[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-0a5ca4c5b5238e08-managing-ai-investments-in-the-agentic-era-summary":3,"summaries-facets-categories":111,"summary-related-0a5ca4c5b5238e08-managing-ai-investments-in-the-agentic-era-summary":6529},{"id":4,"title":5,"ai":6,"body":13,"categories":72,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":77,"navigation":93,"path":94,"published_at":95,"question":74,"scraped_at":95,"seo":96,"sitemap":97,"source_id":98,"source_name":99,"source_type":100,"source_url":101,"stem":102,"tags":103,"thumbnail_url":74,"tldr":108,"tweet":74,"unknown_tags":109,"__hash__":110},"summaries\u002Fsummaries\u002F0a5ca4c5b5238e08-managing-ai-investments-in-the-agentic-era-summary.md","Managing AI Investments in the Agentic Era",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7919,567,3145,0.00283025,{"type":14,"value":15,"toc":65},"minimark",[16,21,25,29,32,36,39,62],[17,18,20],"h2",{"id":19},"shift-from-token-costs-to-outcome-roi","Shift from Token Costs to Outcome ROI",[22,23,24],"p",{},"As AI moves from simple chat interfaces to long-running agentic workflows, traditional metrics like price-per-million-tokens become insufficient. Leaders must prioritize \"useful work per dollar\"—measuring the total cost to achieve a successful outcome, including latency, human review, and retry rates. The goal is to match the model's capability to the task: reserve frontier intelligence for complex, high-stakes work while utilizing faster, smaller models for routine tasks. Success should be measured by business value, such as cycle time reduction, risk avoidance, or increased operational capacity.",[17,26,28],{"id":27},"governance-as-an-operating-layer","Governance as an Operating Layer",[22,30,31],{},"Governance is no longer just a compliance checkbox; it is the operating layer that enables safe scaling. Before deploying agents that interact with enterprise systems, leaders must define clear boundaries for tool access, permitted actions, and human-in-the-loop approval paths. Centralized administration—such as workspace defaults, group limits, and individual overrides—allows teams to experiment while maintaining cost control. For high-stakes workflows, organizations should integrate privacy controls like Zero Data Retention and work with deployment engineers to ensure architecture, reliability, and security are baked in before scaling.",[17,33,35],{"id":34},"portfolio-based-investment-strategy","Portfolio-Based Investment Strategy",[22,37,38],{},"AI investments should be managed as a portfolio consisting of three tiers: broad productivity access, function-specific repeatable workflows, and strategic bets leveraging proprietary data. Funding should follow a maturity model:",[40,41,42,50,56],"ol",{},[43,44,45,49],"li",{},[46,47,48],"strong",{},"Exploration:"," Testing model capability.",[43,51,52,55],{},[46,53,54],{},"Validation:"," Measuring against a clear quality bar.",[43,57,58,61],{},[46,59,60],{},"Production:"," Supporting integrations, reliability, and change management.",[22,63,64],{},"Once a workflow proves its value, organizations should move away from generic consumption models toward optimized commercial structures like Guaranteed Capacity for production systems, Scale Tier for high-volume APIs, or Batch\u002FFlex processing for asynchronous tasks. This ensures that infrastructure costs align with the specific demands of the business process.",{"title":66,"searchDepth":67,"depth":67,"links":68},"",2,[69,70,71],{"id":19,"depth":67,"text":20},{"id":27,"depth":67,"text":28},{"id":34,"depth":67,"text":35},[73],"Business & SaaS",null,"md",false,{"content_references":78,"triage":88},[79,84],{"type":80,"title":81,"url":82,"context":83},"tool","ChatGPT Work","https:\u002F\u002Fopenai.com\u002Fchatgpt-work\u002F","recommended",{"type":80,"title":85,"url":86,"context":87},"OpenAI Deployment Company","https:\u002F\u002Fdeploy.co\u002F","mentioned",{"relevance":89,"novelty":90,"quality":90,"actionability":90,"composite":91,"reasoning":92},5,4,4.35,"Category: Product Strategy. The article provides a comprehensive framework for managing AI investments, focusing on outcome-based ROI and governance, which directly addresses the pain points of product-minded builders. It offers actionable insights on measuring success and structuring AI investments, making it highly relevant for the target audience.",true,"\u002Fsummaries\u002F0a5ca4c5b5238e08-managing-ai-investments-in-the-agentic-era-summary","2026-07-16 13:33:33",{"title":5,"description":66},{"loc":94},"0a5ca4c5b5238e08","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fmanaging-ai-investments-in-agentic-era","summaries\u002F0a5ca4c5b5238e08-managing-ai-investments-in-the-agentic-era-summary",[104,105,106,107],"ai-tools","saas","product-strategy","automation","Enterprise leaders should shift from tracking token costs to measuring 'useful work per dollar,' focusing on outcome-based ROI, governance, and scaling proven agentic workflows.",[],"55RLlqdiAswQl3PLdCvjPW5-XWNpnSF6nmyxOqojJjE",[112,115,118,120,122,124,127,130,132,134,136,139,141,143,145,147,150,152,154,156,158,161,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,207,209,211,213,215,217,219,221,223,225,227,229,231,233,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,273,275,277,279,281,283,285,287,289,291,293,295,297,299,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,365,367,369,371,373,375,377,379,381,383,385,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,421,423,425,427,429,431,433,435,437,439,441,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,499,501,503,506,508,510,512,514,516,518,520,522,524,526,528,530,532,535,537,539,541,543,545,547,549,551,553,555,557,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,835,837,839,841,843,846,848,850,852,854,856,858,860,862,864,866,868,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527],{"categories":113},[114],"AI & LLMs",{"categories":116},[117],"Developer Productivity",{"categories":119},[114],{"categories":121},[73],{"categories":123},[114],{"categories":125},[126],"AI Automation",{"categories":128},[129],"Product Strategy",{"categories":131},[114],{"categories":133},[117],{"categories":135},[126],{"categories":137},[138],"Software Engineering",{"categories":140},[114],{"categories":142},[73],{"categories":144},[],{"categories":146},[114],{"categories":148},[149],"Inference & Serving",{"categories":151},[114],{"categories":153},[114],{"categories":155},[126],{"categories":157},[],{"categories":159},[160],"AI News & Trends",{"categories":162},[163],"Data Science & Visualization",{"categories":165},[126],{"categories":167},[114],{"categories":169},[114],{"categories":171},[73],{"categories":173},[117],{"categories":175},[114],{"categories":177},[126],{"categories":179},[160],{"categories":181},[126],{"categories":183},[126],{"categories":185},[114],{"categories":187},[126],{"categories":189},[114],{"categories":191},[114],{"categories":193},[114],{"categories":195},[160],{"categories":197},[114],{"categories":199},[114],{"categories":201},[114],{"categories":203},[],{"categories":205},[206],"Design & Frontend",{"categories":208},[163],{"categories":210},[160],{"categories":212},[114],{"categories":214},[114],{"categories":216},[114],{"categories":218},[],{"categories":220},[114],{"categories":222},[114],{"categories":224},[126],{"categories":226},[138],{"categories":228},[114],{"categories":230},[126],{"categories":232},[114],{"categories":234},[235],"Marketing & Growth",{"categories":237},[206],{"categories":239},[114],{"categories":241},[126],{"categories":243},[114],{"categories":245},[138],{"categories":247},[],{"categories":249},[],{"categories":251},[206],{"categories":253},[114],{"categories":255},[126],{"categories":257},[117],{"categories":259},[138],{"categories":261},[126],{"categories":263},[206],{"categories":265},[129],{"categories":267},[114],{"categories":269},[138],{"categories":271},[272],"DevOps & Cloud",{"categories":274},[126],{"categories":276},[129],{"categories":278},[160],{"categories":280},[114],{"categories":282},[],{"categories":284},[114],{"categories":286},[114],{"categories":288},[],{"categories":290},[126],{"categories":292},[138],{"categories":294},[],{"categories":296},[138],{"categories":298},[114],{"categories":300},[301],"Governance & Standards",{"categories":303},[73],{"categories":305},[],{"categories":307},[],{"categories":309},[114],{"categories":311},[114],{"categories":313},[126],{"categories":315},[114],{"categories":317},[114],{"categories":319},[126],{"categories":321},[114],{"categories":323},[114],{"categories":325},[114],{"categories":327},[],{"categories":329},[138],{"categories":331},[],{"categories":333},[],{"categories":335},[114],{"categories":337},[138],{"categories":339},[],{"categories":341},[138],{"categories":343},[114],{"categories":345},[114],{"categories":347},[235],{"categories":349},[114],{"categories":351},[114],{"categories":353},[206],{"categories":355},[206],{"categories":357},[114],{"categories":359},[138],{"categories":361},[126],{"categories":363},[364],"GovTech & Public-Sector Adoption",{"categories":366},[138],{"categories":368},[114],{"categories":370},[114],{"categories":372},[114],{"categories":374},[126],{"categories":376},[126],{"categories":378},[163],{"categories":380},[114],{"categories":382},[160],{"categories":384},[126],{"categories":386},[387],"Legal AI Tools",{"categories":389},[114],{"categories":391},[126],{"categories":393},[114],{"categories":395},[235],{"categories":397},[126],{"categories":399},[129],{"categories":401},[114],{"categories":403},[138],{"categories":405},[364],{"categories":407},[],{"categories":409},[126],{"categories":411},[],{"categories":413},[73],{"categories":415},[126],{"categories":417},[126],{"categories":419},[420],"RAG & Retrieval",{"categories":422},[73],{"categories":424},[114],{"categories":426},[138],{"categories":428},[138],{"categories":430},[272],{"categories":432},[206],{"categories":434},[126],{"categories":436},[114],{"categories":438},[114],{"categories":440},[],{"categories":442},[443],"Agents & Orchestration",{"categories":445},[138],{"categories":447},[114],{"categories":449},[],{"categories":451},[126],{"categories":453},[73],{"categories":455},[],{"categories":457},[114],{"categories":459},[],{"categories":461},[114],{"categories":463},[117],{"categories":465},[138],{"categories":467},[73],{"categories":469},[114],{"categories":471},[126],{"categories":473},[114],{"categories":475},[160],{"categories":477},[114],{"categories":479},[],{"categories":481},[114],{"categories":483},[],{"categories":485},[138],{"categories":487},[114],{"categories":489},[163],{"categories":491},[],{"categories":493},[114],{"categories":495},[206],{"categories":497},[498],"Models & Frontier Labs",{"categories":500},[],{"categories":502},[206],{"categories":504},[505],"Regulation & Governance of AI",{"categories":507},[126],{"categories":509},[],{"categories":511},[114],{"categories":513},[114],{"categories":515},[126],{"categories":517},[160],{"categories":519},[73],{"categories":521},[114],{"categories":523},[],{"categories":525},[138],{"categories":527},[126],{"categories":529},[114],{"categories":531},[129],{"categories":533},[534],"AI Policy & Regulation",{"categories":536},[],{"categories":538},[114],{"categories":540},[126],{"categories":542},[129],{"categories":544},[126],{"categories":546},[114],{"categories":548},[114],{"categories":550},[114],{"categories":552},[126],{"categories":554},[],{"categories":556},[163],{"categories":558},[559],"Evals & Reliability",{"categories":561},[114],{"categories":563},[114],{"categories":565},[],{"categories":567},[117],{"categories":569},[364],{"categories":571},[534],{"categories":573},[114],{"categories":575},[73],{"categories":577},[114],{"categories":579},[126],{"categories":581},[114],{"categories":583},[126],{"categories":585},[443],{"categories":587},[114],{"categories":589},[138],{"categories":591},[114],{"categories":593},[],{"categories":595},[],{"categories":597},[114],{"categories":599},[364],{"categories":601},[114],{"categories":603},[114],{"categories":605},[114],{"categories":607},[],{"categories":609},[206],{"categories":611},[],{"categories":613},[114],{"categories":615},[],{"categories":617},[126],{"categories":619},[114],{"categories":621},[206],{"categories":623},[],{"categories":625},[114],{"categories":627},[114],{"categories":629},[163],{"categories":631},[126],{"categories":633},[114],{"categories":635},[73],{"categories":637},[126],{"categories":639},[114],{"categories":641},[114],{"categories":643},[138],{"categories":645},[206],{"categories":647},[114],{"categories":649},[126],{"categories":651},[],{"categories":653},[138],{"categories":655},[126],{"categories":657},[163],{"categories":659},[],{"categories":661},[114],{"categories":663},[160],{"categories":665},[114],{"categories":667},[],{"categories":669},[114],{"categories":671},[114],{"categories":673},[114],{"categories":675},[73,235],{"categories":677},[],{"categories":679},[114],{"categories":681},[114],{"categories":683},[126],{"categories":685},[114],{"categories":687},[],{"categories":689},[],{"categories":691},[114],{"categories":693},[206],{"categories":695},[114],{"categories":697},[],{"categories":699},[114],{"categories":701},[272],{"categories":703},[],{"categories":705},[126],{"categories":707},[160],{"categories":709},[114],{"categories":711},[114],{"categories":713},[206],{"categories":715},[],{"categories":717},[160],{"categories":719},[114],{"categories":721},[149],{"categories":723},[114],{"categories":725},[114],{"categories":727},[126],{"categories":729},[160],{"categories":731},[498],{"categories":733},[114],{"categories":735},[235],{"categories":737},[],{"categories":739},[126],{"categories":741},[73],{"categories":743},[138],{"categories":745},[114],{"categories":747},[126],{"categories":749},[],{"categories":751},[114,272],{"categories":753},[114],{"categories":755},[114],{"categories":757},[114],{"categories":759},[126],{"categories":761},[114,138],{"categories":763},[163],{"categories":765},[114],{"categories":767},[114],{"categories":769},[138],{"categories":771},[114],{"categories":773},[126],{"categories":775},[534],{"categories":777},[235],{"categories":779},[114],{"categories":781},[126],{"categories":783},[114],{"categories":785},[114],{"categories":787},[126],{"categories":789},[],{"categories":791},[126],{"categories":793},[114],{"categories":795},[114],{"categories":797},[126],{"categories":799},[114],{"categories":801},[114,73],{"categories":803},[114],{"categories":805},[73],{"categories":807},[],{"categories":809},[206],{"categories":811},[206],{"categories":813},[114],{"categories":815},[],{"categories":817},[],{"categories":819},[114],{"categories":821},[160],{"categories":823},[],{"categories":825},[117],{"categories":827},[114],{"categories":829},[138],{"categories":831},[114],{"categories":833},[834],"Generative UI & Design-to-Code",{"categories":836},[114],{"categories":838},[114],{"categories":840},[206],{"categories":842},[114],{"categories":844},[845],"Algorithmic Accountability",{"categories":847},[126],{"categories":849},[138],{"categories":851},[160],{"categories":853},[206],{"categories":855},[114],{"categories":857},[],{"categories":859},[129],{"categories":861},[114],{"categories":863},[114],{"categories":865},[114],{"categories":867},[126],{"categories":869},[870],"MLOps & Infrastructure",{"categories":872},[114],{"categories":874},[114],{"categories":876},[114],{"categories":878},[114],{"categories":880},[114],{"categories":882},[160],{"categories":884},[129],{"categories":886},[117],{"categories":888},[114],{"categories":890},[126],{"categories":892},[272],{"categories":894},[114],{"categories":896},[73],{"categories":898},[114],{"categories":900},[206],{"categories":902},[114],{"categories":904},[114],{"categories":906},[126],{"categories":908},[],{"categories":910},[],{"categories":912},[114],{"categories":914},[149],{"categories":916},[206],{"categories":918},[160],{"categories":920},[163],{"categories":922},[],{"categories":924},[114],{"categories":926},[114],{"categories":928},[73],{"categories":930},[126],{"categories":932},[114],{"categories":934},[114],{"categories":936},[114],{"categories":938},[114],{"categories":940},[160],{"categories":942},[149],{"categories":944},[114],{"categories":946},[206],{"categories":948},[114],{"categories":950},[],{"categories":952},[126],{"categories":954},[138],{"categories":956},[],{"categories":958},[114],{"categories":960},[114],{"categories":962},[126],{"categories":964},[138],{"categories":966},[114],{"categories":968},[163],{"categories":970},[],{"categories":972},[114],{"categories":974},[],{"categories":976},[114],{"categories":978},[],{"categories":980},[129],{"categories":982},[73],{"categories":984},[126],{"categories":986},[126],{"categories":988},[],{"categories":990},[117],{"categories":992},[114],{"categories":994},[114],{"categories":996},[73],{"categories":998},[160],{"categories":1000},[117],{"categories":1002},[],{"categories":1004},[114],{"categories":1006},[],{"categories":1008},[],{"categories":1010},[160],{"categories":1012},[160],{"categories":1014},[],{"categories":1016},[443],{"categories":1018},[114],{"categories":1020},[206],{"categories":1022},[138],{"categories":1024},[],{"categories":1026},[387],{"categories":1028},[126],{"categories":1030},[73],{"categories":1032},[],{"categories":1034},[],{"categories":1036},[117],{"categories":1038},[163],{"categories":1040},[],{"categories":1042},[235],{"categories":1044},[126],{"categories":1046},[73],{"categories":1048},[126],{"categories":1050},[73],{"categories":1052},[114],{"categories":1054},[138],{"categories":1056},[],{"categories":1058},[149],{"categories":1060},[129],{"categories":1062},[114],{"categories":1064},[206],{"categories":1066},[138],{"categories":1068},[73],{"categories":1070},[114],{"categories":1072},[126],{"categories":1074},[73],{"categories":1076},[114],{"categories":1078},[114],{"categories":1080},[114],{"categories":1082},[114],{"categories":1084},[114],{"categories":1086},[],{"categories":1088},[],{"categories":1090},[138],{"categories":1092},[163],{"categories":1094},[129],{"categories":1096},[114],{"categories":1098},[126],{"categories":1100},[138],{"categories":1102},[114],{"categories":1104},[],{"categories":1106},[160],{"categories":1108},[129],{"categories":1110},[138],{"categories":1112},[114],{"categories":1114},[559],{"categories":1116},[272],{"categories":1118},[],{"categories":1120},[126],{"categories":1122},[114],{"categories":1124},[],{"categories":1126},[117],{"categories":1128},[],{"categories":1130},[114],{"categories":1132},[114],{"categories":1134},[114],{"categories":1136},[206],{"categories":1138},[235],{"categories":1140},[114],{"categories":1142},[138],{"categories":1144},[114],{"categories":1146},[126],{"categories":1148},[],{"categories":1150},[138],{"categories":1152},[114],{"categories":1154},[117],{"categories":1156},[],{"categories":1158},[73],{"categories":1160},[114],{"categories":1162},[160],{"categories":1164},[114,272],{"categories":1166},[114],{"categories":1168},[1169],"Design Systems for AI",{"categories":1171},[114],{"categories":1173},[114],{"categories":1175},[160],{"categories":1177},[114],{"categories":1179},[114],{"categories":1181},[114],{"categories":1183},[73],{"categories":1185},[114],{"categories":1187},[114],{"categories":1189},[114],{"categories":1191},[],{"categories":1193},[114],{"categories":1195},[114],{"categories":1197},[73],{"categories":1199},[114],{"categories":1201},[],{"categories":1203},[126],{"categories":1205},[138],{"categories":1207},[160],{"categories":1209},[138],{"categories":1211},[114],{"categories":1213},[206],{"categories":1215},[160],{"categories":1217},[163],{"categories":1219},[114],{"categories":1221},[114],{"categories":1223},[126],{"categories":1225},[117],{"categories":1227},[534],{"categories":1229},[114],{"categories":1231},[126],{"categories":1233},[114],{"categories":1235},[138],{"categories":1237},[138],{"categories":1239},[],{"categories":1241},[],{"categories":1243},[126],{"categories":1245},[129],{"categories":1247},[],{"categories":1249},[73],{"categories":1251},[114],{"categories":1253},[],{"categories":1255},[206],{"categories":1257},[126],{"categories":1259},[138],{"categories":1261},[206],{"categories":1263},[114],{"categories":1265},[114],{"categories":1267},[206],{"categories":1269},[],{"categories":1271},[],{"categories":1273},[160],{"categories":1275},[126],{"categories":1277},[126],{"categories":1279},[114],{"categories":1281},[114],{"categories":1283},[114],{"categories":1285},[114],{"categories":1287},[73],{"categories":1289},[114],{"categories":1291},[114],{"categories":1293},[],{"categories":1295},[138],{"categories":1297},[138],{"categories":1299},[114],{"categories":1301},[138],{"categories":1303},[73],{"categories":1305},[],{"categories":1307},[114],{"categories":1309},[114],{"categories":1311},[114],{"categories":1313},[114],{"categories":1315},[114],{"categories":1317},[126],{"categories":1319},[117],{"categories":1321},[73],{"categories":1323},[114],{"categories":1325},[126],{"categories":1327},[160],{"categories":1329},[126],{"categories":1331},[149],{"categories":1333},[235],{"categories":1335},[114],{"categories":1337},[126],{"categories":1339},[114],{"categories":1341},[114],{"categories":1343},[],{"categories":1345},[206],{"categories":1347},[],{"categories":1349},[114],{"categories":1351},[114],{"categories":1353},[],{"categories":1355},[138],{"categories":1357},[73],{"categories":1359},[1360],"Visual & Generative Media",{"categories":1362},[126],{"categories":1364},[],{"categories":1366},[114],{"categories":1368},[114],{"categories":1370},[138],{"categories":1372},[272],{"categories":1374},[163],{"categories":1376},[534],{"categories":1378},[138],{"categories":1380},[235],{"categories":1382},[114],{"categories":1384},[206],{"categories":1386},[114],{"categories":1388},[114],{"categories":1390},[138],{"categories":1392},[126],{"categories":1394},[114],{"categories":1396},[],{"categories":1398},[],{"categories":1400},[126],{"categories":1402},[138],{"categories":1404},[117],{"categories":1406},[126],{"categories":1408},[498],{"categories":1410},[114],{"categories":1412},[129],{"categories":1414},[114],{"categories":1416},[73],{"categories":1418},[],{"categories":1420},[114],{"categories":1422},[129],{"categories":1424},[114],{"categories":1426},[114],{"categories":1428},[114],{"categories":1430},[129],{"categories":1432},[114],{"categories":1434},[114],{"categories":1436},[235],{"categories":1438},[114],{"categories":1440},[443],{"categories":1442},[114],{"categories":1444},[126],{"categories":1446},[114],{"categories":1448},[114],{"categories":1450},[114],{"categories":1452},[114],{"categories":1454},[206],{"categories":1456},[126],{"categories":1458},[],{"categories":1460},[126],{"categories":1462},[],{"categories":1464},[272],{"categories":1466},[138],{"categories":1468},[],{"categories":1470},[498],{"categories":1472},[114],{"categories":1474},[126],{"categories":1476},[114],{"categories":1478},[206,114],{"categories":1480},[117],{"categories":1482},[114],{"categories":1484},[206],{"categories":1486},[],{"categories":1488},[114],{"categories":1490},[117],{"categories":1492},[1493],"Medical Imaging & Radiology",{"categories":1495},[114],{"categories":1497},[206],{"categories":1499},[126],{"categories":1501},[138],{"categories":1503},[],{"categories":1505},[114],{"categories":1507},[114],{"categories":1509},[114],{"categories":1511},[],{"categories":1513},[],{"categories":1515},[114],{"categories":1517},[443],{"categories":1519},[114],{"categories":1521},[117],{"categories":1523},[114],{"categories":1525},[114],{"categories":1527},[],{"categories":1529},[126],{"categories":1531},[114],{"categories":1533},[129],{"categories":1535},[138],{"categories":1537},[114],{"categories":1539},[443],{"categories":1541},[114],{"categories":1543},[126],{"categories":1545},[114],{"categories":1547},[114],{"categories":1549},[114],{"categories":1551},[206],{"categories":1553},[126],{"categories":1555},[272],{"categories":1557},[206],{"categories":1559},[73],{"categories":1561},[126],{"categories":1563},[160],{"categories":1565},[114],{"categories":1567},[114],{"categories":1569},[129],{"categories":1571},[114],{"categories":1573},[114],{"categories":1575},[114],{"categories":1577},[126],{"categories":1579},[138],{"categories":1581},[138],{"categories":1583},[114],{"categories":1585},[129],{"categories":1587},[],{"categories":1589},[160],{"categories":1591},[],{"categories":1593},[129],{"categories":1595},[126],{"categories":1597},[114],{"categories":1599},[126],{"categories":1601},[1169],{"categories":1603},[1169],{"categories":1605},[206],{"categories":1607},[114],{"categories":1609},[114],{"categories":1611},[126],{"categories":1613},[138],{"categories":1615},[206],{"categories":1617},[126],{"categories":1619},[160],{"categories":1621},[],{"categories":1623},[114],{"categories":1625},[],{"categories":1627},[114],{"categories":1629},[114],{"categories":1631},[114],{"categories":1633},[114],{"categories":1635},[126],{"categories":1637},[1638],"Contract Review & E-Discovery",{"categories":1640},[114],{"categories":1642},[206],{"categories":1644},[114],{"categories":1646},[117],{"categories":1648},[114],{"categories":1650},[160],{"categories":1652},[114],{"categories":1654},[114],{"categories":1656},[235],{"categories":1658},[138],{"categories":1660},[114],{"categories":1662},[114],{"categories":1664},[126],{"categories":1666},[126],{"categories":1668},[845],{"categories":1670},[114],{"categories":1672},[114],{"categories":1674},[126],{"categories":1676},[126],{"categories":1678},[114],{"categories":1680},[114],{"categories":1682},[126],{"categories":1684},[114],{"categories":1686},[114],{"categories":1688},[443],{"categories":1690},[420],{"categories":1692},[114],{"categories":1694},[126],{"categories":1696},[114],{"categories":1698},[1699],"Law-Firm Practice & Adoption",{"categories":1701},[114],{"categories":1703},[126],{"categories":1705},[206],{"categories":1707},[114],{"categories":1709},[114],{"categories":1711},[114],{"categories":1713},[],{"categories":1715},[],{"categories":1717},[138],{"categories":1719},[114],{"categories":1721},[],{"categories":1723},[126],{"categories":1725},[117],{"categories":1727},[272],{"categories":1729},[114],{"categories":1731},[],{"categories":1733},[117],{"categories":1735},[73],{"categories":1737},[114],{"categories":1739},[235],{"categories":1741},[],{"categories":1743},[73],{"categories":1745},[73],{"categories":1747},[],{"categories":1749},[114],{"categories":1751},[129],{"categories":1753},[114],{"categories":1755},[138],{"categories":1757},[],{"categories":1759},[],{"categories":1761},[],{"categories":1763},[],{"categories":1765},[114],{"categories":1767},[126],{"categories":1769},[272],{"categories":1771},[114],{"categories":1773},[117],{"categories":1775},[138],{"categories":1777},[114],{"categories":1779},[114],{"categories":1781},[138],{"categories":1783},[129],{"categories":1785},[114],{"categories":1787},[114],{"categories":1789},[114],{"categories":1791},[870],{"categories":1793},[114],{"categories":1795},[114],{"categories":1797},[235],{"categories":1799},[138],{"categories":1801},[73],{"categories":1803},[114],{"categories":1805},[114],{"categories":1807},[206],{"categories":1809},[114],{"categories":1811},[114],{"categories":1813},[114],{"categories":1815},[114],{"categories":1817},[126],{"categories":1819},[114,117],{"categories":1821},[443],{"categories":1823},[114],{"categories":1825},[114],{"categories":1827},[138],{"categories":1829},[138],{"categories":1831},[206],{"categories":1833},[126],{"categories":1835},[138],{"categories":1837},[114],{"categories":1839},[114],{"categories":1841},[],{"categories":1843},[],{"categories":1845},[114],{"categories":1847},[126],{"categories":1849},[],{"categories":1851},[114],{"categories":1853},[138],{"categories":1855},[163],{"categories":1857},[160],{"categories":1859},[206],{"categories":1861},[114],{"categories":1863},[114],{"categories":1865},[138],{"categories":1867},[],{"categories":1869},[126],{"categories":1871},[114],{"categories":1873},[114],{"categories":1875},[114],{"categories":1877},[114],{"categories":1879},[],{"categories":1881},[126],{"categories":1883},[114],{"categories":1885},[114],{"categories":1887},[],{"categories":1889},[126],{"categories":1891},[114],{"categories":1893},[114],{"categories":1895},[73],{"categories":1897},[114],{"categories":1899},[114],{"categories":1901},[],{"categories":1903},[117],{"categories":1905},[114],{"categories":1907},[114],{"categories":1909},[206],{"categories":1911},[138],{"categories":1913},[114],{"categories":1915},[117],{"categories":1917},[114],{"categories":1919},[138],{"categories":1921},[235],{"categories":1923},[126],{"categories":1925},[126],{"categories":1927},[114],{"categories":1929},[114],{"categories":1931},[114,206],{"categories":1933},[114],{"categories":1935},[126],{"categories":1937},[160],{"categories":1939},[114],{"categories":1941},[160],{"categories":1943},[126],{"categories":1945},[206],{"categories":1947},[114],{"categories":1949},[],{"categories":1951},[138],{"categories":1953},[272],{"categories":1955},[206],{"categories":1957},[138],{"categories":1959},[114],{"categories":1961},[129],{"categories":1963},[114],{"categories":1965},[114],{"categories":1967},[126],{"categories":1969},[],{"categories":1971},[],{"categories":1973},[114],{"categories":1975},[],{"categories":1977},[],{"categories":1979},[129],{"categories":1981},[138],{"categories":1983},[114],{"categories":1985},[126],{"categories":1987},[126],{"categories":1989},[73],{"categories":1991},[126],{"categories":1993},[272],{"categories":1995},[114],{"categories":1997},[114],{"categories":1999},[114],{"categories":2001},[149],{"categories":2003},[114],{"categories":2005},[114],{"categories":2007},[138],{"categories":2009},[126],{"categories":2011},[114],{"categories":2013},[114],{"categories":2015},[387],{"categories":2017},[845],{"categories":2019},[],{"categories":2021},[206],{"categories":2023},[1699],{"categories":2025},[138],{"categories":2027},[],{"categories":2029},[],{"categories":2031},[126],{"categories":2033},[],{"categories":2035},[],{"categories":2037},[114],{"categories":2039},[235],{"categories":2041},[114],{"categories":2043},[235],{"categories":2045},[126],{"categories":2047},[114],{"categories":2049},[138],{"categories":2051},[129],{"categories":2053},[],{"categories":2055},[114],{"categories":2057},[114],{"categories":2059},[138],{"categories":2061},[1638],{"categories":2063},[206],{"categories":2065},[206],{"categories":2067},[114],{"categories":2069},[126],{"categories":2071},[117],{"categories":2073},[114],{"categories":2075},[114],{"categories":2077},[114],{"categories":2079},[206],{"categories":2081},[206],{"categories":2083},[126],{"categories":2085},[126],{"categories":2087},[126],{"categories":2089},[114],{"categories":2091},[114],{"categories":2093},[],{"categories":2095},[114],{"categories":2097},[],{"categories":2099},[2100],"Interaction & Product Design",{"categories":2102},[114],{"categories":2104},[126],{"categories":2106},[138],{"categories":2108},[301],{"categories":2110},[160],{"categories":2112},[138],{"categories":2114},[114],{"categories":2116},[114],{"categories":2118},[138],{"categories":2120},[117],{"categories":2122},[126],{"categories":2124},[114],{"categories":2126},[],{"categories":2128},[126],{"categories":2130},[126],{"categories":2132},[],{"categories":2134},[138],{"categories":2136},[114],{"categories":2138},[117],{"categories":2140},[2100],{"categories":2142},[114],{"categories":2144},[117],{"categories":2146},[117],{"categories":2148},[],{"categories":2150},[126],{"categories":2152},[138],{"categories":2154},[],{"categories":2156},[126],{"categories":2158},[160],{"categories":2160},[114],{"categories":2162},[126],{"categories":2164},[114],{"categories":2166},[126],{"categories":2168},[114],{"categories":2170},[114],{"categories":2172},[160],{"categories":2174},[163],{"categories":2176},[114],{"categories":2178},[129],{"categories":2180},[138],{"categories":2182},[2183],"Coding Agents & Dev Productivity",{"categories":2185},[160],{"categories":2187},[206],{"categories":2189},[114],{"categories":2191},[114],{"categories":2193},[],{"categories":2195},[114],{"categories":2197},[845],{"categories":2199},[],{"categories":2201},[114],{"categories":2203},[272],{"categories":2205},[114],{"categories":2207},[160],{"categories":2209},[],{"categories":2211},[],{"categories":2213},[114],{"categories":2215},[],{"categories":2217},[126],{"categories":2219},[114],{"categories":2221},[],{"categories":2223},[138],{"categories":2225},[138],{"categories":2227},[114],{"categories":2229},[163],{"categories":2231},[],{"categories":2233},[114],{"categories":2235},[114],{"categories":2237},[114],{"categories":2239},[163],{"categories":2241},[138],{"categories":2243},[126],{"categories":2245},[],{"categories":2247},[],{"categories":2249},[114],{"categories":2251},[114],{"categories":2253},[126],{"categories":2255},[126],{"categories":2257},[364],{"categories":2259},[138],{"categories":2261},[138],{"categories":2263},[126],{"categories":2265},[160],{"categories":2267},[160],{"categories":2269},[126],{"categories":2271},[126],{"categories":2273},[114],{"categories":2275},[117],{"categories":2277},[2100],{"categories":2279},[114,272],{"categories":2281},[163],{"categories":2283},[],{"categories":2285},[206],{"categories":2287},[138],{"categories":2289},[117],{"categories":2291},[114],{"categories":2293},[126],{"categories":2295},[2296],"The Designer's Role & Craft",{"categories":2298},[206],{"categories":2300},[],{"categories":2302},[126],{"categories":2304},[114],{"categories":2306},[126],{"categories":2308},[126],{"categories":2310},[114],{"categories":2312},[235],{"categories":2314},[114],{"categories":2316},[138],{"categories":2318},[114],{"categories":2320},[206],{"categories":2322},[114],{"categories":2324},[],{"categories":2326},[126],{"categories":2328},[206],{"categories":2330},[114],{"categories":2332},[114],{"categories":2334},[114],{"categories":2336},[2337],"AI UX Patterns",{"categories":2339},[126],{"categories":2341},[126],{"categories":2343},[126],{"categories":2345},[126],{"categories":2347},[235],{"categories":2349},[163],{"categories":2351},[114],{"categories":2353},[126],{"categories":2355},[114],{"categories":2357},[1169],{"categories":2359},[],{"categories":2361},[235],{"categories":2363},[126],{"categories":2365},[160],{"categories":2367},[138],{"categories":2369},[114],{"categories":2371},[126],{"categories":2373},[],{"categories":2375},[],{"categories":2377},[114],{"categories":2379},[126],{"categories":2381},[114],{"categories":2383},[126],{"categories":2385},[364],{"categories":2387},[206],{"categories":2389},[114],{"categories":2391},[160],{"categories":2393},[138],{"categories":2395},[114],{"categories":2397},[126],{"categories":2399},[126],{"categories":2401},[],{"categories":2403},[114],{"categories":2405},[],{"categories":2407},[],{"categories":2409},[114],{"categories":2411},[114],{"categories":2413},[114],{"categories":2415},[126],{"categories":2417},[138],{"categories":2419},[],{"categories":2421},[],{"categories":2423},[163],{"categories":2425},[149],{"categories":2427},[114],{"categories":2429},[114],{"categories":2431},[163],{"categories":2433},[114],{"categories":2435},[160],{"categories":2437},[114],{"categories":2439},[114],{"categories":2441},[114],{"categories":2443},[126],{"categories":2445},[114],{"categories":2447},[126],{"categories":2449},[114],{"categories":2451},[114],{"categories":2453},[126],{"categories":2455},[],{"categories":2457},[],{"categories":2459},[114],{"categories":2461},[272],{"categories":2463},[114],{"categories":2465},[],{"categories":2467},[],{"categories":2469},[206],{"categories":2471},[870],{"categories":2473},[126],{"categories":2475},[117],{"categories":2477},[2296],{"categories":2479},[],{"categories":2481},[],{"categories":2483},[114],{"categories":2485},[],{"categories":2487},[],{"categories":2489},[138],{"categories":2491},[160],{"categories":2493},[235],{"categories":2495},[73],{"categories":2497},[114],{"categories":2499},[114],{"categories":2501},[73],{"categories":2503},[],{"categories":2505},[206],{"categories":2507},[129],{"categories":2509},[114],{"categories":2511},[114],{"categories":2513},[126],{"categories":2515},[73],{"categories":2517},[114],{"categories":2519},[114],{"categories":2521},[117],{"categories":2523},[114],{"categories":2525},[],{"categories":2527},[117],{"categories":2529},[114],{"categories":2531},[235],{"categories":2533},[126],{"categories":2535},[160],{"categories":2537},[114],{"categories":2539},[138],{"categories":2541},[114],{"categories":2543},[114],{"categories":2545},[73],{"categories":2547},[114],{"categories":2549},[114],{"categories":2551},[114],{"categories":2553},[126],{"categories":2555},[],{"categories":2557},[114],{"categories":2559},[138],{"categories":2561},[117],{"categories":2563},[114],{"categories":2565},[114],{"categories":2567},[114],{"categories":2569},[],{"categories":2571},[114],{"categories":2573},[443],{"categories":2575},[126],{"categories":2577},[73],{"categories":2579},[160],{"categories":2581},[114],{"categories":2583},[114],{"categories":2585},[],{"categories":2587},[73],{"categories":2589},[73],{"categories":2591},[114],{"categories":2593},[114],{"categories":2595},[129],{"categories":2597},[114],{"categories":2599},[114],{"categories":2601},[114],{"categories":2603},[114],{"categories":2605},[138],{"categories":2607},[138],{"categories":2609},[114],{"categories":2611},[],{"categories":2613},[138],{"categories":2615},[114],{"categories":2617},[138],{"categories":2619},[126],{"categories":2621},[534],{"categories":2623},[],{"categories":2625},[],{"categories":2627},[114],{"categories":2629},[160],{"categories":2631},[],{"categories":2633},[272],{"categories":2635},[114],{"categories":2637},[114],{"categories":2639},[206],{"categories":2641},[834],{"categories":2643},[],{"categories":2645},[114],{"categories":2647},[114],{"categories":2649},[114],{"categories":2651},[138],{"categories":2653},[114],{"categories":2655},[114],{"categories":2657},[114,272],{"categories":2659},[114],{"categories":2661},[114],{"categories":2663},[206],{"categories":2665},[126],{"categories":2667},[],{"categories":2669},[126],{"categories":2671},[126],{"categories":2673},[114],{"categories":2675},[114],{"categories":2677},[114],{"categories":2679},[114],{"categories":2681},[163],{"categories":2683},[114],{"categories":2685},[2337],{"categories":2687},[117],{"categories":2689},[163],{"categories":2691},[117],{"categories":2693},[138],{"categories":2695},[206],{"categories":2697},[126],{"categories":2699},[114],{"categories":2701},[],{"categories":2703},[73],{"categories":2705},[114],{"categories":2707},[114],{"categories":2709},[160],{"categories":2711},[114],{"categories":2713},[114],{"categories":2715},[126],{"categories":2717},[114],{"categories":2719},[114],{"categories":2721},[114],{"categories":2723},[73],{"categories":2725},[],{"categories":2727},[272],{"categories":2729},[114],{"categories":2731},[364],{"categories":2733},[206],{"categories":2735},[206],{"categories":2737},[138],{"categories":2739},[126],{"categories":2741},[114],{"categories":2743},[73],{"categories":2745},[160],{"categories":2747},[114],{"categories":2749},[114],{"categories":2751},[206],{"categories":2753},[126],{"categories":2755},[126],{"categories":2757},[114],{"categories":2759},[114],{"categories":2761},[498],{"categories":2763},[],{"categories":2765},[114],{"categories":2767},[114],{"categories":2769},[114],{"categories":2771},[],{"categories":2773},[],{"categories":2775},[114],{"categories":2777},[114],{"categories":2779},[126],{"categories":2781},[114],{"categories":2783},[114],{"categories":2785},[114],{"categories":2787},[138],{"categories":2789},[114],{"categories":2791},[114],{"categories":2793},[126],{"categories":2795},[114],{"categories":2797},[114],{"categories":2799},[114],{"categories":2801},[114],{"categories":2803},[114],{"categories":2805},[],{"categories":2807},[138],{"categories":2809},[163],{"categories":2811},[114],{"categories":2813},[126],{"categories":2815},[114],{"categories":2817},[],{"categories":2819},[],{"categories":2821},[114],{"categories":2823},[114],{"categories":2825},[114],{"categories":2827},[160],{"categories":2829},[163],{"categories":2831},[],{"categories":2833},[114],{"categories":2835},[206],{"categories":2837},[114],{"categories":2839},[272],{"categories":2841},[1699],{"categories":2843},[160],{"categories":2845},[138],{"categories":2847},[138],{"categories":2849},[138],{"categories":2851},[114],{"categories":2853},[114],{"categories":2855},[160],{"categories":2857},[160],{"categories":2859},[272],{"categories":2861},[126],{"categories":2863},[],{"categories":2865},[160],{"categories":2867},[114],{"categories":2869},[117],{"categories":2871},[138],{"categories":2873},[114],{"categories":2875},[160],{"categories":2877},[],{"categories":2879},[114],{"categories":2881},[138],{"categories":2883},[138],{"categories":2885},[163],{"categories":2887},[114],{"categories":2889},[160],{"categories":2891},[114],{"categories":2893},[138],{"categories":2895},[126],{"categories":2897},[160],{"categories":2899},[126],{"categories":2901},[272],{"categories":2903},[126],{"categories":2905},[114],{"categories":2907},[114],{"categories":2909},[114],{"categories":2911},[114],{"categories":2913},[138],{"categories":2915},[114],{"categories":2917},[],{"categories":2919},[126],{"categories":2921},[73],{"categories":2923},[138],{"categories":2925},[],{"categories":2927},[],{"categories":2929},[114],{"categories":2931},[126],{"categories":2933},[114],{"categories":2935},[114],{"categories":2937},[2938],"Frameworks & Tooling",{"categories":2940},[114],{"categories":2942},[114],{"categories":2944},[138],{"categories":2946},[114],{"categories":2948},[114],{"categories":2950},[],{"categories":2952},[163],{"categories":2954},[163],{"categories":2956},[117],{"categories":2958},[114],{"categories":2960},[126],{"categories":2962},[114],{"categories":2964},[206],{"categories":2966},[],{"categories":2968},[1699],{"categories":2970},[114],{"categories":2972},[138],{"categories":2974},[114],{"categories":2976},[272],{"categories":2978},[272],{"categories":2980},[],{"categories":2982},[126],{"categories":2984},[114],{"categories":2986},[160],{"categories":2988},[160],{"categories":2990},[114],{"categories":2992},[126],{"categories":2994},[],{"categories":2996},[206],{"categories":2998},[114],{"categories":3000},[114],{"categories":3002},[],{"categories":3004},[114],{"categories":3006},[126],{"categories":3008},[114],{"categories":3010},[114],{"categories":3012},[],{"categories":3014},[138],{"categories":3016},[114],{"categories":3018},[138],{"categories":3020},[272],{"categories":3022},[114],{"categories":3024},[114],{"categories":3026},[138],{"categories":3028},[73],{"categories":3030},[114],{"categories":3032},[1699],{"categories":3034},[],{"categories":3036},[126],{"categories":3038},[117],{"categories":3040},[114],{"categories":3042},[117],{"categories":3044},[114],{"categories":3046},[],{"categories":3048},[126],{"categories":3050},[114],{"categories":3052},[3053],"AI Design Tooling",{"categories":3055},[206],{"categories":3057},[114],{"categories":3059},[114],{"categories":3061},[138],{"categories":3063},[206],{"categories":3065},[114],{"categories":3067},[138],{"categories":3069},[160],{"categories":3071},[129],{"categories":3073},[138],{"categories":3075},[114],{"categories":3077},[114],{"categories":3079},[126],{"categories":3081},[114],{"categories":3083},[],{"categories":3085},[114],{"categories":3087},[114],{"categories":3089},[126],{"categories":3091},[114],{"categories":3093},[114],{"categories":3095},[114],{"categories":3097},[126],{"categories":3099},[],{"categories":3101},[126],{"categories":3103},[2938],{"categories":3105},[114],{"categories":3107},[114],{"categories":3109},[126],{"categories":3111},[126],{"categories":3113},[138],{"categories":3115},[138],{"categories":3117},[],{"categories":3119},[138],{"categories":3121},[114],{"categories":3123},[114],{"categories":3125},[126],{"categories":3127},[73],{"categories":3129},[114],{"categories":3131},[],{"categories":3133},[114],{"categories":3135},[114],{"categories":3137},[2100],{"categories":3139},[],{"categories":3141},[114],{"categories":3143},[114],{"categories":3145},[114],{"categories":3147},[114],{"categories":3149},[206],{"categories":3151},[114],{"categories":3153},[],{"categories":3155},[114],{"categories":3157},[114],{"categories":3159},[114],{"categories":3161},[235],{"categories":3163},[160],{"categories":3165},[114],{"categories":3167},[114],{"categories":3169},[1699],{"categories":3171},[117],{"categories":3173},[114],{"categories":3175},[114],{"categories":3177},[163],{"categories":3179},[114],{"categories":3181},[114],{"categories":3183},[160],{"categories":3185},[126],{"categories":3187},[],{"categories":3189},[114],{"categories":3191},[114],{"categories":3193},[206],{"categories":3195},[114],{"categories":3197},[235],{"categories":3199},[126],{"categories":3201},[114],{"categories":3203},[126],{"categories":3205},[],{"categories":3207},[],{"categories":3209},[],{"categories":3211},[117],{"categories":3213},[160],{"categories":3215},[126],{"categories":3217},[114],{"categories":3219},[114],{"categories":3221},[114],{"categories":3223},[114],{"categories":3225},[387],{"categories":3227},[206],{"categories":3229},[126],{"categories":3231},[114],{"categories":3233},[],{"categories":3235},[126],{"categories":3237},[126],{"categories":3239},[],{"categories":3241},[114],{"categories":3243},[126],{"categories":3245},[114],{"categories":3247},[],{"categories":3249},[114],{"categories":3251},[114],{"categories":3253},[160],{"categories":3255},[206],{"categories":3257},[126],{"categories":3259},[206],{"categories":3261},[126],{"categories":3263},[114],{"categories":3265},[73],{"categories":3267},[],{"categories":3269},[],{"categories":3271},[114],{"categories":3273},[114],{"categories":3275},[117],{"categories":3277},[126],{"categories":3279},[160],{"categories":3281},[],{"categories":3283},[206],{"categories":3285},[],{"categories":3287},[138],{"categories":3289},[114],{"categories":3291},[138],{"categories":3293},[206],{"categories":3295},[138],{"categories":3297},[114],{"categories":3299},[],{"categories":3301},[114],{"categories":3303},[114],{"categories":3305},[],{"categories":3307},[114],{"categories":3309},[235],{"categories":3311},[114],{"categories":3313},[272],{"categories":3315},[138],{"categories":3317},[114],{"categories":3319},[],{"categories":3321},[126],{"categories":3323},[114],{"categories":3325},[117],{"categories":3327},[498],{"categories":3329},[114],{"categories":3331},[126],{"categories":3333},[114],{"categories":3335},[126],{"categories":3337},[114],{"categories":3339},[114],{"categories":3341},[114],{"categories":3343},[],{"categories":3345},[114],{"categories":3347},[117],{"categories":3349},[114],{"categories":3351},[73],{"categories":3353},[138],{"categories":3355},[206],{"categories":3357},[],{"categories":3359},[114],{"categories":3361},[],{"categories":3363},[],{"categories":3365},[126],{"categories":3367},[114],{"categories":3369},[138],{"categories":3371},[206],{"categories":3373},[160],{"categories":3375},[114],{"categories":3377},[160],{"categories":3379},[126],{"categories":3381},[206],{"categories":3383},[114],{"categories":3385},[],{"categories":3387},[114],{"categories":3389},[149],{"categories":3391},[126],{"categories":3393},[206],{"categories":3395},[160],{"categories":3397},[73],{"categories":3399},[138],{"categories":3401},[114],{"categories":3403},[114],{"categories":3405},[160],{"categories":3407},[235],{"categories":3409},[],{"categories":3411},[],{"categories":3413},[163],{"categories":3415},[443],{"categories":3417},[114],{"categories":3419},[126],{"categories":3421},[114,138],{"categories":3423},[160],{"categories":3425},[114],{"categories":3427},[114],{"categories":3429},[114],{"categories":3431},[114],{"categories":3433},[126],{"categories":3435},[114],{"categories":3437},[126],{"categories":3439},[114],{"categories":3441},[114],{"categories":3443},[114],{"categories":3445},[],{"categories":3447},[114],{"categories":3449},[1169],{"categories":3451},[138],{"categories":3453},[206],{"categories":3455},[114],{"categories":3457},[114],{"categories":3459},[114],{"categories":3461},[163],{"categories":3463},[126],{"categories":3465},[235],{"categories":3467},[272],{"categories":3469},[],{"categories":3471},[114],{"categories":3473},[73],{"categories":3475},[126],{"categories":3477},[117],{"categories":3479},[126],{"categories":3481},[114],{"categories":3483},[126],{"categories":3485},[126],{"categories":3487},[129],{"categories":3489},[138],{"categories":3491},[114],{"categories":3493},[114],{"categories":3495},[],{"categories":3497},[],{"categories":3499},[],{"categories":3501},[272],{"categories":3503},[114],{"categories":3505},[160],{"categories":3507},[114],{"categories":3509},[114],{"categories":3511},[114],{"categories":3513},[114],{"categories":3515},[],{"categories":3517},[114],{"categories":3519},[163],{"categories":3521},[73],{"categories":3523},[126],{"categories":3525},[114],{"categories":3527},[],{"categories":3529},[114],{"categories":3531},[126],{"categories":3533},[114],{"categories":3535},[272],{"categories":3537},[],{"categories":3539},[206],{"categories":3541},[206],{"categories":3543},[],{"categories":3545},[138],{"categories":3547},[114],{"categories":3549},[206],{"categories":3551},[114],{"categories":3553},[73],{"categories":3555},[126],{"categories":3557},[114],{"categories":3559},[],{"categories":3561},[160],{"categories":3563},[114],{"categories":3565},[114],{"categories":3567},[114],{"categories":3569},[206],{"categories":3571},[126],{"categories":3573},[160],{"categories":3575},[],{"categories":3577},[126],{"categories":3579},[73],{"categories":3581},[126],{"categories":3583},[206],{"categories":3585},[114],{"categories":3587},[114],{"categories":3589},[114],{"categories":3591},[443],{"categories":3593},[114],{"categories":3595},[],{"categories":3597},[114],{"categories":3599},[114],{"categories":3601},[272],{"categories":3603},[160],{"categories":3605},[163],{"categories":3607},[534],{"categories":3609},[163],{"categories":3611},[114],{"categories":3613},[],{"categories":3615},[],{"categories":3617},[],{"categories":3619},[126],{"categories":3621},[126],{"categories":3623},[138],{"categories":3625},[114],{"categories":3627},[420],{"categories":3629},[138],{"categories":3631},[114],{"categories":3633},[114],{"categories":3635},[114],{"categories":3637},[114],{"categories":3639},[126],{"categories":3641},[],{"categories":3643},[],{"categories":3645},[114],{"categories":3647},[],{"categories":3649},[114],{"categories":3651},[126],{"categories":3653},[206],{"categories":3655},[114],{"categories":3657},[114],{"categories":3659},[],{"categories":3661},[126],{"categories":3663},[129],{"categories":3665},[114],{"categories":3667},[206],{"categories":3669},[114],{"categories":3671},[126],{"categories":3673},[73],{"categories":3675},[114],{"categories":3677},[235],{"categories":3679},[126],{"categories":3681},[114],{"categories":3683},[114],{"categories":3685},[834],{"categories":3687},[114],{"categories":3689},[126],{"categories":3691},[114],{"categories":3693},[138],{"categories":3695},[114],{"categories":3697},[498],{"categories":3699},[206],{"categories":3701},[],{"categories":3703},[114],{"categories":3705},[160],{"categories":3707},[443],{"categories":3709},[126],{"categories":3711},[114],{"categories":3713},[],{"categories":3715},[160],{"categories":3717},[364],{"categories":3719},[126],{"categories":3721},[126],{"categories":3723},[126],{"categories":3725},[114],{"categories":3727},[114],{"categories":3729},[126],{"categories":3731},[],{"categories":3733},[73],{"categories":3735},[114],{"categories":3737},[73],{"categories":3739},[126],{"categories":3741},[],{"categories":3743},[138],{"categories":3745},[114],{"categories":3747},[114],{"categories":3749},[117],{"categories":3751},[160],{"categories":3753},[272],{"categories":3755},[149],{"categories":3757},[126],{"categories":3759},[126],{"categories":3761},[114],{"categories":3763},[126],{"categories":3765},[114],{"categories":3767},[117],{"categories":3769},[],{"categories":3771},[114],{"categories":3773},[114],{"categories":3775},[114],{"categories":3777},[126],{"categories":3779},[114],{"categories":3781},[],{"categories":3783},[],{"categories":3785},[206],{"categories":3787},[126],{"categories":3789},[114,73],{"categories":3791},[126],{"categories":3793},[114],{"categories":3795},[],{"categories":3797},[117],{"categories":3799},[163],{"categories":3801},[73],{"categories":3803},[114],{"categories":3805},[138],{"categories":3807},[114],{"categories":3809},[114],{"categories":3811},[126],{"categories":3813},[114],{"categories":3815},[114],{"categories":3817},[114],{"categories":3819},[160],{"categories":3821},[1169],{"categories":3823},[126],{"categories":3825},[114],{"categories":3827},[],{"categories":3829},[],{"categories":3831},[114],{"categories":3833},[126],{"categories":3835},[114],{"categories":3837},[114],{"categories":3839},[272],{"categories":3841},[],{"categories":3843},[114],{"categories":3845},[126],{"categories":3847},[149],{"categories":3849},[126],{"categories":3851},[443],{"categories":3853},[],{"categories":3855},[387],{"categories":3857},[126],{"categories":3859},[114],{"categories":3861},[235],{"categories":3863},[126],{"categories":3865},[114],{"categories":3867},[163],{"categories":3869},[129],{"categories":3871},[126],{"categories":3873},[114],{"categories":3875},[443],{"categories":3877},[114],{"categories":3879},[272],{"categories":3881},[],{"categories":3883},[114],{"categories":3885},[235],{"categories":3887},[206],{"categories":3889},[114],{"categories":3891},[114],{"categories":3893},[114],{"categories":3895},[],{"categories":3897},[235],{"categories":3899},[160],{"categories":3901},[114],{"categories":3903},[114],{"categories":3905},[114],{"categories":3907},[534],{"categories":3909},[117],{"categories":3911},[114],{"categories":3913},[114],{"categories":3915},[],{"categories":3917},[],{"categories":3919},[206],{"categories":3921},[114],{"categories":3923},[163],{"categories":3925},[235],{"categories":3927},[126],{"categories":3929},[114],{"categories":3931},[114],{"categories":3933},[235],{"categories":3935},[160],{"categories":3937},[],{"categories":3939},[114],{"categories":3941},[114],{"categories":3943},[],{"categories":3945},[114],{"categories":3947},[114],{"categories":3949},[559],{"categories":3951},[114],{"categories":3953},[114],{"categories":3955},[126],{"categories":3957},[138],{"categories":3959},[443],{"categories":3961},[114],{"categories":3963},[114],{"categories":3965},[114],{"categories":3967},[],{"categories":3969},[114,138],{"categories":3971},[160],{"categories":3973},[126],{"categories":3975},[138],{"categories":3977},[126],{"categories":3979},[870],{"categories":3981},[138],{"categories":3983},[126],{"categories":3985},[114],{"categories":3987},[117],{"categories":3989},[],{"categories":3991},[],{"categories":3993},[126],{"categories":3995},[114],{"categories":3997},[138],{"categories":3999},[114],{"categories":4001},[117],{"categories":4003},[138],{"categories":4005},[138],{"categories":4007},[114],{"categories":4009},[235],{"categories":4011},[114],{"categories":4013},[138],{"categories":4015},[114],{"categories":4017},[],{"categories":4019},[114],{"categories":4021},[206,114],{"categories":4023},[272],{"categories":4025},[117],{"categories":4027},[114],{"categories":4029},[],{"categories":4031},[114],{"categories":4033},[114],{"categories":4035},[73],{"categories":4037},[114],{"categories":4039},[73],{"categories":4041},[114],{"categories":4043},[114],{"categories":4045},[364],{"categories":4047},[114],{"categories":4049},[73],{"categories":4051},[138],{"categories":4053},[163],{"categories":4055},[126],{"categories":4057},[138],{"categories":4059},[114],{"categories":4061},[114],{"categories":4063},[160],{"categories":4065},[235],{"categories":4067},[206],{"categories":4069},[114],{"categories":4071},[114],{"categories":4073},[114],{"categories":4075},[114],{"categories":4077},[117],{"categories":4079},[114],{"categories":4081},[126],{"categories":4083},[126],{"categories":4085},[138],{"categories":4087},[160],{"categories":4089},[138],{"categories":4091},[138],{"categories":4093},[114],{"categories":4095},[114],{"categories":4097},[],{"categories":4099},[],{"categories":4101},[163],{"categories":4103},[114],{"categories":4105},[138],{"categories":4107},[114],{"categories":4109},[206],{"categories":4111},[443],{"categories":4113},[387],{"categories":4115},[364],{"categories":4117},[114],{"categories":4119},[114],{"categories":4121},[114],{"categories":4123},[163],{"categories":4125},[114],{"categories":4127},[114],{"categories":4129},[114],{"categories":4131},[114],{"categories":4133},[114],{"categories":4135},[114],{"categories":4137},[126],{"categories":4139},[117],{"categories":4141},[126],{"categories":4143},[114,73],{"categories":4145},[],{"categories":4147},[206],{"categories":4149},[],{"categories":4151},[129],{"categories":4153},[114],{"categories":4155},[160],{"categories":4157},[117],{"categories":4159},[114],{"categories":4161},[117],{"categories":4163},[126],{"categories":4165},[163],{"categories":4167},[126],{"categories":4169},[126],{"categories":4171},[114],{"categories":4173},[114],{"categories":4175},[73],{"categories":4177},[126],{"categories":4179},[138],{"categories":4181},[235],{"categories":4183},[114],{"categories":4185},[],{"categories":4187},[160],{"categories":4189},[114],{"categories":4191},[114],{"categories":4193},[114],{"categories":4195},[114],{"categories":4197},[114],{"categories":4199},[114],{"categories":4201},[138],{"categories":4203},[160],{"categories":4205},[138],{"categories":4207},[138],{"categories":4209},[114],{"categories":4211},[114],{"categories":4213},[114],{"categories":4215},[387],{"categories":4217},[114],{"categories":4219},[126],{"categories":4221},[160],{"categories":4223},[114],{"categories":4225},[114],{"categories":4227},[114],{"categories":4229},[126],{"categories":4231},[114],{"categories":4233},[114],{"categories":4235},[114],{"categories":4237},[2938],{"categories":4239},[4240],"Clinical AI",{"categories":4242},[206],{"categories":4244},[114],{"categories":4246},[114],{"categories":4248},[114],{"categories":4250},[272],{"categories":4252},[2337],{"categories":4254},[114],{"categories":4256},[129],{"categories":4258},[114],{"categories":4260},[126],{"categories":4262},[114],{"categories":4264},[114],{"categories":4266},[160],{"categories":4268},[114],{"categories":4270},[126],{"categories":4272},[138],{"categories":4274},[235],{"categories":4276},[114],{"categories":4278},[114],{"categories":4280},[73],{"categories":4282},[114],{"categories":4284},[114],{"categories":4286},[498],{"categories":4288},[114],{"categories":4290},[],{"categories":4292},[114],{"categories":4294},[138],{"categories":4296},[117],{"categories":4298},[114],{"categories":4300},[],{"categories":4302},[],{"categories":4304},[114],{"categories":4306},[],{"categories":4308},[73],{"categories":4310},[114],{"categories":4312},[114],{"categories":4314},[126],{"categories":4316},[160],{"categories":4318},[160],{"categories":4320},[160],{"categories":4322},[160],{"categories":4324},[],{"categories":4326},[117],{"categories":4328},[126],{"categories":4330},[160],{"categories":4332},[114],{"categories":4334},[559],{"categories":4336},[129],{"categories":4338},[114],{"categories":4340},[117],{"categories":4342},[114],{"categories":4344},[126],{"categories":4346},[114],{"categories":4348},[114],{"categories":4350},[114,126],{"categories":4352},[126],{"categories":4354},[272],{"categories":4356},[160],{"categories":4358},[126],{"categories":4360},[160],{"categories":4362},[126],{"categories":4364},[114],{"categories":4366},[],{"categories":4368},[160],{"categories":4370},[235],{"categories":4372},[117],{"categories":4374},[114],{"categories":4376},[114],{"categories":4378},[],{"categories":4380},[138],{"categories":4382},[],{"categories":4384},[117],{"categories":4386},[126],{"categories":4388},[160],{"categories":4390},[114],{"categories":4392},[160],{"categories":4394},[117],{"categories":4396},[160],{"categories":4398},[160],{"categories":4400},[],{"categories":4402},[73],{"categories":4404},[126],{"categories":4406},[160],{"categories":4408},[160],{"categories":4410},[160],{"categories":4412},[160],{"categories":4414},[160],{"categories":4416},[160],{"categories":4418},[160],{"categories":4420},[160],{"categories":4422},[160],{"categories":4424},[160],{"categories":4426},[163],{"categories":4428},[117],{"categories":4430},[114],{"categories":4432},[114],{"categories":4434},[126],{"categories":4436},[126],{"categories":4438},[],{"categories":4440},[114],{"categories":4442},[114,117],{"categories":4444},[],{"categories":4446},[126],{"categories":4448},[114],{"categories":4450},[160],{"categories":4452},[126],{"categories":4454},[870],{"categories":4456},[114],{"categories":4458},[114],{"categories":4460},[114],{"categories":4462},[114],{"categories":4464},[114],{"categories":4466},[364],{"categories":4468},[114],{"categories":4470},[114],{"categories":4472},[126],{"categories":4474},[114],{"categories":4476},[73],{"categories":4478},[129],{"categories":4480},[126],{"categories":4482},[126],{"categories":4484},[],{"categories":4486},[126],{"categories":4488},[206],{"categories":4490},[160],{"categories":4492},[114],{"categories":4494},[],{"categories":4496},[129],{"categories":4498},[],{"categories":4500},[138],{"categories":4502},[126],{"categories":4504},[206],{"categories":4506},[114],{"categories":4508},[],{"categories":4510},[114],{"categories":4512},[],{"categories":4514},[235],{"categories":4516},[114],{"categories":4518},[],{"categories":4520},[],{"categories":4522},[160],{"categories":4524},[117],{"categories":4526},[114],{"categories":4528},[114],{"categories":4530},[73],{"categories":4532},[114],{"categories":4534},[114],{"categories":4536},[114],{"categories":4538},[73],{"categories":4540},[73],{"categories":4542},[206],{"categories":4544},[],{"categories":4546},[114],{"categories":4548},[160],{"categories":4550},[],{"categories":4552},[114],{"categories":4554},[114],{"categories":4556},[206],{"categories":4558},[114],{"categories":4560},[235],{"categories":4562},[114],{"categories":4564},[272],{"categories":4566},[],{"categories":4568},[126],{"categories":4570},[235],{"categories":4572},[138],{"categories":4574},[],{"categories":4576},[114],{"categories":4578},[],{"categories":4580},[126],{"categories":4582},[206],{"categories":4584},[138],{"categories":4586},[],{"categories":4588},[2938],{"categories":4590},[73],{"categories":4592},[117],{"categories":4594},[114],{"categories":4596},[163],{"categories":4598},[126],{"categories":4600},[206],{"categories":4602},[138],{"categories":4604},[],{"categories":4606},[],{"categories":4608},[114],{"categories":4610},[117],{"categories":4612},[114],{"categories":4614},[235],{"categories":4616},[],{"categories":4618},[126],{"categories":4620},[126],{"categories":4622},[114],{"categories":4624},[126],{"categories":4626},[114],{"categories":4628},[160],{"categories":4630},[138],{"categories":4632},[114],{"categories":4634},[126],{"categories":4636},[129],{"categories":4638},[114],{"categories":4640},[114],{"categories":4642},[126],{"categories":4644},[114],{"categories":4646},[129],{"categories":4648},[235],{"categories":4650},[160],{"categories":4652},[],{"categories":4654},[235],{"categories":4656},[114],{"categories":4658},[],{"categories":4660},[138],{"categories":4662},[126],{"categories":4664},[],{"categories":4666},[114],{"categories":4668},[114],{"categories":4670},[114],{"categories":4672},[114],{"categories":4674},[114],{"categories":4676},[126],{"categories":4678},[73],{"categories":4680},[117],{"categories":4682},[114],{"categories":4684},[206],{"categories":4686},[138],{"categories":4688},[138],{"categories":4690},[114],{"categories":4692},[163],{"categories":4694},[126],{"categories":4696},[114],{"categories":4698},[114],{"categories":4700},[126],{"categories":4702},[114],{"categories":4704},[73],{"categories":4706},[206],{"categories":4708},[138],{"categories":4710},[126],{"categories":4712},[114],{"categories":4714},[129],{"categories":4716},[114],{"categories":4718},[126],{"categories":4720},[114],{"categories":4722},[114],{"categories":4724},[160],{"categories":4726},[114],{"categories":4728},[],{"categories":4730},[117],{"categories":4732},[114],{"categories":4734},[114],{"categories":4736},[114],{"categories":4738},[138],{"categories":4740},[138],{"categories":4742},[114],{"categories":4744},[138],{"categories":4746},[114],{"categories":4748},[126],{"categories":4750},[114],{"categories":4752},[114],{"categories":4754},[114],{"categories":4756},[114],{"categories":4758},[114],{"categories":4760},[],{"categories":4762},[114],{"categories":4764},[206],{"categories":4766},[73],{"categories":4768},[160],{"categories":4770},[114],{"categories":4772},[126],{"categories":4774},[114],{"categories":4776},[126],{"categories":4778},[114],{"categories":4780},[114],{"categories":4782},[206],{"categories":4784},[126],{"categories":4786},[114],{"categories":4788},[235],{"categories":4790},[114],{"categories":4792},[163],{"categories":4794},[114],{"categories":4796},[114],{"categories":4798},[160],{"categories":4800},[114],{"categories":4802},[114],{"categories":4804},[114],{"categories":4806},[114],{"categories":4808},[126],{"categories":4810},[272],{"categories":4812},[114],{"categories":4814},[138],{"categories":4816},[126],{"categories":4818},[163],{"categories":4820},[],{"categories":4822},[126],{"categories":4824},[138],{"categories":4826},[114],{"categories":4828},[114],{"categories":4830},[2183],{"categories":4832},[206],{"categories":4834},[301],{"categories":4836},[114],{"categories":4838},[114],{"categories":4840},[114],{"categories":4842},[114],{"categories":4844},[117],{"categories":4846},[114],{"categories":4848},[114],{"categories":4850},[138],{"categories":4852},[73],{"categories":4854},[138],{"categories":4856},[114],{"categories":4858},[],{"categories":4860},[126],{"categories":4862},[126],{"categories":4864},[114],{"categories":4866},[114],{"categories":4868},[163],{"categories":4870},[],{"categories":4872},[160],{"categories":4874},[],{"categories":4876},[160],{"categories":4878},[114],{"categories":4880},[114],{"categories":4882},[126],{"categories":4884},[114],{"categories":4886},[126],{"categories":4888},[126],{"categories":4890},[],{"categories":4892},[160],{"categories":4894},[114],{"categories":4896},[],{"categories":4898},[114],{"categories":4900},[114],{"categories":4902},[],{"categories":4904},[114],{"categories":4906},[206],{"categories":4908},[138],{"categories":4910},[126],{"categories":4912},[114],{"categories":4914},[114],{"categories":4916},[114],{"categories":4918},[235],{"categories":4920},[114],{"categories":4922},[114],{"categories":4924},[114],{"categories":4926},[117],{"categories":4928},[114],{"categories":4930},[114],{"categories":4932},[],{"categories":4934},[114],{"categories":4936},[114],{"categories":4938},[],{"categories":4940},[117],{"categories":4942},[114],{"categories":4944},[160],{"categories":4946},[138],{"categories":4948},[129],{"categories":4950},[443],{"categories":4952},[114],{"categories":4954},[114],{"categories":4956},[114],{"categories":4958},[138],{"categories":4960},[160],{"categories":4962},[206],{"categories":4964},[114],{"categories":4966},[114],{"categories":4968},[114],{"categories":4970},[114],{"categories":4972},[160],{"categories":4974},[206],{"categories":4976},[114],{"categories":4978},[114],{"categories":4980},[160],{"categories":4982},[206],{"categories":4984},[114],{"categories":4986},[160],{"categories":4988},[114],{"categories":4990},[126],{"categories":4992},[126],{"categories":4994},[126],{"categories":4996},[138],{"categories":4998},[160],{"categories":5000},[126],{"categories":5002},[126],{"categories":5004},[114],{"categories":5006},[138],{"categories":5008},[206],{"categories":5010},[114],{"categories":5012},[114],{"categories":5014},[114],{"categories":5016},[],{"categories":5018},[126],{"categories":5020},[],{"categories":5022},[114],{"categories":5024},[114],{"categories":5026},[],{"categories":5028},[],{"categories":5030},[126],{"categories":5032},[73],{"categories":5034},[126],{"categories":5036},[5037],"Liability & Ethics",{"categories":5039},[114],{"categories":5041},[114],{"categories":5043},[126],{"categories":5045},[117],{"categories":5047},[126],{"categories":5049},[73],{"categories":5051},[235],{"categories":5053},[126],{"categories":5055},[114],{"categories":5057},[114],{"categories":5059},[],{"categories":5061},[534],{"categories":5063},[126],{"categories":5065},[],{"categories":5067},[114],{"categories":5069},[117],{"categories":5071},[126],{"categories":5073},[],{"categories":5075},[126],{"categories":5077},[114],{"categories":5079},[114],{"categories":5081},[138],{"categories":5083},[114],{"categories":5085},[160],{"categories":5087},[114],{"categories":5089},[114],{"categories":5091},[126],{"categories":5093},[114],{"categories":5095},[114],{"categories":5097},[114],{"categories":5099},[160],{"categories":5101},[126],{"categories":5103},[138],{"categories":5105},[206],{"categories":5107},[117],{"categories":5109},[114],{"categories":5111},[114],{"categories":5113},[],{"categories":5115},[126],{"categories":5117},[126],{"categories":5119},[126],{"categories":5121},[443],{"categories":5123},[206],{"categories":5125},[126],{"categories":5127},[272],{"categories":5129},[138],{"categories":5131},[160],{"categories":5133},[114],{"categories":5135},[206],{"categories":5137},[114],{"categories":5139},[117],{"categories":5141},[],{"categories":5143},[126],{"categories":5145},[114],{"categories":5147},[114],{"categories":5149},[114],{"categories":5151},[126],{"categories":5153},[114],{"categories":5155},[206],{"categories":5157},[],{"categories":5159},[126],{"categories":5161},[129],{"categories":5163},[160],{"categories":5165},[126],{"categories":5167},[73],{"categories":5169},[],{"categories":5171},[114],{"categories":5173},[114],{"categories":5175},[129],{"categories":5177},[114],{"categories":5179},[126],{"categories":5181},[160],{"categories":5183},[117],{"categories":5185},[272],{"categories":5187},[114],{"categories":5189},[114],{"categories":5191},[114],{"categories":5193},[160],{"categories":5195},[73],{"categories":5197},[114],{"categories":5199},[206],{"categories":5201},[160],{"categories":5203},[272],{"categories":5205},[114],{"categories":5207},[126],{"categories":5209},[],{"categories":5211},[498],{"categories":5213},[],{"categories":5215},[114],{"categories":5217},[272],{"categories":5219},[114],{"categories":5221},[163],{"categories":5223},[126],{"categories":5225},[126],{"categories":5227},[5228],"Design News & Tools",{"categories":5230},[114],{"categories":5232},[160],{"categories":5234},[114],{"categories":5236},[114],{"categories":5238},[117],{"categories":5240},[114],{"categories":5242},[206],{"categories":5244},[126],{"categories":5246},[126],{"categories":5248},[206],{"categories":5250},[114],{"categories":5252},[443],{"categories":5254},[126],{"categories":5256},[114],{"categories":5258},[114],{"categories":5260},[443],{"categories":5262},[114],{"categories":5264},[235],{"categories":5266},[114],{"categories":5268},[126],{"categories":5270},[],{"categories":5272},[114],{"categories":5274},[114],{"categories":5276},[114],{"categories":5278},[160],{"categories":5280},[117],{"categories":5282},[],{"categories":5284},[114],{"categories":5286},[114],{"categories":5288},[114],{"categories":5290},[138],{"categories":5292},[559],{"categories":5294},[138],{"categories":5296},[206],{"categories":5298},[114],{"categories":5300},[114,126],{"categories":5302},[235,73],{"categories":5304},[138],{"categories":5306},[114],{"categories":5308},[114],{"categories":5310},[114],{"categories":5312},[114],{"categories":5314},[],{"categories":5316},[126],{"categories":5318},[114],{"categories":5320},[],{"categories":5322},[114],{"categories":5324},[138],{"categories":5326},[114],{"categories":5328},[138],{"categories":5330},[],{"categories":5332},[126],{"categories":5334},[114],{"categories":5336},[73],{"categories":5338},[114],{"categories":5340},[160],{"categories":5342},[114],{"categories":5344},[],{"categories":5346},[126],{"categories":5348},[114],{"categories":5350},[],{"categories":5352},[206],{"categories":5354},[114],{"categories":5356},[114],{"categories":5358},[126],{"categories":5360},[114],{"categories":5362},[114],{"categories":5364},[117],{"categories":5366},[126],{"categories":5368},[114],{"categories":5370},[],{"categories":5372},[272],{"categories":5374},[235],{"categories":5376},[73],{"categories":5378},[73],{"categories":5380},[114],{"categories":5382},[117],{"categories":5384},[117],{"categories":5386},[114],{"categories":5388},[126],{"categories":5390},[114],{"categories":5392},[114],{"categories":5394},[114],{"categories":5396},[114],{"categories":5398},[138],{"categories":5400},[114],{"categories":5402},[117],{"categories":5404},[114],{"categories":5406},[126],{"categories":5408},[114],{"categories":5410},[235],{"categories":5412},[114],{"categories":5414},[160],{"categories":5416},[114],{"categories":5418},[114],{"categories":5420},[126],{"categories":5422},[114],{"categories":5424},[126],{"categories":5426},[],{"categories":5428},[138],{"categories":5430},[],{"categories":5432},[138],{"categories":5434},[126],{"categories":5436},[117],{"categories":5438},[],{"categories":5440},[163],{"categories":5442},[272],{"categories":5444},[114],{"categories":5446},[138],{"categories":5448},[114],{"categories":5450},[],{"categories":5452},[160],{"categories":5454},[126],{"categories":5456},[138],{"categories":5458},[206],{"categories":5460},[114],{"categories":5462},[114],{"categories":5464},[126],{"categories":5466},[138],{"categories":5468},[126],{"categories":5470},[160],{"categories":5472},[114],{"categories":5474},[129],{"categories":5476},[117],{"categories":5478},[129],{"categories":5480},[160],{"categories":5482},[114],{"categories":5484},[138],{"categories":5486},[114],{"categories":5488},[206],{"categories":5490},[73],{"categories":5492},[114],{"categories":5494},[114],{"categories":5496},[114],{"categories":5498},[114],{"categories":5500},[114],{"categories":5502},[114],{"categories":5504},[126],{"categories":5506},[114],{"categories":5508},[126],{"categories":5510},[114],{"categories":5512},[114],{"categories":5514},[117],{"categories":5516},[114],{"categories":5518},[126],{"categories":5520},[126],{"categories":5522},[206],{"categories":5524},[126],{"categories":5526},[126],{"categories":5528},[117],{"categories":5530},[126],{"categories":5532},[206],{"categories":5534},[],{"categories":5536},[114],{"categories":5538},[163],{"categories":5540},[443],{"categories":5542},[114],{"categories":5544},[114],{"categories":5546},[114],{"categories":5548},[138],{"categories":5550},[114],{"categories":5552},[],{"categories":5554},[114],{"categories":5556},[126],{"categories":5558},[114],{"categories":5560},[235],{"categories":5562},[114],{"categories":5564},[160],{"categories":5566},[126],{"categories":5568},[114],{"categories":5570},[235],{"categories":5572},[126],{"categories":5574},[73],{"categories":5576},[73],{"categories":5578},[114],{"categories":5580},[114],{"categories":5582},[114],{"categories":5584},[114],{"categories":5586},[114],{"categories":5588},[117],{"categories":5590},[],{"categories":5592},[114],{"categories":5594},[114],{"categories":5596},[126],{"categories":5598},[126],{"categories":5600},[114],{"categories":5602},[114],{"categories":5604},[114],{"categories":5606},[138],{"categories":5608},[],{"categories":5610},[117],{"categories":5612},[114],{"categories":5614},[114],{"categories":5616},[126],{"categories":5618},[126],{"categories":5620},[],{"categories":5622},[138],{"categories":5624},[138],{"categories":5626},[114],{"categories":5628},[235],{"categories":5630},[73],{"categories":5632},[206],{"categories":5634},[],{"categories":5636},[114],{"categories":5638},[126],{"categories":5640},[117],{"categories":5642},[114],{"categories":5644},[114],{"categories":5646},[138],{"categories":5648},[117],{"categories":5650},[114],{"categories":5652},[114],{"categories":5654},[160],{"categories":5656},[163],{"categories":5658},[160],{"categories":5660},[126],{"categories":5662},[114],{"categories":5664},[],{"categories":5666},[160],{"categories":5668},[126],{"categories":5670},[206],{"categories":5672},[163],{"categories":5674},[114],{"categories":5676},[114],{"categories":5678},[],{"categories":5680},[126],{"categories":5682},[126],{"categories":5684},[126],{"categories":5686},[2938],{"categories":5688},[160],{"categories":5690},[114],{"categories":5692},[138],{"categories":5694},[114],{"categories":5696},[114],{"categories":5698},[114],{"categories":5700},[114],{"categories":5702},[73],{"categories":5704},[114],{"categories":5706},[117],{"categories":5708},[1699],{"categories":5710},[272],{"categories":5712},[117],{"categories":5714},[],{"categories":5716},[114],{"categories":5718},[],{"categories":5720},[160],{"categories":5722},[126],{"categories":5724},[206],{"categories":5726},[114],{"categories":5728},[114],{"categories":5730},[160],{"categories":5732},[],{"categories":5734},[126],{"categories":5736},[126],{"categories":5738},[126],{"categories":5740},[],{"categories":5742},[114],{"categories":5744},[],{"categories":5746},[160],{"categories":5748},[117],{"categories":5750},[206],{"categories":5752},[114],{"categories":5754},[126],{"categories":5756},[160],{"categories":5758},[114],{"categories":5760},[160],{"categories":5762},[],{"categories":5764},[160],{"categories":5766},[117],{"categories":5768},[443],{"categories":5770},[126],{"categories":5772},[114],{"categories":5774},[],{"categories":5776},[138],{"categories":5778},[126],{"categories":5780},[129],{"categories":5782},[126],{"categories":5784},[117],{"categories":5786},[],{"categories":5788},[],{"categories":5790},[],{"categories":5792},[206],{"categories":5794},[126],{"categories":5796},[114],{"categories":5798},[114],{"categories":5800},[],{"categories":5802},[],{"categories":5804},[],{"categories":5806},[114],{"categories":5808},[206],{"categories":5810},[114],{"categories":5812},[],{"categories":5814},[126],{"categories":5816},[114],{"categories":5818},[114],{"categories":5820},[117],{"categories":5822},[],{"categories":5824},[],{"categories":5826},[114],{"categories":5828},[206],{"categories":5830},[114],{"categories":5832},[160],{"categories":5834},[],{"categories":5836},[114],{"categories":5838},[235],{"categories":5840},[160],{"categories":5842},[235],{"categories":5844},[163],{"categories":5846},[114],{"categories":5848},[114],{"categories":5850},[],{"categories":5852},[],{"categories":5854},[126],{"categories":5856},[],{"categories":5858},[114],{"categories":5860},[443],{"categories":5862},[114],{"categories":5864},[114],{"categories":5866},[114],{"categories":5868},[114],{"categories":5870},[],{"categories":5872},[126],{"categories":5874},[114],{"categories":5876},[114],{"categories":5878},[],{"categories":5880},[126],{"categories":5882},[114],{"categories":5884},[160],{"categories":5886},[114],{"categories":5888},[235],{"categories":5890},[73],{"categories":5892},[114],{"categories":5894},[114],{"categories":5896},[126],{"categories":5898},[163],{"categories":5900},[126],{"categories":5902},[126],{"categories":5904},[],{"categories":5906},[126],{"categories":5908},[],{"categories":5910},[114],{"categories":5912},[],{"categories":5914},[160],{"categories":5916},[73],{"categories":5918},[],{"categories":5920},[114],{"categories":5922},[114],{"categories":5924},[],{"categories":5926},[206],{"categories":5928},[117],{"categories":5930},[],{"categories":5932},[73],{"categories":5934},[235],{"categories":5936},[114],{"categories":5938},[138],{"categories":5940},[117],{"categories":5942},[163],{"categories":5944},[73],{"categories":5946},[138],{"categories":5948},[126],{"categories":5950},[138],{"categories":5952},[],{"categories":5954},[114],{"categories":5956},[129],{"categories":5958},[114],{"categories":5960},[],{"categories":5962},[126],{"categories":5964},[117],{"categories":5966},[206],{"categories":5968},[114],{"categories":5970},[117],{"categories":5972},[126],{"categories":5974},[272],{"categories":5976},[114],{"categories":5978},[114],{"categories":5980},[114],{"categories":5982},[117],{"categories":5984},[163],{"categories":5986},[126],{"categories":5988},[],{"categories":5990},[114],{"categories":5992},[114],{"categories":5994},[114],{"categories":5996},[138],{"categories":5998},[126],{"categories":6000},[160],{"categories":6002},[138],{"categories":6004},[114],{"categories":6006},[129],{"categories":6008},[],{"categories":6010},[206],{"categories":6012},[138],{"categories":6014},[160],{"categories":6016},[117],{"categories":6018},[126],{"categories":6020},[114],{"categories":6022},[114],{"categories":6024},[126],{"categories":6026},[129],{"categories":6028},[114],{"categories":6030},[126],{"categories":6032},[114],{"categories":6034},[73],{"categories":6036},[126],{"categories":6038},[126,272],{"categories":6040},[114],{"categories":6042},[114],{"categories":6044},[126],{"categories":6046},[138],{"categories":6048},[114],{"categories":6050},[114],{"categories":6052},[163],{"categories":6054},[126],{"categories":6056},[235],{"categories":6058},[126],{"categories":6060},[73],{"categories":6062},[],{"categories":6064},[126],{"categories":6066},[114],{"categories":6068},[73],{"categories":6070},[],{"categories":6072},[],{"categories":6074},[138],{"categories":6076},[114],{"categories":6078},[114],{"categories":6080},[126],{"categories":6082},[163],{"categories":6084},[235],{"categories":6086},[114],{"categories":6088},[114],{"categories":6090},[126],{"categories":6092},[],{"categories":6094},[126],{"categories":6096},[160],{"categories":6098},[126],{"categories":6100},[114],{"categories":6102},[],{"categories":6104},[160],{"categories":6106},[138],{"categories":6108},[2938],{"categories":6110},[117],{"categories":6112},[138],{"categories":6114},[114],{"categories":6116},[126],{"categories":6118},[114],{"categories":6120},[114],{"categories":6122},[235],{"categories":6124},[138],{"categories":6126},[],{"categories":6128},[160],{"categories":6130},[114],{"categories":6132},[],{"categories":6134},[126],{"categories":6136},[114],{"categories":6138},[114],{"categories":6140},[114],{"categories":6142},[114],{"categories":6144},[126],{"categories":6146},[114],{"categories":6148},[114],{"categories":6150},[129],{"categories":6152},[114],{"categories":6154},[126],{"categories":6156},[114],{"categories":6158},[114],{"categories":6160},[114],{"categories":6162},[114],{"categories":6164},[114],{"categories":6166},[114],{"categories":6168},[114],{"categories":6170},[73],{"categories":6172},[],{"categories":6174},[129],{"categories":6176},[160],{"categories":6178},[126],{"categories":6180},[114],{"categories":6182},[138],{"categories":6184},[],{"categories":6186},[138],{"categories":6188},[138],{"categories":6190},[126],{"categories":6192},[138],{"categories":6194},[114],{"categories":6196},[114],{"categories":6198},[114],{"categories":6200},[126],{"categories":6202},[138],{"categories":6204},[114],{"categories":6206},[114],{"categories":6208},[114],{"categories":6210},[126],{"categories":6212},[160],{"categories":6214},[114],{"categories":6216},[114],{"categories":6218},[114],{"categories":6220},[73],{"categories":6222},[114],{"categories":6224},[126],{"categories":6226},[206],{"categories":6228},[],{"categories":6230},[114],{"categories":6232},[163],{"categories":6234},[126],{"categories":6236},[114],{"categories":6238},[114],{"categories":6240},[],{"categories":6242},[114],{"categories":6244},[114],{"categories":6246},[160],{"categories":6248},[114],{"categories":6250},[114],{"categories":6252},[126],{"categories":6254},[235],{"categories":6256},[],{"categories":6258},[],{"categories":6260},[138],{"categories":6262},[114],{"categories":6264},[160],{"categories":6266},[114],{"categories":6268},[138],{"categories":6270},[160],{"categories":6272},[114],{"categories":6274},[235],{"categories":6276},[163],{"categories":6278},[114],{"categories":6280},[114],{"categories":6282},[117],{"categories":6284},[126],{"categories":6286},[114],{"categories":6288},[114],{"categories":6290},[126],{"categories":6292},[126],{"categories":6294},[114],{"categories":6296},[73],{"categories":6298},[],{"categories":6300},[163],{"categories":6302},[114],{"categories":6304},[],{"categories":6306},[160],{"categories":6308},[114],{"categories":6310},[163],{"categories":6312},[114],{"categories":6314},[138],{"categories":6316},[138],{"categories":6318},[138],{"categories":6320},[126],{"categories":6322},[126],{"categories":6324},[114],{"categories":6326},[126],{"categories":6328},[114],{"categories":6330},[114],{"categories":6332},[206],{"categories":6334},[163],{"categories":6336},[163],{"categories":6338},[],{"categories":6340},[160],{"categories":6342},[114],{"categories":6344},[114],{"categories":6346},[138],{"categories":6348},[],{"categories":6350},[160],{"categories":6352},[160],{"categories":6354},[160],{"categories":6356},[],{"categories":6358},[126],{"categories":6360},[114],{"categories":6362},[],{"categories":6364},[117],{"categories":6366},[73],{"categories":6368},[],{"categories":6370},[114],{"categories":6372},[114],{"categories":6374},[],{"categories":6376},[138],{"categories":6378},[],{"categories":6380},[],{"categories":6382},[],{"categories":6384},[],{"categories":6386},[114],{"categories":6388},[160],{"categories":6390},[],{"categories":6392},[],{"categories":6394},[114],{"categories":6396},[114],{"categories":6398},[114],{"categories":6400},[163],{"categories":6402},[114],{"categories":6404},[163],{"categories":6406},[],{"categories":6408},[163],{"categories":6410},[163],{"categories":6412},[272],{"categories":6414},[126],{"categories":6416},[138],{"categories":6418},[],{"categories":6420},[],{"categories":6422},[163],{"categories":6424},[138],{"categories":6426},[138],{"categories":6428},[138],{"categories":6430},[],{"categories":6432},[117],{"categories":6434},[138],{"categories":6436},[138],{"categories":6438},[117],{"categories":6440},[138],{"categories":6442},[73],{"categories":6444},[138],{"categories":6446},[138],{"categories":6448},[138],{"categories":6450},[163],{"categories":6452},[160],{"categories":6454},[160],{"categories":6456},[114],{"categories":6458},[138],{"categories":6460},[163],{"categories":6462},[272],{"categories":6464},[163],{"categories":6466},[163],{"categories":6468},[163],{"categories":6470},[],{"categories":6472},[73],{"categories":6474},[],{"categories":6476},[272],{"categories":6478},[138],{"categories":6480},[138],{"categories":6482},[138],{"categories":6484},[126],{"categories":6486},[160,73],{"categories":6488},[163],{"categories":6490},[],{"categories":6492},[],{"categories":6494},[163],{"categories":6496},[],{"categories":6498},[163],{"categories":6500},[160],{"categories":6502},[126],{"categories":6504},[],{"categories":6506},[138],{"categories":6508},[114],{"categories":6510},[206],{"categories":6512},[],{"categories":6514},[114],{"categories":6516},[],{"categories":6518},[160],{"categories":6520},[117],{"categories":6522},[163],{"categories":6524},[],{"categories":6526},[138],{"categories":6528},[160],[6530,6606,6678,6750],{"id":6531,"title":6532,"ai":6533,"body":6538,"categories":6590,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":6591,"navigation":93,"path":6595,"published_at":6596,"question":74,"scraped_at":6596,"seo":6597,"sitemap":6598,"source_id":6599,"source_name":99,"source_type":100,"source_url":6600,"stem":6601,"tags":6602,"thumbnail_url":74,"tldr":6603,"tweet":74,"unknown_tags":6604,"__hash__":6605},"summaries\u002Fsummaries\u002F0e82d8998833621a-how-virgin-atlantic-uses-chatgpt-work-to-accelerat-summary.md","How Virgin Atlantic Uses ChatGPT Work to Accelerate Product Strategy",{"provider":7,"model":8,"input_tokens":6534,"output_tokens":6535,"processing_time_ms":6536,"cost_usd":6537},6572,500,3335,0.002393,{"type":14,"value":6539,"toc":6585},[6540,6544,6547,6550,6554,6557,6578,6582],[17,6541,6543],{"id":6542},"consolidating-fragmented-customer-insights","Consolidating Fragmented Customer Insights",[22,6545,6546],{},"Virgin Atlantic faces the challenge of managing a complex customer journey that spans multiple touchpoints—from initial browsing and booking to the onboard experience and post-travel feedback. Historically, this data was siloed across various reporting tools, dashboards, and authenticated workspaces, making it difficult for teams to gain a unified view.",[22,6548,6549],{},"By implementing ChatGPT Work and ChatGPT Sites, the airline created a centralized, secure interface that aggregates these disparate datasets. This allows employees across different departments to access customized, relevant views of the customer journey, enabling faster, data-driven decisions without needing to navigate multiple legacy systems.",[17,6551,6553],{"id":6552},"accelerating-strategic-research-and-planning","Accelerating Strategic Research and Planning",[22,6555,6556],{},"Beyond data aggregation, the airline uses ChatGPT Work to compress the timeline for complex research projects. During the development of its five-year digital strategy, the product team utilized the tool to:",[6558,6559,6560,6566,6572],"ul",{},[43,6561,6562,6565],{},[46,6563,6564],{},"Automate Competitive Analysis:"," Instead of weeks of manual research, the team used a structured framework to task the AI with tracing competitor customer journeys and organizing findings into a reviewable dataset.",[43,6567,6568,6571],{},[46,6569,6570],{},"Streamline Product Roadmaps:"," The team built custom planning tools within the interface to manage roadmaps and prioritization, allowing for flexibility that rigid, traditional tools lacked.",[43,6573,6574,6577],{},[46,6575,6576],{},"Synthesize Information:"," By feeding strategy documents and customer insights into the system, the team can quickly apply findings across the product lifecycle, moving from an initial idea to a tangible product feature significantly faster.",[17,6579,6581],{"id":6580},"personal-productivity-as-a-chief-of-staff","Personal Productivity as a 'Chief of Staff'",[22,6583,6584],{},"Individual team members are also adopting the tool to optimize their daily workflows. By integrating calendar, email, and communication platforms (like Slack) with ChatGPT, employees use the AI to surface high-priority items and prepare presentations. This shift allows staff to increase their output and focus on high-impact decision-making rather than administrative overhead.",{"title":66,"searchDepth":67,"depth":67,"links":6586},[6587,6588,6589],{"id":6542,"depth":67,"text":6543},{"id":6552,"depth":67,"text":6553},{"id":6580,"depth":67,"text":6581},[126],{"content_references":6592,"triage":6593},[],{"relevance":89,"novelty":90,"quality":90,"actionability":90,"composite":91,"reasoning":6594},"Category: Product Strategy. The article provides a detailed case study on how Virgin Atlantic uses ChatGPT Work to enhance product strategy and decision-making, addressing specific pain points like data fragmentation and competitive analysis. It offers actionable insights into using AI for product roadmaps and strategic planning, making it highly relevant for the target audience.","\u002Fsummaries\u002F0e82d8998833621a-how-virgin-atlantic-uses-chatgpt-work-to-accelerat-summary","2026-08-11 03:21:43",{"title":6532,"description":66},{"loc":6595},"0e82d8998833621a","https:\u002F\u002Fopenai.com\u002Findex\u002Fvirgin-atlantic\u002Fchatgpt-work","summaries\u002F0e82d8998833621a-how-virgin-atlantic-uses-chatgpt-work-to-accelerat-summary",[104,107,106,105],"Virgin Atlantic leverages ChatGPT Work to consolidate fragmented customer data and automate competitive research, reducing weeks of manual analysis to hours while improving cross-team decision-making.",[],"rKgIk8QCEgv9HBcN-mwwR2vkxnKLUADiblD_VlCel_w",{"id":6607,"title":6608,"ai":6609,"body":6614,"categories":6650,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":6651,"navigation":93,"path":6667,"published_at":6668,"question":74,"scraped_at":6668,"seo":6669,"sitemap":6670,"source_id":6671,"source_name":99,"source_type":100,"source_url":6672,"stem":6673,"tags":6674,"thumbnail_url":74,"tldr":6675,"tweet":74,"unknown_tags":6676,"__hash__":6677},"summaries\u002Fsummaries\u002F5367cc95a8fd9817-building-an-ai-native-finance-function-lessons-for-summary.md","Building an AI-Native Finance Function: Lessons for CFOs",{"provider":7,"model":8,"input_tokens":6610,"output_tokens":6611,"processing_time_ms":6612,"cost_usd":6613},6496,682,3395,0.002647,{"type":14,"value":6615,"toc":6644},[6616,6620,6623,6627,6630,6634,6637,6641],[17,6617,6619],{"id":6618},"redesigning-workflows-around-decisions","Redesigning Workflows Around Decisions",[22,6621,6622],{},"Rather than using AI merely to speed up existing manual tasks, finance teams should map the entire path from source data to executive decision-making. The goal is to replace static spreadsheets and fragmented data sources with a continuously reconciled, live view of the business. By working backward from a consequential decision, teams can identify which components—such as variance explanations or scenario modeling—can be automated, allowing finance professionals to shift their focus from data assembly to applying judgment and validating outputs.",[17,6624,6626],{"id":6625},"empowering-finance-professionals-as-builders","Empowering Finance Professionals as Builders",[22,6628,6629],{},"Modern finance teams are evolving into builders who create their own decision-making infrastructure. By providing access to tools like ChatGPT and Codex, non-technical finance staff can build custom dashboards that integrate directly with business data. This shift allows employees to move away from static PowerPoint decks toward interactive tools that update in real-time, respond to follow-up questions, and maintain consistency across the organization. This transformation does not reduce specialization; instead, it allows finance experts to scale their impact by embedding their logic into the tools themselves.",[17,6631,6633],{"id":6632},"balancing-speed-with-governance","Balancing Speed with Governance",[22,6635,6636],{},"AI-native finance requires a rigorous framework for accountability. While AI can draft responses or reconcile accounts, human oversight remains essential for adding context and ensuring consistency. CFOs should implement clear controls—such as role-based access, budget thresholds, and model-routing rules—to manage AI usage with the same discipline applied to any other variable expense. Every AI-generated output must be traceable to a reliable source, and every change to an approved baseline must require explicit finance authorization.",[17,6638,6640],{"id":6639},"measuring-value-beyond-token-consumption","Measuring Value Beyond Token Consumption",[22,6642,6643],{},"CFOs should avoid measuring AI success by vanity metrics like token usage or seat counts. Instead, performance should be evaluated through a scorecard grounded in operating outcomes. For a 'zero-day close,' success metrics include cycle time, the percentage of transactions reconciled automatically, and the time required to explain variances. When evaluating models, the most economical choice is often the one that reaches a reliable answer with the fewest iterations, even if the per-unit cost is higher, because it reduces the human time required for review and correction.",{"title":66,"searchDepth":67,"depth":67,"links":6645},[6646,6647,6648,6649],{"id":6618,"depth":67,"text":6619},{"id":6625,"depth":67,"text":6626},{"id":6632,"depth":67,"text":6633},{"id":6639,"depth":67,"text":6640},[126],{"content_references":6652,"triage":6663},[6653,6659],{"type":6654,"title":6655,"author":6656,"url":6657,"context":6658},"other","How AI is expanding what people do at work","OpenAI","https:\u002F\u002Fopenai.com\u002Findex\u002Fhow-ai-is-expanding-what-people-do-at-work\u002F","cited",{"type":6654,"title":6660,"author":6661,"url":6662,"context":83},"What building an AI-native finance function taught me (Webinar)","OpenAI Finance Team","https:\u002F\u002Fwebinar.openai.com\u002Fchatgpt-work-series\u002Ffinance\u002F",{"relevance":90,"novelty":6664,"quality":90,"actionability":90,"composite":6665,"reasoning":6666},3,3.8,"Category: Business & SaaS. The article discusses how finance teams can leverage AI to transform their workflows and decision-making processes, addressing a specific pain point for product-minded builders looking to integrate AI into business functions. It provides actionable insights on creating decision-support tools and emphasizes the importance of governance, which are relevant to the audience.","\u002Fsummaries\u002F5367cc95a8fd9817-building-an-ai-native-finance-function-lessons-for-summary","2026-08-11 03:21:40",{"title":6608,"description":66},{"loc":6667},"5367cc95a8fd9817","https:\u002F\u002Fopenai.com\u002Findex\u002Fbuilding-an-ai-native-finance-function","summaries\u002F5367cc95a8fd9817-building-an-ai-native-finance-function-lessons-for-summary",[104,107,105,106],"Redesigning finance around AI requires moving beyond simple automation to building interactive, real-time decision-support tools that empower finance professionals to own the full lifecycle of data-driven insights.",[],"tGjhWOj8gEqdCcvUud76rtU1VRQf3LIF77gxnSCds8g",{"id":6679,"title":6680,"ai":6681,"body":6686,"categories":6731,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":6732,"navigation":93,"path":6739,"published_at":6740,"question":74,"scraped_at":6740,"seo":6741,"sitemap":6742,"source_id":6743,"source_name":99,"source_type":100,"source_url":6744,"stem":6745,"tags":6746,"thumbnail_url":74,"tldr":6747,"tweet":74,"unknown_tags":6748,"__hash__":6749},"summaries\u002Fsummaries\u002F7347f06e7c916544-scaling-ai-in-professional-services-the-hsp-gruppe-summary.md","Scaling AI in Professional Services: The HSP GRUPPE Approach",{"provider":7,"model":8,"input_tokens":6682,"output_tokens":6683,"processing_time_ms":6684,"cost_usd":6685},5179,585,3633,0.00217225,{"type":14,"value":6687,"toc":6726},[6688,6692,6695,6699,6702,6716,6719,6723],[17,6689,6691],{"id":6690},"from-productivity-tool-to-operating-model","From Productivity Tool to Operating Model",[22,6693,6694],{},"HSP GRUPPE, a network of tax and legal firms, shifted its focus from using AI for simple tasks like email drafting to embedding it into the firm's core operating model. By treating AI as an organizational transformation rather than a software rollout, they achieved significant operational efficiency: 98.6% of employees reported higher productivity, and the firm logged over 500,000 ChatGPT conversations in six months. This resulted in an estimated 40,000+ hours of additional capacity, which the firm redirected toward high-value advisory work rather than headcount reduction.",[17,6696,6698],{"id":6697},"standardizing-expertise-via-custom-agents","Standardizing Expertise via Custom Agents",[22,6700,6701],{},"To ensure consistent quality across the network, HSP moved beyond general-purpose prompting by developing custom Agents that codify best practices. Two notable examples include:",[6558,6703,6704,6710],{},[43,6705,6706,6709],{},[46,6707,6708],{},"AI Client Communication:"," An agent that enforces professional tone, structure, and clarity in client-facing drafts.",[43,6711,6712,6715],{},[46,6713,6714],{},"Booking Assistant (SKR03 & SKR04):"," A specialized tool for classifying and preparing complex booking questions.",[22,6717,6718],{},"These agents democratize expertise, allowing junior staff to perform at higher levels while ensuring that final professional judgment and accountability remain firmly with the human advisor.",[17,6720,6722],{"id":6721},"orchestrating-proactive-workflows","Orchestrating Proactive Workflows",[22,6724,6725],{},"The firm is currently evolving from AI-assisted tasks to agentic workflows using ChatGPT Work. The goal is to move from reactive processing to proactive orchestration. For example, instead of waiting months to discover missing information during year-end accounting, HSP is piloting systems that continuously review bookkeeping data throughout the year, automatically identifying gaps and requesting documentation from clients in real-time. This shift represents a move toward AI-driven process management where the software proactively supports the professional's workflow rather than just responding to individual queries.",{"title":66,"searchDepth":67,"depth":67,"links":6727},[6728,6729,6730],{"id":6690,"depth":67,"text":6691},{"id":6697,"depth":67,"text":6698},{"id":6721,"depth":67,"text":6722},[126],{"content_references":6733,"triage":6737},[6734,6736],{"type":80,"title":6735,"publisher":6656,"context":83},"ChatGPT Enterprise",{"type":80,"title":81,"publisher":6656,"context":83},{"relevance":89,"novelty":90,"quality":90,"actionability":90,"composite":91,"reasoning":6738},"Category: AI Automation. The article provides a detailed case study of how HSP GRUPPE integrated AI into their core operating model, addressing the audience's interest in practical applications of AI in professional services. It offers specific examples of custom agents and proactive workflows that can inspire similar implementations in other organizations.","\u002Fsummaries\u002F7347f06e7c916544-scaling-ai-in-professional-services-the-hsp-gruppe-summary","2026-08-08 03:10:15",{"title":6680,"description":66},{"loc":6739},"7347f06e7c916544","https:\u002F\u002Fopenai.com\u002Findex\u002Fhsp-gruppe","summaries\u002F7347f06e7c916544-scaling-ai-in-professional-services-the-hsp-gruppe-summary",[104,107,106,105],"HSP GRUPPE transformed its operating model by integrating AI not as a productivity shortcut, but as a core organizational capability, resulting in 40,000+ hours of reclaimed capacity annually.",[],"smyDsS-ADOrwMbAB3mVpILso2zChYym1T_sU7zDdhJA",{"id":6751,"title":6752,"ai":6753,"body":6758,"categories":6809,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":6810,"navigation":93,"path":6825,"published_at":6826,"question":74,"scraped_at":6827,"seo":6828,"sitemap":6829,"source_id":6830,"source_name":6831,"source_type":100,"source_url":6832,"stem":6833,"tags":6834,"thumbnail_url":74,"tldr":6835,"tweet":74,"unknown_tags":6836,"__hash__":6837},"summaries\u002Fsummaries\u002Fbe14a2322dfb38a7-how-rippling-cut-ai-costs-by-63-while-maintaining--summary.md","How Rippling Cut AI Costs by 63% While Maintaining Usage",{"provider":7,"model":8,"input_tokens":6754,"output_tokens":6755,"processing_time_ms":6756,"cost_usd":6757},6655,648,2947,0.00263575,{"type":14,"value":6759,"toc":6804},[6760,6764,6767,6771,6774,6778,6781,6801],[17,6761,6763],{"id":6762},"the-cost-of-unchecked-token-consumption","The Cost of Unchecked Token Consumption",[22,6765,6766],{},"In early 2026, Rippling discovered that its R&D organization was on a trajectory to spend 90% of its headcount budget on AI tokens. An internal audit revealed that 10–15% of employees were responsible for 60% of total AI spend, with some individual engineers burning $50,000 per month. The primary driver was a default reliance on expensive frontier models for every task, regardless of complexity.",[17,6768,6770],{"id":6769},"implementing-an-ai-gateway-and-model-routing","Implementing an AI Gateway and Model Routing",[22,6772,6773],{},"To regain control, Rippling developed an AI Spend Console that functions as an AI gateway. Instead of allowing employees to default to the most expensive models, the system routes prompts to the most cost-effective model capable of handling the specific task. By diversifying their model portfolio—incorporating cheaper, high-performance options like GLM 5.2—Rippling achieved a significant efficiency gain: in July, they processed 600 billion tokens (nearly identical to their peak volume in April) at only 37% of the original cost.",[17,6775,6777],{"id":6776},"measuring-ai-roi-and-productivity","Measuring AI ROI and Productivity",[22,6779,6780],{},"Beyond technical routing, Rippling implemented a management framework to ensure AI spend correlates with actual output. The AI Spend Console provides dashboards that track:",[6558,6782,6783,6789,6795],{},[43,6784,6785,6788],{},[46,6786,6787],{},"Individual and Team Spend:"," Mapping consumption to specific roles.",[43,6790,6791,6794],{},[46,6792,6793],{},"Productivity Metrics:"," Correlating token usage with tangible outputs, such as lines of code or pull requests.",[43,6796,6797,6800],{},[46,6798,6799],{},"Quality Control:"," Identifying high-spend engineers whose code frequently requires rework, signaling inefficient AI usage.",[22,6802,6803],{},"To foster better adoption, the company appointed \"AI captains\" to mentor employees on effective prompting. Rippling emphasizes that if AI usage cannot be linked to measurable productivity in non-engineering functions (such as G&A or customer onboarding), access will be restricted rather than treated as a universal utility.",{"title":66,"searchDepth":67,"depth":67,"links":6805},[6806,6807,6808],{"id":6762,"depth":67,"text":6763},{"id":6769,"depth":67,"text":6770},{"id":6776,"depth":67,"text":6777},[126],{"content_references":6811,"triage":6823},[6812,6816,6819,6821],{"type":80,"title":6813,"url":6814,"context":6815},"AI Spend Console","https:\u002F\u002Fwww.rippling.com\u002Fblog\u002Fintroducing-ai-spend-console","reviewed",{"type":80,"title":6817,"url":6818,"context":87},"Cursor","https:\u002F\u002Fcursor.com",{"type":80,"title":6820,"context":87},"Grok",{"type":80,"title":6822,"context":87},"GLM 5.2",{"relevance":89,"novelty":90,"quality":90,"actionability":90,"composite":91,"reasoning":6824},"Category: AI Automation. The article provides a detailed case study on how Rippling effectively managed AI costs while maintaining productivity, addressing a key pain point for product builders regarding AI spend management. It outlines specific strategies like the AI Spend Console and the appointment of 'AI captains,' which are actionable insights that can be applied by other organizations.","\u002Fsummaries\u002Fbe14a2322dfb38a7-how-rippling-cut-ai-costs-by-63-while-maintaining-summary","2026-08-07 21:30:11","2026-08-08 03:10:16",{"title":6752,"description":66},{"loc":6825},"be14a2322dfb38a7","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F07\u002Fafter-rippling-blew-millions-on-ai-in-months-it-built-an-employee-roi-tool\u002F","summaries\u002Fbe14a2322dfb38a7-how-rippling-cut-ai-costs-by-63-while-maintaining--summary",[104,105,107,106],"After discovering that AI token consumption was on track to consume 90% of its R&D budget, Rippling built an AI Spend Console to route prompts to cost-effective models and measure individual employee ROI.",[],"5XHmshT_0_Yz0Wala2JgX3A56XA2KQw8fJz10W4Adgo"]