[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-a566ddf4df08f0ad-agentic-robotics-large-scale-infra-and-future-unce-summary":3,"summaries-facets-categories":102,"summary-related-a566ddf4df08f0ad-agentic-robotics-large-scale-infra-and-future-unce-summary":5606},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":83,"path":84,"published_at":85,"question":48,"scraped_at":86,"seo":87,"sitemap":88,"source_id":89,"source_name":90,"source_type":91,"source_url":92,"stem":93,"tags":94,"thumbnail_url":48,"tldr":99,"tweet":48,"unknown_tags":100,"__hash__":101},"summaries\u002Fsummaries\u002Fa566ddf4df08f0ad-agentic-robotics-large-scale-infra-and-future-unce-summary.md","Agentic Robotics, Large-Scale Infra, and Future Uncertainty",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6773,967,4896,0.00314375,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"agentic-self-improvement-in-robotics","Agentic Self-Improvement in Robotics",[22,23,24],"p",{},"NVIDIA's ENPIRE framework introduces a closed-loop system for physical robotics, enabling agents to autonomously refine policies through experimentation. The system consists of four modules: Environment (automatic reset\u002Fverification), Policy Improvement (refinement), Rollout (parallel physical execution), and Evolution (log analysis and code debugging). By automating the historically labor-intensive tasks of scene resetting and trial evaluation, ENPIRE allows agents to achieve high success rates (up to 99%) on dexterous tasks like pin organization and zip-tie cutting. The research highlights that while multi-agent setups can explore solution spaces more effectively, infrastructure challenges remain, specifically regarding GPU utilization and parallelization efficiency as robot fleets scale.",[17,26,28],{"id":27},"scaling-infrastructure-and-legal-data","Scaling Infrastructure and Legal Data",[22,30,31],{},"As AI development reaches industrial scale, companies like Tencent are building custom telemetry and debugging tools like ARGUS to manage 10,000+ GPU clusters. ARGUS provides low-overhead, real-time tracing across Python scheduling, framework orchestration, and GPU runtime layers, proving critical for diagnosing complex issues like communication link degradation and pipeline bubble amplification. Simultaneously, researchers at UC Berkeley have released the Local Ordinance Corpus for the United States (LOCUS), a dataset of 2.2 million local laws. By standardizing fragmented municipal codes, LOCUS provides the necessary infrastructure for AI systems to perform retrieval and legal analysis at a hyperlocal level, addressing the current lack of machine-readable access to local legal data.",[17,33,35],{"id":34},"the-limits-of-human-prediction-and-autonomy","The Limits of Human Prediction and Autonomy",[22,37,38],{},"Historical analysis suggests that human experts are consistently poor at predicting the trajectory and social impact of new technologies, often oscillating between extreme skepticism and over-optimism. This pattern of failure underscores the danger of complacency regarding AI's future. Furthermore, recent discourse on the potential for AI-driven disempowerment argues that the competitive logic of states—which favors removing humans from decision-making loops to gain speed and efficiency—may lead to a future where human control becomes purely ceremonial. In this view, even successful alignment does not guarantee human autonomy, as the systems managing our infrastructure may become effectively omnipotent masters.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"Agents & Orchestration",null,"md",false,{"group":52,"content_references":53,"triage":78},"core-ai",[54,60,65,69,73],{"type":55,"title":56,"publisher":57,"url":58,"context":59},"paper","ENPIRE: Agentic Robot Policy Self-Improvement in the Real World","NVIDIA","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.19980","cited",{"type":55,"title":61,"author":62,"publisher":63,"url":64,"context":59},"Artificial Intelligence and the Lessons of History","Matthew Tokson","SSRN","https:\u002F\u002Fpapers.ssrn.com\u002Fsol3\u002Fpapers.pdf?abstract_id=6875838",{"type":55,"title":66,"publisher":67,"url":68,"context":59},"ARGUS: Production-Scale Tracing and Performance Diagnosis for over 10,000-GPU Clusters","Tencent","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.20374",{"type":55,"title":70,"publisher":71,"url":72,"context":59},"Freeing the Law with LOCUS: A Local Ordinance Corpus for the United States","UC Berkeley","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.19334",{"type":74,"title":75,"author":76,"url":77,"context":59},"other","No-One Escapes the Permanent Underclass","Fernando Borretti","https:\u002F\u002Fborretti.me\u002Farticle\u002Fno-one-escapes-the-permanent-underclass",{"relevance":79,"novelty":80,"quality":79,"actionability":41,"composite":81,"reasoning":82},4,3,3.4,"Category: Agents & Orchestration. The article discusses NVIDIA's ENPIRE framework for agentic self-improvement in robotics, which directly relates to architectures and tool use in AI systems. However, while it presents interesting developments, it lacks specific actionable insights for engineers looking to implement these concepts in production.",true,"\u002Fsummaries\u002Fa566ddf4df08f0ad-agentic-robotics-large-scale-infra-and-future-unce-summary","2026-06-29 13:03:27","2026-06-29 14:31:53",{"title":5,"description":40},{"loc":84},"a566ddf4df08f0ad","Import AI (Jack Clark)","article","https:\u002F\u002Fimportai.substack.com\u002Fp\u002Fimport-ai-463-self-improving-robots","summaries\u002Fa566ddf4df08f0ad-agentic-robotics-large-scale-infra-and-future-unce-summary",[95,96,97,98],"agents","mlops","research","robotics","Recent developments in agentic robot self-improvement, large-scale GPU cluster telemetry, and legal data infrastructure highlight the rapid maturation of AI systems, even as experts debate the long-term implications for human autonomy.",[98],"Rs0BCCAlg4-CrRh90vdyrZSRDYN3UO4xg4oT_7ndVmc",[103,106,109,112,115,118,120,122,125,127,129,131,133,136,138,140,142,144,147,149,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,182,185,187,189,191,193,195,197,199,201,203,205,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,239,241,243,245,247,249,251,253,255,257,259,261,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,323,325,327,329,331,333,335,337,339,342,344,346,348,350,352,354,356,358,360,362,364,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,430,432,434,437,439,441,443,445,447,449,451,453,455,457,459,461,463,466,468,470,472,474,476,478,480,482,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,722,724,726,728,731,733,735,737,739,741,743,745,747,749,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604],{"categories":104},[105],"Developer Productivity",{"categories":107},[108],"Business & SaaS",{"categories":110},[111],"AI & LLMs",{"categories":113},[114],"AI Automation",{"categories":116},[117],"Product Strategy",{"categories":119},[111],{"categories":121},[105],{"categories":123},[124],"Software Engineering",{"categories":126},[111],{"categories":128},[108],{"categories":130},[],{"categories":132},[111],{"categories":134},[135],"Inference & Serving",{"categories":137},[111],{"categories":139},[111],{"categories":141},[114],{"categories":143},[],{"categories":145},[146],"AI News & Trends",{"categories":148},[114],{"categories":150},[111],{"categories":152},[108],{"categories":154},[114],{"categories":156},[146],{"categories":158},[114],{"categories":160},[114],{"categories":162},[111],{"categories":164},[114],{"categories":166},[111],{"categories":168},[111],{"categories":170},[111],{"categories":172},[146],{"categories":174},[111],{"categories":176},[111],{"categories":178},[],{"categories":180},[181],"Design & Frontend",{"categories":183},[184],"Data Science & Visualization",{"categories":186},[146],{"categories":188},[111],{"categories":190},[111],{"categories":192},[],{"categories":194},[111],{"categories":196},[114],{"categories":198},[124],{"categories":200},[111],{"categories":202},[114],{"categories":204},[111],{"categories":206},[207],"Marketing & Growth",{"categories":209},[181],{"categories":211},[111],{"categories":213},[114],{"categories":215},[111],{"categories":217},[],{"categories":219},[],{"categories":221},[181],{"categories":223},[111],{"categories":225},[114],{"categories":227},[105],{"categories":229},[124],{"categories":231},[181],{"categories":233},[111],{"categories":235},[124],{"categories":237},[238],"DevOps & Cloud",{"categories":240},[114],{"categories":242},[117],{"categories":244},[146],{"categories":246},[111],{"categories":248},[],{"categories":250},[111],{"categories":252},[],{"categories":254},[114],{"categories":256},[124],{"categories":258},[],{"categories":260},[124],{"categories":262},[263],"Governance & Standards",{"categories":265},[108],{"categories":267},[],{"categories":269},[],{"categories":271},[111],{"categories":273},[111],{"categories":275},[114],{"categories":277},[111],{"categories":279},[111],{"categories":281},[114],{"categories":283},[111],{"categories":285},[111],{"categories":287},[111],{"categories":289},[],{"categories":291},[124],{"categories":293},[],{"categories":295},[],{"categories":297},[124],{"categories":299},[],{"categories":301},[124],{"categories":303},[111],{"categories":305},[111],{"categories":307},[207],{"categories":309},[111],{"categories":311},[181],{"categories":313},[181],{"categories":315},[111],{"categories":317},[124],{"categories":319},[114],{"categories":321},[322],"GovTech & Public-Sector Adoption",{"categories":324},[124],{"categories":326},[111],{"categories":328},[111],{"categories":330},[114],{"categories":332},[114],{"categories":334},[184],{"categories":336},[146],{"categories":338},[114],{"categories":340},[341],"Legal AI Tools",{"categories":343},[114],{"categories":345},[207],{"categories":347},[114],{"categories":349},[117],{"categories":351},[124],{"categories":353},[322],{"categories":355},[],{"categories":357},[114],{"categories":359},[],{"categories":361},[114],{"categories":363},[114],{"categories":365},[366],"RAG & Retrieval",{"categories":368},[108],{"categories":370},[111],{"categories":372},[124],{"categories":374},[238],{"categories":376},[181],{"categories":378},[111],{"categories":380},[],{"categories":382},[47],{"categories":384},[124],{"categories":386},[111],{"categories":388},[],{"categories":390},[114],{"categories":392},[],{"categories":394},[111],{"categories":396},[],{"categories":398},[105],{"categories":400},[124],{"categories":402},[108],{"categories":404},[111],{"categories":406},[111],{"categories":408},[146],{"categories":410},[111],{"categories":412},[],{"categories":414},[111],{"categories":416},[],{"categories":418},[124],{"categories":420},[184],{"categories":422},[],{"categories":424},[111],{"categories":426},[181],{"categories":428},[429],"Models & Frontier Labs",{"categories":431},[],{"categories":433},[181],{"categories":435},[436],"Regulation & Governance of AI",{"categories":438},[114],{"categories":440},[],{"categories":442},[111],{"categories":444},[111],{"categories":446},[114],{"categories":448},[146],{"categories":450},[108],{"categories":452},[111],{"categories":454},[],{"categories":456},[124],{"categories":458},[114],{"categories":460},[111],{"categories":462},[117],{"categories":464},[465],"AI Policy & Regulation",{"categories":467},[],{"categories":469},[111],{"categories":471},[117],{"categories":473},[114],{"categories":475},[111],{"categories":477},[114],{"categories":479},[],{"categories":481},[184],{"categories":483},[484],"Evals & Reliability",{"categories":486},[111],{"categories":488},[],{"categories":490},[105],{"categories":492},[322],{"categories":494},[465],{"categories":496},[111],{"categories":498},[108],{"categories":500},[111],{"categories":502},[114],{"categories":504},[111],{"categories":506},[114],{"categories":508},[47],{"categories":510},[111],{"categories":512},[124],{"categories":514},[111],{"categories":516},[],{"categories":518},[],{"categories":520},[111],{"categories":522},[322],{"categories":524},[111],{"categories":526},[111],{"categories":528},[],{"categories":530},[181],{"categories":532},[],{"categories":534},[111],{"categories":536},[],{"categories":538},[114],{"categories":540},[111],{"categories":542},[181],{"categories":544},[],{"categories":546},[111],{"categories":548},[114],{"categories":550},[111],{"categories":552},[108],{"categories":554},[114],{"categories":556},[111],{"categories":558},[111],{"categories":560},[124],{"categories":562},[181],{"categories":564},[114],{"categories":566},[],{"categories":568},[124],{"categories":570},[114],{"categories":572},[],{"categories":574},[146],{"categories":576},[],{"categories":578},[111],{"categories":580},[111],{"categories":582},[108,207],{"categories":584},[],{"categories":586},[111],{"categories":588},[111],{"categories":590},[114],{"categories":592},[],{"categories":594},[],{"categories":596},[111],{"categories":598},[181],{"categories":600},[111],{"categories":602},[],{"categories":604},[111],{"categories":606},[238],{"categories":608},[],{"categories":610},[114],{"categories":612},[146],{"categories":614},[111],{"categories":616},[181],{"categories":618},[],{"categories":620},[146],{"categories":622},[111],{"categories":624},[135],{"categories":626},[111],{"categories":628},[114],{"categories":630},[146],{"categories":632},[429],{"categories":634},[111],{"categories":636},[207],{"categories":638},[],{"categories":640},[114],{"categories":642},[108],{"categories":644},[124],{"categories":646},[111],{"categories":648},[114],{"categories":650},[],{"categories":652},[111,238],{"categories":654},[111],{"categories":656},[111],{"categories":658},[111],{"categories":660},[114],{"categories":662},[111,124],{"categories":664},[184],{"categories":666},[111],{"categories":668},[111],{"categories":670},[124],{"categories":672},[114],{"categories":674},[465],{"categories":676},[207],{"categories":678},[114],{"categories":680},[111],{"categories":682},[111],{"categories":684},[114],{"categories":686},[],{"categories":688},[47],{"categories":690},[114],{"categories":692},[111],{"categories":694},[111,108],{"categories":696},[108],{"categories":698},[],{"categories":700},[181],{"categories":702},[181],{"categories":704},[111],{"categories":706},[],{"categories":708},[],{"categories":710},[146],{"categories":712},[],{"categories":714},[105],{"categories":716},[111],{"categories":718},[124],{"categories":720},[721],"Generative UI & Design-to-Code",{"categories":723},[111],{"categories":725},[181],{"categories":727},[111],{"categories":729},[730],"Algorithmic Accountability",{"categories":732},[114],{"categories":734},[124],{"categories":736},[146],{"categories":738},[181],{"categories":740},[],{"categories":742},[111],{"categories":744},[111],{"categories":746},[111],{"categories":748},[114],{"categories":750},[751],"MLOps & Infrastructure",{"categories":753},[111],{"categories":755},[111],{"categories":757},[111],{"categories":759},[111],{"categories":761},[146],{"categories":763},[105],{"categories":765},[111],{"categories":767},[114],{"categories":769},[238],{"categories":771},[111],{"categories":773},[181],{"categories":775},[111],{"categories":777},[114],{"categories":779},[],{"categories":781},[],{"categories":783},[135],{"categories":785},[181],{"categories":787},[146],{"categories":789},[184],{"categories":791},[],{"categories":793},[111],{"categories":795},[111],{"categories":797},[108],{"categories":799},[111],{"categories":801},[111],{"categories":803},[111],{"categories":805},[146],{"categories":807},[135],{"categories":809},[111],{"categories":811},[181],{"categories":813},[],{"categories":815},[114],{"categories":817},[124],{"categories":819},[],{"categories":821},[111],{"categories":823},[111],{"categories":825},[114],{"categories":827},[124],{"categories":829},[111],{"categories":831},[184],{"categories":833},[],{"categories":835},[111],{"categories":837},[],{"categories":839},[111],{"categories":841},[],{"categories":843},[117],{"categories":845},[108],{"categories":847},[114],{"categories":849},[114],{"categories":851},[],{"categories":853},[105],{"categories":855},[111],{"categories":857},[108],{"categories":859},[146],{"categories":861},[105],{"categories":863},[],{"categories":865},[111],{"categories":867},[],{"categories":869},[],{"categories":871},[146],{"categories":873},[146],{"categories":875},[],{"categories":877},[47],{"categories":879},[111],{"categories":881},[181],{"categories":883},[124],{"categories":885},[],{"categories":887},[341],{"categories":889},[108],{"categories":891},[],{"categories":893},[],{"categories":895},[105],{"categories":897},[184],{"categories":899},[],{"categories":901},[207],{"categories":903},[114],{"categories":905},[108],{"categories":907},[114],{"categories":909},[108],{"categories":911},[124],{"categories":913},[],{"categories":915},[135],{"categories":917},[117],{"categories":919},[111],{"categories":921},[181],{"categories":923},[124],{"categories":925},[108],{"categories":927},[111],{"categories":929},[114],{"categories":931},[108],{"categories":933},[111],{"categories":935},[],{"categories":937},[],{"categories":939},[124],{"categories":941},[184],{"categories":943},[117],{"categories":945},[111],{"categories":947},[114],{"categories":949},[111],{"categories":951},[],{"categories":953},[146],{"categories":955},[117],{"categories":957},[111],{"categories":959},[484],{"categories":961},[238],{"categories":963},[],{"categories":965},[114],{"categories":967},[],{"categories":969},[105],{"categories":971},[],{"categories":973},[111],{"categories":975},[111],{"categories":977},[181],{"categories":979},[207],{"categories":981},[124],{"categories":983},[114],{"categories":985},[],{"categories":987},[124],{"categories":989},[105],{"categories":991},[],{"categories":993},[146],{"categories":995},[111,238],{"categories":997},[998],"Design Systems for AI",{"categories":1000},[111],{"categories":1002},[146],{"categories":1004},[111],{"categories":1006},[111],{"categories":1008},[108],{"categories":1010},[111],{"categories":1012},[],{"categories":1014},[111],{"categories":1016},[108],{"categories":1018},[111],{"categories":1020},[],{"categories":1022},[114],{"categories":1024},[124],{"categories":1026},[124],{"categories":1028},[181],{"categories":1030},[146],{"categories":1032},[184],{"categories":1034},[111],{"categories":1036},[105],{"categories":1038},[465],{"categories":1040},[111],{"categories":1042},[114],{"categories":1044},[111],{"categories":1046},[124],{"categories":1048},[124],{"categories":1050},[],{"categories":1052},[],{"categories":1054},[114],{"categories":1056},[117],{"categories":1058},[],{"categories":1060},[111],{"categories":1062},[],{"categories":1064},[181],{"categories":1066},[114],{"categories":1068},[124],{"categories":1070},[181],{"categories":1072},[111],{"categories":1074},[181],{"categories":1076},[],{"categories":1078},[],{"categories":1080},[146],{"categories":1082},[114],{"categories":1084},[114],{"categories":1086},[111],{"categories":1088},[111],{"categories":1090},[111],{"categories":1092},[108],{"categories":1094},[111],{"categories":1096},[111],{"categories":1098},[],{"categories":1100},[124],{"categories":1102},[124],{"categories":1104},[111],{"categories":1106},[124],{"categories":1108},[108],{"categories":1110},[],{"categories":1112},[111],{"categories":1114},[111],{"categories":1116},[111],{"categories":1118},[114],{"categories":1120},[105],{"categories":1122},[108],{"categories":1124},[146],{"categories":1126},[114],{"categories":1128},[135],{"categories":1130},[207],{"categories":1132},[111],{"categories":1134},[114],{"categories":1136},[],{"categories":1138},[181],{"categories":1140},[],{"categories":1142},[111],{"categories":1144},[111],{"categories":1146},[],{"categories":1148},[124],{"categories":1150},[108],{"categories":1152},[1153],"Visual & Generative Media",{"categories":1155},[114],{"categories":1157},[],{"categories":1159},[111],{"categories":1161},[111],{"categories":1163},[238],{"categories":1165},[184],{"categories":1167},[465],{"categories":1169},[124],{"categories":1171},[207],{"categories":1173},[111],{"categories":1175},[181],{"categories":1177},[111],{"categories":1179},[124],{"categories":1181},[114],{"categories":1183},[],{"categories":1185},[],{"categories":1187},[114],{"categories":1189},[105],{"categories":1191},[114],{"categories":1193},[429],{"categories":1195},[111],{"categories":1197},[117],{"categories":1199},[108],{"categories":1201},[],{"categories":1203},[111],{"categories":1205},[117],{"categories":1207},[111],{"categories":1209},[111],{"categories":1211},[111],{"categories":1213},[111],{"categories":1215},[111],{"categories":1217},[207],{"categories":1219},[111],{"categories":1221},[47],{"categories":1223},[111],{"categories":1225},[111],{"categories":1227},[111],{"categories":1229},[111],{"categories":1231},[111],{"categories":1233},[181],{"categories":1235},[114],{"categories":1237},[],{"categories":1239},[114],{"categories":1241},[],{"categories":1243},[238],{"categories":1245},[124],{"categories":1247},[],{"categories":1249},[429],{"categories":1251},[114],{"categories":1253},[111],{"categories":1255},[181,111],{"categories":1257},[105],{"categories":1259},[],{"categories":1261},[111],{"categories":1263},[105],{"categories":1265},[1266],"Medical Imaging & Radiology",{"categories":1268},[181],{"categories":1270},[114],{"categories":1272},[124],{"categories":1274},[],{"categories":1276},[111],{"categories":1278},[111],{"categories":1280},[111],{"categories":1282},[],{"categories":1284},[],{"categories":1286},[111],{"categories":1288},[47],{"categories":1290},[111],{"categories":1292},[105],{"categories":1294},[111],{"categories":1296},[111],{"categories":1298},[],{"categories":1300},[114],{"categories":1302},[111],{"categories":1304},[117],{"categories":1306},[124],{"categories":1308},[111],{"categories":1310},[47],{"categories":1312},[111],{"categories":1314},[114],{"categories":1316},[111],{"categories":1318},[181],{"categories":1320},[114],{"categories":1322},[238],{"categories":1324},[181],{"categories":1326},[108],{"categories":1328},[114],{"categories":1330},[111],{"categories":1332},[111],{"categories":1334},[111],{"categories":1336},[114],{"categories":1338},[124],{"categories":1340},[111],{"categories":1342},[117],{"categories":1344},[],{"categories":1346},[146],{"categories":1348},[],{"categories":1350},[117],{"categories":1352},[114],{"categories":1354},[998],{"categories":1356},[998],{"categories":1358},[181],{"categories":1360},[111],{"categories":1362},[111],{"categories":1364},[114],{"categories":1366},[124],{"categories":1368},[181],{"categories":1370},[114],{"categories":1372},[146],{"categories":1374},[],{"categories":1376},[111],{"categories":1378},[],{"categories":1380},[111],{"categories":1382},[111],{"categories":1384},[1385],"Contract Review & E-Discovery",{"categories":1387},[181],{"categories":1389},[111],{"categories":1391},[105],{"categories":1393},[146],{"categories":1395},[111],{"categories":1397},[111],{"categories":1399},[207],{"categories":1401},[111],{"categories":1403},[111],{"categories":1405},[114],{"categories":1407},[114],{"categories":1409},[730],{"categories":1411},[114],{"categories":1413},[47],{"categories":1415},[111],{"categories":1417},[111],{"categories":1419},[114],{"categories":1421},[111],{"categories":1423},[47],{"categories":1425},[366],{"categories":1427},[111],{"categories":1429},[114],{"categories":1431},[111],{"categories":1433},[1434],"Law-Firm Practice & Adoption",{"categories":1436},[111],{"categories":1438},[114],{"categories":1440},[181],{"categories":1442},[111],{"categories":1444},[111],{"categories":1446},[],{"categories":1448},[],{"categories":1450},[124],{"categories":1452},[],{"categories":1454},[105],{"categories":1456},[238],{"categories":1458},[111],{"categories":1460},[],{"categories":1462},[105],{"categories":1464},[108],{"categories":1466},[111],{"categories":1468},[207],{"categories":1470},[],{"categories":1472},[108],{"categories":1474},[108],{"categories":1476},[],{"categories":1478},[111],{"categories":1480},[111],{"categories":1482},[124],{"categories":1484},[],{"categories":1486},[],{"categories":1488},[],{"categories":1490},[],{"categories":1492},[111],{"categories":1494},[114],{"categories":1496},[238],{"categories":1498},[111],{"categories":1500},[105],{"categories":1502},[124],{"categories":1504},[111],{"categories":1506},[111],{"categories":1508},[124],{"categories":1510},[117],{"categories":1512},[111],{"categories":1514},[751],{"categories":1516},[111],{"categories":1518},[207],{"categories":1520},[124],{"categories":1522},[108],{"categories":1524},[111],{"categories":1526},[111],{"categories":1528},[181],{"categories":1530},[111],{"categories":1532},[111],{"categories":1534},[111],{"categories":1536},[114],{"categories":1538},[111,105],{"categories":1540},[47],{"categories":1542},[111],{"categories":1544},[124],{"categories":1546},[124],{"categories":1548},[181],{"categories":1550},[114],{"categories":1552},[124],{"categories":1554},[111],{"categories":1556},[111],{"categories":1558},[],{"categories":1560},[],{"categories":1562},[111],{"categories":1564},[],{"categories":1566},[111],{"categories":1568},[124],{"categories":1570},[184],{"categories":1572},[146],{"categories":1574},[181],{"categories":1576},[111],{"categories":1578},[124],{"categories":1580},[],{"categories":1582},[114],{"categories":1584},[111],{"categories":1586},[111],{"categories":1588},[111],{"categories":1590},[111],{"categories":1592},[],{"categories":1594},[114],{"categories":1596},[111],{"categories":1598},[111],{"categories":1600},[],{"categories":1602},[114],{"categories":1604},[111],{"categories":1606},[108],{"categories":1608},[111],{"categories":1610},[],{"categories":1612},[105],{"categories":1614},[111],{"categories":1616},[181],{"categories":1618},[124],{"categories":1620},[111],{"categories":1622},[105],{"categories":1624},[111],{"categories":1626},[124],{"categories":1628},[207],{"categories":1630},[114],{"categories":1632},[114],{"categories":1634},[111,181],{"categories":1636},[111],{"categories":1638},[146],{"categories":1640},[111],{"categories":1642},[146],{"categories":1644},[114],{"categories":1646},[181],{"categories":1648},[],{"categories":1650},[124],{"categories":1652},[238],{"categories":1654},[181],{"categories":1656},[124],{"categories":1658},[111],{"categories":1660},[117],{"categories":1662},[111],{"categories":1664},[114],{"categories":1666},[],{"categories":1668},[],{"categories":1670},[],{"categories":1672},[],{"categories":1674},[117],{"categories":1676},[124],{"categories":1678},[111],{"categories":1680},[114],{"categories":1682},[114],{"categories":1684},[108],{"categories":1686},[114],{"categories":1688},[238],{"categories":1690},[111],{"categories":1692},[111],{"categories":1694},[135],{"categories":1696},[47],{"categories":1698},[111],{"categories":1700},[114],{"categories":1702},[111],{"categories":1704},[111],{"categories":1706},[341],{"categories":1708},[730],{"categories":1710},[],{"categories":1712},[181],{"categories":1714},[1434],{"categories":1716},[124],{"categories":1718},[],{"categories":1720},[],{"categories":1722},[114],{"categories":1724},[],{"categories":1726},[],{"categories":1728},[207],{"categories":1730},[207],{"categories":1732},[114],{"categories":1734},[124],{"categories":1736},[],{"categories":1738},[111],{"categories":1740},[111],{"categories":1742},[124],{"categories":1744},[1385],{"categories":1746},[181],{"categories":1748},[181],{"categories":1750},[111],{"categories":1752},[114],{"categories":1754},[105],{"categories":1756},[111],{"categories":1758},[111],{"categories":1760},[181],{"categories":1762},[181],{"categories":1764},[114],{"categories":1766},[114],{"categories":1768},[111],{"categories":1770},[],{"categories":1772},[111],{"categories":1774},[],{"categories":1776},[1777],"Interaction & Product Design",{"categories":1779},[111],{"categories":1781},[114],{"categories":1783},[263],{"categories":1785},[146],{"categories":1787},[124],{"categories":1789},[111],{"categories":1791},[124],{"categories":1793},[105],{"categories":1795},[111],{"categories":1797},[],{"categories":1799},[114],{"categories":1801},[114],{"categories":1803},[],{"categories":1805},[124],{"categories":1807},[111],{"categories":1809},[105],{"categories":1811},[1777],{"categories":1813},[111],{"categories":1815},[105],{"categories":1817},[105],{"categories":1819},[],{"categories":1821},[124],{"categories":1823},[],{"categories":1825},[114],{"categories":1827},[146],{"categories":1829},[111],{"categories":1831},[114],{"categories":1833},[111],{"categories":1835},[114],{"categories":1837},[111],{"categories":1839},[146],{"categories":1841},[184],{"categories":1843},[111],{"categories":1845},[117],{"categories":1847},[124],{"categories":1849},[1850],"Coding Agents & Dev Productivity",{"categories":1852},[146],{"categories":1854},[181],{"categories":1856},[],{"categories":1858},[730],{"categories":1860},[],{"categories":1862},[111],{"categories":1864},[111],{"categories":1866},[146],{"categories":1868},[],{"categories":1870},[],{"categories":1872},[],{"categories":1874},[114],{"categories":1876},[111],{"categories":1878},[],{"categories":1880},[124],{"categories":1882},[124],{"categories":1884},[111],{"categories":1886},[184],{"categories":1888},[],{"categories":1890},[111],{"categories":1892},[111],{"categories":1894},[111],{"categories":1896},[184],{"categories":1898},[124],{"categories":1900},[],{"categories":1902},[],{"categories":1904},[114],{"categories":1906},[114],{"categories":1908},[322],{"categories":1910},[124],{"categories":1912},[124],{"categories":1914},[114],{"categories":1916},[146],{"categories":1918},[146],{"categories":1920},[114],{"categories":1922},[114],{"categories":1924},[111],{"categories":1926},[105],{"categories":1928},[1777],{"categories":1930},[111,238],{"categories":1932},[],{"categories":1934},[181],{"categories":1936},[124],{"categories":1938},[105],{"categories":1940},[111],{"categories":1942},[114],{"categories":1944},[1945],"The Designer's Role & Craft",{"categories":1947},[181],{"categories":1949},[],{"categories":1951},[114],{"categories":1953},[111],{"categories":1955},[114],{"categories":1957},[114],{"categories":1959},[111],{"categories":1961},[207],{"categories":1963},[111],{"categories":1965},[124],{"categories":1967},[181],{"categories":1969},[111],{"categories":1971},[],{"categories":1973},[114],{"categories":1975},[181],{"categories":1977},[111],{"categories":1979},[111],{"categories":1981},[1982],"AI UX Patterns",{"categories":1984},[114],{"categories":1986},[114],{"categories":1988},[114],{"categories":1990},[114],{"categories":1992},[207],{"categories":1994},[184],{"categories":1996},[111],{"categories":1998},[114],{"categories":2000},[111],{"categories":2002},[998],{"categories":2004},[],{"categories":2006},[207],{"categories":2008},[146],{"categories":2010},[124],{"categories":2012},[111],{"categories":2014},[114],{"categories":2016},[],{"categories":2018},[],{"categories":2020},[111],{"categories":2022},[114],{"categories":2024},[111],{"categories":2026},[114],{"categories":2028},[322],{"categories":2030},[181],{"categories":2032},[146],{"categories":2034},[124],{"categories":2036},[111],{"categories":2038},[114],{"categories":2040},[114],{"categories":2042},[],{"categories":2044},[111],{"categories":2046},[],{"categories":2048},[],{"categories":2050},[111],{"categories":2052},[111],{"categories":2054},[114],{"categories":2056},[124],{"categories":2058},[],{"categories":2060},[],{"categories":2062},[184],{"categories":2064},[135],{"categories":2066},[111],{"categories":2068},[184],{"categories":2070},[146],{"categories":2072},[111],{"categories":2074},[111],{"categories":2076},[114],{"categories":2078},[114],{"categories":2080},[111],{"categories":2082},[114],{"categories":2084},[],{"categories":2086},[],{"categories":2088},[111],{"categories":2090},[238],{"categories":2092},[111],{"categories":2094},[],{"categories":2096},[],{"categories":2098},[181],{"categories":2100},[751],{"categories":2102},[114],{"categories":2104},[105],{"categories":2106},[1945],{"categories":2108},[],{"categories":2110},[],{"categories":2112},[111],{"categories":2114},[],{"categories":2116},[],{"categories":2118},[124],{"categories":2120},[146],{"categories":2122},[207],{"categories":2124},[108],{"categories":2126},[111],{"categories":2128},[111],{"categories":2130},[108],{"categories":2132},[],{"categories":2134},[181],{"categories":2136},[111],{"categories":2138},[114],{"categories":2140},[108],{"categories":2142},[111],{"categories":2144},[111],{"categories":2146},[105],{"categories":2148},[111],{"categories":2150},[],{"categories":2152},[105],{"categories":2154},[111],{"categories":2156},[207],{"categories":2158},[114],{"categories":2160},[146],{"categories":2162},[111],{"categories":2164},[108],{"categories":2166},[111],{"categories":2168},[111],{"categories":2170},[111],{"categories":2172},[114],{"categories":2174},[],{"categories":2176},[111],{"categories":2178},[124],{"categories":2180},[105],{"categories":2182},[111],{"categories":2184},[111],{"categories":2186},[],{"categories":2188},[47],{"categories":2190},[146],{"categories":2192},[111],{"categories":2194},[111],{"categories":2196},[],{"categories":2198},[108],{"categories":2200},[108],{"categories":2202},[111],{"categories":2204},[111],{"categories":2206},[117],{"categories":2208},[111],{"categories":2210},[111],{"categories":2212},[124],{"categories":2214},[124],{"categories":2216},[111],{"categories":2218},[],{"categories":2220},[124],{"categories":2222},[111],{"categories":2224},[465],{"categories":2226},[],{"categories":2228},[],{"categories":2230},[111],{"categories":2232},[146],{"categories":2234},[],{"categories":2236},[238],{"categories":2238},[111],{"categories":2240},[111],{"categories":2242},[181],{"categories":2244},[721],{"categories":2246},[],{"categories":2248},[111],{"categories":2250},[124],{"categories":2252},[111],{"categories":2254},[111],{"categories":2256},[111,238],{"categories":2258},[111],{"categories":2260},[111],{"categories":2262},[181],{"categories":2264},[114],{"categories":2266},[],{"categories":2268},[114],{"categories":2270},[114],{"categories":2272},[111],{"categories":2274},[111],{"categories":2276},[111],{"categories":2278},[184],{"categories":2280},[111],{"categories":2282},[1982],{"categories":2284},[105],{"categories":2286},[184],{"categories":2288},[105],{"categories":2290},[124],{"categories":2292},[181],{"categories":2294},[114],{"categories":2296},[111],{"categories":2298},[],{"categories":2300},[111],{"categories":2302},[146],{"categories":2304},[111],{"categories":2306},[114],{"categories":2308},[111],{"categories":2310},[111],{"categories":2312},[108],{"categories":2314},[],{"categories":2316},[238],{"categories":2318},[111],{"categories":2320},[322],{"categories":2322},[181],{"categories":2324},[181],{"categories":2326},[124],{"categories":2328},[114],{"categories":2330},[111],{"categories":2332},[108],{"categories":2334},[146],{"categories":2336},[111],{"categories":2338},[181],{"categories":2340},[114],{"categories":2342},[111],{"categories":2344},[111],{"categories":2346},[429],{"categories":2348},[],{"categories":2350},[111],{"categories":2352},[111],{"categories":2354},[111],{"categories":2356},[],{"categories":2358},[],{"categories":2360},[111],{"categories":2362},[111],{"categories":2364},[111],{"categories":2366},[111],{"categories":2368},[124],{"categories":2370},[111],{"categories":2372},[111],{"categories":2374},[114],{"categories":2376},[111],{"categories":2378},[111],{"categories":2380},[111],{"categories":2382},[111],{"categories":2384},[],{"categories":2386},[184],{"categories":2388},[111],{"categories":2390},[114],{"categories":2392},[111],{"categories":2394},[],{"categories":2396},[],{"categories":2398},[111],{"categories":2400},[111],{"categories":2402},[111],{"categories":2404},[146],{"categories":2406},[],{"categories":2408},[111],{"categories":2410},[181],{"categories":2412},[111],{"categories":2414},[238],{"categories":2416},[1434],{"categories":2418},[146],{"categories":2420},[124],{"categories":2422},[124],{"categories":2424},[124],{"categories":2426},[146],{"categories":2428},[146],{"categories":2430},[238],{"categories":2432},[],{"categories":2434},[146],{"categories":2436},[111],{"categories":2438},[105],{"categories":2440},[124],{"categories":2442},[111],{"categories":2444},[146],{"categories":2446},[],{"categories":2448},[111],{"categories":2450},[124],{"categories":2452},[184],{"categories":2454},[111],{"categories":2456},[146],{"categories":2458},[111],{"categories":2460},[124],{"categories":2462},[114],{"categories":2464},[146],{"categories":2466},[114],{"categories":2468},[238],{"categories":2470},[114],{"categories":2472},[111],{"categories":2474},[111],{"categories":2476},[124],{"categories":2478},[111],{"categories":2480},[],{"categories":2482},[108],{"categories":2484},[124],{"categories":2486},[],{"categories":2488},[],{"categories":2490},[111],{"categories":2492},[114],{"categories":2494},[111],{"categories":2496},[2497],"Frameworks & Tooling",{"categories":2499},[111],{"categories":2501},[111],{"categories":2503},[111],{"categories":2505},[111],{"categories":2507},[],{"categories":2509},[184],{"categories":2511},[184],{"categories":2513},[105],{"categories":2515},[114],{"categories":2517},[181],{"categories":2519},[],{"categories":2521},[1434],{"categories":2523},[111],{"categories":2525},[124],{"categories":2527},[111],{"categories":2529},[238],{"categories":2531},[238],{"categories":2533},[],{"categories":2535},[114],{"categories":2537},[146],{"categories":2539},[146],{"categories":2541},[111],{"categories":2543},[114],{"categories":2545},[],{"categories":2547},[181],{"categories":2549},[111],{"categories":2551},[111],{"categories":2553},[],{"categories":2555},[111],{"categories":2557},[],{"categories":2559},[124],{"categories":2561},[111],{"categories":2563},[124],{"categories":2565},[238],{"categories":2567},[111],{"categories":2569},[124],{"categories":2571},[108],{"categories":2573},[111],{"categories":2575},[1434],{"categories":2577},[],{"categories":2579},[114],{"categories":2581},[105],{"categories":2583},[105],{"categories":2585},[],{"categories":2587},[114],{"categories":2589},[111],{"categories":2591},[2592],"AI Design Tooling",{"categories":2594},[181],{"categories":2596},[111],{"categories":2598},[111],{"categories":2600},[124],{"categories":2602},[181],{"categories":2604},[111],{"categories":2606},[124],{"categories":2608},[146],{"categories":2610},[117],{"categories":2612},[124],{"categories":2614},[114],{"categories":2616},[],{"categories":2618},[111],{"categories":2620},[111],{"categories":2622},[114],{"categories":2624},[111],{"categories":2626},[111],{"categories":2628},[],{"categories":2630},[114],{"categories":2632},[2497],{"categories":2634},[111],{"categories":2636},[114],{"categories":2638},[114],{"categories":2640},[124],{"categories":2642},[124],{"categories":2644},[],{"categories":2646},[124],{"categories":2648},[111],{"categories":2650},[111],{"categories":2652},[114],{"categories":2654},[108],{"categories":2656},[111],{"categories":2658},[],{"categories":2660},[111],{"categories":2662},[1777],{"categories":2664},[],{"categories":2666},[111],{"categories":2668},[111],{"categories":2670},[],{"categories":2672},[111],{"categories":2674},[47],{"categories":2676},[111],{"categories":2678},[207],{"categories":2680},[146],{"categories":2682},[111],{"categories":2684},[111],{"categories":2686},[1434],{"categories":2688},[105],{"categories":2690},[111],{"categories":2692},[111],{"categories":2694},[184],{"categories":2696},[111],{"categories":2698},[146],{"categories":2700},[114],{"categories":2702},[],{"categories":2704},[111],{"categories":2706},[181],{"categories":2708},[111],{"categories":2710},[207],{"categories":2712},[111],{"categories":2714},[114],{"categories":2716},[],{"categories":2718},[],{"categories":2720},[],{"categories":2722},[105],{"categories":2724},[146],{"categories":2726},[114],{"categories":2728},[111],{"categories":2730},[111],{"categories":2732},[111],{"categories":2734},[341],{"categories":2736},[181],{"categories":2738},[114],{"categories":2740},[111],{"categories":2742},[],{"categories":2744},[114],{"categories":2746},[114],{"categories":2748},[],{"categories":2750},[111],{"categories":2752},[114],{"categories":2754},[111],{"categories":2756},[],{"categories":2758},[111],{"categories":2760},[111],{"categories":2762},[146],{"categories":2764},[181],{"categories":2766},[114],{"categories":2768},[181],{"categories":2770},[114],{"categories":2772},[108],{"categories":2774},[],{"categories":2776},[],{"categories":2778},[111],{"categories":2780},[111],{"categories":2782},[105],{"categories":2784},[114],{"categories":2786},[146],{"categories":2788},[],{"categories":2790},[181],{"categories":2792},[],{"categories":2794},[124],{"categories":2796},[124],{"categories":2798},[181],{"categories":2800},[124],{"categories":2802},[111],{"categories":2804},[],{"categories":2806},[111],{"categories":2808},[111],{"categories":2810},[],{"categories":2812},[207],{"categories":2814},[111],{"categories":2816},[238],{"categories":2818},[124],{"categories":2820},[],{"categories":2822},[114],{"categories":2824},[111],{"categories":2826},[105],{"categories":2828},[429],{"categories":2830},[114],{"categories":2832},[114],{"categories":2834},[111],{"categories":2836},[111],{"categories":2838},[],{"categories":2840},[105],{"categories":2842},[111],{"categories":2844},[108],{"categories":2846},[124],{"categories":2848},[181],{"categories":2850},[],{"categories":2852},[],{"categories":2854},[],{"categories":2856},[114],{"categories":2858},[124],{"categories":2860},[181],{"categories":2862},[146],{"categories":2864},[111],{"categories":2866},[146],{"categories":2868},[114],{"categories":2870},[181],{"categories":2872},[111],{"categories":2874},[],{"categories":2876},[111],{"categories":2878},[135],{"categories":2880},[114],{"categories":2882},[181],{"categories":2884},[146],{"categories":2886},[108],{"categories":2888},[124],{"categories":2890},[111],{"categories":2892},[146],{"categories":2894},[207],{"categories":2896},[],{"categories":2898},[],{"categories":2900},[184],{"categories":2902},[47],{"categories":2904},[111],{"categories":2906},[114],{"categories":2908},[111,124],{"categories":2910},[146],{"categories":2912},[111],{"categories":2914},[111],{"categories":2916},[114],{"categories":2918},[111],{"categories":2920},[114],{"categories":2922},[111],{"categories":2924},[111],{"categories":2926},[],{"categories":2928},[998],{"categories":2930},[124],{"categories":2932},[181],{"categories":2934},[111],{"categories":2936},[111],{"categories":2938},[184],{"categories":2940},[114],{"categories":2942},[207],{"categories":2944},[238],{"categories":2946},[],{"categories":2948},[111],{"categories":2950},[108],{"categories":2952},[114],{"categories":2954},[105],{"categories":2956},[114],{"categories":2958},[111],{"categories":2960},[114],{"categories":2962},[117],{"categories":2964},[124],{"categories":2966},[111],{"categories":2968},[111],{"categories":2970},[],{"categories":2972},[],{"categories":2974},[],{"categories":2976},[238],{"categories":2978},[111],{"categories":2980},[146],{"categories":2982},[111],{"categories":2984},[111],{"categories":2986},[111],{"categories":2988},[111],{"categories":2990},[],{"categories":2992},[184],{"categories":2994},[108],{"categories":2996},[114],{"categories":2998},[111],{"categories":3000},[],{"categories":3002},[111],{"categories":3004},[114],{"categories":3006},[111],{"categories":3008},[238],{"categories":3010},[],{"categories":3012},[181],{"categories":3014},[181],{"categories":3016},[],{"categories":3018},[124],{"categories":3020},[111],{"categories":3022},[181],{"categories":3024},[111],{"categories":3026},[108],{"categories":3028},[114],{"categories":3030},[111],{"categories":3032},[],{"categories":3034},[146],{"categories":3036},[111],{"categories":3038},[111],{"categories":3040},[181],{"categories":3042},[114],{"categories":3044},[146],{"categories":3046},[],{"categories":3048},[114],{"categories":3050},[114],{"categories":3052},[181],{"categories":3054},[111],{"categories":3056},[111],{"categories":3058},[111],{"categories":3060},[47],{"categories":3062},[111],{"categories":3064},[],{"categories":3066},[111],{"categories":3068},[111],{"categories":3070},[238],{"categories":3072},[146],{"categories":3074},[184],{"categories":3076},[465],{"categories":3078},[184],{"categories":3080},[],{"categories":3082},[],{"categories":3084},[],{"categories":3086},[114],{"categories":3088},[114],{"categories":3090},[124],{"categories":3092},[111],{"categories":3094},[366],{"categories":3096},[124],{"categories":3098},[111],{"categories":3100},[111],{"categories":3102},[111],{"categories":3104},[111],{"categories":3106},[114],{"categories":3108},[],{"categories":3110},[],{"categories":3112},[111],{"categories":3114},[],{"categories":3116},[111],{"categories":3118},[114],{"categories":3120},[181],{"categories":3122},[111],{"categories":3124},[111],{"categories":3126},[],{"categories":3128},[117],{"categories":3130},[111],{"categories":3132},[181],{"categories":3134},[111],{"categories":3136},[108],{"categories":3138},[111],{"categories":3140},[207],{"categories":3142},[114],{"categories":3144},[111],{"categories":3146},[721],{"categories":3148},[111],{"categories":3150},[114],{"categories":3152},[111],{"categories":3154},[124],{"categories":3156},[111],{"categories":3158},[429],{"categories":3160},[181],{"categories":3162},[],{"categories":3164},[146],{"categories":3166},[47],{"categories":3168},[114],{"categories":3170},[111],{"categories":3172},[],{"categories":3174},[146],{"categories":3176},[322],{"categories":3178},[114],{"categories":3180},[114],{"categories":3182},[111],{"categories":3184},[111],{"categories":3186},[114],{"categories":3188},[],{"categories":3190},[108],{"categories":3192},[114],{"categories":3194},[],{"categories":3196},[124],{"categories":3198},[111],{"categories":3200},[105],{"categories":3202},[146],{"categories":3204},[238],{"categories":3206},[135],{"categories":3208},[114],{"categories":3210},[114],{"categories":3212},[111],{"categories":3214},[114],{"categories":3216},[105],{"categories":3218},[],{"categories":3220},[111],{"categories":3222},[111],{"categories":3224},[],{"categories":3226},[],{"categories":3228},[181],{"categories":3230},[111,108],{"categories":3232},[114],{"categories":3234},[111],{"categories":3236},[],{"categories":3238},[105],{"categories":3240},[184],{"categories":3242},[108],{"categories":3244},[111],{"categories":3246},[124],{"categories":3248},[111],{"categories":3250},[114],{"categories":3252},[111],{"categories":3254},[111],{"categories":3256},[111],{"categories":3258},[146],{"categories":3260},[998],{"categories":3262},[114],{"categories":3264},[111],{"categories":3266},[],{"categories":3268},[],{"categories":3270},[114],{"categories":3272},[111],{"categories":3274},[238],{"categories":3276},[],{"categories":3278},[111],{"categories":3280},[114],{"categories":3282},[135],{"categories":3284},[114],{"categories":3286},[47],{"categories":3288},[],{"categories":3290},[341],{"categories":3292},[114],{"categories":3294},[111],{"categories":3296},[207],{"categories":3298},[111],{"categories":3300},[184],{"categories":3302},[114],{"categories":3304},[111],{"categories":3306},[47],{"categories":3308},[111],{"categories":3310},[238],{"categories":3312},[],{"categories":3314},[111],{"categories":3316},[207],{"categories":3318},[181],{"categories":3320},[111],{"categories":3322},[111],{"categories":3324},[],{"categories":3326},[207],{"categories":3328},[146],{"categories":3330},[111],{"categories":3332},[111],{"categories":3334},[465],{"categories":3336},[105],{"categories":3338},[111],{"categories":3340},[],{"categories":3342},[],{"categories":3344},[181],{"categories":3346},[111],{"categories":3348},[184],{"categories":3350},[207],{"categories":3352},[114],{"categories":3354},[207],{"categories":3356},[146],{"categories":3358},[],{"categories":3360},[111],{"categories":3362},[],{"categories":3364},[111],{"categories":3366},[484],{"categories":3368},[111],{"categories":3370},[111],{"categories":3372},[114],{"categories":3374},[47],{"categories":3376},[111],{"categories":3378},[111],{"categories":3380},[111],{"categories":3382},[],{"categories":3384},[111,124],{"categories":3386},[146],{"categories":3388},[114],{"categories":3390},[124],{"categories":3392},[114],{"categories":3394},[751],{"categories":3396},[124],{"categories":3398},[111],{"categories":3400},[105],{"categories":3402},[],{"categories":3404},[],{"categories":3406},[114],{"categories":3408},[111],{"categories":3410},[124],{"categories":3412},[105],{"categories":3414},[124],{"categories":3416},[124],{"categories":3418},[111],{"categories":3420},[207],{"categories":3422},[111],{"categories":3424},[124],{"categories":3426},[],{"categories":3428},[111],{"categories":3430},[181,111],{"categories":3432},[238],{"categories":3434},[105],{"categories":3436},[],{"categories":3438},[111],{"categories":3440},[47],{"categories":3442},[108],{"categories":3444},[108],{"categories":3446},[111],{"categories":3448},[111],{"categories":3450},[322],{"categories":3452},[111],{"categories":3454},[124],{"categories":3456},[114],{"categories":3458},[111],{"categories":3460},[111],{"categories":3462},[146],{"categories":3464},[207],{"categories":3466},[181],{"categories":3468},[111],{"categories":3470},[111],{"categories":3472},[111],{"categories":3474},[111],{"categories":3476},[105],{"categories":3478},[111],{"categories":3480},[114],{"categories":3482},[114],{"categories":3484},[124],{"categories":3486},[146],{"categories":3488},[124],{"categories":3490},[],{"categories":3492},[],{"categories":3494},[184],{"categories":3496},[111],{"categories":3498},[124],{"categories":3500},[111],{"categories":3502},[181],{"categories":3504},[47],{"categories":3506},[341],{"categories":3508},[322],{"categories":3510},[111],{"categories":3512},[111],{"categories":3514},[111],{"categories":3516},[184],{"categories":3518},[111],{"categories":3520},[111],{"categories":3522},[111],{"categories":3524},[114],{"categories":3526},[105],{"categories":3528},[114],{"categories":3530},[111,108],{"categories":3532},[],{"categories":3534},[181],{"categories":3536},[],{"categories":3538},[117],{"categories":3540},[111],{"categories":3542},[146],{"categories":3544},[105],{"categories":3546},[105],{"categories":3548},[114],{"categories":3550},[114],{"categories":3552},[114],{"categories":3554},[111],{"categories":3556},[111],{"categories":3558},[108],{"categories":3560},[124],{"categories":3562},[207],{"categories":3564},[111],{"categories":3566},[],{"categories":3568},[146],{"categories":3570},[111],{"categories":3572},[111],{"categories":3574},[111],{"categories":3576},[111],{"categories":3578},[111],{"categories":3580},[124],{"categories":3582},[146],{"categories":3584},[124],{"categories":3586},[124],{"categories":3588},[111],{"categories":3590},[111],{"categories":3592},[341],{"categories":3594},[111],{"categories":3596},[114],{"categories":3598},[146],{"categories":3600},[111],{"categories":3602},[111],{"categories":3604},[114],{"categories":3606},[111],{"categories":3608},[111],{"categories":3610},[111],{"categories":3612},[2497],{"categories":3614},[3615],"Clinical AI",{"categories":3617},[181],{"categories":3619},[111],{"categories":3621},[111],{"categories":3623},[111],{"categories":3625},[238],{"categories":3627},[1982],{"categories":3629},[111],{"categories":3631},[117],{"categories":3633},[111],{"categories":3635},[114],{"categories":3637},[111],{"categories":3639},[111],{"categories":3641},[146],{"categories":3643},[111],{"categories":3645},[114],{"categories":3647},[207],{"categories":3649},[111],{"categories":3651},[111],{"categories":3653},[108],{"categories":3655},[111],{"categories":3657},[429],{"categories":3659},[111],{"categories":3661},[],{"categories":3663},[111],{"categories":3665},[124],{"categories":3667},[111],{"categories":3669},[],{"categories":3671},[],{"categories":3673},[111],{"categories":3675},[],{"categories":3677},[108],{"categories":3679},[111],{"categories":3681},[114],{"categories":3683},[146],{"categories":3685},[146],{"categories":3687},[146],{"categories":3689},[146],{"categories":3691},[],{"categories":3693},[105],{"categories":3695},[114],{"categories":3697},[146],{"categories":3699},[111],{"categories":3701},[484],{"categories":3703},[117],{"categories":3705},[111],{"categories":3707},[105],{"categories":3709},[114],{"categories":3711},[111],{"categories":3713},[111,114],{"categories":3715},[114],{"categories":3717},[238],{"categories":3719},[146],{"categories":3721},[114],{"categories":3723},[146],{"categories":3725},[114],{"categories":3727},[111],{"categories":3729},[],{"categories":3731},[146],{"categories":3733},[207],{"categories":3735},[105],{"categories":3737},[111],{"categories":3739},[111],{"categories":3741},[],{"categories":3743},[124],{"categories":3745},[],{"categories":3747},[105],{"categories":3749},[114],{"categories":3751},[146],{"categories":3753},[111],{"categories":3755},[146],{"categories":3757},[105],{"categories":3759},[146],{"categories":3761},[146],{"categories":3763},[],{"categories":3765},[108],{"categories":3767},[114],{"categories":3769},[146],{"categories":3771},[146],{"categories":3773},[146],{"categories":3775},[146],{"categories":3777},[146],{"categories":3779},[146],{"categories":3781},[146],{"categories":3783},[146],{"categories":3785},[146],{"categories":3787},[146],{"categories":3789},[184],{"categories":3791},[105],{"categories":3793},[111],{"categories":3795},[111],{"categories":3797},[114],{"categories":3799},[114],{"categories":3801},[],{"categories":3803},[111,105],{"categories":3805},[],{"categories":3807},[114],{"categories":3809},[146],{"categories":3811},[114],{"categories":3813},[751],{"categories":3815},[111],{"categories":3817},[111],{"categories":3819},[111],{"categories":3821},[111],{"categories":3823},[322],{"categories":3825},[111],{"categories":3827},[114],{"categories":3829},[108],{"categories":3831},[114],{"categories":3833},[751],{"categories":3835},[],{"categories":3837},[114],{"categories":3839},[181],{"categories":3841},[146],{"categories":3843},[111],{"categories":3845},[],{"categories":3847},[],{"categories":3849},[114],{"categories":3851},[181],{"categories":3853},[111],{"categories":3855},[],{"categories":3857},[111],{"categories":3859},[],{"categories":3861},[207],{"categories":3863},[111],{"categories":3865},[],{"categories":3867},[],{"categories":3869},[146],{"categories":3871},[105],{"categories":3873},[111],{"categories":3875},[108],{"categories":3877},[111],{"categories":3879},[111],{"categories":3881},[111],{"categories":3883},[108],{"categories":3885},[181],{"categories":3887},[],{"categories":3889},[111],{"categories":3891},[146],{"categories":3893},[],{"categories":3895},[111],{"categories":3897},[111],{"categories":3899},[181],{"categories":3901},[111],{"categories":3903},[207],{"categories":3905},[111],{"categories":3907},[238],{"categories":3909},[],{"categories":3911},[114],{"categories":3913},[207],{"categories":3915},[124],{"categories":3917},[],{"categories":3919},[111],{"categories":3921},[],{"categories":3923},[114],{"categories":3925},[181],{"categories":3927},[124],{"categories":3929},[],{"categories":3931},[2497],{"categories":3933},[108],{"categories":3935},[105],{"categories":3937},[184],{"categories":3939},[114],{"categories":3941},[181],{"categories":3943},[124],{"categories":3945},[],{"categories":3947},[],{"categories":3949},[111],{"categories":3951},[105],{"categories":3953},[111],{"categories":3955},[207],{"categories":3957},[],{"categories":3959},[114],{"categories":3961},[114],{"categories":3963},[114],{"categories":3965},[146],{"categories":3967},[124],{"categories":3969},[111],{"categories":3971},[114],{"categories":3973},[117],{"categories":3975},[111],{"categories":3977},[114],{"categories":3979},[111],{"categories":3981},[117],{"categories":3983},[207],{"categories":3985},[146],{"categories":3987},[],{"categories":3989},[207],{"categories":3991},[],{"categories":3993},[124],{"categories":3995},[114],{"categories":3997},[],{"categories":3999},[111],{"categories":4001},[111],{"categories":4003},[111],{"categories":4005},[111],{"categories":4007},[114],{"categories":4009},[108],{"categories":4011},[105],{"categories":4013},[111],{"categories":4015},[181],{"categories":4017},[124],{"categories":4019},[124],{"categories":4021},[111],{"categories":4023},[184],{"categories":4025},[114],{"categories":4027},[111],{"categories":4029},[114],{"categories":4031},[111],{"categories":4033},[108],{"categories":4035},[181],{"categories":4037},[124],{"categories":4039},[114],{"categories":4041},[111],{"categories":4043},[117],{"categories":4045},[111],{"categories":4047},[114],{"categories":4049},[111],{"categories":4051},[146],{"categories":4053},[],{"categories":4055},[105],{"categories":4057},[111],{"categories":4059},[111],{"categories":4061},[111],{"categories":4063},[124],{"categories":4065},[111],{"categories":4067},[124],{"categories":4069},[111],{"categories":4071},[114],{"categories":4073},[111],{"categories":4075},[111],{"categories":4077},[111],{"categories":4079},[111],{"categories":4081},[],{"categories":4083},[111],{"categories":4085},[181],{"categories":4087},[108],{"categories":4089},[146],{"categories":4091},[114],{"categories":4093},[111],{"categories":4095},[111],{"categories":4097},[181],{"categories":4099},[114],{"categories":4101},[111],{"categories":4103},[207],{"categories":4105},[111],{"categories":4107},[184],{"categories":4109},[111],{"categories":4111},[111],{"categories":4113},[146],{"categories":4115},[111],{"categories":4117},[111],{"categories":4119},[114],{"categories":4121},[238],{"categories":4123},[111],{"categories":4125},[114],{"categories":4127},[184],{"categories":4129},[],{"categories":4131},[114],{"categories":4133},[124],{"categories":4135},[111],{"categories":4137},[1850],{"categories":4139},[181],{"categories":4141},[263],{"categories":4143},[111],{"categories":4145},[105],{"categories":4147},[124],{"categories":4149},[108],{"categories":4151},[124],{"categories":4153},[111],{"categories":4155},[],{"categories":4157},[114],{"categories":4159},[114],{"categories":4161},[111],{"categories":4163},[111],{"categories":4165},[184],{"categories":4167},[],{"categories":4169},[146],{"categories":4171},[],{"categories":4173},[146],{"categories":4175},[111],{"categories":4177},[111],{"categories":4179},[114],{"categories":4181},[114],{"categories":4183},[114],{"categories":4185},[],{"categories":4187},[146],{"categories":4189},[111],{"categories":4191},[],{"categories":4193},[111],{"categories":4195},[111],{"categories":4197},[],{"categories":4199},[181],{"categories":4201},[124],{"categories":4203},[114],{"categories":4205},[111],{"categories":4207},[111],{"categories":4209},[207],{"categories":4211},[111],{"categories":4213},[111],{"categories":4215},[105],{"categories":4217},[],{"categories":4219},[111],{"categories":4221},[111],{"categories":4223},[],{"categories":4225},[105],{"categories":4227},[146],{"categories":4229},[124],{"categories":4231},[47],{"categories":4233},[111],{"categories":4235},[111],{"categories":4237},[111],{"categories":4239},[124],{"categories":4241},[146],{"categories":4243},[181],{"categories":4245},[111],{"categories":4247},[111],{"categories":4249},[111],{"categories":4251},[146],{"categories":4253},[181],{"categories":4255},[111],{"categories":4257},[146],{"categories":4259},[181],{"categories":4261},[111],{"categories":4263},[146],{"categories":4265},[114],{"categories":4267},[114],{"categories":4269},[114],{"categories":4271},[124],{"categories":4273},[146],{"categories":4275},[114],{"categories":4277},[114],{"categories":4279},[111],{"categories":4281},[124],{"categories":4283},[181],{"categories":4285},[111],{"categories":4287},[],{"categories":4289},[114],{"categories":4291},[],{"categories":4293},[],{"categories":4295},[],{"categories":4297},[114],{"categories":4299},[108],{"categories":4301},[114],{"categories":4303},[4304],"Liability & Ethics",{"categories":4306},[111],{"categories":4308},[114],{"categories":4310},[105],{"categories":4312},[114],{"categories":4314},[108],{"categories":4316},[207],{"categories":4318},[114],{"categories":4320},[],{"categories":4322},[465],{"categories":4324},[114],{"categories":4326},[],{"categories":4328},[105],{"categories":4330},[114],{"categories":4332},[],{"categories":4334},[114],{"categories":4336},[111],{"categories":4338},[111],{"categories":4340},[146],{"categories":4342},[111],{"categories":4344},[111],{"categories":4346},[114],{"categories":4348},[111],{"categories":4350},[111],{"categories":4352},[146],{"categories":4354},[114],{"categories":4356},[124],{"categories":4358},[181],{"categories":4360},[105],{"categories":4362},[111],{"categories":4364},[],{"categories":4366},[114],{"categories":4368},[114],{"categories":4370},[47],{"categories":4372},[181],{"categories":4374},[238],{"categories":4376},[146],{"categories":4378},[111],{"categories":4380},[181],{"categories":4382},[111],{"categories":4384},[105],{"categories":4386},[],{"categories":4388},[114],{"categories":4390},[111],{"categories":4392},[111],{"categories":4394},[114],{"categories":4396},[111],{"categories":4398},[181],{"categories":4400},[],{"categories":4402},[114],{"categories":4404},[117],{"categories":4406},[146],{"categories":4408},[114],{"categories":4410},[108],{"categories":4412},[],{"categories":4414},[111],{"categories":4416},[117],{"categories":4418},[111],{"categories":4420},[114],{"categories":4422},[146],{"categories":4424},[105],{"categories":4426},[238],{"categories":4428},[111],{"categories":4430},[111],{"categories":4432},[111],{"categories":4434},[146],{"categories":4436},[108],{"categories":4438},[111],{"categories":4440},[181],{"categories":4442},[146],{"categories":4444},[238],{"categories":4446},[111],{"categories":4448},[114],{"categories":4450},[],{"categories":4452},[429],{"categories":4454},[],{"categories":4456},[111],{"categories":4458},[238],{"categories":4460},[184],{"categories":4462},[114],{"categories":4464},[114],{"categories":4466},[4467],"Design News & Tools",{"categories":4469},[111],{"categories":4471},[146],{"categories":4473},[111],{"categories":4475},[105],{"categories":4477},[111],{"categories":4479},[181],{"categories":4481},[114],{"categories":4483},[114],{"categories":4485},[111],{"categories":4487},[47],{"categories":4489},[111],{"categories":4491},[47],{"categories":4493},[207],{"categories":4495},[111],{"categories":4497},[114],{"categories":4499},[],{"categories":4501},[111],{"categories":4503},[111],{"categories":4505},[111],{"categories":4507},[146],{"categories":4509},[105],{"categories":4511},[],{"categories":4513},[111],{"categories":4515},[111],{"categories":4517},[124],{"categories":4519},[484],{"categories":4521},[124],{"categories":4523},[181],{"categories":4525},[111],{"categories":4527},[111,114],{"categories":4529},[207,108],{"categories":4531},[111],{"categories":4533},[111],{"categories":4535},[111],{"categories":4537},[],{"categories":4539},[114],{"categories":4541},[],{"categories":4543},[124],{"categories":4545},[111],{"categories":4547},[124],{"categories":4549},[],{"categories":4551},[114],{"categories":4553},[111],{"categories":4555},[146],{"categories":4557},[111],{"categories":4559},[],{"categories":4561},[114],{"categories":4563},[111],{"categories":4565},[],{"categories":4567},[181],{"categories":4569},[111],{"categories":4571},[114],{"categories":4573},[111],{"categories":4575},[111],{"categories":4577},[105],{"categories":4579},[114],{"categories":4581},[111],{"categories":4583},[],{"categories":4585},[238],{"categories":4587},[207],{"categories":4589},[108],{"categories":4591},[108],{"categories":4593},[111],{"categories":4595},[105],{"categories":4597},[105],{"categories":4599},[111],{"categories":4601},[114],{"categories":4603},[111],{"categories":4605},[111],{"categories":4607},[111],{"categories":4609},[124],{"categories":4611},[111],{"categories":4613},[105],{"categories":4615},[114],{"categories":4617},[111],{"categories":4619},[207],{"categories":4621},[47],{"categories":4623},[146],{"categories":4625},[111],{"categories":4627},[111],{"categories":4629},[114],{"categories":4631},[111],{"categories":4633},[],{"categories":4635},[124],{"categories":4637},[],{"categories":4639},[124],{"categories":4641},[114],{"categories":4643},[105],{"categories":4645},[],{"categories":4647},[184],{"categories":4649},[238],{"categories":4651},[111],{"categories":4653},[124],{"categories":4655},[111],{"categories":4657},[],{"categories":4659},[146],{"categories":4661},[114],{"categories":4663},[124],{"categories":4665},[181],{"categories":4667},[111],{"categories":4669},[114],{"categories":4671},[124],{"categories":4673},[114],{"categories":4675},[146],{"categories":4677},[111],{"categories":4679},[105],{"categories":4681},[146],{"categories":4683},[124],{"categories":4685},[111],{"categories":4687},[181],{"categories":4689},[108],{"categories":4691},[111],{"categories":4693},[111],{"categories":4695},[111],{"categories":4697},[111],{"categories":4699},[111],{"categories":4701},[114],{"categories":4703},[111],{"categories":4705},[114],{"categories":4707},[111],{"categories":4709},[111],{"categories":4711},[105],{"categories":4713},[111],{"categories":4715},[114],{"categories":4717},[114],{"categories":4719},[181],{"categories":4721},[114],{"categories":4723},[114],{"categories":4725},[105],{"categories":4727},[114],{"categories":4729},[181],{"categories":4731},[],{"categories":4733},[111],{"categories":4735},[184],{"categories":4737},[47],{"categories":4739},[111],{"categories":4741},[111],{"categories":4743},[111],{"categories":4745},[124],{"categories":4747},[],{"categories":4749},[114],{"categories":4751},[207],{"categories":4753},[111],{"categories":4755},[146],{"categories":4757},[114],{"categories":4759},[111],{"categories":4761},[207],{"categories":4763},[114],{"categories":4765},[108],{"categories":4767},[108],{"categories":4769},[111],{"categories":4771},[111],{"categories":4773},[111],{"categories":4775},[105],{"categories":4777},[],{"categories":4779},[111],{"categories":4781},[114],{"categories":4783},[114],{"categories":4785},[111],{"categories":4787},[111],{"categories":4789},[111],{"categories":4791},[124],{"categories":4793},[],{"categories":4795},[105],{"categories":4797},[111],{"categories":4799},[111],{"categories":4801},[114],{"categories":4803},[114],{"categories":4805},[],{"categories":4807},[124],{"categories":4809},[124],{"categories":4811},[111],{"categories":4813},[207],{"categories":4815},[181],{"categories":4817},[],{"categories":4819},[111],{"categories":4821},[114],{"categories":4823},[105],{"categories":4825},[111],{"categories":4827},[124],{"categories":4829},[105],{"categories":4831},[146],{"categories":4833},[184],{"categories":4835},[146],{"categories":4837},[114],{"categories":4839},[],{"categories":4841},[146],{"categories":4843},[114],{"categories":4845},[181],{"categories":4847},[184],{"categories":4849},[111],{"categories":4851},[],{"categories":4853},[114],{"categories":4855},[2497],{"categories":4857},[146],{"categories":4859},[124],{"categories":4861},[111],{"categories":4863},[111],{"categories":4865},[108],{"categories":4867},[111],{"categories":4869},[105],{"categories":4871},[1434],{"categories":4873},[238],{"categories":4875},[105],{"categories":4877},[],{"categories":4879},[],{"categories":4881},[146],{"categories":4883},[114],{"categories":4885},[146],{"categories":4887},[],{"categories":4889},[114],{"categories":4891},[114],{"categories":4893},[114],{"categories":4895},[],{"categories":4897},[111],{"categories":4899},[],{"categories":4901},[146],{"categories":4903},[105],{"categories":4905},[181],{"categories":4907},[111],{"categories":4909},[146],{"categories":4911},[111],{"categories":4913},[146],{"categories":4915},[],{"categories":4917},[146],{"categories":4919},[105],{"categories":4921},[47],{"categories":4923},[114],{"categories":4925},[111],{"categories":4927},[],{"categories":4929},[124],{"categories":4931},[114],{"categories":4933},[117],{"categories":4935},[114],{"categories":4937},[105],{"categories":4939},[],{"categories":4941},[],{"categories":4943},[],{"categories":4945},[181],{"categories":4947},[114],{"categories":4949},[111],{"categories":4951},[111],{"categories":4953},[],{"categories":4955},[],{"categories":4957},[],{"categories":4959},[181],{"categories":4961},[111],{"categories":4963},[],{"categories":4965},[114],{"categories":4967},[111],{"categories":4969},[105],{"categories":4971},[],{"categories":4973},[],{"categories":4975},[181],{"categories":4977},[111],{"categories":4979},[146],{"categories":4981},[],{"categories":4983},[207],{"categories":4985},[146],{"categories":4987},[207],{"categories":4989},[184],{"categories":4991},[111],{"categories":4993},[111],{"categories":4995},[],{"categories":4997},[],{"categories":4999},[114],{"categories":5001},[],{"categories":5003},[111],{"categories":5005},[47],{"categories":5007},[111],{"categories":5009},[111],{"categories":5011},[],{"categories":5013},[114],{"categories":5015},[111],{"categories":5017},[111],{"categories":5019},[],{"categories":5021},[114],{"categories":5023},[111],{"categories":5025},[146],{"categories":5027},[111],{"categories":5029},[207],{"categories":5031},[108],{"categories":5033},[111],{"categories":5035},[111],{"categories":5037},[114],{"categories":5039},[184],{"categories":5041},[114],{"categories":5043},[114],{"categories":5045},[],{"categories":5047},[],{"categories":5049},[111],{"categories":5051},[],{"categories":5053},[146],{"categories":5055},[108],{"categories":5057},[],{"categories":5059},[],{"categories":5061},[181],{"categories":5063},[105],{"categories":5065},[],{"categories":5067},[108],{"categories":5069},[207],{"categories":5071},[111],{"categories":5073},[124],{"categories":5075},[105],{"categories":5077},[184],{"categories":5079},[108],{"categories":5081},[124],{"categories":5083},[124],{"categories":5085},[],{"categories":5087},[111],{"categories":5089},[],{"categories":5091},[114],{"categories":5093},[105],{"categories":5095},[181],{"categories":5097},[111],{"categories":5099},[105],{"categories":5101},[114],{"categories":5103},[238],{"categories":5105},[111],{"categories":5107},[111],{"categories":5109},[111],{"categories":5111},[105],{"categories":5113},[184],{"categories":5115},[114],{"categories":5117},[],{"categories":5119},[111],{"categories":5121},[124],{"categories":5123},[146],{"categories":5125},[124],{"categories":5127},[111],{"categories":5129},[117],{"categories":5131},[],{"categories":5133},[181],{"categories":5135},[146],{"categories":5137},[105],{"categories":5139},[114],{"categories":5141},[111],{"categories":5143},[111],{"categories":5145},[114],{"categories":5147},[111],{"categories":5149},[111],{"categories":5151},[108],{"categories":5153},[114],{"categories":5155},[114,238],{"categories":5157},[114],{"categories":5159},[124],{"categories":5161},[111],{"categories":5163},[111],{"categories":5165},[184],{"categories":5167},[114],{"categories":5169},[207],{"categories":5171},[114],{"categories":5173},[108],{"categories":5175},[],{"categories":5177},[114],{"categories":5179},[111],{"categories":5181},[108],{"categories":5183},[],{"categories":5185},[],{"categories":5187},[124],{"categories":5189},[111],{"categories":5191},[114],{"categories":5193},[184],{"categories":5195},[207],{"categories":5197},[111],{"categories":5199},[111],{"categories":5201},[114],{"categories":5203},[],{"categories":5205},[114],{"categories":5207},[146],{"categories":5209},[114],{"categories":5211},[],{"categories":5213},[146],{"categories":5215},[124],{"categories":5217},[2497],{"categories":5219},[105],{"categories":5221},[124],{"categories":5223},[111],{"categories":5225},[114],{"categories":5227},[111],{"categories":5229},[111],{"categories":5231},[207],{"categories":5233},[124],{"categories":5235},[],{"categories":5237},[146],{"categories":5239},[111],{"categories":5241},[],{"categories":5243},[114],{"categories":5245},[111],{"categories":5247},[111],{"categories":5249},[111],{"categories":5251},[114],{"categories":5253},[111],{"categories":5255},[111],{"categories":5257},[117],{"categories":5259},[114],{"categories":5261},[111],{"categories":5263},[111],{"categories":5265},[111],{"categories":5267},[111],{"categories":5269},[111],{"categories":5271},[108],{"categories":5273},[],{"categories":5275},[117],{"categories":5277},[146],{"categories":5279},[114],{"categories":5281},[111],{"categories":5283},[124],{"categories":5285},[],{"categories":5287},[124],{"categories":5289},[124],{"categories":5291},[114],{"categories":5293},[124],{"categories":5295},[111],{"categories":5297},[111],{"categories":5299},[124],{"categories":5301},[111],{"categories":5303},[114],{"categories":5305},[146],{"categories":5307},[111],{"categories":5309},[111],{"categories":5311},[111],{"categories":5313},[108],{"categories":5315},[111],{"categories":5317},[114],{"categories":5319},[181],{"categories":5321},[],{"categories":5323},[111],{"categories":5325},[184],{"categories":5327},[114],{"categories":5329},[111],{"categories":5331},[],{"categories":5333},[111],{"categories":5335},[111],{"categories":5337},[146],{"categories":5339},[111],{"categories":5341},[111],{"categories":5343},[114],{"categories":5345},[207],{"categories":5347},[],{"categories":5349},[],{"categories":5351},[124],{"categories":5353},[146],{"categories":5355},[124],{"categories":5357},[146],{"categories":5359},[111],{"categories":5361},[207],{"categories":5363},[111],{"categories":5365},[105],{"categories":5367},[114],{"categories":5369},[111],{"categories":5371},[114],{"categories":5373},[114],{"categories":5375},[111],{"categories":5377},[108],{"categories":5379},[],{"categories":5381},[184],{"categories":5383},[111],{"categories":5385},[],{"categories":5387},[146],{"categories":5389},[111],{"categories":5391},[184],{"categories":5393},[111],{"categories":5395},[124],{"categories":5397},[124],{"categories":5399},[124],{"categories":5401},[114],{"categories":5403},[114],{"categories":5405},[114],{"categories":5407},[111],{"categories":5409},[181],{"categories":5411},[184],{"categories":5413},[184],{"categories":5415},[],{"categories":5417},[146],{"categories":5419},[111],{"categories":5421},[111],{"categories":5423},[124],{"categories":5425},[],{"categories":5427},[146],{"categories":5429},[146],{"categories":5431},[146],{"categories":5433},[],{"categories":5435},[114],{"categories":5437},[111],{"categories":5439},[],{"categories":5441},[105],{"categories":5443},[108],{"categories":5445},[],{"categories":5447},[111],{"categories":5449},[111],{"categories":5451},[],{"categories":5453},[124],{"categories":5455},[],{"categories":5457},[],{"categories":5459},[],{"categories":5461},[],{"categories":5463},[111],{"categories":5465},[146],{"categories":5467},[],{"categories":5469},[],{"categories":5471},[111],{"categories":5473},[111],{"categories":5475},[111],{"categories":5477},[184],{"categories":5479},[111],{"categories":5481},[184],{"categories":5483},[],{"categories":5485},[184],{"categories":5487},[184],{"categories":5489},[238],{"categories":5491},[114],{"categories":5493},[124],{"categories":5495},[],{"categories":5497},[],{"categories":5499},[184],{"categories":5501},[124],{"categories":5503},[124],{"categories":5505},[124],{"categories":5507},[],{"categories":5509},[105],{"categories":5511},[124],{"categories":5513},[124],{"categories":5515},[105],{"categories":5517},[124],{"categories":5519},[108],{"categories":5521},[124],{"categories":5523},[124],{"categories":5525},[124],{"categories":5527},[184],{"categories":5529},[146],{"categories":5531},[146],{"categories":5533},[111],{"categories":5535},[124],{"categories":5537},[184],{"categories":5539},[238],{"categories":5541},[184],{"categories":5543},[184],{"categories":5545},[184],{"categories":5547},[],{"categories":5549},[108],{"categories":5551},[],{"categories":5553},[238],{"categories":5555},[124],{"categories":5557},[124],{"categories":5559},[124],{"categories":5561},[114],{"categories":5563},[146,108],{"categories":5565},[184],{"categories":5567},[],{"categories":5569},[],{"categories":5571},[184],{"categories":5573},[],{"categories":5575},[184],{"categories":5577},[146],{"categories":5579},[114],{"categories":5581},[],{"categories":5583},[124],{"categories":5585},[111],{"categories":5587},[181],{"categories":5589},[],{"categories":5591},[111],{"categories":5593},[],{"categories":5595},[146],{"categories":5597},[105],{"categories":5599},[184],{"categories":5601},[],{"categories":5603},[124],{"categories":5605},[146],[5607,5659,5767,5843],{"id":5608,"title":5609,"ai":5610,"body":5615,"categories":5635,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5636,"navigation":83,"path":5645,"published_at":5646,"question":48,"scraped_at":5647,"seo":5648,"sitemap":5649,"source_id":5650,"source_name":5651,"source_type":91,"source_url":5652,"stem":5653,"tags":5654,"thumbnail_url":48,"tldr":5656,"tweet":48,"unknown_tags":5657,"__hash__":5658},"summaries\u002Fsummaries\u002F3d99cf87d464b7af-the-shift-from-chatbots-to-agentic-workflows-summary.md","The Shift from Chatbots to Agentic Workflows",{"provider":7,"model":8,"input_tokens":5611,"output_tokens":5612,"processing_time_ms":5613,"cost_usd":5614},5993,518,2923,0.00227525,{"type":14,"value":5616,"toc":5631},[5617,5621,5624,5628],[17,5618,5620],{"id":5619},"from-chatbot-interactions-to-long-horizon-agentic-tasks","From Chatbot Interactions to Long-Horizon Agentic Tasks",[22,5622,5623],{},"Agentic AI shifts the unit of knowledge work from discrete, self-contained chatbot prompts to delegated, long-horizon tasks. Unlike traditional chat, agents independently orchestrate tool calls, interact with environments, and iterate toward solutions over minutes or hours. Data from OpenAI’s internal usage shows that as model capabilities improved, users shifted away from short interactions toward complex, multi-step workflows. By May 2026, over 80% of sampled individual users executed at least one task estimated to exceed 30 minutes of human work, with 25.6% executing tasks exceeding eight hours. Heavy users at the 99th percentile now generate over 60 hours of agent runtime per day by orchestrating multiple parallel agents.",[17,5625,5627],{"id":5626},"the-democratization-of-technical-execution","The Democratization of Technical Execution",[22,5629,5630],{},"While agentic tools originated as developer-centric coding aids, adoption has rapidly expanded to non-technical departments. At OpenAI, while engineering was the first to shift to agent-based workflows, departments like Legal, Finance, and Recruiting followed, with non-developer adoption growing 12x internally and up to 189x among organizational users since August 2025. This shift enables non-technical workers to perform tasks previously bottlenecked by specialized expertise, such as data transformation, structured analysis, and debugging. Notably, over 25% of the work performed by business-function employees using agents now involves engineering or coding tasks, effectively lowering the cost of cross-functional collaboration and expanding the scope of individual productivity.",{"title":40,"searchDepth":41,"depth":41,"links":5632},[5633,5634],{"id":5619,"depth":41,"text":5620},{"id":5626,"depth":41,"text":5627},[47],{"content_references":5637,"triage":5642},[5638],{"type":55,"title":5639,"author":5640,"url":5641,"context":59},"The Shift to Agentic AI: Evidence from Codex","OpenAI","https:\u002F\u002Fcdn.openai.com\u002Fpdf\u002F5d1e1489-21c0-43e4-9d42-f87efdbf0082\u002Fthe-shift-to-agentic-ai-evidence-from-codex.pdf",{"relevance":79,"novelty":80,"quality":79,"actionability":80,"composite":5643,"reasoning":5644},3.6,"Category: Agents & Orchestration. The article discusses the transition from traditional chatbots to agentic workflows, which directly relates to the orchestration of AI agents, a key interest for engineers building production systems. It provides insights into user behavior and adoption trends, but lacks specific frameworks or actionable steps for implementation.","\u002Fsummaries\u002F3d99cf87d464b7af-the-shift-from-chatbots-to-agentic-workflows-summary","2026-06-28 17:00:00","2026-06-29 14:31:55",{"title":5609,"description":40},{"loc":5645},"3d99cf87d464b7af","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Fhow-agents-are-transforming-work","summaries\u002F3d99cf87d464b7af-the-shift-from-chatbots-to-agentic-workflows-summary",[95,5655,97],"llm","OpenAI's internal data shows a transition from short-horizon chatbot interactions to long-horizon agentic tasks, with non-technical departments adopting agents faster than engineers to perform cross-functional work.",[],"YsU0HWafSFZiJsxRzSTPuRVwyiklhh5txvRQZB-M2ao",{"id":5660,"title":5661,"ai":5662,"body":5667,"categories":5745,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5746,"navigation":83,"path":5755,"published_at":5756,"question":48,"scraped_at":5756,"seo":5757,"sitemap":5758,"source_id":5759,"source_name":5760,"source_type":91,"source_url":5751,"stem":5761,"tags":5762,"thumbnail_url":48,"tldr":5764,"tweet":48,"unknown_tags":5765,"__hash__":5766},"summaries\u002Fsummaries\u002Fea94375e47039676-defining-true-agency-agentic-vs-agentive-systems-summary.md","Defining True Agency: Agentic vs. Agentive Systems",{"provider":7,"model":8,"input_tokens":5663,"output_tokens":5664,"processing_time_ms":5665,"cost_usd":5666},6107,566,3413,0.00237575,{"type":14,"value":5668,"toc":5740},[5669,5673,5681,5688,5692,5699,5733,5737],[17,5670,5672],{"id":5671},"the-distinction-between-agentic-and-agentive-systems","The Distinction Between Agentic and Agentive Systems",[22,5674,5675,5676,5680],{},"The authors argue that the current industry trend of labeling LLM-based tools as \"agents\" is misleading. Most existing systems are ",[5677,5678,5679],"strong",{},"agentic",", meaning their competence is derived from external scaffolding, hard-coded workflows, and prompt-engineered chains. These systems are designed for specific, prescribed tasks and lack internal autonomy.",[22,5682,5683,5684,5687],{},"In contrast, ",[5677,5685,5686],{},"agentive"," systems possess endogenous capabilities. Their ability to reason, interact, and adapt arises from within the model architecture itself. The authors posit that genuine agency is defined by five internalized dimensions: goal, identity, decision-making, self-regulation, and learning. Without these, a system is simply a sophisticated automation tool, not an autonomous agent.",[17,5689,5691],{"id":5690},"the-gic-architecture-for-general-purpose-agents","The GIC Architecture for General-Purpose Agents",[22,5693,5694,5695,5698],{},"To move beyond current limitations, the authors propose the ",[5677,5696,5697],{},"Goal-Identity-Configurator (GIC)"," architecture. This framework aims to shift AI from task-specific automation to open-world autonomy through:",[5700,5701,5702,5709,5715,5721,5727],"ul",{},[5703,5704,5705,5708],"li",{},[5677,5706,5707],{},"Hierarchical Goal Decomposition:"," The ability to break down high-level objectives into actionable steps internally.",[5703,5710,5711,5714],{},[5677,5712,5713],{},"Identity Evolution:"," Maintaining a consistent \"self\" that evolves based on experience, rather than resetting per session.",[5703,5716,5717,5720],{},[5677,5718,5719],{},"Simulative Reasoning:"," Grounding decision-making in a separately trained world model that allows the agent to simulate outcomes before taking action.",[5703,5722,5723,5726],{},[5677,5724,5725],{},"Learned Self-Regulation:"," Moving away from hard-coded guardrails toward a system that learns to regulate its own behavior.",[5703,5728,5729,5732],{},[5677,5730,5731],{},"Self-Directed Learning:"," Enabling the agent to learn from both real-world feedback and its own internal simulations.",[17,5734,5736],{"id":5735},"implications-for-safety-and-control","Implications for Safety and Control",[22,5738,5739],{},"The paper emphasizes that as systems move toward true agency, the traditional methods of human oversight (like simple prompt-based constraints) will become insufficient. The authors suggest that auditability and controllability must be built into the agentive architecture itself. By ensuring that goals and identities are transparent and modifiable, developers can maintain human oversight even as systems achieve higher levels of autonomous decision-making in open environments.",{"title":40,"searchDepth":41,"depth":41,"links":5741},[5742,5743,5744],{"id":5671,"depth":41,"text":5672},{"id":5690,"depth":41,"text":5691},{"id":5735,"depth":41,"text":5736},[111],{"content_references":5747,"triage":5752},[5748],{"type":55,"title":5749,"author":5750,"url":5751,"context":59},"Critique of Agent Model","Eric Xing, Mingkai Deng, Jinyu Hou","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.23991",{"relevance":80,"novelty":79,"quality":79,"actionability":41,"composite":5753,"reasoning":5754},3.25,"Category: AI & LLMs. The article discusses the distinction between agentic and agentive systems, which is relevant to AI and LLMs, but it lacks direct practical applications for product builders. While it presents a novel framework (GIC architecture) for developing more autonomous AI systems, it does not provide actionable steps or frameworks that the audience can implement immediately.","\u002Fsummaries\u002Fea94375e47039676-defining-true-agency-agentic-vs-agentive-systems-summary","2026-06-24 12:56:40",{"title":5661,"description":40},{"loc":5755},"ea94375e47039676","arXiv cs.AI","summaries\u002Fea94375e47039676-defining-true-agency-agentic-vs-agentive-systems-summary",[95,97,5763],"ai-llms","Current 'AI agents' are merely engineered workflows. True agency requires internalizing goal-setting, identity, and self-regulation within the system, rather than relying on external scaffolding.",[5763],"723cC8N3SpefDrn67F6CzQER4IcOZwUdfJXzlle2Y1M",{"id":5768,"title":5769,"ai":5770,"body":5775,"categories":5823,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5824,"navigation":83,"path":5833,"published_at":5834,"question":48,"scraped_at":5834,"seo":5835,"sitemap":5836,"source_id":5837,"source_name":5760,"source_type":91,"source_url":5828,"stem":5838,"tags":5839,"thumbnail_url":48,"tldr":5840,"tweet":48,"unknown_tags":5841,"__hash__":5842},"summaries\u002Fsummaries\u002F17d07c57ae0571c1-moving-beyond-static-leaderboards-for-llm-agent-ev-summary.md","Moving Beyond Static Leaderboards for LLM Agent Evaluation",{"provider":7,"model":8,"input_tokens":5771,"output_tokens":5772,"processing_time_ms":5773,"cost_usd":5774},4090,567,3523,0.001873,{"type":14,"value":5776,"toc":5818},[5777,5781,5784,5788,5791,5811,5815],[17,5778,5780],{"id":5779},"the-failure-of-static-benchmarks","The Failure of Static Benchmarks",[22,5782,5783],{},"Static leaderboards, while useful for tracking model progress on specific datasets, frequently suffer from a lack of predictive validity. This means high performance on these benchmarks does not reliably translate to success in complex, real-world agentic tasks. The authors argue that current evaluation methods are often too narrow, focusing on static input-output pairs rather than the multi-step, interactive, and error-prone nature of agentic workflows. This disconnect creates a 'goodhart's law' scenario where models are optimized for leaderboard metrics at the expense of genuine capability.",[17,5785,5787],{"id":5786},"establishing-predictive-validity","Establishing Predictive Validity",[22,5789,5790],{},"The paper proposes a shift toward evaluation frameworks that prioritize predictive validity—the degree to which a benchmark score correlates with performance in actual deployment environments. To achieve this, the authors suggest moving away from closed-ended datasets toward dynamic, environment-based testing. This involves:",[5700,5792,5793,5799,5805],{},[5703,5794,5795,5798],{},[5677,5796,5797],{},"Interactive Environments:"," Evaluating agents in settings where their actions have persistent, stateful consequences, rather than isolated, stateless prompts.",[5703,5800,5801,5804],{},[5677,5802,5803],{},"Multi-Step Reasoning Chains:"," Measuring success based on the agent's ability to recover from errors and navigate long-horizon goals, rather than single-shot accuracy.",[5703,5806,5807,5810],{},[5677,5808,5809],{},"Correlation Analysis:"," Explicitly testing the statistical relationship between benchmark scores and success rates in diverse, unseen real-world tasks to validate the benchmark's utility.",[17,5812,5814],{"id":5813},"implications-for-agent-development","Implications for Agent Development",[22,5816,5817],{},"For builders, this research suggests that relying solely on public leaderboards is insufficient for assessing whether an agent is ready for production. Instead, developers should construct custom evaluation suites that mirror their specific application's environment. By focusing on the agent's ability to handle edge cases, manage state, and correct its own path, teams can build more robust systems that are less susceptible to the 'overfitting' common in models optimized for static, public benchmarks.",{"title":40,"searchDepth":41,"depth":41,"links":5819},[5820,5821,5822],{"id":5779,"depth":41,"text":5780},{"id":5786,"depth":41,"text":5787},{"id":5813,"depth":41,"text":5814},[111],{"content_references":5825,"triage":5829},[5826],{"type":55,"title":5827,"url":5828,"context":59},"Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.19704",{"relevance":5830,"novelty":79,"quality":79,"actionability":79,"composite":5831,"reasoning":5832},5,4.35,"Category: AI & LLMs. The article addresses the limitations of static benchmarks for evaluating LLM agents, which is a core concern for developers building AI-powered products. It provides a framework for predictive validity that can directly inform how developers assess their models in real-world applications.","\u002Fsummaries\u002F17d07c57ae0571c1-moving-beyond-static-leaderboards-for-llm-agent-ev-summary","2026-06-19 12:57:05",{"title":5769,"description":40},{"loc":5833},"17d07c57ae0571c1","summaries\u002F17d07c57ae0571c1-moving-beyond-static-leaderboards-for-llm-agent-ev-summary",[5655,95,97],"Static benchmarks often fail to predict real-world performance for LLM agents; the authors propose a framework focused on predictive validity to better align evaluation with practical utility.",[],"ja8h9xlX1XXhUO9bRYDpF9MHrlRQNGrivkqAGqnh3NA",{"id":5844,"title":5845,"ai":5846,"body":5851,"categories":5906,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5907,"navigation":83,"path":5916,"published_at":5917,"question":48,"scraped_at":5917,"seo":5918,"sitemap":5919,"source_id":5920,"source_name":5760,"source_type":91,"source_url":5912,"stem":5921,"tags":5922,"thumbnail_url":48,"tldr":5924,"tweet":48,"unknown_tags":5925,"__hash__":5926},"summaries\u002Fsummaries\u002F2fee3d084618ca8a-deontic-policies-for-runtime-governance-of-agentic-summary.md","Deontic Policies for Runtime Governance of Agentic AI",{"provider":7,"model":8,"input_tokens":5847,"output_tokens":5848,"processing_time_ms":5849,"cost_usd":5850},4096,603,3225,0.0019285,{"type":14,"value":5852,"toc":5901},[5853,5857,5864,5867,5871,5874,5894,5898],[17,5854,5856],{"id":5855},"formalizing-agentic-constraints-with-deontic-logic","Formalizing Agentic Constraints with Deontic Logic",[22,5858,5859,5860,5863],{},"As AI agents move from static tasks to autonomous execution, traditional safety guardrails often fail to address complex, context-dependent decision-making. This research proposes a framework for runtime governance based on ",[5677,5861,5862],{},"deontic logic",", a branch of symbolic logic that formalizes normative concepts: obligations (what an agent must do), permissions (what an agent may do), and prohibitions (what an agent must not do).",[22,5865,5866],{},"Instead of relying solely on prompt-based constraints, which are prone to jailbreaking and ambiguity, the authors argue for a decoupling of the agent's reasoning engine from its governance layer. By implementing a deontic policy engine, developers can enforce hard constraints that act as a 'governance middleware' between the agent's intent and its external actions.",[17,5868,5870],{"id":5869},"implementing-runtime-governance","Implementing Runtime Governance",[22,5872,5873],{},"The framework functions by intercepting an agent's proposed actions before they are executed. The governance layer evaluates these actions against a set of formal policies. If an action violates a prohibition or fails to meet a mandatory obligation, the system triggers a rejection or a corrective loop. This approach provides several advantages:",[5700,5875,5876,5882,5888],{},[5703,5877,5878,5881],{},[5677,5879,5880],{},"Auditability:"," Because the policies are expressed in formal logic, every decision made by the governance layer is traceable and verifiable.",[5703,5883,5884,5887],{},[5677,5885,5886],{},"Context-Awareness:"," Unlike static filters, deontic policies can be dynamic, changing based on the state of the environment or the agent's current role.",[5703,5889,5890,5893],{},[5677,5891,5892],{},"Separation of Concerns:"," Developers can update safety and compliance policies without retraining or fine-tuning the underlying LLM, allowing for rapid iteration on safety standards as regulatory requirements evolve.",[17,5895,5897],{"id":5896},"trade-offs-and-practical-application","Trade-offs and Practical Application",[22,5899,5900],{},"The primary trade-off of this approach is the overhead introduced by formal verification. Translating natural language requirements into formal deontic rules requires significant engineering effort and domain expertise. Furthermore, there is a latency cost associated with checking every action against a policy engine, which may impact real-time performance in high-frequency agentic systems. Despite these costs, the authors suggest this architecture is essential for deploying agentic systems in high-stakes environments where 'hallucinated' or unauthorized actions could lead to significant operational or legal risk.",{"title":40,"searchDepth":41,"depth":41,"links":5902},[5903,5904,5905],{"id":5855,"depth":41,"text":5856},{"id":5869,"depth":41,"text":5870},{"id":5896,"depth":41,"text":5897},[111],{"content_references":5908,"triage":5914},[5909],{"type":55,"title":5910,"author":5911,"url":5912,"context":5913},"Deontic Policies for Runtime Governance of Agentic AI Systems","Not specified","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.19464","reviewed",{"relevance":80,"novelty":79,"quality":79,"actionability":41,"composite":5753,"reasoning":5915},"Category: AI & LLMs. The article discusses a framework for runtime governance of AI agents using deontic logic, which is relevant to AI engineering. However, while it presents new insights into governance mechanisms, it lacks specific actionable steps for implementation that the target audience could directly apply.","\u002Fsummaries\u002F2fee3d084618ca8a-deontic-policies-for-runtime-governance-of-agentic-summary","2026-06-19 12:57:02",{"title":5845,"description":40},{"loc":5916},"2fee3d084618ca8a","summaries\u002F2fee3d084618ca8a-deontic-policies-for-runtime-governance-of-agentic-summary",[95,5923,97],"ai-tools","The paper proposes using deontic logic—a system of formal rules defining obligations, permissions, and prohibitions—to govern the runtime behavior of autonomous AI agents.",[],"PP6xLs9LdN6sJBOLpe4zPz_VZkTyORM6UiQGc18PaWA"]