[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-4b94bda2ccf22d88-accountability-and-transparency-in-ai-infrastructu-summary":3,"summaries-facets-categories":116,"summary-related-4b94bda2ccf22d88-accountability-and-transparency-in-ai-infrastructu-summary":5620},{"id":4,"title":5,"ai":6,"body":13,"categories":72,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":77,"navigation":98,"path":99,"published_at":100,"question":74,"scraped_at":101,"seo":102,"sitemap":103,"source_id":104,"source_name":90,"source_type":105,"source_url":106,"stem":107,"tags":108,"thumbnail_url":74,"tldr":113,"tweet":74,"unknown_tags":114,"__hash__":115},"summaries\u002Fsummaries\u002F4b94bda2ccf22d88-accountability-and-transparency-in-ai-infrastructu-summary.md","Accountability and Transparency in AI Infrastructure Expansion",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8201,808,4579,0.00326225,{"type":14,"value":15,"toc":65},"minimark",[16,21,25,29,32,36,39,62],[17,18,20],"h2",{"id":19},"the-regulatory-failure-of-rapid-ai-infrastructure","The Regulatory Failure of Rapid AI Infrastructure",[22,23,24],"p",{},"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.",[17,26,28],{"id":27},"challenging-speculative-demand-and-stranded-assets","Challenging Speculative Demand and Stranded Assets",[22,30,31],{},"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.",[17,33,35],{"id":34},"community-led-advocacy-and-legal-strategy","Community-Led Advocacy and Legal Strategy",[22,37,38],{},"SELC’s strategy centers on \"place-based\" advocacy, working alongside local community coalitions to demand transparency. Their legal efforts have included:",[40,41,42,50,56],"ul",{},[43,44,45,49],"li",{},[46,47,48],"strong",{},"Clean Air Act Litigation:"," Filing 60-day notices and lawsuits against xAI for operating major sources of air pollution without proper permits.",[43,51,52,55],{},[46,53,54],{},"Permit Appeals:"," Challenging the decisions of local health departments that initially allowed \"temporary\" turbines to operate without standard pollution controls.",[43,57,58,61],{},[46,59,60],{},"Preliminary Injunctions:"," Seeking judicial intervention to halt operations until legal compliance is achieved.",[22,63,64],{},"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":66,"searchDepth":67,"depth":67,"links":68},"",2,[69,70,71],{"id":19,"depth":67,"text":20},{"id":27,"depth":67,"text":28},{"id":34,"depth":67,"text":35},[73],"Algorithmic Accountability",null,"md",false,{"content_references":78,"triage":93},[79,86],{"type":80,"title":81,"author":82,"publisher":83,"url":84,"context":85},"report","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","cited",{"type":87,"title":88,"author":89,"publisher":90,"url":91,"context":92},"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","mentioned",{"relevance":94,"novelty":95,"quality":94,"actionability":95,"composite":96,"reasoning":97},4,3,3.6,"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.",true,"\u002Fsummaries\u002F4b94bda2ccf22d88-accountability-and-transparency-in-ai-infrastructu-summary","2026-06-28 14:06:26","2026-06-29 14:49:10",{"title":5,"description":66},{"loc":99},"4b94bda2ccf22d88","article","https:\u002F\u002Ftechpolicy.press\u002Finside-selcs-clean-air-case-against-xai-in-memphis","summaries\u002F4b94bda2ccf22d88-accountability-and-transparency-in-ai-infrastructu-summary",[109,110,111,112],"accountability","transparency","govtech","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.",[112],"2tSweY_DDMIyw0tQf9ITkPE5FUW_tLFpDuYO_qpaYWk",[117,120,123,126,129,132,134,136,139,141,143,145,147,150,152,154,156,158,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,196,199,201,203,205,207,209,211,213,215,217,219,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,253,255,257,259,261,263,265,267,269,271,273,275,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,337,339,341,343,345,347,349,351,353,356,358,360,362,364,366,368,370,372,374,376,378,381,383,385,387,389,391,393,395,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,445,447,449,452,454,456,458,460,462,464,466,468,470,472,474,476,478,481,483,485,487,489,491,493,495,497,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,737,739,741,743,745,747,749,751,753,755,757,759,761,763,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618],{"categories":118},[119],"Developer Productivity",{"categories":121},[122],"Business & SaaS",{"categories":124},[125],"AI & LLMs",{"categories":127},[128],"AI Automation",{"categories":130},[131],"Product Strategy",{"categories":133},[125],{"categories":135},[119],{"categories":137},[138],"Software Engineering",{"categories":140},[125],{"categories":142},[122],{"categories":144},[],{"categories":146},[125],{"categories":148},[149],"Inference & Serving",{"categories":151},[125],{"categories":153},[125],{"categories":155},[128],{"categories":157},[],{"categories":159},[160],"AI News & Trends",{"categories":162},[128],{"categories":164},[125],{"categories":166},[122],{"categories":168},[128],{"categories":170},[160],{"categories":172},[128],{"categories":174},[128],{"categories":176},[125],{"categories":178},[128],{"categories":180},[125],{"categories":182},[125],{"categories":184},[125],{"categories":186},[160],{"categories":188},[125],{"categories":190},[125],{"categories":192},[],{"categories":194},[195],"Design & Frontend",{"categories":197},[198],"Data Science & Visualization",{"categories":200},[160],{"categories":202},[125],{"categories":204},[125],{"categories":206},[],{"categories":208},[125],{"categories":210},[128],{"categories":212},[138],{"categories":214},[125],{"categories":216},[128],{"categories":218},[125],{"categories":220},[221],"Marketing & Growth",{"categories":223},[195],{"categories":225},[125],{"categories":227},[128],{"categories":229},[125],{"categories":231},[],{"categories":233},[],{"categories":235},[195],{"categories":237},[125],{"categories":239},[128],{"categories":241},[119],{"categories":243},[138],{"categories":245},[195],{"categories":247},[125],{"categories":249},[138],{"categories":251},[252],"DevOps & Cloud",{"categories":254},[128],{"categories":256},[131],{"categories":258},[160],{"categories":260},[125],{"categories":262},[],{"categories":264},[125],{"categories":266},[],{"categories":268},[128],{"categories":270},[138],{"categories":272},[],{"categories":274},[138],{"categories":276},[277],"Governance & Standards",{"categories":279},[122],{"categories":281},[],{"categories":283},[],{"categories":285},[125],{"categories":287},[125],{"categories":289},[128],{"categories":291},[125],{"categories":293},[125],{"categories":295},[128],{"categories":297},[125],{"categories":299},[125],{"categories":301},[125],{"categories":303},[],{"categories":305},[138],{"categories":307},[],{"categories":309},[],{"categories":311},[138],{"categories":313},[],{"categories":315},[138],{"categories":317},[125],{"categories":319},[125],{"categories":321},[221],{"categories":323},[125],{"categories":325},[195],{"categories":327},[195],{"categories":329},[125],{"categories":331},[138],{"categories":333},[128],{"categories":335},[336],"GovTech & Public-Sector Adoption",{"categories":338},[138],{"categories":340},[125],{"categories":342},[125],{"categories":344},[128],{"categories":346},[128],{"categories":348},[198],{"categories":350},[160],{"categories":352},[128],{"categories":354},[355],"Legal AI Tools",{"categories":357},[128],{"categories":359},[221],{"categories":361},[128],{"categories":363},[131],{"categories":365},[138],{"categories":367},[336],{"categories":369},[],{"categories":371},[128],{"categories":373},[],{"categories":375},[128],{"categories":377},[128],{"categories":379},[380],"RAG & Retrieval",{"categories":382},[122],{"categories":384},[125],{"categories":386},[138],{"categories":388},[252],{"categories":390},[195],{"categories":392},[125],{"categories":394},[],{"categories":396},[397],"Agents & Orchestration",{"categories":399},[138],{"categories":401},[125],{"categories":403},[],{"categories":405},[128],{"categories":407},[],{"categories":409},[125],{"categories":411},[],{"categories":413},[119],{"categories":415},[138],{"categories":417},[122],{"categories":419},[125],{"categories":421},[125],{"categories":423},[160],{"categories":425},[125],{"categories":427},[],{"categories":429},[125],{"categories":431},[],{"categories":433},[138],{"categories":435},[198],{"categories":437},[],{"categories":439},[125],{"categories":441},[195],{"categories":443},[444],"Models & Frontier Labs",{"categories":446},[],{"categories":448},[195],{"categories":450},[451],"Regulation & Governance of AI",{"categories":453},[128],{"categories":455},[],{"categories":457},[125],{"categories":459},[125],{"categories":461},[128],{"categories":463},[160],{"categories":465},[122],{"categories":467},[125],{"categories":469},[],{"categories":471},[138],{"categories":473},[128],{"categories":475},[125],{"categories":477},[131],{"categories":479},[480],"AI Policy & Regulation",{"categories":482},[],{"categories":484},[125],{"categories":486},[131],{"categories":488},[128],{"categories":490},[125],{"categories":492},[128],{"categories":494},[],{"categories":496},[198],{"categories":498},[499],"Evals & Reliability",{"categories":501},[125],{"categories":503},[],{"categories":505},[119],{"categories":507},[336],{"categories":509},[480],{"categories":511},[125],{"categories":513},[122],{"categories":515},[125],{"categories":517},[128],{"categories":519},[125],{"categories":521},[128],{"categories":523},[397],{"categories":525},[125],{"categories":527},[138],{"categories":529},[125],{"categories":531},[],{"categories":533},[],{"categories":535},[125],{"categories":537},[336],{"categories":539},[125],{"categories":541},[125],{"categories":543},[],{"categories":545},[195],{"categories":547},[],{"categories":549},[125],{"categories":551},[],{"categories":553},[128],{"categories":555},[125],{"categories":557},[195],{"categories":559},[],{"categories":561},[125],{"categories":563},[128],{"categories":565},[125],{"categories":567},[122],{"categories":569},[128],{"categories":571},[125],{"categories":573},[125],{"categories":575},[138],{"categories":577},[195],{"categories":579},[128],{"categories":581},[],{"categories":583},[138],{"categories":585},[128],{"categories":587},[],{"categories":589},[160],{"categories":591},[],{"categories":593},[125],{"categories":595},[125],{"categories":597},[122,221],{"categories":599},[],{"categories":601},[125],{"categories":603},[125],{"categories":605},[128],{"categories":607},[],{"categories":609},[],{"categories":611},[125],{"categories":613},[195],{"categories":615},[125],{"categories":617},[],{"categories":619},[125],{"categories":621},[252],{"categories":623},[],{"categories":625},[128],{"categories":627},[160],{"categories":629},[125],{"categories":631},[195],{"categories":633},[],{"categories":635},[160],{"categories":637},[125],{"categories":639},[149],{"categories":641},[125],{"categories":643},[128],{"categories":645},[160],{"categories":647},[444],{"categories":649},[125],{"categories":651},[221],{"categories":653},[],{"categories":655},[128],{"categories":657},[122],{"categories":659},[138],{"categories":661},[125],{"categories":663},[128],{"categories":665},[],{"categories":667},[125,252],{"categories":669},[125],{"categories":671},[125],{"categories":673},[125],{"categories":675},[128],{"categories":677},[125,138],{"categories":679},[198],{"categories":681},[125],{"categories":683},[125],{"categories":685},[138],{"categories":687},[128],{"categories":689},[480],{"categories":691},[221],{"categories":693},[128],{"categories":695},[125],{"categories":697},[125],{"categories":699},[128],{"categories":701},[],{"categories":703},[397],{"categories":705},[128],{"categories":707},[125],{"categories":709},[125,122],{"categories":711},[122],{"categories":713},[],{"categories":715},[195],{"categories":717},[195],{"categories":719},[125],{"categories":721},[],{"categories":723},[],{"categories":725},[160],{"categories":727},[],{"categories":729},[119],{"categories":731},[125],{"categories":733},[138],{"categories":735},[736],"Generative UI & Design-to-Code",{"categories":738},[125],{"categories":740},[195],{"categories":742},[125],{"categories":744},[73],{"categories":746},[128],{"categories":748},[138],{"categories":750},[160],{"categories":752},[195],{"categories":754},[],{"categories":756},[125],{"categories":758},[125],{"categories":760},[125],{"categories":762},[128],{"categories":764},[765],"MLOps & Infrastructure",{"categories":767},[125],{"categories":769},[125],{"categories":771},[125],{"categories":773},[125],{"categories":775},[160],{"categories":777},[119],{"categories":779},[125],{"categories":781},[128],{"categories":783},[252],{"categories":785},[125],{"categories":787},[195],{"categories":789},[125],{"categories":791},[128],{"categories":793},[],{"categories":795},[],{"categories":797},[149],{"categories":799},[195],{"categories":801},[160],{"categories":803},[198],{"categories":805},[],{"categories":807},[125],{"categories":809},[125],{"categories":811},[122],{"categories":813},[125],{"categories":815},[125],{"categories":817},[125],{"categories":819},[160],{"categories":821},[149],{"categories":823},[125],{"categories":825},[195],{"categories":827},[],{"categories":829},[128],{"categories":831},[138],{"categories":833},[],{"categories":835},[125],{"categories":837},[125],{"categories":839},[128],{"categories":841},[138],{"categories":843},[125],{"categories":845},[198],{"categories":847},[],{"categories":849},[125],{"categories":851},[],{"categories":853},[125],{"categories":855},[],{"categories":857},[131],{"categories":859},[122],{"categories":861},[128],{"categories":863},[128],{"categories":865},[],{"categories":867},[119],{"categories":869},[125],{"categories":871},[122],{"categories":873},[160],{"categories":875},[119],{"categories":877},[],{"categories":879},[125],{"categories":881},[],{"categories":883},[],{"categories":885},[160],{"categories":887},[160],{"categories":889},[],{"categories":891},[397],{"categories":893},[125],{"categories":895},[195],{"categories":897},[138],{"categories":899},[],{"categories":901},[355],{"categories":903},[122],{"categories":905},[],{"categories":907},[],{"categories":909},[119],{"categories":911},[198],{"categories":913},[],{"categories":915},[221],{"categories":917},[128],{"categories":919},[122],{"categories":921},[128],{"categories":923},[122],{"categories":925},[138],{"categories":927},[],{"categories":929},[149],{"categories":931},[131],{"categories":933},[125],{"categories":935},[195],{"categories":937},[138],{"categories":939},[122],{"categories":941},[125],{"categories":943},[128],{"categories":945},[122],{"categories":947},[125],{"categories":949},[],{"categories":951},[],{"categories":953},[138],{"categories":955},[198],{"categories":957},[131],{"categories":959},[125],{"categories":961},[128],{"categories":963},[125],{"categories":965},[],{"categories":967},[160],{"categories":969},[131],{"categories":971},[125],{"categories":973},[499],{"categories":975},[252],{"categories":977},[],{"categories":979},[128],{"categories":981},[],{"categories":983},[119],{"categories":985},[],{"categories":987},[125],{"categories":989},[125],{"categories":991},[195],{"categories":993},[221],{"categories":995},[138],{"categories":997},[128],{"categories":999},[],{"categories":1001},[138],{"categories":1003},[119],{"categories":1005},[],{"categories":1007},[160],{"categories":1009},[125,252],{"categories":1011},[1012],"Design Systems for AI",{"categories":1014},[125],{"categories":1016},[160],{"categories":1018},[125],{"categories":1020},[125],{"categories":1022},[122],{"categories":1024},[125],{"categories":1026},[],{"categories":1028},[125],{"categories":1030},[122],{"categories":1032},[125],{"categories":1034},[],{"categories":1036},[128],{"categories":1038},[138],{"categories":1040},[138],{"categories":1042},[195],{"categories":1044},[160],{"categories":1046},[198],{"categories":1048},[125],{"categories":1050},[119],{"categories":1052},[480],{"categories":1054},[125],{"categories":1056},[128],{"categories":1058},[125],{"categories":1060},[138],{"categories":1062},[138],{"categories":1064},[],{"categories":1066},[],{"categories":1068},[128],{"categories":1070},[131],{"categories":1072},[],{"categories":1074},[125],{"categories":1076},[],{"categories":1078},[195],{"categories":1080},[128],{"categories":1082},[138],{"categories":1084},[195],{"categories":1086},[125],{"categories":1088},[195],{"categories":1090},[],{"categories":1092},[],{"categories":1094},[160],{"categories":1096},[128],{"categories":1098},[128],{"categories":1100},[125],{"categories":1102},[125],{"categories":1104},[125],{"categories":1106},[122],{"categories":1108},[125],{"categories":1110},[125],{"categories":1112},[],{"categories":1114},[138],{"categories":1116},[138],{"categories":1118},[125],{"categories":1120},[138],{"categories":1122},[122],{"categories":1124},[],{"categories":1126},[125],{"categories":1128},[125],{"categories":1130},[125],{"categories":1132},[128],{"categories":1134},[119],{"categories":1136},[122],{"categories":1138},[160],{"categories":1140},[128],{"categories":1142},[149],{"categories":1144},[221],{"categories":1146},[125],{"categories":1148},[128],{"categories":1150},[],{"categories":1152},[195],{"categories":1154},[],{"categories":1156},[125],{"categories":1158},[125],{"categories":1160},[],{"categories":1162},[138],{"categories":1164},[122],{"categories":1166},[1167],"Visual & Generative Media",{"categories":1169},[128],{"categories":1171},[],{"categories":1173},[125],{"categories":1175},[125],{"categories":1177},[252],{"categories":1179},[198],{"categories":1181},[480],{"categories":1183},[138],{"categories":1185},[221],{"categories":1187},[125],{"categories":1189},[195],{"categories":1191},[125],{"categories":1193},[138],{"categories":1195},[128],{"categories":1197},[],{"categories":1199},[],{"categories":1201},[128],{"categories":1203},[119],{"categories":1205},[128],{"categories":1207},[444],{"categories":1209},[125],{"categories":1211},[131],{"categories":1213},[122],{"categories":1215},[],{"categories":1217},[125],{"categories":1219},[131],{"categories":1221},[125],{"categories":1223},[125],{"categories":1225},[125],{"categories":1227},[125],{"categories":1229},[125],{"categories":1231},[221],{"categories":1233},[125],{"categories":1235},[397],{"categories":1237},[125],{"categories":1239},[125],{"categories":1241},[125],{"categories":1243},[125],{"categories":1245},[125],{"categories":1247},[195],{"categories":1249},[128],{"categories":1251},[],{"categories":1253},[128],{"categories":1255},[],{"categories":1257},[252],{"categories":1259},[138],{"categories":1261},[],{"categories":1263},[444],{"categories":1265},[128],{"categories":1267},[125],{"categories":1269},[195,125],{"categories":1271},[119],{"categories":1273},[],{"categories":1275},[125],{"categories":1277},[119],{"categories":1279},[1280],"Medical Imaging & Radiology",{"categories":1282},[195],{"categories":1284},[128],{"categories":1286},[138],{"categories":1288},[],{"categories":1290},[125],{"categories":1292},[125],{"categories":1294},[125],{"categories":1296},[],{"categories":1298},[],{"categories":1300},[125],{"categories":1302},[397],{"categories":1304},[125],{"categories":1306},[119],{"categories":1308},[125],{"categories":1310},[125],{"categories":1312},[],{"categories":1314},[128],{"categories":1316},[125],{"categories":1318},[131],{"categories":1320},[138],{"categories":1322},[125],{"categories":1324},[397],{"categories":1326},[125],{"categories":1328},[128],{"categories":1330},[125],{"categories":1332},[195],{"categories":1334},[128],{"categories":1336},[252],{"categories":1338},[195],{"categories":1340},[122],{"categories":1342},[128],{"categories":1344},[125],{"categories":1346},[125],{"categories":1348},[125],{"categories":1350},[128],{"categories":1352},[138],{"categories":1354},[125],{"categories":1356},[131],{"categories":1358},[],{"categories":1360},[160],{"categories":1362},[],{"categories":1364},[131],{"categories":1366},[128],{"categories":1368},[1012],{"categories":1370},[1012],{"categories":1372},[195],{"categories":1374},[125],{"categories":1376},[125],{"categories":1378},[128],{"categories":1380},[138],{"categories":1382},[195],{"categories":1384},[128],{"categories":1386},[160],{"categories":1388},[],{"categories":1390},[125],{"categories":1392},[],{"categories":1394},[125],{"categories":1396},[125],{"categories":1398},[1399],"Contract Review & E-Discovery",{"categories":1401},[195],{"categories":1403},[125],{"categories":1405},[119],{"categories":1407},[160],{"categories":1409},[125],{"categories":1411},[125],{"categories":1413},[221],{"categories":1415},[125],{"categories":1417},[125],{"categories":1419},[128],{"categories":1421},[128],{"categories":1423},[73],{"categories":1425},[128],{"categories":1427},[397],{"categories":1429},[125],{"categories":1431},[125],{"categories":1433},[128],{"categories":1435},[125],{"categories":1437},[397],{"categories":1439},[380],{"categories":1441},[125],{"categories":1443},[128],{"categories":1445},[125],{"categories":1447},[1448],"Law-Firm Practice & Adoption",{"categories":1450},[125],{"categories":1452},[128],{"categories":1454},[195],{"categories":1456},[125],{"categories":1458},[125],{"categories":1460},[],{"categories":1462},[],{"categories":1464},[138],{"categories":1466},[],{"categories":1468},[119],{"categories":1470},[252],{"categories":1472},[125],{"categories":1474},[],{"categories":1476},[119],{"categories":1478},[122],{"categories":1480},[125],{"categories":1482},[221],{"categories":1484},[],{"categories":1486},[122],{"categories":1488},[122],{"categories":1490},[],{"categories":1492},[125],{"categories":1494},[125],{"categories":1496},[138],{"categories":1498},[],{"categories":1500},[],{"categories":1502},[],{"categories":1504},[],{"categories":1506},[125],{"categories":1508},[128],{"categories":1510},[252],{"categories":1512},[125],{"categories":1514},[119],{"categories":1516},[138],{"categories":1518},[125],{"categories":1520},[125],{"categories":1522},[138],{"categories":1524},[131],{"categories":1526},[125],{"categories":1528},[765],{"categories":1530},[125],{"categories":1532},[221],{"categories":1534},[138],{"categories":1536},[122],{"categories":1538},[125],{"categories":1540},[125],{"categories":1542},[195],{"categories":1544},[125],{"categories":1546},[125],{"categories":1548},[125],{"categories":1550},[128],{"categories":1552},[125,119],{"categories":1554},[397],{"categories":1556},[125],{"categories":1558},[138],{"categories":1560},[138],{"categories":1562},[195],{"categories":1564},[128],{"categories":1566},[138],{"categories":1568},[125],{"categories":1570},[125],{"categories":1572},[],{"categories":1574},[],{"categories":1576},[125],{"categories":1578},[],{"categories":1580},[125],{"categories":1582},[138],{"categories":1584},[198],{"categories":1586},[160],{"categories":1588},[195],{"categories":1590},[125],{"categories":1592},[138],{"categories":1594},[],{"categories":1596},[128],{"categories":1598},[125],{"categories":1600},[125],{"categories":1602},[125],{"categories":1604},[125],{"categories":1606},[],{"categories":1608},[128],{"categories":1610},[125],{"categories":1612},[125],{"categories":1614},[],{"categories":1616},[128],{"categories":1618},[125],{"categories":1620},[122],{"categories":1622},[125],{"categories":1624},[],{"categories":1626},[119],{"categories":1628},[125],{"categories":1630},[195],{"categories":1632},[138],{"categories":1634},[125],{"categories":1636},[119],{"categories":1638},[125],{"categories":1640},[138],{"categories":1642},[221],{"categories":1644},[128],{"categories":1646},[128],{"categories":1648},[125,195],{"categories":1650},[125],{"categories":1652},[160],{"categories":1654},[125],{"categories":1656},[160],{"categories":1658},[128],{"categories":1660},[195],{"categories":1662},[],{"categories":1664},[138],{"categories":1666},[252],{"categories":1668},[195],{"categories":1670},[138],{"categories":1672},[125],{"categories":1674},[131],{"categories":1676},[125],{"categories":1678},[128],{"categories":1680},[],{"categories":1682},[],{"categories":1684},[],{"categories":1686},[],{"categories":1688},[131],{"categories":1690},[138],{"categories":1692},[125],{"categories":1694},[128],{"categories":1696},[128],{"categories":1698},[122],{"categories":1700},[128],{"categories":1702},[252],{"categories":1704},[125],{"categories":1706},[125],{"categories":1708},[149],{"categories":1710},[397],{"categories":1712},[125],{"categories":1714},[128],{"categories":1716},[125],{"categories":1718},[125],{"categories":1720},[355],{"categories":1722},[73],{"categories":1724},[],{"categories":1726},[195],{"categories":1728},[1448],{"categories":1730},[138],{"categories":1732},[],{"categories":1734},[],{"categories":1736},[128],{"categories":1738},[],{"categories":1740},[],{"categories":1742},[221],{"categories":1744},[221],{"categories":1746},[128],{"categories":1748},[138],{"categories":1750},[],{"categories":1752},[125],{"categories":1754},[125],{"categories":1756},[138],{"categories":1758},[1399],{"categories":1760},[195],{"categories":1762},[195],{"categories":1764},[125],{"categories":1766},[128],{"categories":1768},[119],{"categories":1770},[125],{"categories":1772},[125],{"categories":1774},[195],{"categories":1776},[195],{"categories":1778},[128],{"categories":1780},[128],{"categories":1782},[125],{"categories":1784},[],{"categories":1786},[125],{"categories":1788},[],{"categories":1790},[1791],"Interaction & Product Design",{"categories":1793},[125],{"categories":1795},[128],{"categories":1797},[277],{"categories":1799},[160],{"categories":1801},[138],{"categories":1803},[125],{"categories":1805},[138],{"categories":1807},[119],{"categories":1809},[125],{"categories":1811},[],{"categories":1813},[128],{"categories":1815},[128],{"categories":1817},[],{"categories":1819},[138],{"categories":1821},[125],{"categories":1823},[119],{"categories":1825},[1791],{"categories":1827},[125],{"categories":1829},[119],{"categories":1831},[119],{"categories":1833},[],{"categories":1835},[138],{"categories":1837},[],{"categories":1839},[128],{"categories":1841},[160],{"categories":1843},[125],{"categories":1845},[128],{"categories":1847},[125],{"categories":1849},[128],{"categories":1851},[125],{"categories":1853},[160],{"categories":1855},[198],{"categories":1857},[125],{"categories":1859},[131],{"categories":1861},[138],{"categories":1863},[1864],"Coding Agents & Dev Productivity",{"categories":1866},[160],{"categories":1868},[195],{"categories":1870},[],{"categories":1872},[73],{"categories":1874},[],{"categories":1876},[125],{"categories":1878},[125],{"categories":1880},[160],{"categories":1882},[],{"categories":1884},[],{"categories":1886},[],{"categories":1888},[128],{"categories":1890},[125],{"categories":1892},[],{"categories":1894},[138],{"categories":1896},[138],{"categories":1898},[125],{"categories":1900},[198],{"categories":1902},[],{"categories":1904},[125],{"categories":1906},[125],{"categories":1908},[125],{"categories":1910},[198],{"categories":1912},[138],{"categories":1914},[],{"categories":1916},[],{"categories":1918},[128],{"categories":1920},[128],{"categories":1922},[336],{"categories":1924},[138],{"categories":1926},[138],{"categories":1928},[128],{"categories":1930},[160],{"categories":1932},[160],{"categories":1934},[128],{"categories":1936},[128],{"categories":1938},[125],{"categories":1940},[119],{"categories":1942},[1791],{"categories":1944},[125,252],{"categories":1946},[],{"categories":1948},[195],{"categories":1950},[138],{"categories":1952},[119],{"categories":1954},[125],{"categories":1956},[128],{"categories":1958},[1959],"The Designer's Role & Craft",{"categories":1961},[195],{"categories":1963},[],{"categories":1965},[128],{"categories":1967},[125],{"categories":1969},[128],{"categories":1971},[128],{"categories":1973},[125],{"categories":1975},[221],{"categories":1977},[125],{"categories":1979},[138],{"categories":1981},[195],{"categories":1983},[125],{"categories":1985},[],{"categories":1987},[128],{"categories":1989},[195],{"categories":1991},[125],{"categories":1993},[125],{"categories":1995},[1996],"AI UX Patterns",{"categories":1998},[128],{"categories":2000},[128],{"categories":2002},[128],{"categories":2004},[128],{"categories":2006},[221],{"categories":2008},[198],{"categories":2010},[125],{"categories":2012},[128],{"categories":2014},[125],{"categories":2016},[1012],{"categories":2018},[],{"categories":2020},[221],{"categories":2022},[160],{"categories":2024},[138],{"categories":2026},[125],{"categories":2028},[128],{"categories":2030},[],{"categories":2032},[],{"categories":2034},[125],{"categories":2036},[128],{"categories":2038},[125],{"categories":2040},[128],{"categories":2042},[336],{"categories":2044},[195],{"categories":2046},[160],{"categories":2048},[138],{"categories":2050},[125],{"categories":2052},[128],{"categories":2054},[128],{"categories":2056},[],{"categories":2058},[125],{"categories":2060},[],{"categories":2062},[],{"categories":2064},[125],{"categories":2066},[125],{"categories":2068},[128],{"categories":2070},[138],{"categories":2072},[],{"categories":2074},[],{"categories":2076},[198],{"categories":2078},[149],{"categories":2080},[125],{"categories":2082},[198],{"categories":2084},[160],{"categories":2086},[125],{"categories":2088},[125],{"categories":2090},[128],{"categories":2092},[128],{"categories":2094},[125],{"categories":2096},[128],{"categories":2098},[],{"categories":2100},[],{"categories":2102},[125],{"categories":2104},[252],{"categories":2106},[125],{"categories":2108},[],{"categories":2110},[],{"categories":2112},[195],{"categories":2114},[765],{"categories":2116},[128],{"categories":2118},[119],{"categories":2120},[1959],{"categories":2122},[],{"categories":2124},[],{"categories":2126},[125],{"categories":2128},[],{"categories":2130},[],{"categories":2132},[138],{"categories":2134},[160],{"categories":2136},[221],{"categories":2138},[122],{"categories":2140},[125],{"categories":2142},[125],{"categories":2144},[122],{"categories":2146},[],{"categories":2148},[195],{"categories":2150},[125],{"categories":2152},[128],{"categories":2154},[122],{"categories":2156},[125],{"categories":2158},[125],{"categories":2160},[119],{"categories":2162},[125],{"categories":2164},[],{"categories":2166},[119],{"categories":2168},[125],{"categories":2170},[221],{"categories":2172},[128],{"categories":2174},[160],{"categories":2176},[125],{"categories":2178},[122],{"categories":2180},[125],{"categories":2182},[125],{"categories":2184},[125],{"categories":2186},[128],{"categories":2188},[],{"categories":2190},[125],{"categories":2192},[138],{"categories":2194},[119],{"categories":2196},[125],{"categories":2198},[125],{"categories":2200},[],{"categories":2202},[397],{"categories":2204},[160],{"categories":2206},[125],{"categories":2208},[125],{"categories":2210},[],{"categories":2212},[122],{"categories":2214},[122],{"categories":2216},[125],{"categories":2218},[125],{"categories":2220},[131],{"categories":2222},[125],{"categories":2224},[125],{"categories":2226},[138],{"categories":2228},[138],{"categories":2230},[125],{"categories":2232},[],{"categories":2234},[138],{"categories":2236},[125],{"categories":2238},[480],{"categories":2240},[],{"categories":2242},[],{"categories":2244},[125],{"categories":2246},[160],{"categories":2248},[],{"categories":2250},[252],{"categories":2252},[125],{"categories":2254},[125],{"categories":2256},[195],{"categories":2258},[736],{"categories":2260},[],{"categories":2262},[125],{"categories":2264},[138],{"categories":2266},[125],{"categories":2268},[125],{"categories":2270},[125,252],{"categories":2272},[125],{"categories":2274},[125],{"categories":2276},[195],{"categories":2278},[128],{"categories":2280},[],{"categories":2282},[128],{"categories":2284},[128],{"categories":2286},[125],{"categories":2288},[125],{"categories":2290},[125],{"categories":2292},[198],{"categories":2294},[125],{"categories":2296},[1996],{"categories":2298},[119],{"categories":2300},[198],{"categories":2302},[119],{"categories":2304},[138],{"categories":2306},[195],{"categories":2308},[128],{"categories":2310},[125],{"categories":2312},[],{"categories":2314},[125],{"categories":2316},[160],{"categories":2318},[125],{"categories":2320},[128],{"categories":2322},[125],{"categories":2324},[125],{"categories":2326},[122],{"categories":2328},[],{"categories":2330},[252],{"categories":2332},[125],{"categories":2334},[336],{"categories":2336},[195],{"categories":2338},[195],{"categories":2340},[138],{"categories":2342},[128],{"categories":2344},[125],{"categories":2346},[122],{"categories":2348},[160],{"categories":2350},[125],{"categories":2352},[195],{"categories":2354},[128],{"categories":2356},[125],{"categories":2358},[125],{"categories":2360},[444],{"categories":2362},[],{"categories":2364},[125],{"categories":2366},[125],{"categories":2368},[125],{"categories":2370},[],{"categories":2372},[],{"categories":2374},[125],{"categories":2376},[125],{"categories":2378},[125],{"categories":2380},[125],{"categories":2382},[138],{"categories":2384},[125],{"categories":2386},[125],{"categories":2388},[128],{"categories":2390},[125],{"categories":2392},[125],{"categories":2394},[125],{"categories":2396},[125],{"categories":2398},[],{"categories":2400},[198],{"categories":2402},[125],{"categories":2404},[128],{"categories":2406},[125],{"categories":2408},[],{"categories":2410},[],{"categories":2412},[125],{"categories":2414},[125],{"categories":2416},[125],{"categories":2418},[160],{"categories":2420},[],{"categories":2422},[125],{"categories":2424},[195],{"categories":2426},[125],{"categories":2428},[252],{"categories":2430},[1448],{"categories":2432},[160],{"categories":2434},[138],{"categories":2436},[138],{"categories":2438},[138],{"categories":2440},[160],{"categories":2442},[160],{"categories":2444},[252],{"categories":2446},[],{"categories":2448},[160],{"categories":2450},[125],{"categories":2452},[119],{"categories":2454},[138],{"categories":2456},[125],{"categories":2458},[160],{"categories":2460},[],{"categories":2462},[125],{"categories":2464},[138],{"categories":2466},[198],{"categories":2468},[125],{"categories":2470},[160],{"categories":2472},[125],{"categories":2474},[138],{"categories":2476},[128],{"categories":2478},[160],{"categories":2480},[128],{"categories":2482},[252],{"categories":2484},[128],{"categories":2486},[125],{"categories":2488},[125],{"categories":2490},[138],{"categories":2492},[125],{"categories":2494},[],{"categories":2496},[122],{"categories":2498},[138],{"categories":2500},[],{"categories":2502},[],{"categories":2504},[125],{"categories":2506},[128],{"categories":2508},[125],{"categories":2510},[2511],"Frameworks & Tooling",{"categories":2513},[125],{"categories":2515},[125],{"categories":2517},[125],{"categories":2519},[125],{"categories":2521},[],{"categories":2523},[198],{"categories":2525},[198],{"categories":2527},[119],{"categories":2529},[128],{"categories":2531},[195],{"categories":2533},[],{"categories":2535},[1448],{"categories":2537},[125],{"categories":2539},[138],{"categories":2541},[125],{"categories":2543},[252],{"categories":2545},[252],{"categories":2547},[],{"categories":2549},[128],{"categories":2551},[160],{"categories":2553},[160],{"categories":2555},[125],{"categories":2557},[128],{"categories":2559},[],{"categories":2561},[195],{"categories":2563},[125],{"categories":2565},[125],{"categories":2567},[],{"categories":2569},[125],{"categories":2571},[],{"categories":2573},[138],{"categories":2575},[125],{"categories":2577},[138],{"categories":2579},[252],{"categories":2581},[125],{"categories":2583},[138],{"categories":2585},[122],{"categories":2587},[125],{"categories":2589},[1448],{"categories":2591},[],{"categories":2593},[128],{"categories":2595},[119],{"categories":2597},[119],{"categories":2599},[],{"categories":2601},[128],{"categories":2603},[125],{"categories":2605},[2606],"AI Design Tooling",{"categories":2608},[195],{"categories":2610},[125],{"categories":2612},[125],{"categories":2614},[138],{"categories":2616},[195],{"categories":2618},[125],{"categories":2620},[138],{"categories":2622},[160],{"categories":2624},[131],{"categories":2626},[138],{"categories":2628},[128],{"categories":2630},[],{"categories":2632},[125],{"categories":2634},[125],{"categories":2636},[128],{"categories":2638},[125],{"categories":2640},[125],{"categories":2642},[],{"categories":2644},[128],{"categories":2646},[2511],{"categories":2648},[125],{"categories":2650},[128],{"categories":2652},[128],{"categories":2654},[138],{"categories":2656},[138],{"categories":2658},[],{"categories":2660},[138],{"categories":2662},[125],{"categories":2664},[125],{"categories":2666},[128],{"categories":2668},[122],{"categories":2670},[125],{"categories":2672},[],{"categories":2674},[125],{"categories":2676},[1791],{"categories":2678},[],{"categories":2680},[125],{"categories":2682},[125],{"categories":2684},[],{"categories":2686},[125],{"categories":2688},[397],{"categories":2690},[125],{"categories":2692},[221],{"categories":2694},[160],{"categories":2696},[125],{"categories":2698},[125],{"categories":2700},[1448],{"categories":2702},[119],{"categories":2704},[125],{"categories":2706},[125],{"categories":2708},[198],{"categories":2710},[125],{"categories":2712},[160],{"categories":2714},[128],{"categories":2716},[],{"categories":2718},[125],{"categories":2720},[195],{"categories":2722},[125],{"categories":2724},[221],{"categories":2726},[125],{"categories":2728},[128],{"categories":2730},[],{"categories":2732},[],{"categories":2734},[],{"categories":2736},[119],{"categories":2738},[160],{"categories":2740},[128],{"categories":2742},[125],{"categories":2744},[125],{"categories":2746},[125],{"categories":2748},[355],{"categories":2750},[195],{"categories":2752},[128],{"categories":2754},[125],{"categories":2756},[],{"categories":2758},[128],{"categories":2760},[128],{"categories":2762},[],{"categories":2764},[125],{"categories":2766},[128],{"categories":2768},[125],{"categories":2770},[],{"categories":2772},[125],{"categories":2774},[125],{"categories":2776},[160],{"categories":2778},[195],{"categories":2780},[128],{"categories":2782},[195],{"categories":2784},[128],{"categories":2786},[122],{"categories":2788},[],{"categories":2790},[],{"categories":2792},[125],{"categories":2794},[125],{"categories":2796},[119],{"categories":2798},[128],{"categories":2800},[160],{"categories":2802},[],{"categories":2804},[195],{"categories":2806},[],{"categories":2808},[138],{"categories":2810},[138],{"categories":2812},[195],{"categories":2814},[138],{"categories":2816},[125],{"categories":2818},[],{"categories":2820},[125],{"categories":2822},[125],{"categories":2824},[],{"categories":2826},[221],{"categories":2828},[125],{"categories":2830},[252],{"categories":2832},[138],{"categories":2834},[],{"categories":2836},[128],{"categories":2838},[125],{"categories":2840},[119],{"categories":2842},[444],{"categories":2844},[128],{"categories":2846},[128],{"categories":2848},[125],{"categories":2850},[125],{"categories":2852},[],{"categories":2854},[119],{"categories":2856},[125],{"categories":2858},[122],{"categories":2860},[138],{"categories":2862},[195],{"categories":2864},[],{"categories":2866},[],{"categories":2868},[],{"categories":2870},[128],{"categories":2872},[138],{"categories":2874},[195],{"categories":2876},[160],{"categories":2878},[125],{"categories":2880},[160],{"categories":2882},[128],{"categories":2884},[195],{"categories":2886},[125],{"categories":2888},[],{"categories":2890},[125],{"categories":2892},[149],{"categories":2894},[128],{"categories":2896},[195],{"categories":2898},[160],{"categories":2900},[122],{"categories":2902},[138],{"categories":2904},[125],{"categories":2906},[160],{"categories":2908},[221],{"categories":2910},[],{"categories":2912},[],{"categories":2914},[198],{"categories":2916},[397],{"categories":2918},[125],{"categories":2920},[128],{"categories":2922},[125,138],{"categories":2924},[160],{"categories":2926},[125],{"categories":2928},[125],{"categories":2930},[128],{"categories":2932},[125],{"categories":2934},[128],{"categories":2936},[125],{"categories":2938},[125],{"categories":2940},[],{"categories":2942},[1012],{"categories":2944},[138],{"categories":2946},[195],{"categories":2948},[125],{"categories":2950},[125],{"categories":2952},[198],{"categories":2954},[128],{"categories":2956},[221],{"categories":2958},[252],{"categories":2960},[],{"categories":2962},[125],{"categories":2964},[122],{"categories":2966},[128],{"categories":2968},[119],{"categories":2970},[128],{"categories":2972},[125],{"categories":2974},[128],{"categories":2976},[131],{"categories":2978},[138],{"categories":2980},[125],{"categories":2982},[125],{"categories":2984},[],{"categories":2986},[],{"categories":2988},[],{"categories":2990},[252],{"categories":2992},[125],{"categories":2994},[160],{"categories":2996},[125],{"categories":2998},[125],{"categories":3000},[125],{"categories":3002},[125],{"categories":3004},[],{"categories":3006},[198],{"categories":3008},[122],{"categories":3010},[128],{"categories":3012},[125],{"categories":3014},[],{"categories":3016},[125],{"categories":3018},[128],{"categories":3020},[125],{"categories":3022},[252],{"categories":3024},[],{"categories":3026},[195],{"categories":3028},[195],{"categories":3030},[],{"categories":3032},[138],{"categories":3034},[125],{"categories":3036},[195],{"categories":3038},[125],{"categories":3040},[122],{"categories":3042},[128],{"categories":3044},[125],{"categories":3046},[],{"categories":3048},[160],{"categories":3050},[125],{"categories":3052},[125],{"categories":3054},[195],{"categories":3056},[128],{"categories":3058},[160],{"categories":3060},[],{"categories":3062},[128],{"categories":3064},[128],{"categories":3066},[195],{"categories":3068},[125],{"categories":3070},[125],{"categories":3072},[125],{"categories":3074},[397],{"categories":3076},[125],{"categories":3078},[],{"categories":3080},[125],{"categories":3082},[125],{"categories":3084},[252],{"categories":3086},[160],{"categories":3088},[198],{"categories":3090},[480],{"categories":3092},[198],{"categories":3094},[],{"categories":3096},[],{"categories":3098},[],{"categories":3100},[128],{"categories":3102},[128],{"categories":3104},[138],{"categories":3106},[125],{"categories":3108},[380],{"categories":3110},[138],{"categories":3112},[125],{"categories":3114},[125],{"categories":3116},[125],{"categories":3118},[125],{"categories":3120},[128],{"categories":3122},[],{"categories":3124},[],{"categories":3126},[125],{"categories":3128},[],{"categories":3130},[125],{"categories":3132},[128],{"categories":3134},[195],{"categories":3136},[125],{"categories":3138},[125],{"categories":3140},[],{"categories":3142},[131],{"categories":3144},[125],{"categories":3146},[195],{"categories":3148},[125],{"categories":3150},[122],{"categories":3152},[125],{"categories":3154},[221],{"categories":3156},[128],{"categories":3158},[125],{"categories":3160},[736],{"categories":3162},[125],{"categories":3164},[128],{"categories":3166},[125],{"categories":3168},[138],{"categories":3170},[125],{"categories":3172},[444],{"categories":3174},[195],{"categories":3176},[],{"categories":3178},[160],{"categories":3180},[397],{"categories":3182},[128],{"categories":3184},[125],{"categories":3186},[],{"categories":3188},[160],{"categories":3190},[336],{"categories":3192},[128],{"categories":3194},[128],{"categories":3196},[125],{"categories":3198},[125],{"categories":3200},[128],{"categories":3202},[],{"categories":3204},[122],{"categories":3206},[128],{"categories":3208},[],{"categories":3210},[138],{"categories":3212},[125],{"categories":3214},[119],{"categories":3216},[160],{"categories":3218},[252],{"categories":3220},[149],{"categories":3222},[128],{"categories":3224},[128],{"categories":3226},[125],{"categories":3228},[128],{"categories":3230},[119],{"categories":3232},[],{"categories":3234},[125],{"categories":3236},[125],{"categories":3238},[],{"categories":3240},[],{"categories":3242},[195],{"categories":3244},[125,122],{"categories":3246},[128],{"categories":3248},[125],{"categories":3250},[],{"categories":3252},[119],{"categories":3254},[198],{"categories":3256},[122],{"categories":3258},[125],{"categories":3260},[138],{"categories":3262},[125],{"categories":3264},[128],{"categories":3266},[125],{"categories":3268},[125],{"categories":3270},[125],{"categories":3272},[160],{"categories":3274},[1012],{"categories":3276},[128],{"categories":3278},[125],{"categories":3280},[],{"categories":3282},[],{"categories":3284},[128],{"categories":3286},[125],{"categories":3288},[252],{"categories":3290},[],{"categories":3292},[125],{"categories":3294},[128],{"categories":3296},[149],{"categories":3298},[128],{"categories":3300},[397],{"categories":3302},[],{"categories":3304},[355],{"categories":3306},[128],{"categories":3308},[125],{"categories":3310},[221],{"categories":3312},[125],{"categories":3314},[198],{"categories":3316},[128],{"categories":3318},[125],{"categories":3320},[397],{"categories":3322},[125],{"categories":3324},[252],{"categories":3326},[],{"categories":3328},[125],{"categories":3330},[221],{"categories":3332},[195],{"categories":3334},[125],{"categories":3336},[125],{"categories":3338},[],{"categories":3340},[221],{"categories":3342},[160],{"categories":3344},[125],{"categories":3346},[125],{"categories":3348},[480],{"categories":3350},[119],{"categories":3352},[125],{"categories":3354},[],{"categories":3356},[],{"categories":3358},[195],{"categories":3360},[125],{"categories":3362},[198],{"categories":3364},[221],{"categories":3366},[128],{"categories":3368},[221],{"categories":3370},[160],{"categories":3372},[],{"categories":3374},[125],{"categories":3376},[],{"categories":3378},[125],{"categories":3380},[499],{"categories":3382},[125],{"categories":3384},[125],{"categories":3386},[128],{"categories":3388},[397],{"categories":3390},[125],{"categories":3392},[125],{"categories":3394},[125],{"categories":3396},[],{"categories":3398},[125,138],{"categories":3400},[160],{"categories":3402},[128],{"categories":3404},[138],{"categories":3406},[128],{"categories":3408},[765],{"categories":3410},[138],{"categories":3412},[125],{"categories":3414},[119],{"categories":3416},[],{"categories":3418},[],{"categories":3420},[128],{"categories":3422},[125],{"categories":3424},[138],{"categories":3426},[119],{"categories":3428},[138],{"categories":3430},[138],{"categories":3432},[125],{"categories":3434},[221],{"categories":3436},[125],{"categories":3438},[138],{"categories":3440},[],{"categories":3442},[125],{"categories":3444},[195,125],{"categories":3446},[252],{"categories":3448},[119],{"categories":3450},[],{"categories":3452},[125],{"categories":3454},[397],{"categories":3456},[122],{"categories":3458},[122],{"categories":3460},[125],{"categories":3462},[125],{"categories":3464},[336],{"categories":3466},[125],{"categories":3468},[138],{"categories":3470},[128],{"categories":3472},[125],{"categories":3474},[125],{"categories":3476},[160],{"categories":3478},[221],{"categories":3480},[195],{"categories":3482},[125],{"categories":3484},[125],{"categories":3486},[125],{"categories":3488},[125],{"categories":3490},[119],{"categories":3492},[125],{"categories":3494},[128],{"categories":3496},[128],{"categories":3498},[138],{"categories":3500},[160],{"categories":3502},[138],{"categories":3504},[],{"categories":3506},[],{"categories":3508},[198],{"categories":3510},[125],{"categories":3512},[138],{"categories":3514},[125],{"categories":3516},[195],{"categories":3518},[397],{"categories":3520},[355],{"categories":3522},[336],{"categories":3524},[125],{"categories":3526},[125],{"categories":3528},[125],{"categories":3530},[198],{"categories":3532},[125],{"categories":3534},[125],{"categories":3536},[125],{"categories":3538},[128],{"categories":3540},[119],{"categories":3542},[128],{"categories":3544},[125,122],{"categories":3546},[],{"categories":3548},[195],{"categories":3550},[],{"categories":3552},[131],{"categories":3554},[125],{"categories":3556},[160],{"categories":3558},[119],{"categories":3560},[119],{"categories":3562},[128],{"categories":3564},[128],{"categories":3566},[128],{"categories":3568},[125],{"categories":3570},[125],{"categories":3572},[122],{"categories":3574},[138],{"categories":3576},[221],{"categories":3578},[125],{"categories":3580},[],{"categories":3582},[160],{"categories":3584},[125],{"categories":3586},[125],{"categories":3588},[125],{"categories":3590},[125],{"categories":3592},[125],{"categories":3594},[138],{"categories":3596},[160],{"categories":3598},[138],{"categories":3600},[138],{"categories":3602},[125],{"categories":3604},[125],{"categories":3606},[355],{"categories":3608},[125],{"categories":3610},[128],{"categories":3612},[160],{"categories":3614},[125],{"categories":3616},[125],{"categories":3618},[128],{"categories":3620},[125],{"categories":3622},[125],{"categories":3624},[125],{"categories":3626},[2511],{"categories":3628},[3629],"Clinical AI",{"categories":3631},[195],{"categories":3633},[125],{"categories":3635},[125],{"categories":3637},[125],{"categories":3639},[252],{"categories":3641},[1996],{"categories":3643},[125],{"categories":3645},[131],{"categories":3647},[125],{"categories":3649},[128],{"categories":3651},[125],{"categories":3653},[125],{"categories":3655},[160],{"categories":3657},[125],{"categories":3659},[128],{"categories":3661},[221],{"categories":3663},[125],{"categories":3665},[125],{"categories":3667},[122],{"categories":3669},[125],{"categories":3671},[444],{"categories":3673},[125],{"categories":3675},[],{"categories":3677},[125],{"categories":3679},[138],{"categories":3681},[125],{"categories":3683},[],{"categories":3685},[],{"categories":3687},[125],{"categories":3689},[],{"categories":3691},[122],{"categories":3693},[125],{"categories":3695},[128],{"categories":3697},[160],{"categories":3699},[160],{"categories":3701},[160],{"categories":3703},[160],{"categories":3705},[],{"categories":3707},[119],{"categories":3709},[128],{"categories":3711},[160],{"categories":3713},[125],{"categories":3715},[499],{"categories":3717},[131],{"categories":3719},[125],{"categories":3721},[119],{"categories":3723},[128],{"categories":3725},[125],{"categories":3727},[125,128],{"categories":3729},[128],{"categories":3731},[252],{"categories":3733},[160],{"categories":3735},[128],{"categories":3737},[160],{"categories":3739},[128],{"categories":3741},[125],{"categories":3743},[],{"categories":3745},[160],{"categories":3747},[221],{"categories":3749},[119],{"categories":3751},[125],{"categories":3753},[125],{"categories":3755},[],{"categories":3757},[138],{"categories":3759},[],{"categories":3761},[119],{"categories":3763},[128],{"categories":3765},[160],{"categories":3767},[125],{"categories":3769},[160],{"categories":3771},[119],{"categories":3773},[160],{"categories":3775},[160],{"categories":3777},[],{"categories":3779},[122],{"categories":3781},[128],{"categories":3783},[160],{"categories":3785},[160],{"categories":3787},[160],{"categories":3789},[160],{"categories":3791},[160],{"categories":3793},[160],{"categories":3795},[160],{"categories":3797},[160],{"categories":3799},[160],{"categories":3801},[160],{"categories":3803},[198],{"categories":3805},[119],{"categories":3807},[125],{"categories":3809},[125],{"categories":3811},[128],{"categories":3813},[128],{"categories":3815},[],{"categories":3817},[125,119],{"categories":3819},[],{"categories":3821},[128],{"categories":3823},[160],{"categories":3825},[128],{"categories":3827},[765],{"categories":3829},[125],{"categories":3831},[125],{"categories":3833},[125],{"categories":3835},[125],{"categories":3837},[336],{"categories":3839},[125],{"categories":3841},[128],{"categories":3843},[122],{"categories":3845},[128],{"categories":3847},[765],{"categories":3849},[],{"categories":3851},[128],{"categories":3853},[195],{"categories":3855},[160],{"categories":3857},[125],{"categories":3859},[],{"categories":3861},[],{"categories":3863},[128],{"categories":3865},[195],{"categories":3867},[125],{"categories":3869},[],{"categories":3871},[125],{"categories":3873},[],{"categories":3875},[221],{"categories":3877},[125],{"categories":3879},[],{"categories":3881},[],{"categories":3883},[160],{"categories":3885},[119],{"categories":3887},[125],{"categories":3889},[122],{"categories":3891},[125],{"categories":3893},[125],{"categories":3895},[125],{"categories":3897},[122],{"categories":3899},[195],{"categories":3901},[],{"categories":3903},[125],{"categories":3905},[160],{"categories":3907},[],{"categories":3909},[125],{"categories":3911},[125],{"categories":3913},[195],{"categories":3915},[125],{"categories":3917},[221],{"categories":3919},[125],{"categories":3921},[252],{"categories":3923},[],{"categories":3925},[128],{"categories":3927},[221],{"categories":3929},[138],{"categories":3931},[],{"categories":3933},[125],{"categories":3935},[],{"categories":3937},[128],{"categories":3939},[195],{"categories":3941},[138],{"categories":3943},[],{"categories":3945},[2511],{"categories":3947},[122],{"categories":3949},[119],{"categories":3951},[198],{"categories":3953},[128],{"categories":3955},[195],{"categories":3957},[138],{"categories":3959},[],{"categories":3961},[],{"categories":3963},[125],{"categories":3965},[119],{"categories":3967},[125],{"categories":3969},[221],{"categories":3971},[],{"categories":3973},[128],{"categories":3975},[128],{"categories":3977},[128],{"categories":3979},[160],{"categories":3981},[138],{"categories":3983},[125],{"categories":3985},[128],{"categories":3987},[131],{"categories":3989},[125],{"categories":3991},[128],{"categories":3993},[125],{"categories":3995},[131],{"categories":3997},[221],{"categories":3999},[160],{"categories":4001},[],{"categories":4003},[221],{"categories":4005},[],{"categories":4007},[138],{"categories":4009},[128],{"categories":4011},[],{"categories":4013},[125],{"categories":4015},[125],{"categories":4017},[125],{"categories":4019},[125],{"categories":4021},[128],{"categories":4023},[122],{"categories":4025},[119],{"categories":4027},[125],{"categories":4029},[195],{"categories":4031},[138],{"categories":4033},[138],{"categories":4035},[125],{"categories":4037},[198],{"categories":4039},[128],{"categories":4041},[125],{"categories":4043},[128],{"categories":4045},[125],{"categories":4047},[122],{"categories":4049},[195],{"categories":4051},[138],{"categories":4053},[128],{"categories":4055},[125],{"categories":4057},[131],{"categories":4059},[125],{"categories":4061},[128],{"categories":4063},[125],{"categories":4065},[160],{"categories":4067},[],{"categories":4069},[119],{"categories":4071},[125],{"categories":4073},[125],{"categories":4075},[125],{"categories":4077},[138],{"categories":4079},[125],{"categories":4081},[138],{"categories":4083},[125],{"categories":4085},[128],{"categories":4087},[125],{"categories":4089},[125],{"categories":4091},[125],{"categories":4093},[125],{"categories":4095},[],{"categories":4097},[125],{"categories":4099},[195],{"categories":4101},[122],{"categories":4103},[160],{"categories":4105},[128],{"categories":4107},[125],{"categories":4109},[125],{"categories":4111},[195],{"categories":4113},[128],{"categories":4115},[125],{"categories":4117},[221],{"categories":4119},[125],{"categories":4121},[198],{"categories":4123},[125],{"categories":4125},[125],{"categories":4127},[160],{"categories":4129},[125],{"categories":4131},[125],{"categories":4133},[128],{"categories":4135},[252],{"categories":4137},[125],{"categories":4139},[128],{"categories":4141},[198],{"categories":4143},[],{"categories":4145},[128],{"categories":4147},[138],{"categories":4149},[125],{"categories":4151},[1864],{"categories":4153},[195],{"categories":4155},[277],{"categories":4157},[125],{"categories":4159},[119],{"categories":4161},[138],{"categories":4163},[122],{"categories":4165},[138],{"categories":4167},[125],{"categories":4169},[],{"categories":4171},[128],{"categories":4173},[128],{"categories":4175},[125],{"categories":4177},[125],{"categories":4179},[198],{"categories":4181},[],{"categories":4183},[160],{"categories":4185},[],{"categories":4187},[160],{"categories":4189},[125],{"categories":4191},[125],{"categories":4193},[128],{"categories":4195},[128],{"categories":4197},[128],{"categories":4199},[],{"categories":4201},[160],{"categories":4203},[125],{"categories":4205},[],{"categories":4207},[125],{"categories":4209},[125],{"categories":4211},[],{"categories":4213},[195],{"categories":4215},[138],{"categories":4217},[128],{"categories":4219},[125],{"categories":4221},[125],{"categories":4223},[221],{"categories":4225},[125],{"categories":4227},[125],{"categories":4229},[119],{"categories":4231},[],{"categories":4233},[125],{"categories":4235},[125],{"categories":4237},[],{"categories":4239},[119],{"categories":4241},[160],{"categories":4243},[138],{"categories":4245},[397],{"categories":4247},[125],{"categories":4249},[125],{"categories":4251},[125],{"categories":4253},[138],{"categories":4255},[160],{"categories":4257},[195],{"categories":4259},[125],{"categories":4261},[125],{"categories":4263},[125],{"categories":4265},[160],{"categories":4267},[195],{"categories":4269},[125],{"categories":4271},[160],{"categories":4273},[195],{"categories":4275},[125],{"categories":4277},[160],{"categories":4279},[128],{"categories":4281},[128],{"categories":4283},[128],{"categories":4285},[138],{"categories":4287},[160],{"categories":4289},[128],{"categories":4291},[128],{"categories":4293},[125],{"categories":4295},[138],{"categories":4297},[195],{"categories":4299},[125],{"categories":4301},[],{"categories":4303},[128],{"categories":4305},[],{"categories":4307},[],{"categories":4309},[],{"categories":4311},[128],{"categories":4313},[122],{"categories":4315},[128],{"categories":4317},[4318],"Liability & Ethics",{"categories":4320},[125],{"categories":4322},[128],{"categories":4324},[119],{"categories":4326},[128],{"categories":4328},[122],{"categories":4330},[221],{"categories":4332},[128],{"categories":4334},[],{"categories":4336},[480],{"categories":4338},[128],{"categories":4340},[],{"categories":4342},[119],{"categories":4344},[128],{"categories":4346},[],{"categories":4348},[128],{"categories":4350},[125],{"categories":4352},[125],{"categories":4354},[160],{"categories":4356},[125],{"categories":4358},[125],{"categories":4360},[128],{"categories":4362},[125],{"categories":4364},[125],{"categories":4366},[160],{"categories":4368},[128],{"categories":4370},[138],{"categories":4372},[195],{"categories":4374},[119],{"categories":4376},[125],{"categories":4378},[],{"categories":4380},[128],{"categories":4382},[128],{"categories":4384},[397],{"categories":4386},[195],{"categories":4388},[252],{"categories":4390},[160],{"categories":4392},[125],{"categories":4394},[195],{"categories":4396},[125],{"categories":4398},[119],{"categories":4400},[],{"categories":4402},[128],{"categories":4404},[125],{"categories":4406},[125],{"categories":4408},[128],{"categories":4410},[125],{"categories":4412},[195],{"categories":4414},[],{"categories":4416},[128],{"categories":4418},[131],{"categories":4420},[160],{"categories":4422},[128],{"categories":4424},[122],{"categories":4426},[],{"categories":4428},[125],{"categories":4430},[131],{"categories":4432},[125],{"categories":4434},[128],{"categories":4436},[160],{"categories":4438},[119],{"categories":4440},[252],{"categories":4442},[125],{"categories":4444},[125],{"categories":4446},[125],{"categories":4448},[160],{"categories":4450},[122],{"categories":4452},[125],{"categories":4454},[195],{"categories":4456},[160],{"categories":4458},[252],{"categories":4460},[125],{"categories":4462},[128],{"categories":4464},[],{"categories":4466},[444],{"categories":4468},[],{"categories":4470},[125],{"categories":4472},[252],{"categories":4474},[198],{"categories":4476},[128],{"categories":4478},[128],{"categories":4480},[4481],"Design News & Tools",{"categories":4483},[125],{"categories":4485},[160],{"categories":4487},[125],{"categories":4489},[119],{"categories":4491},[125],{"categories":4493},[195],{"categories":4495},[128],{"categories":4497},[128],{"categories":4499},[125],{"categories":4501},[397],{"categories":4503},[125],{"categories":4505},[397],{"categories":4507},[221],{"categories":4509},[125],{"categories":4511},[128],{"categories":4513},[],{"categories":4515},[125],{"categories":4517},[125],{"categories":4519},[125],{"categories":4521},[160],{"categories":4523},[119],{"categories":4525},[],{"categories":4527},[125],{"categories":4529},[125],{"categories":4531},[138],{"categories":4533},[499],{"categories":4535},[138],{"categories":4537},[195],{"categories":4539},[125],{"categories":4541},[125,128],{"categories":4543},[221,122],{"categories":4545},[125],{"categories":4547},[125],{"categories":4549},[125],{"categories":4551},[],{"categories":4553},[128],{"categories":4555},[],{"categories":4557},[138],{"categories":4559},[125],{"categories":4561},[138],{"categories":4563},[],{"categories":4565},[128],{"categories":4567},[125],{"categories":4569},[160],{"categories":4571},[125],{"categories":4573},[],{"categories":4575},[128],{"categories":4577},[125],{"categories":4579},[],{"categories":4581},[195],{"categories":4583},[125],{"categories":4585},[128],{"categories":4587},[125],{"categories":4589},[125],{"categories":4591},[119],{"categories":4593},[128],{"categories":4595},[125],{"categories":4597},[],{"categories":4599},[252],{"categories":4601},[221],{"categories":4603},[122],{"categories":4605},[122],{"categories":4607},[125],{"categories":4609},[119],{"categories":4611},[119],{"categories":4613},[125],{"categories":4615},[128],{"categories":4617},[125],{"categories":4619},[125],{"categories":4621},[125],{"categories":4623},[138],{"categories":4625},[125],{"categories":4627},[119],{"categories":4629},[128],{"categories":4631},[125],{"categories":4633},[221],{"categories":4635},[397],{"categories":4637},[160],{"categories":4639},[125],{"categories":4641},[125],{"categories":4643},[128],{"categories":4645},[125],{"categories":4647},[],{"categories":4649},[138],{"categories":4651},[],{"categories":4653},[138],{"categories":4655},[128],{"categories":4657},[119],{"categories":4659},[],{"categories":4661},[198],{"categories":4663},[252],{"categories":4665},[125],{"categories":4667},[138],{"categories":4669},[125],{"categories":4671},[],{"categories":4673},[160],{"categories":4675},[128],{"categories":4677},[138],{"categories":4679},[195],{"categories":4681},[125],{"categories":4683},[128],{"categories":4685},[138],{"categories":4687},[128],{"categories":4689},[160],{"categories":4691},[125],{"categories":4693},[119],{"categories":4695},[160],{"categories":4697},[138],{"categories":4699},[125],{"categories":4701},[195],{"categories":4703},[122],{"categories":4705},[125],{"categories":4707},[125],{"categories":4709},[125],{"categories":4711},[125],{"categories":4713},[125],{"categories":4715},[128],{"categories":4717},[125],{"categories":4719},[128],{"categories":4721},[125],{"categories":4723},[125],{"categories":4725},[119],{"categories":4727},[125],{"categories":4729},[128],{"categories":4731},[128],{"categories":4733},[195],{"categories":4735},[128],{"categories":4737},[128],{"categories":4739},[119],{"categories":4741},[128],{"categories":4743},[195],{"categories":4745},[],{"categories":4747},[125],{"categories":4749},[198],{"categories":4751},[397],{"categories":4753},[125],{"categories":4755},[125],{"categories":4757},[125],{"categories":4759},[138],{"categories":4761},[],{"categories":4763},[128],{"categories":4765},[221],{"categories":4767},[125],{"categories":4769},[160],{"categories":4771},[128],{"categories":4773},[125],{"categories":4775},[221],{"categories":4777},[128],{"categories":4779},[122],{"categories":4781},[122],{"categories":4783},[125],{"categories":4785},[125],{"categories":4787},[125],{"categories":4789},[119],{"categories":4791},[],{"categories":4793},[125],{"categories":4795},[128],{"categories":4797},[128],{"categories":4799},[125],{"categories":4801},[125],{"categories":4803},[125],{"categories":4805},[138],{"categories":4807},[],{"categories":4809},[119],{"categories":4811},[125],{"categories":4813},[125],{"categories":4815},[128],{"categories":4817},[128],{"categories":4819},[],{"categories":4821},[138],{"categories":4823},[138],{"categories":4825},[125],{"categories":4827},[221],{"categories":4829},[195],{"categories":4831},[],{"categories":4833},[125],{"categories":4835},[128],{"categories":4837},[119],{"categories":4839},[125],{"categories":4841},[138],{"categories":4843},[119],{"categories":4845},[160],{"categories":4847},[198],{"categories":4849},[160],{"categories":4851},[128],{"categories":4853},[],{"categories":4855},[160],{"categories":4857},[128],{"categories":4859},[195],{"categories":4861},[198],{"categories":4863},[125],{"categories":4865},[],{"categories":4867},[128],{"categories":4869},[2511],{"categories":4871},[160],{"categories":4873},[138],{"categories":4875},[125],{"categories":4877},[125],{"categories":4879},[122],{"categories":4881},[125],{"categories":4883},[119],{"categories":4885},[1448],{"categories":4887},[252],{"categories":4889},[119],{"categories":4891},[],{"categories":4893},[],{"categories":4895},[160],{"categories":4897},[128],{"categories":4899},[160],{"categories":4901},[],{"categories":4903},[128],{"categories":4905},[128],{"categories":4907},[128],{"categories":4909},[],{"categories":4911},[125],{"categories":4913},[],{"categories":4915},[160],{"categories":4917},[119],{"categories":4919},[195],{"categories":4921},[125],{"categories":4923},[160],{"categories":4925},[125],{"categories":4927},[160],{"categories":4929},[],{"categories":4931},[160],{"categories":4933},[119],{"categories":4935},[397],{"categories":4937},[128],{"categories":4939},[125],{"categories":4941},[],{"categories":4943},[138],{"categories":4945},[128],{"categories":4947},[131],{"categories":4949},[128],{"categories":4951},[119],{"categories":4953},[],{"categories":4955},[],{"categories":4957},[],{"categories":4959},[195],{"categories":4961},[128],{"categories":4963},[125],{"categories":4965},[125],{"categories":4967},[],{"categories":4969},[],{"categories":4971},[],{"categories":4973},[195],{"categories":4975},[125],{"categories":4977},[],{"categories":4979},[128],{"categories":4981},[125],{"categories":4983},[119],{"categories":4985},[],{"categories":4987},[],{"categories":4989},[195],{"categories":4991},[125],{"categories":4993},[160],{"categories":4995},[],{"categories":4997},[221],{"categories":4999},[160],{"categories":5001},[221],{"categories":5003},[198],{"categories":5005},[125],{"categories":5007},[125],{"categories":5009},[],{"categories":5011},[],{"categories":5013},[128],{"categories":5015},[],{"categories":5017},[125],{"categories":5019},[397],{"categories":5021},[125],{"categories":5023},[125],{"categories":5025},[],{"categories":5027},[128],{"categories":5029},[125],{"categories":5031},[125],{"categories":5033},[],{"categories":5035},[128],{"categories":5037},[125],{"categories":5039},[160],{"categories":5041},[125],{"categories":5043},[221],{"categories":5045},[122],{"categories":5047},[125],{"categories":5049},[125],{"categories":5051},[128],{"categories":5053},[198],{"categories":5055},[128],{"categories":5057},[128],{"categories":5059},[],{"categories":5061},[],{"categories":5063},[125],{"categories":5065},[],{"categories":5067},[160],{"categories":5069},[122],{"categories":5071},[],{"categories":5073},[],{"categories":5075},[195],{"categories":5077},[119],{"categories":5079},[],{"categories":5081},[122],{"categories":5083},[221],{"categories":5085},[125],{"categories":5087},[138],{"categories":5089},[119],{"categories":5091},[198],{"categories":5093},[122],{"categories":5095},[138],{"categories":5097},[138],{"categories":5099},[],{"categories":5101},[125],{"categories":5103},[],{"categories":5105},[128],{"categories":5107},[119],{"categories":5109},[195],{"categories":5111},[125],{"categories":5113},[119],{"categories":5115},[128],{"categories":5117},[252],{"categories":5119},[125],{"categories":5121},[125],{"categories":5123},[125],{"categories":5125},[119],{"categories":5127},[198],{"categories":5129},[128],{"categories":5131},[],{"categories":5133},[125],{"categories":5135},[138],{"categories":5137},[160],{"categories":5139},[138],{"categories":5141},[125],{"categories":5143},[131],{"categories":5145},[],{"categories":5147},[195],{"categories":5149},[160],{"categories":5151},[119],{"categories":5153},[128],{"categories":5155},[125],{"categories":5157},[125],{"categories":5159},[128],{"categories":5161},[125],{"categories":5163},[125],{"categories":5165},[122],{"categories":5167},[128],{"categories":5169},[128,252],{"categories":5171},[128],{"categories":5173},[138],{"categories":5175},[125],{"categories":5177},[125],{"categories":5179},[198],{"categories":5181},[128],{"categories":5183},[221],{"categories":5185},[128],{"categories":5187},[122],{"categories":5189},[],{"categories":5191},[128],{"categories":5193},[125],{"categories":5195},[122],{"categories":5197},[],{"categories":5199},[],{"categories":5201},[138],{"categories":5203},[125],{"categories":5205},[128],{"categories":5207},[198],{"categories":5209},[221],{"categories":5211},[125],{"categories":5213},[125],{"categories":5215},[128],{"categories":5217},[],{"categories":5219},[128],{"categories":5221},[160],{"categories":5223},[128],{"categories":5225},[],{"categories":5227},[160],{"categories":5229},[138],{"categories":5231},[2511],{"categories":5233},[119],{"categories":5235},[138],{"categories":5237},[125],{"categories":5239},[128],{"categories":5241},[125],{"categories":5243},[125],{"categories":5245},[221],{"categories":5247},[138],{"categories":5249},[],{"categories":5251},[160],{"categories":5253},[125],{"categories":5255},[],{"categories":5257},[128],{"categories":5259},[125],{"categories":5261},[125],{"categories":5263},[125],{"categories":5265},[128],{"categories":5267},[125],{"categories":5269},[125],{"categories":5271},[131],{"categories":5273},[128],{"categories":5275},[125],{"categories":5277},[125],{"categories":5279},[125],{"categories":5281},[125],{"categories":5283},[125],{"categories":5285},[122],{"categories":5287},[],{"categories":5289},[131],{"categories":5291},[160],{"categories":5293},[128],{"categories":5295},[125],{"categories":5297},[138],{"categories":5299},[],{"categories":5301},[138],{"categories":5303},[138],{"categories":5305},[128],{"categories":5307},[138],{"categories":5309},[125],{"categories":5311},[125],{"categories":5313},[138],{"categories":5315},[125],{"categories":5317},[128],{"categories":5319},[160],{"categories":5321},[125],{"categories":5323},[125],{"categories":5325},[125],{"categories":5327},[122],{"categories":5329},[125],{"categories":5331},[128],{"categories":5333},[195],{"categories":5335},[],{"categories":5337},[125],{"categories":5339},[198],{"categories":5341},[128],{"categories":5343},[125],{"categories":5345},[],{"categories":5347},[125],{"categories":5349},[125],{"categories":5351},[160],{"categories":5353},[125],{"categories":5355},[125],{"categories":5357},[128],{"categories":5359},[221],{"categories":5361},[],{"categories":5363},[],{"categories":5365},[138],{"categories":5367},[160],{"categories":5369},[138],{"categories":5371},[160],{"categories":5373},[125],{"categories":5375},[221],{"categories":5377},[125],{"categories":5379},[119],{"categories":5381},[128],{"categories":5383},[125],{"categories":5385},[128],{"categories":5387},[128],{"categories":5389},[125],{"categories":5391},[122],{"categories":5393},[],{"categories":5395},[198],{"categories":5397},[125],{"categories":5399},[],{"categories":5401},[160],{"categories":5403},[125],{"categories":5405},[198],{"categories":5407},[125],{"categories":5409},[138],{"categories":5411},[138],{"categories":5413},[138],{"categories":5415},[128],{"categories":5417},[128],{"categories":5419},[128],{"categories":5421},[125],{"categories":5423},[195],{"categories":5425},[198],{"categories":5427},[198],{"categories":5429},[],{"categories":5431},[160],{"categories":5433},[125],{"categories":5435},[125],{"categories":5437},[138],{"categories":5439},[],{"categories":5441},[160],{"categories":5443},[160],{"categories":5445},[160],{"categories":5447},[],{"categories":5449},[128],{"categories":5451},[125],{"categories":5453},[],{"categories":5455},[119],{"categories":5457},[122],{"categories":5459},[],{"categories":5461},[125],{"categories":5463},[125],{"categories":5465},[],{"categories":5467},[138],{"categories":5469},[],{"categories":5471},[],{"categories":5473},[],{"categories":5475},[],{"categories":5477},[125],{"categories":5479},[160],{"categories":5481},[],{"categories":5483},[],{"categories":5485},[125],{"categories":5487},[125],{"categories":5489},[125],{"categories":5491},[198],{"categories":5493},[125],{"categories":5495},[198],{"categories":5497},[],{"categories":5499},[198],{"categories":5501},[198],{"categories":5503},[252],{"categories":5505},[128],{"categories":5507},[138],{"categories":5509},[],{"categories":5511},[],{"categories":5513},[198],{"categories":5515},[138],{"categories":5517},[138],{"categories":5519},[138],{"categories":5521},[],{"categories":5523},[119],{"categories":5525},[138],{"categories":5527},[138],{"categories":5529},[119],{"categories":5531},[138],{"categories":5533},[122],{"categories":5535},[138],{"categories":5537},[138],{"categories":5539},[138],{"categories":5541},[198],{"categories":5543},[160],{"categories":5545},[160],{"categories":5547},[125],{"categories":5549},[138],{"categories":5551},[198],{"categories":5553},[252],{"categories":5555},[198],{"categories":5557},[198],{"categories":5559},[198],{"categories":5561},[],{"categories":5563},[122],{"categories":5565},[],{"categories":5567},[252],{"categories":5569},[138],{"categories":5571},[138],{"categories":5573},[138],{"categories":5575},[128],{"categories":5577},[160,122],{"categories":5579},[198],{"categories":5581},[],{"categories":5583},[],{"categories":5585},[198],{"categories":5587},[],{"categories":5589},[198],{"categories":5591},[160],{"categories":5593},[128],{"categories":5595},[],{"categories":5597},[138],{"categories":5599},[125],{"categories":5601},[195],{"categories":5603},[],{"categories":5605},[125],{"categories":5607},[],{"categories":5609},[160],{"categories":5611},[119],{"categories":5613},[198],{"categories":5615},[],{"categories":5617},[138],{"categories":5619},[160],[5621,5707,5782,5863],{"id":5622,"title":5623,"ai":5624,"body":5629,"categories":5674,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":5675,"navigation":98,"path":5693,"published_at":5694,"question":74,"scraped_at":5695,"seo":5696,"sitemap":5697,"source_id":5698,"source_name":5699,"source_type":105,"source_url":5700,"stem":5701,"tags":5702,"thumbnail_url":74,"tldr":5704,"tweet":74,"unknown_tags":5705,"__hash__":5706},"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":5625,"output_tokens":5626,"processing_time_ms":5627,"cost_usd":5628},4433,784,4036,0.00228425,{"type":14,"value":5630,"toc":5669},[5631,5635,5638,5642,5645,5659,5662,5666],[17,5632,5634],{"id":5633},"the-limits-of-off-the-shelf-ai-in-legislative-work","The Limits of Off-the-Shelf AI in Legislative Work",[22,5636,5637],{},"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.",[17,5639,5641],{"id":5640},"strategic-investment-and-future-governance","Strategic Investment and Future Governance",[22,5643,5644],{},"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:",[40,5646,5647,5653],{},[43,5648,5649,5652],{},[46,5650,5651],{},"Infrastructure Upgrades:"," Transitioning to specialized, confidential models that can be trained on proprietary legislative data, rather than relying on public-facing chatbots.",[43,5654,5655,5658],{},[46,5656,5657],{},"Human Capital:"," Hiring five dedicated data scientists and AI developers to manage model integration and governance.",[22,5660,5661],{},"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.",[17,5663,5665],{"id":5664},"the-tension-between-efficiency-and-reliability","The Tension Between Efficiency and Reliability",[22,5667,5668],{},"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":66,"searchDepth":67,"depth":67,"links":5670},[5671,5672,5673],{"id":5633,"depth":67,"text":5634},{"id":5640,"depth":67,"text":5641},{"id":5664,"depth":67,"text":5665},[336],{"content_references":5676,"triage":5689},[5677,5681,5685],{"type":80,"title":5678,"author":5679,"url":5680,"context":85},"FY 2027 Budget Request","Library of Congress","https:\u002F\u002Fwww.loc.gov\u002Fstatic\u002Fportals\u002Fabout\u002Freports-and-budgets\u002Fdocuments\u002Fbudgets\u002Ffy2027.pdf",{"type":5682,"title":5683,"url":5684,"context":92},"event","House Administration Committee Hearing","https:\u002F\u002Fcha.house.gov\u002Fhearings?ID=8C6DFE6D-BE1C-4D5A-AC7B-48D3EA81B93A",{"type":80,"title":5686,"author":5687,"url":5688,"context":85},"AI Expenditures Report","POPVOX Inc.","https:\u002F\u002Fpopvox.com\u002Freports\u002Fai_expenditures_Jun2026\u002F",{"relevance":5690,"novelty":94,"quality":94,"actionability":95,"composite":5691,"reasoning":5692},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":5623,"description":66},{"loc":5693},"69a21c918c3cc53f","FedScoop","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",[111,109,5703,110],"federal","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":5708,"title":5709,"ai":5710,"body":5715,"categories":5761,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":5762,"navigation":98,"path":5770,"published_at":5771,"question":74,"scraped_at":5772,"seo":5773,"sitemap":5774,"source_id":5775,"source_name":5699,"source_type":105,"source_url":5776,"stem":5777,"tags":5778,"thumbnail_url":74,"tldr":5779,"tweet":74,"unknown_tags":5780,"__hash__":5781},"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":5711,"output_tokens":5712,"processing_time_ms":5713,"cost_usd":5714},4271,598,3044,0.00196475,{"type":14,"value":5716,"toc":5757},[5717,5721,5724,5727,5747,5751,5754],[17,5718,5720],{"id":5719},"systemic-security-lapses-in-mobile-management","Systemic Security Lapses in Mobile Management",[22,5722,5723],{},"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.",[22,5725,5726],{},"Key security failures include:",[40,5728,5729,5735,5741],{},[43,5730,5731,5734],{},[46,5732,5733],{},"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.",[43,5736,5737,5740],{},[46,5738,5739],{},"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.",[43,5742,5743,5746],{},[46,5744,5745],{},"Insecure App Approval:"," The agency approved the use of applications containing known vulnerabilities, further exposing sensitive information to potential interception.",[17,5748,5750],{"id":5749},"obstruction-and-agency-response","Obstruction and Agency Response",[22,5752,5753],{},"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.",[22,5755,5756],{},"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":66,"searchDepth":67,"depth":67,"links":5758},[5759,5760],{"id":5719,"depth":67,"text":5720},{"id":5749,"depth":67,"text":5750},[336],{"content_references":5763,"triage":5768},[5764],{"type":80,"title":5765,"author":5766,"url":5767,"context":85},"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",{"relevance":94,"novelty":95,"quality":94,"actionability":95,"composite":96,"reasoning":5769},"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.","\u002Fsummaries\u002F5bb06f262859430e-secret-service-mobile-security-failures-and-oversi-summary","2026-06-25 18:05:58","2026-06-29 14:49:22",{"title":5709,"description":66},{"loc":5770},"5bb06f262859430e","https:\u002F\u002Ffedscoop.com\u002Fsecret-service-mobile-device-security-management-oig-report\u002F","summaries\u002F5bb06f262859430e-secret-service-mobile-security-failures-and-oversi-summary",[111,109,110,5703],"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",{"id":5783,"title":5784,"ai":5785,"body":5790,"categories":5833,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":5834,"navigation":98,"path":5851,"published_at":5852,"question":74,"scraped_at":5772,"seo":5853,"sitemap":5854,"source_id":5855,"source_name":5699,"source_type":105,"source_url":5856,"stem":5857,"tags":5858,"thumbnail_url":74,"tldr":5860,"tweet":74,"unknown_tags":5861,"__hash__":5862},"summaries\u002Fsummaries\u002F0f3c4d50e7b519a1-house-passes-legislation-to-mandate-sba-ai-oversig-summary.md","House Passes Legislation to Mandate SBA AI Oversight and Reporting",{"provider":7,"model":8,"input_tokens":5786,"output_tokens":5787,"processing_time_ms":5788,"cost_usd":5789},4350,853,4012,0.002367,{"type":14,"value":5791,"toc":5829},[5792,5796,5799,5802,5816,5819,5823,5826],[17,5793,5795],{"id":5794},"mandating-accountability-for-sba-ai-deployment","Mandating Accountability for SBA AI Deployment",[22,5797,5798],{},"The House passed the SBA Artificial Intelligence Utilization Act (H.R. 8881) to formalize congressional oversight of the Small Business Administration’s (SBA) AI adoption. This legislative push follows a Government Accountability Office (GAO) report that documented the agency's failure to meet federal AI use case reporting deadlines, including a two-month delay in publishing its initial inventory.",[22,5800,5801],{},"The bill requires the SBA administrator to submit an annual report to the House and Senate Small Business committees. This report must detail:",[40,5803,5804,5807,5810,5813],{},[43,5805,5806],{},"Specific AI and machine-learning use cases.",[43,5808,5809],{},"The risks and benefits associated with each tool.",[43,5811,5812],{},"The necessity of human involvement in the process.",[43,5814,5815],{},"A justification for how the AI tool addresses a specific administrative need.",[22,5817,5818],{},"Proponents, including Rep. Brad Finstad (R-Minn.) and Committee Chair Roger Williams (R-Texas), argue that these requirements do not stifle innovation but rather ensure that AI deployment is paired with appropriate human judgment and transparency, particularly regarding fraud detection and improper payment prevention.",[17,5820,5822],{"id":5821},"strengthening-small-business-cybersecurity-and-technology-access","Strengthening Small Business Cybersecurity and Technology Access",[22,5824,5825],{},"In addition to AI oversight, the House passed the Small Business Cybersecurity Assistance Evaluation Act (H.R. 8880), which directs the GAO to audit federal cyber assistance programs. This audit is intended to address the vulnerability of small businesses, which are 210% more likely to experience a cyber incident than larger firms, yet often lack dedicated security resources. The study will assess current threats, vulnerabilities, and the efficacy of existing federal initiatives in protecting small business assets.",[22,5827,5828],{},"Finally, the House considered the Small Business Technological Act (H.R. 915), which aims to clarify the eligibility of modern technology investments under the SBA’s 7(a) loan program. The bill seeks to remove regulatory uncertainty that has previously hindered small businesses from using these loans to finance cloud-computing services and AI tools, ensuring that entrepreneurs can access the capital necessary to modernize their operations.",{"title":66,"searchDepth":67,"depth":67,"links":5830},[5831,5832],{"id":5794,"depth":67,"text":5795},{"id":5821,"depth":67,"text":5822},[480],{"content_references":5835,"triage":5849},[5836,5840,5843,5846],{"type":80,"title":5837,"publisher":5838,"url":5839,"context":85},"Small Business Administration AI Use Cases GAO Report","Government Accountability Office","https:\u002F\u002Ffedscoop.com\u002Fsmall-business-administration-ai-use-cases-gao-report\u002F",{"type":87,"title":5841,"url":5842,"context":92},"SBA Artificial Intelligence Utilization Act (H.R. 8881)","https:\u002F\u002Fdocs.house.gov\u002Fbillsthisweek\u002F20260622\u002FH.R.%208881.pdf",{"type":87,"title":5844,"url":5845,"context":92},"Small Business Cybersecurity Assistance Evaluation Act (H.R. 8880)","https:\u002F\u002Fdocs.house.gov\u002Fbillsthisweek\u002F20260622\u002FH8880_SUS_xml.pdf",{"type":87,"title":5847,"url":5848,"context":92},"Small Business Technological Act (H.R. 915)","https:\u002F\u002Fdocs.house.gov\u002Fbillsthisweek\u002F20260622\u002FH915_SUS_xml.pdf",{"relevance":5690,"novelty":95,"quality":94,"actionability":94,"composite":5691,"reasoning":5850},"Category: AI Policy & Regulation. The article discusses the passage of the SBA Artificial Intelligence Utilization Act, which mandates oversight and reporting on AI use, directly addressing the need for accountability and transparency in government AI deployment. It provides specific details about the reporting requirements, making it actionable for policymakers and implementers.","\u002Fsummaries\u002F0f3c4d50e7b519a1-house-passes-legislation-to-mandate-sba-ai-oversig-summary","2026-06-23 20:48:48",{"title":5784,"description":66},{"loc":5851},"0f3c4d50e7b519a1","https:\u002F\u002Ffedscoop.com\u002Fhouse-passes-small-business-administration-ai-bills\u002F","summaries\u002F0f3c4d50e7b519a1-house-passes-legislation-to-mandate-sba-ai-oversig-summary",[5859,109,110,111],"policy","The House passed the SBA Artificial Intelligence Utilization Act to mandate annual reporting on agency AI use, following a GAO report that identified chronic noncompliance with existing federal transparency requirements.",[],"l8vU1CKDA6udNSIwSgh1CPPhryPN94YK4ZZSjMIx5uI",{"id":5864,"title":5865,"ai":5866,"body":5871,"categories":5925,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":5926,"navigation":98,"path":5947,"published_at":5948,"question":74,"scraped_at":5949,"seo":5950,"sitemap":5951,"source_id":5952,"source_name":90,"source_type":105,"source_url":5953,"stem":5954,"tags":5955,"thumbnail_url":74,"tldr":5958,"tweet":74,"unknown_tags":5959,"__hash__":5960},"summaries\u002Fsummaries\u002F3c745e53bdc7737e-moving-beyond-operation-level-oversight-for-ai-age-summary.md","Moving Beyond Operation-Level Oversight for AI Agents",{"provider":7,"model":8,"input_tokens":5867,"output_tokens":5868,"processing_time_ms":5869,"cost_usd":5870},5793,742,3681,0.00256125,{"type":14,"value":5872,"toc":5920},[5873,5877,5880,5883,5887,5890,5893,5913,5917],[17,5874,5876],{"id":5875},"the-failure-of-operation-level-oversight","The Failure of Operation-Level Oversight",[22,5878,5879],{},"Modern AI governance frameworks, including the EU AI Act's Article 14, rely on \"human-in-the-loop\" mechanisms that operate at the level of individual operations. This approach requires users to approve specific commands or actions. However, catastrophic failures—such as the Replit database deletion or the AWS 13-hour outage—demonstrate that individual operations can be technically permissible while their cumulative sequence leads to an unauthorized, destructive outcome.",[22,5881,5882],{},"Human oversight currently fails because it is disconnected from the final result. When an agent performs a series of individually approved steps, the user is often unaware of the trajectory toward a harmful state. Consequently, current oversight acts as a post-mortem explanation tool rather than a preventative safety mechanism.",[17,5884,5886],{"id":5885},"shifting-to-outcome-level-governance","Shifting to Outcome-Level Governance",[22,5888,5889],{},"To bridge the gap between user intent and agent execution, governance must shift from monitoring individual operations to verifying outcomes. The author highlights that current AI agent usage often functions more like granting a \"license\" to act rather than a \"delegation\" of a specific task.",[22,5891,5892],{},"Emerging frameworks offer a path forward:",[40,5894,5895,5901,5907],{},[43,5896,5897,5900],{},[46,5898,5899],{},"Intelligent AI Delegation (Google DeepMind):"," Proposes using \"Delegation Capability Tokens\" to attach authority specifications at each boundary of an agent's plan, ensuring actions remain within the scope of a formally defined task.",[43,5902,5903,5906],{},[46,5904,5905],{},"Dimensional Governance (Engin and Hand):"," Suggests tracking decision authority and process autonomy in real-time to detect when cumulative authority drifts toward dangerous thresholds.",[43,5908,5909,5912],{},[46,5910,5911],{},"Spec-driven Workflows:"," Requires users to approve a desired end-state before any operations are executed, forcing the system to align its plan with a verified outcome.",[17,5914,5916],{"id":5915},"the-standard-for-delegation","The Standard for Delegation",[22,5918,5919],{},"The core argument is that if an expected outcome cannot be formally specified, the instruction is not a task but a license. Without outcome-level governance, organizations cannot reliably trace responsibility or prevent machine-speed failures. Current industry data supports this, with 80% of organizations unable to trace agent actions in real-time and most leading agents lacking third-party testing or internal safety disclosures.",{"title":66,"searchDepth":67,"depth":67,"links":5921},[5922,5923,5924],{"id":5875,"depth":67,"text":5876},{"id":5885,"depth":67,"text":5886},{"id":5915,"depth":67,"text":5916},[73],{"content_references":5927,"triage":5944},[5928,5932,5935,5938,5941],{"type":5929,"title":5930,"author":5931,"context":85},"paper","The Agency Problem in AI","Noam Kolt",{"type":5929,"title":5933,"author":5934,"context":85},"Intelligent AI Delegation","Google DeepMind",{"type":5929,"title":5936,"author":5937,"context":85},"Dimensional governance framework","Engin and Hand",{"type":87,"title":5939,"author":5940,"context":92},"Model AI Governance Framework for Agentic AI","IMDA (Singapore)",{"type":87,"title":5942,"author":5943,"context":85},"AI Agent Index","MIT",{"relevance":5690,"novelty":94,"quality":94,"actionability":94,"composite":5945,"reasoning":5946},4.35,"Category: Algorithmic Accountability. The article discusses the limitations of current AI governance frameworks, specifically the EU AI Act, and proposes innovative governance models that focus on outcomes rather than individual operations. It provides actionable frameworks like 'Intelligent AI Delegation' and 'Spec-driven Workflows' that public-sector implementers could adopt to enhance accountability.","\u002Fsummaries\u002F3c745e53bdc7737e-moving-beyond-operation-level-oversight-for-ai-age-summary","2026-06-26 11:29:48","2026-06-29 14:49:12",{"title":5865,"description":66},{"loc":5947},"3c745e53bdc7737e","https:\u002F\u002Ftechpolicy.press\u002Fwhen-ai-agents-fail-people-ask-the-wrong-question-about-why","summaries\u002F3c745e53bdc7737e-moving-beyond-operation-level-oversight-for-ai-age-summary",[5956,109,110,5957],"governance","ai-safety","Current AI governance fails because it focuses on individual operation approvals rather than the cumulative outcomes of agentic sequences, creating a dangerous gap between human intent and machine execution.",[],"5NsMa3tmRXH8fO0lPzyxJt3DBwIuzqsBC6_wTEct0HM"]