"categories":3482},[116],{"categories":3484},[116],{"categories":3486},[126],{"categories":3488},[148],{"categories":3490},[126],{"categories":3492},[],{"categories":3494},[],{"categories":3496},[186],{"categories":3498},[113],{"categories":3500},[126],{"categories":3502},[113],{"categories":3504},[183],{"categories":3506},[384],{"categories":3508},[342],{"categories":3510},[68],{"categories":3512},[113],{"categories":3514},[113],{"categories":3516},[113],{"categories":3518},[186],{"categories":3520},[113],{"categories":3522},[113],{"categories":3524},[113],{"categories":3526},[116],{"categories":3528},[107],{"categories":3530},[116],{"categories":3532},[113,110],{"categories":3534},[],{"categories":3536},[183],{"categories":3538},[],{"categories":3540},[119],{"categories":3542},[113],{"categories":3544},[148],{"categories":3546},[107],{"categories":3548},[107],{"categories":3550},[116],{"categories":3552},[116],{"categories":3554},[116],{"categories":3556},[113],{"categories":3558},[113],{"categories":3560},[110],{"categories":3562},[126],{"categories":3564},[209],{"categories":3566},[113],{"categories":3568},[],{"categories":3570},[148],{"categories":3572},[113],{"categories":3574},[113],{"categories":3576},[113],{"categories":3578},[113],{"categories":3580},[113],{"categories":3582},[126],{"categories":3584},[148],{"categories":3586},[126],{"categories":3588},[126],{"categories":3590},[113],{"categories":3592},[113],{"categories":3594},[342],{"categories":3596},[113],{"categories":3598},[116],{"categories":3600},[148],{"categories":3602},[113],{"categories":3604},[113],{"categories":3606},[116],{"categories":3608},[113],{"categories":3610},[113],{"categories":3612},[113],{"categories":3614},[2499],{"categories":3616},[3617],"Clinical AI",{"categories":3619},[183],{"categories":3621},[113],{"categories":3623},[113],{"categories":3625},[113],{"categories":3627},[240],{"categories":3629},[1984],{"categories":3631},[113],{"categories":3633},[119],{"categories":3635},[113],{"categories":3637},[116],{"categories":3639},[113],{"categories":3641},[113],{"categories":3643},[148],{"categories":3645},[113],{"categories":3647},[116],{"categories":3649},[209],{"categories":3651},[113],{"categories":3653},[113],{"categories":3655},[110],{"categories":3657},[113],{"categories":3659},[431],{"categories":3661},[113],{"categories":3663},[],{"categories":3665},[113],{"categories":3667},[126],{"categories":3669},[113],{"categories":3671},[],{"categories":3673},[],{"categories":3675},[113],{"categories":3677},[],{"categories":3679},[110],{"categories":3681},[113],{"categories":3683},[116],{"categories":3685},[148],{"categories":3687},[148],{"categories":3689},[148],{"categories":3691},[148],{"categories":3693},[],{"categories":3695},[107],{"categories":3697},[116],{"categories":3699},[148],{"categories":3701},[113],{"categories":3703},[486],{"categories":3705},[119],{"categories":3707},[113],{"categories":3709},[107],{"categories":3711},[116],{"categories":3713},[113],{"categories":3715},[113,116],{"categories":3717},[116],{"categories":3719},[240],{"categories":3721},[148],{"categories":3723},[116],{"categories":3725},[148],{"categories":3727},[116],{"categories":3729},[113],{"categories":3731},[],{"categories":3733},[148],{"categories":3735},[209],{"categories":3737},[107],{"categories":3739},[113],{"categories":3741},[113],{"categories":3743},[],{"categories":3745},[126],{"categories":3747},[],{"categories":3749},[107],{"categories":3751},[116],{"categories":3753},[148],{"categories":3755},[113],{"categories":3757},[148],{"categories":3759},[107],{"categories":3761},[148],{"categories":3763},[148],{"categories":3765},[],{"categories":3767},[110],{"categories":3769},[116],{"categories":3771},[148],{"categories":3773},[148],{"categories":3775},[148],{"categories":3777},[148],{"categories":3779},[148],{"categories":3781},[148],{"categories":3783},[148],{"categories":3785},[148],{"categories":3787},[148],{"categories":3789},[148],{"categories":3791},[186],{"categories":3793},[107],{"categories":3795},[113],{"categories":3797},[113],{"categories":3799},[116],{"categories":3801},[116],{"categories":3803},[],{"categories":3805},[113,107],{"categories":3807},[],{"categories":3809},[116],{"categories":3811},[148],{"categories":3813},[116],{"categories":3815},[753],{"categories":3817},[113],{"categories":3819},[113],{"categories":3821},[113],{"categories":3823},[113],{"categories":3825},[68],{"categories":3827},[113],{"categories":3829},[116],{"categories":3831},[110],{"categories":3833},[116],{"categories":3835},[753],{"categories":3837},[],{"categories":3839},[116],{"categories":3841},[183],{"categories":3843},[148],{"categories":3845},[113],{"categories":3847},[],{"categories":3849},[],{"categories":3851},[116],{"categories":3853},[183],{"categories":3855},[113],{"categories":3857},[],{"categories":3859},[113],{"categories":3861},[],{"categories":3863},[209],{"categories":3865},[113],{"categories":3867},[],{"categories":3869},[],{"categories":3871},[148],{"categories":3873},[107],{"categories":3875},[113],{"categories":3877},[110],{"categories":3879},[113],{"categories":3881},[113],{"categories":3883},[113],{"categories":3885},[110],{"categories":3887},[183],{"categories":3889},[],{"categories":3891},[113],{"categories":3893},[148],{"categories":3895},[],{"categories":3897},[113],{"categories":3899},[113],{"categories":3901},[183],{"categories":3903},[113],{"categories":3905},[209],{"categories":3907},[113],{"categories":3909},[240],{"categories":3911},[],{"categories":3913},[116],{"categories":3915},[209],{"categories":3917},[126],{"categories":3919},[],{"categories":3921},[113],{"categories":3923},[],{"categories":3925},[116],{"categories":3927},[183],{"categories":3929},[126],{"categories":3931},[],{"categories":3933},[2499],{"categories":3935},[110],{"categories":3937},[107],{"categories":3939},[186],{"categories":3941},[116],{"categories":3943},[183],{"categories":3945},[126],{"categories":3947},[],{"categories":3949},[],{"categories":3951},[113],{"categories":3953},[107],{"categories":3955},[113],{"categories":3957},[209],{"categories":3959},[],{"categories":3961},[116],{"categories":3963},[116],{"categories":3965},[116],{"categories":3967},[148],{"categories":3969},[126],{"categories":3971},[113],{"categories":3973},[116],{"categories":3975},[119],{"categories":3977},[113],{"categories":3979},[116],{"categories":3981},[113],{"categories":3983},[119],{"categories":3985},[209],{"categories":3987},[148],{"categories":3989},[],{"categories":3991},[209],{"categories":3993},[],{"categories":3995},[126],{"categories":3997},[116],{"categories":3999},[],{"categories":4001},[113],{"categories":4003},[113],{"categories":4005},[113],{"categories":4007},[113],{"categories":4009},[116],{"categories":4011},[110],{"categories":4013},[107],{"categories":4015},[113],{"categories":4017},[183],{"categories":4019},[126],{"categories":4021},[126],{"categories":4023},[113],{"categories":4025},[186],{"categories":4027},[116],{"categories":4029},[113],{"categories":4031},[116],{"categories":4033},[113],{"categories":4035},[110],{"categories":4037},[183],{"categories":4039},[126],{"categories":4041},[116],{"categories":4043},[113],{"categories":4045},[119],{"categories":4047},[113],{"categories":4049},[116],{"categories":4051},[113],{"categories":4053},[148],{"categories":4055},[],{"categories":4057},[107],{"categories":4059},[113],{"categories":4061},[113],{"categories":4063},[113],{"categories":4065},[126],{"categories":4067},[113],{"categories":4069},[126],{"categories":4071},[113],{"categories":4073},[116],{"categories":4075},[113],{"categories":4077},[113],{"categories":4079},[113],{"categories":4081},[113],{"categories":4083},[],{"categories":4085},[113],{"categories":4087},[183],{"categories":4089},[110],{"categories":4091},[148],{"categories":4093},[116],{"categories":4095},[113],{"categories":4097},[113],{"categories":4099},[183],{"categories":4101},[116],{"categories":4103},[113],{"categories":4105},[209],{"categories":4107},[113],{"categories":4109},[186],{"categories":4111},[113],{"categories":4113},[113],{"categories":4115},[148],{"categories":4117},[113],{"categories":4119},[113],{"categories":4121},[116],{"categories":4123},[240],{"categories":4125},[113],{"categories":4127},[116],{"categories":4129},[186],{"categories":4131},[],{"categories":4133},[116],{"categories":4135},[126],{"categories":4137},[113],{"categories":4139},[1852],{"categories":4141},[183],{"categories":4143},[265],{"categories":4145},[113],{"categories":4147},[107],{"categories":4149},[126],{"categories":4151},[110],{"categories":4153},[126],{"categories":4155},[113],{"categories":4157},[],{"categories":4159},[116],{"categories":4161},[116],{"categories":4163},[113],{"categories":4165},[113],{"categories":4167},[186],{"categories":4169},[],{"categories":4171},[148],{"categories":4173},[],{"categories":4175},[148],{"categories":4177},[113],{"categories":4179},[113],{"categories":4181},[116],{"categories":4183},[116],{"categories":4185},[116],{"categories":4187},[],{"categories":4189},[148],{"categories":4191},[113],{"categories":4193},[],{"categories":4195},[113],{"categories":4197},[113],{"categories":4199},[],{"categories":4201},[183],{"categories":4203},[126],{"categories":4205},[116],{"categories":4207},[113],{"categories":4209},[113],{"categories":4211},[209],{"categories":4213},[113],{"categories":4215},[113],{"categories":4217},[107],{"categories":4219},[],{"categories":4221},[113],{"categories":4223},[113],{"categories":4225},[],{"categories":4227},[107],{"categories":4229},[148],{"categories":4231},[126],{"categories":4233},[384],{"categories":4235},[113],{"categories":4237},[113],{"categories":4239},[113],{"categories":4241},[126],{"categories":4243},[148],{"categories":4245},[183],{"categories":4247},[113],{"categories":4249},[113],{"categories":4251},[113],{"categories":4253},[148],{"categories":4255},[183],{"categories":4257},[113],{"categories":4259},[148],{"categories":4261},[183],{"categories":4263},[113],{"categories":4265},[148],{"categories":4267},[116],{"categories":4269},[116],{"categories":4271},[116],{"categories":4273},[126],{"categories":4275},[148],{"categories":4277},[116],{"categories":4279},[116],{"categories":4281},[113],{"categories":4283},[126],{"categories":4285},[183],{"categories":4287},[113],{"categories":4289},[],{"categories":4291},[116],{"categories":4293},[],{"categories":4295},[],{"categories":4297},[],{"categories":4299},[116],{"categories":4301},[110],{"categories":4303},[116],{"categories":4305},[4306],"Liability & Ethics",{"categories":4308},[113],{"categories":4310},[116],{"categories":4312},[107],{"categories":4314},[116],{"categories":4316},[110],{"categories":4318},[209],{"categories":4320},[116],{"categories":4322},[],{"categories":4324},[467],{"categories":4326},[116],{"categories":4328},[],{"categories":4330},[107],{"categories":4332},[116],{"categories":4334},[],{"categories":4336},[116],{"categories":4338},[113],{"categories":4340},[113],{"categories":4342},[148],{"categories":4344},[113],{"categories":4346},[113],{"categories":4348},[116],{"categories":4350},[113],{"categories":4352},[113],{"categories":4354},[148],{"categories":4356},[116],{"categories":4358},[126],{"categories":4360},[183],{"categories":4362},[107],{"categories":4364},[113],{"categories":4366},[],{"categories":4368},[116],{"categories":4370},[116],{"categories":4372},[384],{"categories":4374},[183],{"categories":4376},[240],{"categories":4378},[148],{"categories":4380},[113],{"categories":4382},[183],{"categories":4384},[113],{"categories":4386},[107],{"categories":4388},[],{"categories":4390},[116],{"categories":4392},[113],{"categories":4394},[113],{"categories":4396},[116],{"categories":4398},[113],{"categories":4400},[183],{"categories":4402},[],{"categories":4404},[116],{"categories":4406},[119],{"categories":4408},[148],{"categories":4410},[116],{"categories":4412},[110],{"categories":4414},[],{"categories":4416},[113],{"categories":4418},[119],{"categories":4420},[113],{"categories":4422},[116],{"categories":4424},[148],{"categories":4426},[107],{"categories":4428},[240],{"categories":4430},[113],{"categories":4432},[113],{"categories":4434},[113],{"categories":4436},[148],{"categories":4438},[110],{"categories":4440},[113],{"categories":4442},[183],{"categories":4444},[148],{"categories":4446},[240],{"categories":4448},[113],{"categories":4450},[116],{"categories":4452},[],{"categories":4454},[431],{"categories":4456},[],{"categories":4458},[113],{"categories":4460},[240],{"categories":4462},[186],{"categories":4464},[116],{"categories":4466},[116],{"categories":4468},[4469],"Design News & Tools",{"categories":4471},[113],{"categories":4473},[148],{"categories":4475},[113],{"categories":4477},[107],{"categories":4479},[113],{"categories":4481},[183],{"categories":4483},[116],{"categories":4485},[116],{"categories":4487},[113],{"categories":4489},[384],{"categories":4491},[113],{"categories":4493},[384],{"categories":4495},[209],{"categories":4497},[113],{"categories":4499},[116],{"categories":4501},[],{"categories":4503},[113],{"categories":4505},[113],{"categories":4507},[113],{"categories":4509},[148],{"categories":4511},[107],{"categories":4513},[],{"categories":4515},[113],{"categories":4517},[113],{"categories":4519},[126],{"categories":4521},[486],{"categories":4523},[126],{"categories":4525},[183],{"categories":4527},[113],{"categories":4529},[113,116],{"categories":4531},[209,110],{"categories":4533},[113],{"categories":4535},[113],{"categories":4537},[113],{"categories":4539},[],{"categories":4541},[116],{"categories":4543},[],{"categories":4545},[126],{"categories":4547},[113],{"categories":4549},[126],{"categories":4551},[],{"categories":4553},[116],{"categories":4555},[113],{"categories":4557},[148],{"categories":4559},[113],{"categories":4561},[],{"categories":4563},[116],{"categories":4565},[113],{"categories":4567},[],{"categories":4569},[183],{"categories":4571},[113],{"categories":4573},[116],{"categories":4575},[113],{"categories":4577},[113],{"categories":4579},[107],{"categories":4581},[116],{"categories":4583},[113],{"categories":4585},[],{"categories":4587},[240],{"categories":4589},[209],{"categories":4591},[110],{"categories":4593},[110],{"categories":4595},[113],{"categories":4597},[107],{"categories":4599},[107],{"categories":4601},[113],{"categories":4603},[116],{"categories":4605},[113],{"categories":4607},[113],{"categories":4609},[113],{"categories":4611},[126],{"categories":4613},[113],{"categories":4615},[107],{"categories":4617},[116],{"categories":4619},[113],{"categories":4621},[209],{"categories":4623},[384],{"categories":4625},[148],{"categories":4627},[113],{"categories":4629},[113],{"categories":4631},[116],{"categories":4633},[113],{"categories":4635},[],{"categories":4637},[126],{"categories":4639},[],{"categories":4641},[126],{"categories":4643},[116],{"categories":4645},[107],{"categories":4647},[],{"categories":4649},[186],{"categories":4651},[240],{"categories":4653},[113],{"categories":4655},[126],{"categories":4657},[113],{"categories":4659},[],{"categories":4661},[148],{"categories":4663},[116],{"categories":4665},[126],{"categories":4667},[183],{"categories":4669},[113],{"categories":4671},[116],{"categories":4673},[126],{"categories":4675},[116],{"categories":4677},[148],{"categories":4679},[113],{"categories":4681},[107],{"categories":4683},[148],{"categories":4685},[126],{"categories":4687},[113],{"categories":4689},[183],{"categories":4691},[110],{"categories":4693},[113],{"categories":4695},[113],{"categories":4697},[113],{"categories":4699},[113],{"categories":4701},[113],{"categories":4703},[116],{"categories":4705},[113],{"categories":4707},[116],{"categories":4709},[113],{"categories":4711},[113],{"categories":4713},[107],{"categories":4715},[113],{"categories":4717},[116],{"categories":4719},[116],{"categories":4721},[183],{"categories":4723},[116],{"categories":4725},[116],{"categories":4727},[107],{"categories":4729},[116],{"categories":4731},[183],{"categories":4733},[],{"categories":4735},[113],{"categories":4737},[186],{"categories":4739},[384],{"categories":4741},[113],{"categories":4743},[113],{"categories":4745},[113],{"categories":4747},[126],{"categories":4749},[],{"categories":4751},[116],{"categories":4753},[209],{"categories":4755},[113],{"categories":4757},[148],{"categories":4759},[116],{"categories":4761},[113],{"categories":4763},[209],{"categories":4765},[116],{"categories":4767},[110],{"categories":4769},[110],{"categories":4771},[113],{"categories":4773},[113],{"categories":4775},[113],{"categories":4777},[107],{"categories":4779},[],{"categories":4781},[113],{"categories":4783},[116],{"categories":4785},[116],{"categories":4787},[113],{"categories":4789},[113],{"categories":4791},[113],{"categories":4793},[126],{"categories":4795},[],{"categories":4797},[107],{"categories":4799},[113],{"categories":4801},[113],{"categories":4803},[116],{"categories":4805},[116],{"categories":4807},[],{"categories":4809},[126],{"categories":4811},[126],{"categories":4813},[113],{"categories":4815},[209],{"categories":4817},[183],{"categories":4819},[],{"categories":4821},[113],{"categories":4823},[116],{"categories":4825},[107],{"categories":4827},[113],{"categories":4829},[126],{"categories":4831},[107],{"categories":4833},[148],{"categories":4835},[186],{"categories":4837},[148],{"categories":4839},[116],{"categories":4841},[],{"categories":4843},[148],{"categories":4845},[116],{"categories":4847},[183],{"categories":4849},[186],{"categories":4851},[113],{"categories":4853},[],{"categories":4855},[116],{"categories":4857},[2499],{"categories":4859},[148],{"categories":4861},[126],{"categories":4863},[113],{"categories":4865},[113],{"categories":4867},[110],{"categories":4869},[113],{"categories":4871},[107],{"categories":4873},[1436],{"categories":4875},[240],{"categories":4877},[107],{"categories":4879},[],{"categories":4881},[],{"categories":4883},[148],{"categories":4885},[116],{"categories":4887},[148],{"categories":4889},[],{"categories":4891},[116],{"categories":4893},[116],{"categories":4895},[116],{"categories":4897},[],{"categories":4899},[113],{"categories":4901},[],{"categories":4903},[148],{"categories":4905},[107],{"categories":4907},[183],{"categories":4909},[113],{"categories":4911},[148],{"categories":4913},[113],{"categories":4915},[148],{"categories":4917},[],{"categories":4919},[148],{"categories":4921},[107],{"categories":4923},[384],{"categories":4925},[116],{"categories":4927},[113],{"categories":4929},[],{"categories":4931},[126],{"categories":4933},[116],{"categories":4935},[119],{"categories":4937},[116],{"categories":4939},[107],{"categories":4941},[],{"categories":4943},[],{"categories":4945},[],{"categories":4947},[183],{"categories":4949},[116],{"categories":4951},[113],{"categories":4953},[113],{"categories":4955},[],{"categories":4957},[],{"categories":4959},[],{"categories":4961},[183],{"categories":4963},[113],{"categories":4965},[],{"categories":4967},[116],{"categories":4969},[113],{"categories":4971},[107],{"categories":4973},[],{"categories":4975},[],{"categories":4977},[183],{"categories":4979},[113],{"categories":4981},[148],{"categories":4983},[],{"categories":4985},[209],{"categories":4987},[148],{"categories":4989},[209],{"categories":4991},[186],{"categories":4993},[113],{"categories":4995},[113],{"categories":4997},[],{"categories":4999},[],{"categories":5001},[116],{"categories":5003},[],{"categories":5005},[113],{"categories":5007},[384],{"categories":5009},[113],{"categories":5011},[113],{"categories":5013},[],{"categories":5015},[116],{"categories":5017},[113],{"categories":5019},[113],{"categories":5021},[],{"categories":5023},[116],{"categories":5025},[113],{"categories":5027},[148],{"categories":5029},[113],{"categories":5031},[209],{"categories":5033},[110],{"categories":5035},[113],{"categories":5037},[113],{"categories":5039},[116],{"categories":5041},[186],{"categories":5043},[116],{"categories":5045},[116],{"categories":5047},[],{"categories":5049},[],{"categories":5051},[113],{"categories":5053},[],{"categories":5055},[148],{"categories":5057},[110],{"categories":5059},[],{"categories":5061},[],{"categories":5063},[183],{"categories":5065},[107],{"categories":5067},[],{"categories":5069},[110],{"categories":5071},[209],{"categories":5073},[113],{"categories":5075},[126],{"categories":5077},[107],{"categories":5079},[186],{"categories":5081},[110],{"categories":5083},[126],{"categories":5085},[126],{"categories":5087},[],{"categories":5089},[113],{"categories":5091},[],{"categories":5093},[116],{"categories":5095},[107],{"categories":5097},[183],{"categories":5099},[113],{"categories":5101},[107],{"categories":5103},[116],{"categories":5105},[240],{"categories":5107},[113],{"categories":5109},[113],{"categories":5111},[113],{"categories":5113},[107],{"categories":5115},[186],{"categories":5117},[116],{"categories":5119},[],{"categories":5121},[113],{"categories":5123},[126],{"categories":5125},[148],{"categories":5127},[126],{"categories":5129},[113],{"categories":5131},[119],{"categories":5133},[],{"categories":5135},[183],{"categories":5137},[148],{"categories":5139},[107],{"categories":5141},[116],{"categories":5143},[113],{"categories":5145},[113],{"categories":5147},[116],{"categories":5149},[113],{"categories":5151},[113],{"categories":5153},[110],{"categories":5155},[116],{"categories":5157},[116,240],{"categories":5159},[116],{"categories":5161},[126],{"categories":5163},[113],{"categories":5165},[113],{"categories":5167},[186],{"categories":5169},[116],{"categories":5171},[209],{"categories":5173},[116],{"categories":5175},[110],{"categories":5177},[],{"categories":5179},[116],{"categories":5181},[113],{"categories":5183},[110],{"categories":5185},[],{"categories":5187},[],{"categories":5189},[126],{"categories":5191},[113],{"categories":5193},[116],{"categories":5195},[186],{"categories":5197},[209],{"categories":5199},[113],{"categories":5201},[113],{"categories":5203},[116],{"categories":5205},[],{"categories":5207},[116],{"categories":5209},[148],{"categories":5211},[116],{"categories":5213},[],{"categories":5215},[148],{"categories":5217},[126],{"categories":5219},[2499],{"categories":5221},[107],{"categories":5223},[126],{"categories":5225},[113],{"categories":5227},[116],{"categories":5229},[113],{"categories":5231},[113],{"categories":5233},[209],{"categories":5235},[126],{"categories":5237},[],{"categories":5239},[148],{"categories":5241},[113],{"categories":5243},[],{"categories":5245},[116],{"categories":5247},[113],{"categories":5249},[113],{"categories":5251},[113],{"categories":5253},[116],{"categories":5255},[113],{"categories":5257},[113],{"categories":5259},[119],{"categories":5261},[116],{"categories":5263},[113],{"categories":5265},[113],{"categories":5267},[113],{"categories":5269},[113],{"categories":5271},[113],{"categories":5273},[110],{"categories":5275},[],{"categories":5277},[119],{"categories":5279},[148],{"categories":5281},[116],{"categories":5283},[113],{"categories":5285},[126],{"categories":5287},[],{"categories":5289},[126],{"categories":5291},[126],{"categories":5293},[116],{"categories":5295},[126],{"categories":5297},[113],{"categories":5299},[113],{"categories":5301},[126],{"categories":5303},[113],{"categories":5305},[116],{"categories":5307},[148],{"categories":5309},[113],{"categories":5311},[113],{"categories":5313},[113],{"categories":5315},[110],{"categories":5317},[113],{"categories":5319},[116],{"categories":5321},[183],{"categories":5323},[],{"categories":5325},[113],{"categories":5327},[186],{"categories":5329},[116],{"categories":5331},[113],{"categories":5333},[],{"categories":5335},[113],{"categories":5337},[113],{"categories":5339},[148],{"categories":5341},[113],{"categories":5343},[113],{"categories":5345},[116],{"categories":5347},[209],{"categories":5349},[],{"categories":5351},[],{"categories":5353},[126],{"categories":5355},[148],{"categories":5357},[126],{"categories":5359},[148],{"categories":5361},[113],{"categories":5363},[209],{"categories":5365},[113],{"categories":5367},[107],{"categories":5369},[116],{"categories":5371},[113],{"categories":5373},[116],{"categories":5375},[116],{"categories":5377},[113],{"categories":5379},[110],{"categories":5381},[],{"categories":5383},[186],{"categories":5385},[113],{"categories":5387},[],{"categories":5389},[148],{"categories":5391},[113],{"categories":5393},[186],{"categories":5395},[113],{"categories":5397},[126],{"categories":5399},[126],{"categories":5401},[126],{"categories":5403},[116],{"categories":5405},[116],{"categories":5407},[116],{"categories":5409},[113],{"categories":5411},[183],{"categories":5413},[186],{"categories":5415},[186],{"categories":5417},[],{"categories":5419},[148],{"categories":5421},[113],{"categories":5423},[113],{"categories":5425},[126],{"categories":5427},[],{"categories":5429},[148],{"categories":5431},[148],{"categories":5433},[148],{"categories":5435},[],{"categories":5437},[116],{"categories":5439},[113],{"categories":5441},[],{"categories":5443},[107],{"categories":5445},[110],{"categories":5447},[],{"categories":5449},[113],{"categories":5451},[113],{"categories":5453},[],{"categories":5455},[126],{"categories":5457},[],{"categories":5459},[],{"categories":5461},[],{"categories":5463},[],{"categories":5465},[113],{"categories":5467},[148],{"categories":5469},[],{"categories":5471},[],{"categories":5473},[113],{"categories":5475},[113],{"categories":5477},[113],{"categories":5479},[186],{"categories":5481},[113],{"categories":5483},[186],{"categories":5485},[],{"categories":5487},[186],{"categories":5489},[186],{"categories":5491},[240],{"categories":5493},[116],{"categories":5495},[126],{"categories":5497},[],{"categories":5499},[],{"categories":5501},[186],{"categories":5503},[126],{"categories":5505},[126],{"categories":5507},[126],{"categories":5509},[],{"categories":5511},[107],{"categories":5513},[126],{"categories":5515},[126],{"categories":5517},[107],{"categories":5519},[126],{"categories":5521},[110],{"categories":5523},[126],{"categories":5525},[126],{"categories":5527},[126],{"categories":5529},[186],{"categories":5531},[148],{"categories":5533},[148],{"categories":5535},[113],{"categories":5537},[126],{"categories":5539},[186],{"categories":5541},[240],{"categories":5543},[186],{"categories":5545},[186],{"categories":5547},[186],{"categories":5549},[],{"categories":5551},[110],{"categories":5553},[],{"categories":5555},[240],{"categories":5557},[126],{"categories":5559},[126],{"categories":5561},[126],{"categories":5563},[116],{"categories":5565},[148,110],{"categories":5567},[186],{"categories":5569},[],{"categories":5571},[],{"categories":5573},[186],{"categories":5575},[],{"categories":5577},[186],{"categories":5579},[148],{"categories":5581},[116],{"categories":5583},[],{"categories":5585},[126],{"categories":5587},[113],{"categories":5589},[183],{"categories":5591},[],{"categories":5593},[113],{"categories":5595},[],{"categories":5597},[148],{"categories":5599},[107],{"categories":5601},[186],{"categories":5603},[],{"categories":5605},[126],{"categories":5607},[148],[5609,5694,5745,5833],{"id":5610,"title":5611,"ai":5612,"body":5617,"categories":5662,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":5663,"navigation":85,"path":5682,"published_at":5683,"question":69,"scraped_at":5684,"seo":5685,"sitemap":5686,"source_id":5687,"source_name":92,"source_type":93,"source_url":5688,"stem":5689,"tags":5690,"thumbnail_url":69,"tldr":5691,"tweet":69,"unknown_tags":5692,"__hash__":5693},"summaries\u002Fsummaries\u002F69a21c918c3cc53f-crs-ai-testing-reveals-high-failure-rate-for-legis-summary.md","CRS AI Testing Reveals High Failure Rate for Legislative Summaries",{"provider":7,"model":8,"input_tokens":5613,"output_tokens":5614,"processing_time_ms":5615,"cost_usd":5616},4433,784,4036,0.00228425,{"type":14,"value":5618,"toc":5657},[5619,5623,5626,5630,5633,5647,5650,5654],[17,5620,5622],{"id":5621},"the-limits-of-off-the-shelf-ai-in-legislative-work","The Limits of Off-the-Shelf AI in Legislative Work",[22,5624,5625],{},"After a two-year pilot program testing six different AI models on approximately 1,000 legislative bills, the Congressional Research Service (CRS) reported that less than 3% of the outputs met their internal standards for accuracy, coherence, relevance, and objectivity. Director Karen Donfried emphasized that current general-purpose models are insufficient for the high-stakes, non-partisan requirements of congressional research. The primary risks identified include hallucinations, outdated information, and inherent bias, which necessitate a \"highly skilled human in the loop\" to maintain the integrity of legislative products.",[17,5627,5629],{"id":5628},"strategic-investment-and-future-governance","Strategic Investment and Future Governance",[22,5631,5632],{},"To bridge the gap between current performance and operational requirements, CRS is requesting $1.6 million in recurring funding for fiscal year 2027. This investment is earmarked for two specific objectives:",[29,5634,5635,5641],{},[32,5636,5637,5640],{},[35,5638,5639],{},"Infrastructure Upgrades:"," Transitioning to specialized, confidential models that can be trained on proprietary legislative data, rather than relying on public-facing chatbots.",[32,5642,5643,5646],{},[35,5644,5645],{},"Human Capital:"," Hiring five dedicated data scientists and AI developers to manage model integration and governance.",[22,5648,5649],{},"CRS is currently developing a formal AI governance framework to prioritize use cases where the technology can provide value without compromising quality. Planned testing for FY2027 includes evaluating ChatGPT, Claude, Google AI, Perplexity, and Microsoft Copilot, specifically for tasks like generating graphics and analyzing public comments on regulations.",[17,5651,5653],{"id":5652},"the-tension-between-efficiency-and-reliability","The Tension Between Efficiency and Reliability",[22,5655,5656],{},"While lawmakers expressed concern over the low reliability of AI, the hearing underscored a broader tension within Congress: the rapid, widespread adoption of AI tools by staff versus the institutional need for accuracy. Despite reports of AI-generated content appearing in official submissions, leadership remains firm that AI should serve as an efficiency tool to augment the workforce—specifically by handling backlogs of summaries for legislation that does not reach the floor—rather than a replacement for human analysts. The consensus among committee members and leadership is that the \"unreliable information landscape\" makes the role of trusted, human-verified research more critical than ever.",{"title":62,"searchDepth":63,"depth":63,"links":5658},[5659,5660,5661],{"id":5621,"depth":63,"text":5622},{"id":5628,"depth":63,"text":5629},{"id":5652,"depth":63,"text":5653},[68],{"content_references":5664,"triage":5678},[5665,5669,5674],{"type":75,"title":5666,"author":5667,"url":5668,"context":79},"FY 2027 Budget Request","Library of Congress","https:\u002F\u002Fwww.loc.gov\u002Fstatic\u002Fportals\u002Fabout\u002Freports-and-budgets\u002Fdocuments\u002Fbudgets\u002Ffy2027.pdf",{"type":5670,"title":5671,"url":5672,"context":5673},"event","House Administration Committee Hearing","https:\u002F\u002Fcha.house.gov\u002Fhearings?ID=8C6DFE6D-BE1C-4D5A-AC7B-48D3EA81B93A","mentioned",{"type":75,"title":5675,"author":5676,"url":5677,"context":79},"AI Expenditures Report","POPVOX Inc.","https:\u002F\u002Fpopvox.com\u002Freports\u002Fai_expenditures_Jun2026\u002F",{"relevance":5679,"novelty":81,"quality":81,"actionability":82,"composite":5680,"reasoning":5681},5,4.15,"Category: GovTech & Public-Sector Adoption. The article provides a detailed analysis of the Congressional Research Service's testing of AI in legislative work, highlighting specific failures and the need for specialized models, which directly addresses the pain points of public-sector implementers. It presents new insights into the challenges of using AI in a high-stakes environment, although it lacks a step-by-step guide for implementation.","\u002Fsummaries\u002F69a21c918c3cc53f-crs-ai-testing-reveals-high-failure-rate-for-legis-summary","2026-06-25 21:51:19","2026-06-29 14:49:21",{"title":5611,"description":62},{"loc":5682},"69a21c918c3cc53f","https:\u002F\u002Ffedscoop.com\u002Fcrs-tried-to-use-ai-but-less-than-3-of-results-met-their-standards-director-says\u002F","summaries\u002F69a21c918c3cc53f-crs-ai-testing-reveals-high-failure-rate-for-legis-summary",[97,98,100,99],"The Congressional Research Service found that less than 3% of AI-generated bill summaries met its quality standards, highlighting the need for specialized models and human-in-the-loop oversight.",[],"E_5-HqqUXXoOweNVxQY8vdDLPiSLzF-2bRF4odOy1Ww",{"id":5695,"title":5696,"ai":5697,"body":5702,"categories":5722,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":5723,"navigation":85,"path":5733,"published_at":5734,"question":69,"scraped_at":88,"seo":5735,"sitemap":5736,"source_id":5737,"source_name":92,"source_type":93,"source_url":5738,"stem":5739,"tags":5740,"thumbnail_url":69,"tldr":5742,"tweet":69,"unknown_tags":5743,"__hash__":5744},"summaries\u002Fsummaries\u002F08cab1adca4bd7b9-education-department-cio-office-gutted-by-2025-red-summary.md","Education Department CIO Office Gutted by 2025 Reduction-in-Force",{"provider":7,"model":8,"input_tokens":5698,"output_tokens":5699,"processing_time_ms":5700,"cost_usd":5701},4284,578,2758,0.001938,{"type":14,"value":5703,"toc":5718},[5704,5708,5711,5715],[17,5705,5707],{"id":5706},"impact-of-workforce-reductions-on-it-oversight","Impact of Workforce Reductions on IT Oversight",[22,5709,5710],{},"A report from the Department of Education’s Office of the Inspector General (OIG) found that the agency’s Office of the Chief Information Officer (OCIO) lost 52% of its staff—dropping from 92 to 44 employees—during the Trump administration’s early 2025 reduction-in-force (RIF) campaign. Across the entire agency, 1,579 workers (40% of the total workforce) were separated. The OIG noted that several suboffices responsible for statutorily mandated duties, including Federal Information Security Modernization Act (FISMA) compliance, cybersecurity policy development, and IT investment performance measurement, were left with zero employees.",[17,5712,5714],{"id":5713},"accountability-and-transparency-challenges","Accountability and Transparency Challenges",[22,5716,5717],{},"The OIG report highlights significant friction between the agency and its watchdog. The OIG cited a \"scope limitation\" in its review, noting that the Department of Education denied unfettered access to staff and cancelled interviews, often insisting that agency lawyers be present. While the Department defended these measures as necessary safeguards due to ongoing litigation, the OIG maintained that litigation status does not justify withholding documents from an internal oversight body. Furthermore, the OIG reported that the agency failed to provide corroborating evidence to support claims that statutory responsibilities were still being met following the staff departures. The Department of Education countered that the OIG’s analysis was incomplete, as it stopped two weeks after the RIF and failed to account for subsequent \"orders back to work\" later in the year.",{"title":62,"searchDepth":63,"depth":63,"links":5719},[5720,5721],{"id":5706,"depth":63,"text":5707},{"id":5713,"depth":63,"text":5714},[68],{"content_references":5724,"triage":5730},[5725],{"type":75,"title":5726,"author":5727,"publisher":5728,"url":5729,"context":79},"Review of US Department of Education Changes in Staffing and Operations","Office of the Inspector General","U.S. Department of Education","https:\u002F\u002Foig.ed.gov\u002Freports\u002Fother\u002Freview-us-department-education-changes-staffing-and-operations",{"relevance":81,"novelty":82,"quality":81,"actionability":63,"composite":5731,"reasoning":5732},3.4,"Category: Governance & Standards. The article discusses the impact of workforce reductions on IT oversight within the Department of Education, highlighting accountability and transparency challenges that resonate with the audience's concerns about governance in public-sector AI. It provides specific details about the loss of staff and its implications for cybersecurity oversight, but lacks actionable steps for the audience.","\u002Fsummaries\u002F08cab1adca4bd7b9-education-department-cio-office-gutted-by-2025-red-summary","2026-06-24 20:25:52",{"title":5696,"description":62},{"loc":5733},"08cab1adca4bd7b9","https:\u002F\u002Ffedscoop.com\u002Feducation-cio-office-lost-more-than-half-of-its-employees-to-trumps-reduction-in-force-watchdog-says\u002F","summaries\u002F08cab1adca4bd7b9-education-department-cio-office-gutted-by-2025-red-summary",[100,5741,98,97],"governance","A Department of Education OIG report reveals that a 2025 reduction-in-force campaign cut the Office of the Chief Information Officer's staff by 52%, leaving critical cybersecurity and IT oversight suboffices entirely vacant.",[],"GuABnloI3Mc5Uoldkzqdi0RtRdZVbWTOMMK604ItvUQ",{"id":5746,"title":5747,"ai":5748,"body":5753,"categories":5804,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":5805,"navigation":85,"path":5820,"published_at":5821,"question":69,"scraped_at":5822,"seo":5823,"sitemap":5824,"source_id":5825,"source_name":5816,"source_type":93,"source_url":5826,"stem":5827,"tags":5828,"thumbnail_url":69,"tldr":5830,"tweet":69,"unknown_tags":5831,"__hash__":5832},"summaries\u002Fsummaries\u002F4b94bda2ccf22d88-accountability-and-transparency-in-ai-infrastructu-summary.md","Accountability and Transparency in AI Infrastructure Expansion",{"provider":7,"model":8,"input_tokens":5749,"output_tokens":5750,"processing_time_ms":5751,"cost_usd":5752},8201,808,4579,0.00326225,{"type":14,"value":5754,"toc":5799},[5755,5759,5762,5766,5769,5773,5776,5796],[17,5756,5758],{"id":5757},"the-regulatory-failure-of-rapid-ai-infrastructure","The Regulatory Failure of Rapid AI Infrastructure",[22,5760,5761],{},"The rapid deployment of xAI’s \"Colossus\" data centers in Memphis and Southaven serves as a case study for the systemic challenges posed by the AI infrastructure boom. The Southern Environmental Law Center (SELC) argues that these projects often bypass standard environmental scrutiny through closed-door negotiations and non-disclosure agreements (NDAs). A primary concern is the use of unpermitted, uncontrolled combustion turbines—essentially makeshift power plants—to bypass grid connection delays. These facilities have been deployed in areas already struggling with air quality, such as Southwest Memphis, which is a known air toxics hotspot.",[17,5763,5765],{"id":5764},"challenging-speculative-demand-and-stranded-assets","Challenging Speculative Demand and Stranded Assets",[22,5767,5768],{},"SELC highlights a significant disconnect between utility-projected energy demand and actual infrastructure needs. Research commissioned by the organization suggests that data center demand forecasts are often wildly overstated, potentially leading to \"stranded assets.\" Because many utilities in the region are vertically integrated monopolies with incentives to overbuild, the financial risk of these massive infrastructure projects is frequently shifted onto everyday ratepayers. The organization argues that current permitting systems are not designed to handle the scale of these projects, which can consume as much power as a mid-sized city.",[17,5770,5772],{"id":5771},"community-led-advocacy-and-legal-strategy","Community-Led Advocacy and Legal Strategy",[22,5774,5775],{},"SELC’s strategy centers on \"place-based\" advocacy, working alongside local community coalitions to demand transparency. Their legal efforts have included:",[29,5777,5778,5784,5790],{},[32,5779,5780,5783],{},[35,5781,5782],{},"Clean Air Act Litigation:"," Filing 60-day notices and lawsuits against xAI for operating major sources of air pollution without proper permits.",[32,5785,5786,5789],{},[35,5787,5788],{},"Permit Appeals:"," Challenging the decisions of local health departments that initially allowed \"temporary\" turbines to operate without standard pollution controls.",[32,5791,5792,5795],{},[35,5793,5794],{},"Preliminary Injunctions:"," Seeking judicial intervention to halt operations until legal compliance is achieved.",[22,5797,5798],{},"Despite federal government intervention—where the Department of Justice has argued that AI models like Grok are vital to national security—SELC maintains that public health and environmental protections cannot be sidelined. The ongoing litigation underscores a growing trend of local communities, such as those in Birmingham, Alabama, implementing moratoria and demanding a seat at the table to define the terms under which data centers are permitted to operate.",{"title":62,"searchDepth":63,"depth":63,"links":5800},[5801,5802,5803],{"id":5757,"depth":63,"text":5758},{"id":5764,"depth":63,"text":5765},{"id":5771,"depth":63,"text":5772},[732],{"content_references":5806,"triage":5818},[5807,5812],{"type":75,"title":5808,"author":5809,"publisher":5810,"url":5811,"context":79},"U.S. Data Center Projected Power Demand Exceeds Capacity of Global Chip Suppliers","London Economics Institute","Southern Environmental Law Center","https:\u002F\u002Fwww.selc.org\u002Fpress-release\u002Fnew-report-u-s-data-center-projected-power-demand-exceeds-capacity-of-global-chip-suppliers\u002F",{"type":5813,"title":5814,"author":5815,"publisher":5816,"url":5817,"context":5673},"other","Memphis Commercial Appeal interview with Neil Strebig","Neil Strebig","Tech Policy Press","https:\u002F\u002Fwww.techpolicy.press\u002Flocal-reporter-neil-strebig-on-covering-xais-expansion-in-memphis-and-beyond\u002F",{"relevance":81,"novelty":82,"quality":81,"actionability":82,"composite":83,"reasoning":5819},"Category: Algorithmic Accountability. The article discusses the regulatory failures surrounding AI infrastructure, particularly in relation to environmental impacts, which aligns with the audience's interest in accountability and oversight. It provides insights into community-led advocacy efforts, although it lacks specific frameworks for implementation.","\u002Fsummaries\u002F4b94bda2ccf22d88-accountability-and-transparency-in-ai-infrastructu-summary","2026-06-28 14:06:26","2026-06-29 14:49:10",{"title":5747,"description":62},{"loc":5820},"4b94bda2ccf22d88","https:\u002F\u002Ftechpolicy.press\u002Finside-selcs-clean-air-case-against-xai-in-memphis","summaries\u002F4b94bda2ccf22d88-accountability-and-transparency-in-ai-infrastructu-summary",[98,99,97,5829],"environmental-justice","The Southern Environmental Law Center (SELC) is challenging the rapid, unpermitted deployment of hyperscale data centers, arguing that current regulatory systems are failing to manage the environmental and public health impacts of massive energy and water consumption.",[5829],"2tSweY_DDMIyw0tQf9ITkPE5FUW_tLFpDuYO_qpaYWk",{"id":5834,"title":5835,"ai":5836,"body":5841,"categories":5895,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":5896,"navigation":85,"path":5900,"published_at":5901,"question":69,"scraped_at":88,"seo":5902,"sitemap":5903,"source_id":5904,"source_name":92,"source_type":93,"source_url":5905,"stem":5906,"tags":5907,"thumbnail_url":69,"tldr":5908,"tweet":69,"unknown_tags":5909,"__hash__":5910},"summaries\u002Fsummaries\u002F513184f285ec90a7-beyond-the-human-in-the-loop-defining-meaningful-a-summary.md","Beyond the Human-in-the-Loop: Defining Meaningful AI Governance",{"provider":7,"model":8,"input_tokens":5837,"output_tokens":5838,"processing_time_ms":5839,"cost_usd":5840},3782,527,3465,0.001736,{"type":14,"value":5842,"toc":5890},[5843,5847,5850,5854,5857,5883,5887],[17,5844,5846],{"id":5845},"the-fallacy-of-procedural-oversight","The Fallacy of Procedural Oversight",[22,5848,5849],{},"Federal agencies often conflate the \"human-in-the-loop\" requirement with effective governance. This approach assumes that human presence inherently ensures accountability. However, the author argues that human involvement is frequently reduced to a compliance exercise. A reviewer who lacks the necessary expertise, time, or institutional support to challenge an AI-generated output is not providing oversight; they are merely acting as a rubber stamp. When human participation is decoupled from actual decision-making authority, the system lacks a true mechanism for accountability.",[17,5851,5853],{"id":5852},"establishing-institutional-authority","Establishing Institutional Authority",[22,5855,5856],{},"Meaningful AI governance must be established prior to deployment, focusing on the structural power dynamics of the organization. True governance requires:",[29,5858,5859,5865,5871,5877],{},[32,5860,5861,5864],{},[35,5862,5863],{},"Defined Authority:"," Clearly designated officials must hold the explicit power to suspend deployments, demand additional reviews, and accept responsibility for system failures.",[32,5866,5867,5870],{},[35,5868,5869],{},"Escalation Procedures:"," Agencies must implement formal pathways for challenging AI outputs, ensuring that human reviewers are not pressured to accept automated decisions.",[32,5872,5873,5876],{},[35,5874,5875],{},"Pre-Deployment Standards:"," Governance begins at the procurement phase. Agencies must evaluate AI tools based on their ability to be audited and overridden, rather than treating oversight as an afterthought.",[32,5878,5879,5882],{},[35,5880,5881],{},"Auditability:"," Systems must maintain clear trails of decision-making that allow for retrospective analysis of both the AI's logic and the human's intervention.",[17,5884,5886],{"id":5885},"accountability-across-domains","Accountability Across Domains",[22,5888,5889],{},"Whether in national security contexts—such as AI-enabled decision-support for commanders—or civilian sectors like healthcare and benefits administration, the core challenge remains the same: the shift from human-led to AI-assisted processes does not absolve institutions of the need to assign responsibility. The author emphasizes that while AI changes the mechanics of decision-making, it does not replace the requirement for human judgment. Governance is not a process of checking a box; it is the institutional capacity to remain in charge of the outcomes produced by automated systems.",{"title":62,"searchDepth":63,"depth":63,"links":5891},[5892,5893,5894],{"id":5845,"depth":63,"text":5846},{"id":5852,"depth":63,"text":5853},{"id":5885,"depth":63,"text":5886},[265],{"content_references":5897,"triage":5898},[],{"relevance":5679,"novelty":81,"quality":81,"actionability":82,"composite":5680,"reasoning":5899},"Category: Governance & Standards. The article provides a critical analysis of the limitations of the 'human-in-the-loop' approach in AI governance, addressing a key pain point for policymakers and public-sector implementers regarding accountability. It offers insights into establishing meaningful oversight, which is relevant for agencies looking to improve their governance frameworks.","\u002Fsummaries\u002F513184f285ec90a7-beyond-the-human-in-the-loop-defining-meaningful-a-summary","2026-06-25 10:00:00",{"title":5835,"description":62},{"loc":5900},"513184f285ec90a7","https:\u002F\u002Ffedscoop.com\u002Fhuman-in-the-loop-ai-governance\u002F","summaries\u002F513184f285ec90a7-beyond-the-human-in-the-loop-defining-meaningful-a-summary",[5741,98,100,99],"The presence of a human reviewer is a procedural step, not a governance framework. Meaningful oversight requires institutional authority, clear escalation paths, and the power to override automated systems.",[],"43elEZOs2roE4Bk6zUD8ZoY8L-tG0nLbYL66Qg21PNE"]