[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-be14a2322dfb38a7-how-rippling-cut-ai-costs-by-63-while-maintaining-summary":3,"summaries-facets-categories":116,"summary-related-be14a2322dfb38a7-how-rippling-cut-ai-costs-by-63-while-maintaining-summary":6294},{"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":97,"path":98,"published_at":99,"question":74,"scraped_at":100,"seo":101,"sitemap":102,"source_id":103,"source_name":104,"source_type":105,"source_url":106,"stem":107,"tags":108,"thumbnail_url":74,"tldr":113,"tweet":74,"unknown_tags":114,"__hash__":115},"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":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6655,648,2947,0.00263575,{"type":14,"value":15,"toc":65},"minimark",[16,21,25,29,32,36,39,62],[17,18,20],"h2",{"id":19},"the-cost-of-unchecked-token-consumption","The Cost of Unchecked Token Consumption",[22,23,24],"p",{},"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.",[17,26,28],{"id":27},"implementing-an-ai-gateway-and-model-routing","Implementing an AI Gateway and Model Routing",[22,30,31],{},"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.",[17,33,35],{"id":34},"measuring-ai-roi-and-productivity","Measuring AI ROI and Productivity",[22,37,38],{},"Beyond technical routing, Rippling implemented a management framework to ensure AI spend correlates with actual output. The AI Spend Console provides dashboards that track:",[40,41,42,50,56],"ul",{},[43,44,45,49],"li",{},[46,47,48],"strong",{},"Individual and Team Spend:"," Mapping consumption to specific roles.",[43,51,52,55],{},[46,53,54],{},"Productivity Metrics:"," Correlating token usage with tangible outputs, such as lines of code or pull requests.",[43,57,58,61],{},[46,59,60],{},"Quality Control:"," Identifying high-spend engineers whose code frequently requires rework, signaling inefficient AI usage.",[22,63,64],{},"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":68},"",2,[69,70,71],{"id":19,"depth":67,"text":20},{"id":27,"depth":67,"text":28},{"id":34,"depth":67,"text":35},[73],"AI Automation",null,"md",false,{"content_references":78,"triage":92},[79,84,88,90],{"type":80,"title":81,"url":82,"context":83},"tool","AI Spend Console","https:\u002F\u002Fwww.rippling.com\u002Fblog\u002Fintroducing-ai-spend-console","reviewed",{"type":80,"title":85,"url":86,"context":87},"Cursor","https:\u002F\u002Fcursor.com","mentioned",{"type":80,"title":89,"context":87},"Grok",{"type":80,"title":91,"context":87},"GLM 5.2",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":96},5,4,4.35,"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.",true,"\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":5,"description":66},{"loc":98},"be14a2322dfb38a7","TechCrunch — AI","article","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",[109,110,111,112],"ai-tools","saas","automation","product-strategy","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",[117,120,123,125,128,130,132,135,137,139,141,144,146,148,150,152,155,157,159,161,163,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,209,212,214,216,218,220,222,224,226,228,230,232,234,236,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,276,278,280,282,284,286,288,290,292,294,296,298,300,302,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,364,366,368,370,372,374,376,378,380,382,384,387,389,391,393,395,397,399,401,403,405,407,409,411,413,416,418,420,422,424,426,428,430,432,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,490,492,494,497,499,501,503,505,507,509,511,513,515,517,519,521,523,526,528,530,532,534,536,538,540,542,544,546,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,808,810,812,814,816,819,821,823,825,827,829,831,833,835,837,839,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292],{"categories":118},[119],"AI & LLMs",{"categories":121},[122],"Developer Productivity",{"categories":124},[119],{"categories":126},[127],"Business & SaaS",{"categories":129},[119],{"categories":131},[73],{"categories":133},[134],"Product Strategy",{"categories":136},[119],{"categories":138},[122],{"categories":140},[73],{"categories":142},[143],"Software Engineering",{"categories":145},[119],{"categories":147},[127],{"categories":149},[],{"categories":151},[119],{"categories":153},[154],"Inference & Serving",{"categories":156},[119],{"categories":158},[119],{"categories":160},[73],{"categories":162},[],{"categories":164},[165],"AI News & Trends",{"categories":167},[73],{"categories":169},[119],{"categories":171},[119],{"categories":173},[127],{"categories":175},[122],{"categories":177},[119],{"categories":179},[73],{"categories":181},[165],{"categories":183},[73],{"categories":185},[73],{"categories":187},[119],{"categories":189},[73],{"categories":191},[119],{"categories":193},[119],{"categories":195},[119],{"categories":197},[165],{"categories":199},[119],{"categories":201},[119],{"categories":203},[119],{"categories":205},[],{"categories":207},[208],"Design & Frontend",{"categories":210},[211],"Data Science & Visualization",{"categories":213},[165],{"categories":215},[119],{"categories":217},[119],{"categories":219},[119],{"categories":221},[],{"categories":223},[119],{"categories":225},[119],{"categories":227},[73],{"categories":229},[143],{"categories":231},[119],{"categories":233},[73],{"categories":235},[119],{"categories":237},[238],"Marketing & Growth",{"categories":240},[208],{"categories":242},[119],{"categories":244},[73],{"categories":246},[119],{"categories":248},[143],{"categories":250},[],{"categories":252},[],{"categories":254},[208],{"categories":256},[119],{"categories":258},[73],{"categories":260},[122],{"categories":262},[143],{"categories":264},[73],{"categories":266},[208],{"categories":268},[134],{"categories":270},[119],{"categories":272},[143],{"categories":274},[275],"DevOps & Cloud",{"categories":277},[73],{"categories":279},[134],{"categories":281},[165],{"categories":283},[119],{"categories":285},[],{"categories":287},[119],{"categories":289},[119],{"categories":291},[],{"categories":293},[73],{"categories":295},[143],{"categories":297},[],{"categories":299},[143],{"categories":301},[119],{"categories":303},[304],"Governance & Standards",{"categories":306},[127],{"categories":308},[],{"categories":310},[],{"categories":312},[119],{"categories":314},[119],{"categories":316},[73],{"categories":318},[119],{"categories":320},[119],{"categories":322},[73],{"categories":324},[119],{"categories":326},[119],{"categories":328},[119],{"categories":330},[],{"categories":332},[143],{"categories":334},[],{"categories":336},[],{"categories":338},[143],{"categories":340},[],{"categories":342},[143],{"categories":344},[119],{"categories":346},[119],{"categories":348},[238],{"categories":350},[119],{"categories":352},[208],{"categories":354},[208],{"categories":356},[119],{"categories":358},[143],{"categories":360},[73],{"categories":362},[363],"GovTech & Public-Sector Adoption",{"categories":365},[143],{"categories":367},[119],{"categories":369},[119],{"categories":371},[119],{"categories":373},[73],{"categories":375},[73],{"categories":377},[211],{"categories":379},[119],{"categories":381},[165],{"categories":383},[73],{"categories":385},[386],"Legal AI Tools",{"categories":388},[119],{"categories":390},[73],{"categories":392},[238],{"categories":394},[73],{"categories":396},[134],{"categories":398},[143],{"categories":400},[363],{"categories":402},[],{"categories":404},[73],{"categories":406},[],{"categories":408},[127],{"categories":410},[73],{"categories":412},[73],{"categories":414},[415],"RAG & Retrieval",{"categories":417},[127],{"categories":419},[119],{"categories":421},[143],{"categories":423},[143],{"categories":425},[275],{"categories":427},[208],{"categories":429},[119],{"categories":431},[],{"categories":433},[434],"Agents & Orchestration",{"categories":436},[143],{"categories":438},[119],{"categories":440},[],{"categories":442},[73],{"categories":444},[127],{"categories":446},[],{"categories":448},[119],{"categories":450},[],{"categories":452},[119],{"categories":454},[122],{"categories":456},[143],{"categories":458},[127],{"categories":460},[119],{"categories":462},[73],{"categories":464},[119],{"categories":466},[165],{"categories":468},[119],{"categories":470},[],{"categories":472},[119],{"categories":474},[],{"categories":476},[143],{"categories":478},[119],{"categories":480},[211],{"categories":482},[],{"categories":484},[119],{"categories":486},[208],{"categories":488},[489],"Models & Frontier Labs",{"categories":491},[],{"categories":493},[208],{"categories":495},[496],"Regulation & Governance of AI",{"categories":498},[73],{"categories":500},[],{"categories":502},[119],{"categories":504},[119],{"categories":506},[73],{"categories":508},[165],{"categories":510},[127],{"categories":512},[119],{"categories":514},[],{"categories":516},[143],{"categories":518},[73],{"categories":520},[119],{"categories":522},[134],{"categories":524},[525],"AI Policy & Regulation",{"categories":527},[],{"categories":529},[119],{"categories":531},[134],{"categories":533},[73],{"categories":535},[119],{"categories":537},[119],{"categories":539},[119],{"categories":541},[73],{"categories":543},[],{"categories":545},[211],{"categories":547},[548],"Evals & Reliability",{"categories":550},[119],{"categories":552},[],{"categories":554},[122],{"categories":556},[363],{"categories":558},[525],{"categories":560},[119],{"categories":562},[127],{"categories":564},[119],{"categories":566},[73],{"categories":568},[119],{"categories":570},[73],{"categories":572},[434],{"categories":574},[119],{"categories":576},[143],{"categories":578},[119],{"categories":580},[],{"categories":582},[],{"categories":584},[119],{"categories":586},[363],{"categories":588},[119],{"categories":590},[119],{"categories":592},[119],{"categories":594},[],{"categories":596},[208],{"categories":598},[],{"categories":600},[119],{"categories":602},[],{"categories":604},[73],{"categories":606},[119],{"categories":608},[208],{"categories":610},[],{"categories":612},[119],{"categories":614},[73],{"categories":616},[119],{"categories":618},[127],{"categories":620},[73],{"categories":622},[119],{"categories":624},[119],{"categories":626},[143],{"categories":628},[208],{"categories":630},[119],{"categories":632},[73],{"categories":634},[],{"categories":636},[143],{"categories":638},[73],{"categories":640},[211],{"categories":642},[],{"categories":644},[119],{"categories":646},[165],{"categories":648},[119],{"categories":650},[],{"categories":652},[119],{"categories":654},[119],{"categories":656},[119],{"categories":658},[127,238],{"categories":660},[],{"categories":662},[119],{"categories":664},[119],{"categories":666},[73],{"categories":668},[],{"categories":670},[],{"categories":672},[119],{"categories":674},[208],{"categories":676},[119],{"categories":678},[],{"categories":680},[119],{"categories":682},[275],{"categories":684},[],{"categories":686},[73],{"categories":688},[165],{"categories":690},[119],{"categories":692},[119],{"categories":694},[208],{"categories":696},[],{"categories":698},[165],{"categories":700},[119],{"categories":702},[154],{"categories":704},[119],{"categories":706},[73],{"categories":708},[165],{"categories":710},[489],{"categories":712},[119],{"categories":714},[238],{"categories":716},[],{"categories":718},[73],{"categories":720},[127],{"categories":722},[143],{"categories":724},[119],{"categories":726},[73],{"categories":728},[],{"categories":730},[119,275],{"categories":732},[119],{"categories":734},[119],{"categories":736},[119],{"categories":738},[73],{"categories":740},[119,143],{"categories":742},[211],{"categories":744},[119],{"categories":746},[119],{"categories":748},[143],{"categories":750},[119],{"categories":752},[73],{"categories":754},[525],{"categories":756},[238],{"categories":758},[119],{"categories":760},[73],{"categories":762},[119],{"categories":764},[119],{"categories":766},[73],{"categories":768},[],{"categories":770},[73],{"categories":772},[119],{"categories":774},[119],{"categories":776},[73],{"categories":778},[119],{"categories":780},[119,127],{"categories":782},[127],{"categories":784},[],{"categories":786},[208],{"categories":788},[208],{"categories":790},[119],{"categories":792},[],{"categories":794},[],{"categories":796},[165],{"categories":798},[],{"categories":800},[122],{"categories":802},[119],{"categories":804},[143],{"categories":806},[807],"Generative UI & Design-to-Code",{"categories":809},[119],{"categories":811},[119],{"categories":813},[208],{"categories":815},[119],{"categories":817},[818],"Algorithmic Accountability",{"categories":820},[73],{"categories":822},[143],{"categories":824},[165],{"categories":826},[208],{"categories":828},[],{"categories":830},[134],{"categories":832},[119],{"categories":834},[119],{"categories":836},[119],{"categories":838},[73],{"categories":840},[841],"MLOps & Infrastructure",{"categories":843},[119],{"categories":845},[119],{"categories":847},[119],{"categories":849},[119],{"categories":851},[119],{"categories":853},[165],{"categories":855},[122],{"categories":857},[119],{"categories":859},[73],{"categories":861},[275],{"categories":863},[119],{"categories":865},[127],{"categories":867},[119],{"categories":869},[208],{"categories":871},[119],{"categories":873},[119],{"categories":875},[73],{"categories":877},[],{"categories":879},[],{"categories":881},[119],{"categories":883},[154],{"categories":885},[208],{"categories":887},[165],{"categories":889},[211],{"categories":891},[],{"categories":893},[119],{"categories":895},[119],{"categories":897},[127],{"categories":899},[73],{"categories":901},[119],{"categories":903},[119],{"categories":905},[119],{"categories":907},[165],{"categories":909},[154],{"categories":911},[119],{"categories":913},[208],{"categories":915},[119],{"categories":917},[],{"categories":919},[73],{"categories":921},[143],{"categories":923},[],{"categories":925},[119],{"categories":927},[119],{"categories":929},[73],{"categories":931},[143],{"categories":933},[119],{"categories":935},[211],{"categories":937},[],{"categories":939},[119],{"categories":941},[],{"categories":943},[119],{"categories":945},[],{"categories":947},[134],{"categories":949},[127],{"categories":951},[73],{"categories":953},[73],{"categories":955},[],{"categories":957},[122],{"categories":959},[119],{"categories":961},[119],{"categories":963},[127],{"categories":965},[165],{"categories":967},[122],{"categories":969},[],{"categories":971},[119],{"categories":973},[],{"categories":975},[],{"categories":977},[165],{"categories":979},[165],{"categories":981},[],{"categories":983},[434],{"categories":985},[119],{"categories":987},[208],{"categories":989},[143],{"categories":991},[],{"categories":993},[386],{"categories":995},[73],{"categories":997},[127],{"categories":999},[],{"categories":1001},[],{"categories":1003},[122],{"categories":1005},[211],{"categories":1007},[],{"categories":1009},[238],{"categories":1011},[73],{"categories":1013},[127],{"categories":1015},[73],{"categories":1017},[127],{"categories":1019},[143],{"categories":1021},[],{"categories":1023},[154],{"categories":1025},[134],{"categories":1027},[119],{"categories":1029},[208],{"categories":1031},[143],{"categories":1033},[127],{"categories":1035},[119],{"categories":1037},[73],{"categories":1039},[127],{"categories":1041},[119],{"categories":1043},[119],{"categories":1045},[119],{"categories":1047},[119],{"categories":1049},[],{"categories":1051},[],{"categories":1053},[143],{"categories":1055},[211],{"categories":1057},[134],{"categories":1059},[119],{"categories":1061},[73],{"categories":1063},[143],{"categories":1065},[119],{"categories":1067},[],{"categories":1069},[165],{"categories":1071},[134],{"categories":1073},[119],{"categories":1075},[548],{"categories":1077},[275],{"categories":1079},[],{"categories":1081},[73],{"categories":1083},[],{"categories":1085},[122],{"categories":1087},[],{"categories":1089},[119],{"categories":1091},[119],{"categories":1093},[208],{"categories":1095},[238],{"categories":1097},[143],{"categories":1099},[73],{"categories":1101},[],{"categories":1103},[143],{"categories":1105},[119],{"categories":1107},[122],{"categories":1109},[],{"categories":1111},[127],{"categories":1113},[119],{"categories":1115},[165],{"categories":1117},[119,275],{"categories":1119},[119],{"categories":1121},[1122],"Design Systems for AI",{"categories":1124},[119],{"categories":1126},[119],{"categories":1128},[165],{"categories":1130},[119],{"categories":1132},[119],{"categories":1134},[119],{"categories":1136},[127],{"categories":1138},[119],{"categories":1140},[119],{"categories":1142},[119],{"categories":1144},[],{"categories":1146},[119],{"categories":1148},[119],{"categories":1150},[127],{"categories":1152},[119],{"categories":1154},[],{"categories":1156},[73],{"categories":1158},[143],{"categories":1160},[165],{"categories":1162},[143],{"categories":1164},[119],{"categories":1166},[208],{"categories":1168},[165],{"categories":1170},[211],{"categories":1172},[119],{"categories":1174},[119],{"categories":1176},[73],{"categories":1178},[122],{"categories":1180},[525],{"categories":1182},[119],{"categories":1184},[73],{"categories":1186},[119],{"categories":1188},[143],{"categories":1190},[143],{"categories":1192},[],{"categories":1194},[],{"categories":1196},[73],{"categories":1198},[134],{"categories":1200},[],{"categories":1202},[119],{"categories":1204},[],{"categories":1206},[208],{"categories":1208},[73],{"categories":1210},[143],{"categories":1212},[208],{"categories":1214},[119],{"categories":1216},[119],{"categories":1218},[208],{"categories":1220},[],{"categories":1222},[],{"categories":1224},[165],{"categories":1226},[73],{"categories":1228},[73],{"categories":1230},[119],{"categories":1232},[119],{"categories":1234},[119],{"categories":1236},[119],{"categories":1238},[127],{"categories":1240},[119],{"categories":1242},[119],{"categories":1244},[],{"categories":1246},[143],{"categories":1248},[143],{"categories":1250},[119],{"categories":1252},[143],{"categories":1254},[127],{"categories":1256},[],{"categories":1258},[119],{"categories":1260},[119],{"categories":1262},[119],{"categories":1264},[119],{"categories":1266},[73],{"categories":1268},[122],{"categories":1270},[127],{"categories":1272},[119],{"categories":1274},[165],{"categories":1276},[73],{"categories":1278},[154],{"categories":1280},[238],{"categories":1282},[119],{"categories":1284},[73],{"categories":1286},[119],{"categories":1288},[],{"categories":1290},[208],{"categories":1292},[],{"categories":1294},[119],{"categories":1296},[119],{"categories":1298},[],{"categories":1300},[143],{"categories":1302},[127],{"categories":1304},[1305],"Visual & Generative Media",{"categories":1307},[73],{"categories":1309},[],{"categories":1311},[119],{"categories":1313},[119],{"categories":1315},[143],{"categories":1317},[275],{"categories":1319},[211],{"categories":1321},[525],{"categories":1323},[143],{"categories":1325},[238],{"categories":1327},[119],{"categories":1329},[208],{"categories":1331},[119],{"categories":1333},[119],{"categories":1335},[143],{"categories":1337},[73],{"categories":1339},[119],{"categories":1341},[],{"categories":1343},[],{"categories":1345},[73],{"categories":1347},[143],{"categories":1349},[122],{"categories":1351},[73],{"categories":1353},[489],{"categories":1355},[119],{"categories":1357},[134],{"categories":1359},[119],{"categories":1361},[127],{"categories":1363},[],{"categories":1365},[119],{"categories":1367},[134],{"categories":1369},[119],{"categories":1371},[119],{"categories":1373},[119],{"categories":1375},[134],{"categories":1377},[119],{"categories":1379},[119],{"categories":1381},[238],{"categories":1383},[119],{"categories":1385},[434],{"categories":1387},[119],{"categories":1389},[73],{"categories":1391},[119],{"categories":1393},[119],{"categories":1395},[119],{"categories":1397},[119],{"categories":1399},[208],{"categories":1401},[73],{"categories":1403},[],{"categories":1405},[73],{"categories":1407},[],{"categories":1409},[275],{"categories":1411},[143],{"categories":1413},[],{"categories":1415},[489],{"categories":1417},[119],{"categories":1419},[73],{"categories":1421},[119],{"categories":1423},[208,119],{"categories":1425},[122],{"categories":1427},[119],{"categories":1429},[],{"categories":1431},[119],{"categories":1433},[122],{"categories":1435},[1436],"Medical Imaging & Radiology",{"categories":1438},[119],{"categories":1440},[208],{"categories":1442},[73],{"categories":1444},[143],{"categories":1446},[],{"categories":1448},[119],{"categories":1450},[119],{"categories":1452},[119],{"categories":1454},[],{"categories":1456},[],{"categories":1458},[119],{"categories":1460},[434],{"categories":1462},[119],{"categories":1464},[122],{"categories":1466},[119],{"categories":1468},[119],{"categories":1470},[],{"categories":1472},[73],{"categories":1474},[119],{"categories":1476},[134],{"categories":1478},[143],{"categories":1480},[119],{"categories":1482},[434],{"categories":1484},[119],{"categories":1486},[73],{"categories":1488},[119],{"categories":1490},[208],{"categories":1492},[73],{"categories":1494},[275],{"categories":1496},[208],{"categories":1498},[127],{"categories":1500},[73],{"categories":1502},[165],{"categories":1504},[119],{"categories":1506},[119],{"categories":1508},[134],{"categories":1510},[119],{"categories":1512},[119],{"categories":1514},[119],{"categories":1516},[73],{"categories":1518},[143],{"categories":1520},[143],{"categories":1522},[119],{"categories":1524},[134],{"categories":1526},[],{"categories":1528},[165],{"categories":1530},[],{"categories":1532},[134],{"categories":1534},[73],{"categories":1536},[119],{"categories":1538},[73],{"categories":1540},[1122],{"categories":1542},[1122],{"categories":1544},[208],{"categories":1546},[119],{"categories":1548},[119],{"categories":1550},[73],{"categories":1552},[143],{"categories":1554},[208],{"categories":1556},[73],{"categories":1558},[165],{"categories":1560},[],{"categories":1562},[119],{"categories":1564},[],{"categories":1566},[119],{"categories":1568},[119],{"categories":1570},[119],{"categories":1572},[73],{"categories":1574},[1575],"Contract Review & E-Discovery",{"categories":1577},[119],{"categories":1579},[208],{"categories":1581},[119],{"categories":1583},[122],{"categories":1585},[165],{"categories":1587},[119],{"categories":1589},[119],{"categories":1591},[238],{"categories":1593},[143],{"categories":1595},[119],{"categories":1597},[119],{"categories":1599},[73],{"categories":1601},[73],{"categories":1603},[818],{"categories":1605},[119],{"categories":1607},[119],{"categories":1609},[73],{"categories":1611},[73],{"categories":1613},[119],{"categories":1615},[119],{"categories":1617},[73],{"categories":1619},[119],{"categories":1621},[119],{"categories":1623},[434],{"categories":1625},[415],{"categories":1627},[119],{"categories":1629},[73],{"categories":1631},[119],{"categories":1633},[1634],"Law-Firm Practice & Adoption",{"categories":1636},[119],{"categories":1638},[73],{"categories":1640},[208],{"categories":1642},[119],{"categories":1644},[119],{"categories":1646},[119],{"categories":1648},[],{"categories":1650},[],{"categories":1652},[143],{"categories":1654},[],{"categories":1656},[73],{"categories":1658},[122],{"categories":1660},[275],{"categories":1662},[119],{"categories":1664},[],{"categories":1666},[122],{"categories":1668},[127],{"categories":1670},[119],{"categories":1672},[238],{"categories":1674},[],{"categories":1676},[127],{"categories":1678},[127],{"categories":1680},[],{"categories":1682},[119],{"categories":1684},[119],{"categories":1686},[143],{"categories":1688},[],{"categories":1690},[],{"categories":1692},[],{"categories":1694},[],{"categories":1696},[119],{"categories":1698},[73],{"categories":1700},[275],{"categories":1702},[119],{"categories":1704},[122],{"categories":1706},[143],{"categories":1708},[119],{"categories":1710},[119],{"categories":1712},[143],{"categories":1714},[134],{"categories":1716},[119],{"categories":1718},[119],{"categories":1720},[119],{"categories":1722},[841],{"categories":1724},[119],{"categories":1726},[119],{"categories":1728},[238],{"categories":1730},[143],{"categories":1732},[127],{"categories":1734},[119],{"categories":1736},[119],{"categories":1738},[208],{"categories":1740},[119],{"categories":1742},[119],{"categories":1744},[119],{"categories":1746},[73],{"categories":1748},[119,122],{"categories":1750},[434],{"categories":1752},[119],{"categories":1754},[119],{"categories":1756},[143],{"categories":1758},[143],{"categories":1760},[208],{"categories":1762},[73],{"categories":1764},[143],{"categories":1766},[119],{"categories":1768},[119],{"categories":1770},[],{"categories":1772},[],{"categories":1774},[119],{"categories":1776},[],{"categories":1778},[119],{"categories":1780},[143],{"categories":1782},[211],{"categories":1784},[165],{"categories":1786},[208],{"categories":1788},[119],{"categories":1790},[119],{"categories":1792},[143],{"categories":1794},[],{"categories":1796},[73],{"categories":1798},[119],{"categories":1800},[119],{"categories":1802},[119],{"categories":1804},[119],{"categories":1806},[],{"categories":1808},[73],{"categories":1810},[119],{"categories":1812},[119],{"categories":1814},[],{"categories":1816},[73],{"categories":1818},[119],{"categories":1820},[119],{"categories":1822},[127],{"categories":1824},[119],{"categories":1826},[],{"categories":1828},[122],{"categories":1830},[119],{"categories":1832},[119],{"categories":1834},[208],{"categories":1836},[143],{"categories":1838},[119],{"categories":1840},[122],{"categories":1842},[119],{"categories":1844},[143],{"categories":1846},[238],{"categories":1848},[73],{"categories":1850},[73],{"categories":1852},[119],{"categories":1854},[119],{"categories":1856},[119,208],{"categories":1858},[119],{"categories":1860},[165],{"categories":1862},[119],{"categories":1864},[165],{"categories":1866},[73],{"categories":1868},[208],{"categories":1870},[],{"categories":1872},[143],{"categories":1874},[275],{"categories":1876},[208],{"categories":1878},[143],{"categories":1880},[119],{"categories":1882},[134],{"categories":1884},[119],{"categories":1886},[119],{"categories":1888},[73],{"categories":1890},[],{"categories":1892},[],{"categories":1894},[119],{"categories":1896},[],{"categories":1898},[],{"categories":1900},[134],{"categories":1902},[143],{"categories":1904},[119],{"categories":1906},[73],{"categories":1908},[73],{"categories":1910},[127],{"categories":1912},[73],{"categories":1914},[275],{"categories":1916},[119],{"categories":1918},[119],{"categories":1920},[154],{"categories":1922},[119],{"categories":1924},[119],{"categories":1926},[143],{"categories":1928},[73],{"categories":1930},[119],{"categories":1932},[119],{"categories":1934},[386],{"categories":1936},[818],{"categories":1938},[],{"categories":1940},[208],{"categories":1942},[1634],{"categories":1944},[143],{"categories":1946},[],{"categories":1948},[],{"categories":1950},[73],{"categories":1952},[],{"categories":1954},[],{"categories":1956},[119],{"categories":1958},[238],{"categories":1960},[119],{"categories":1962},[238],{"categories":1964},[73],{"categories":1966},[119],{"categories":1968},[143],{"categories":1970},[134],{"categories":1972},[],{"categories":1974},[119],{"categories":1976},[119],{"categories":1978},[143],{"categories":1980},[1575],{"categories":1982},[208],{"categories":1984},[208],{"categories":1986},[119],{"categories":1988},[73],{"categories":1990},[122],{"categories":1992},[119],{"categories":1994},[119],{"categories":1996},[119],{"categories":1998},[208],{"categories":2000},[208],{"categories":2002},[73],{"categories":2004},[73],{"categories":2006},[73],{"categories":2008},[119],{"categories":2010},[119],{"categories":2012},[],{"categories":2014},[119],{"categories":2016},[],{"categories":2018},[2019],"Interaction & Product Design",{"categories":2021},[119],{"categories":2023},[73],{"categories":2025},[304],{"categories":2027},[165],{"categories":2029},[143],{"categories":2031},[119],{"categories":2033},[119],{"categories":2035},[143],{"categories":2037},[122],{"categories":2039},[73],{"categories":2041},[119],{"categories":2043},[],{"categories":2045},[73],{"categories":2047},[73],{"categories":2049},[],{"categories":2051},[143],{"categories":2053},[119],{"categories":2055},[122],{"categories":2057},[2019],{"categories":2059},[119],{"categories":2061},[122],{"categories":2063},[122],{"categories":2065},[],{"categories":2067},[143],{"categories":2069},[],{"categories":2071},[73],{"categories":2073},[165],{"categories":2075},[119],{"categories":2077},[73],{"categories":2079},[119],{"categories":2081},[73],{"categories":2083},[119],{"categories":2085},[119],{"categories":2087},[165],{"categories":2089},[211],{"categories":2091},[119],{"categories":2093},[134],{"categories":2095},[143],{"categories":2097},[2098],"Coding Agents & Dev Productivity",{"categories":2100},[165],{"categories":2102},[208],{"categories":2104},[119],{"categories":2106},[119],{"categories":2108},[],{"categories":2110},[119],{"categories":2112},[818],{"categories":2114},[],{"categories":2116},[119],{"categories":2118},[275],{"categories":2120},[119],{"categories":2122},[165],{"categories":2124},[],{"categories":2126},[],{"categories":2128},[119],{"categories":2130},[],{"categories":2132},[73],{"categories":2134},[119],{"categories":2136},[],{"categories":2138},[143],{"categories":2140},[143],{"categories":2142},[119],{"categories":2144},[211],{"categories":2146},[],{"categories":2148},[119],{"categories":2150},[119],{"categories":2152},[119],{"categories":2154},[211],{"categories":2156},[143],{"categories":2158},[],{"categories":2160},[],{"categories":2162},[119],{"categories":2164},[119],{"categories":2166},[73],{"categories":2168},[73],{"categories":2170},[363],{"categories":2172},[143],{"categories":2174},[143],{"categories":2176},[73],{"categories":2178},[165],{"categories":2180},[165],{"categories":2182},[73],{"categories":2184},[73],{"categories":2186},[119],{"categories":2188},[122],{"categories":2190},[2019],{"categories":2192},[119,275],{"categories":2194},[211],{"categories":2196},[],{"categories":2198},[208],{"categories":2200},[143],{"categories":2202},[122],{"categories":2204},[119],{"categories":2206},[73],{"categories":2208},[2209],"The Designer's Role & Craft",{"categories":2211},[208],{"categories":2213},[],{"categories":2215},[73],{"categories":2217},[119],{"categories":2219},[73],{"categories":2221},[73],{"categories":2223},[119],{"categories":2225},[238],{"categories":2227},[119],{"categories":2229},[143],{"categories":2231},[119],{"categories":2233},[208],{"categories":2235},[119],{"categories":2237},[],{"categories":2239},[73],{"categories":2241},[208],{"categories":2243},[119],{"categories":2245},[119],{"categories":2247},[119],{"categories":2249},[2250],"AI UX Patterns",{"categories":2252},[73],{"categories":2254},[73],{"categories":2256},[73],{"categories":2258},[73],{"categories":2260},[238],{"categories":2262},[211],{"categories":2264},[119],{"categories":2266},[73],{"categories":2268},[119],{"categories":2270},[1122],{"categories":2272},[],{"categories":2274},[238],{"categories":2276},[73],{"categories":2278},[165],{"categories":2280},[143],{"categories":2282},[119],{"categories":2284},[73],{"categories":2286},[],{"categories":2288},[],{"categories":2290},[119],{"categories":2292},[73],{"categories":2294},[119],{"categories":2296},[73],{"categories":2298},[363],{"categories":2300},[208],{"categories":2302},[165],{"categories":2304},[143],{"categories":2306},[119],{"categories":2308},[73],{"categories":2310},[73],{"categories":2312},[],{"categories":2314},[119],{"categories":2316},[],{"categories":2318},[],{"categories":2320},[119],{"categories":2322},[119],{"categories":2324},[119],{"categories":2326},[73],{"categories":2328},[143],{"categories":2330},[],{"categories":2332},[],{"categories":2334},[211],{"categories":2336},[154],{"categories":2338},[119],{"categories":2340},[211],{"categories":2342},[165],{"categories":2344},[119],{"categories":2346},[119],{"categories":2348},[73],{"categories":2350},[119],{"categories":2352},[73],{"categories":2354},[119],{"categories":2356},[119],{"categories":2358},[73],{"categories":2360},[],{"categories":2362},[],{"categories":2364},[119],{"categories":2366},[275],{"categories":2368},[119],{"categories":2370},[],{"categories":2372},[],{"categories":2374},[208],{"categories":2376},[841],{"categories":2378},[73],{"categories":2380},[122],{"categories":2382},[2209],{"categories":2384},[],{"categories":2386},[],{"categories":2388},[119],{"categories":2390},[],{"categories":2392},[],{"categories":2394},[143],{"categories":2396},[165],{"categories":2398},[238],{"categories":2400},[127],{"categories":2402},[119],{"categories":2404},[119],{"categories":2406},[127],{"categories":2408},[],{"categories":2410},[208],{"categories":2412},[134],{"categories":2414},[119],{"categories":2416},[119],{"categories":2418},[73],{"categories":2420},[127],{"categories":2422},[119],{"categories":2424},[119],{"categories":2426},[122],{"categories":2428},[119],{"categories":2430},[],{"categories":2432},[122],{"categories":2434},[119],{"categories":2436},[238],{"categories":2438},[73],{"categories":2440},[165],{"categories":2442},[119],{"categories":2444},[119],{"categories":2446},[119],{"categories":2448},[127],{"categories":2450},[119],{"categories":2452},[119],{"categories":2454},[119],{"categories":2456},[73],{"categories":2458},[],{"categories":2460},[119],{"categories":2462},[143],{"categories":2464},[122],{"categories":2466},[119],{"categories":2468},[119],{"categories":2470},[119],{"categories":2472},[],{"categories":2474},[119],{"categories":2476},[434],{"categories":2478},[127],{"categories":2480},[165],{"categories":2482},[119],{"categories":2484},[119],{"categories":2486},[],{"categories":2488},[127],{"categories":2490},[127],{"categories":2492},[119],{"categories":2494},[119],{"categories":2496},[134],{"categories":2498},[119],{"categories":2500},[119],{"categories":2502},[119],{"categories":2504},[143],{"categories":2506},[143],{"categories":2508},[119],{"categories":2510},[],{"categories":2512},[143],{"categories":2514},[119],{"categories":2516},[143],{"categories":2518},[73],{"categories":2520},[525],{"categories":2522},[],{"categories":2524},[],{"categories":2526},[119],{"categories":2528},[165],{"categories":2530},[],{"categories":2532},[275],{"categories":2534},[119],{"categories":2536},[119],{"categories":2538},[208],{"categories":2540},[807],{"categories":2542},[],{"categories":2544},[119],{"categories":2546},[119],{"categories":2548},[119],{"categories":2550},[143],{"categories":2552},[119],{"categories":2554},[119],{"categories":2556},[119,275],{"categories":2558},[119],{"categories":2560},[119],{"categories":2562},[208],{"categories":2564},[73],{"categories":2566},[],{"categories":2568},[73],{"categories":2570},[73],{"categories":2572},[119],{"categories":2574},[119],{"categories":2576},[119],{"categories":2578},[211],{"categories":2580},[119],{"categories":2582},[2250],{"categories":2584},[122],{"categories":2586},[211],{"categories":2588},[122],{"categories":2590},[143],{"categories":2592},[208],{"categories":2594},[73],{"categories":2596},[119],{"categories":2598},[],{"categories":2600},[127],{"categories":2602},[119],{"categories":2604},[119],{"categories":2606},[165],{"categories":2608},[119],{"categories":2610},[119],{"categories":2612},[73],{"categories":2614},[119],{"categories":2616},[119],{"categories":2618},[127],{"categories":2620},[],{"categories":2622},[275],{"categories":2624},[119],{"categories":2626},[363],{"categories":2628},[208],{"categories":2630},[208],{"categories":2632},[143],{"categories":2634},[73],{"categories":2636},[119],{"categories":2638},[127],{"categories":2640},[165],{"categories":2642},[119],{"categories":2644},[119],{"categories":2646},[208],{"categories":2648},[73],{"categories":2650},[119],{"categories":2652},[119],{"categories":2654},[489],{"categories":2656},[],{"categories":2658},[119],{"categories":2660},[119],{"categories":2662},[119],{"categories":2664},[],{"categories":2666},[],{"categories":2668},[119],{"categories":2670},[119],{"categories":2672},[73],{"categories":2674},[119],{"categories":2676},[119],{"categories":2678},[119],{"categories":2680},[143],{"categories":2682},[119],{"categories":2684},[119],{"categories":2686},[73],{"categories":2688},[119],{"categories":2690},[119],{"categories":2692},[119],{"categories":2694},[119],{"categories":2696},[119],{"categories":2698},[],{"categories":2700},[143],{"categories":2702},[211],{"categories":2704},[119],{"categories":2706},[73],{"categories":2708},[119],{"categories":2710},[],{"categories":2712},[],{"categories":2714},[119],{"categories":2716},[119],{"categories":2718},[119],{"categories":2720},[165],{"categories":2722},[],{"categories":2724},[119],{"categories":2726},[208],{"categories":2728},[119],{"categories":2730},[275],{"categories":2732},[1634],{"categories":2734},[165],{"categories":2736},[143],{"categories":2738},[143],{"categories":2740},[143],{"categories":2742},[119],{"categories":2744},[165],{"categories":2746},[165],{"categories":2748},[275],{"categories":2750},[],{"categories":2752},[165],{"categories":2754},[119],{"categories":2756},[122],{"categories":2758},[143],{"categories":2760},[119],{"categories":2762},[165],{"categories":2764},[],{"categories":2766},[119],{"categories":2768},[143],{"categories":2770},[143],{"categories":2772},[211],{"categories":2774},[119],{"categories":2776},[165],{"categories":2778},[119],{"categories":2780},[143],{"categories":2782},[73],{"categories":2784},[165],{"categories":2786},[73],{"categories":2788},[275],{"categories":2790},[73],{"categories":2792},[119],{"categories":2794},[119],{"categories":2796},[143],{"categories":2798},[119],{"categories":2800},[],{"categories":2802},[73],{"categories":2804},[127],{"categories":2806},[143],{"categories":2808},[],{"categories":2810},[],{"categories":2812},[119],{"categories":2814},[73],{"categories":2816},[119],{"categories":2818},[2819],"Frameworks & Tooling",{"categories":2821},[119],{"categories":2823},[119],{"categories":2825},[143],{"categories":2827},[119],{"categories":2829},[119],{"categories":2831},[],{"categories":2833},[211],{"categories":2835},[211],{"categories":2837},[122],{"categories":2839},[73],{"categories":2841},[119],{"categories":2843},[208],{"categories":2845},[],{"categories":2847},[1634],{"categories":2849},[119],{"categories":2851},[143],{"categories":2853},[119],{"categories":2855},[275],{"categories":2857},[275],{"categories":2859},[],{"categories":2861},[73],{"categories":2863},[165],{"categories":2865},[165],{"categories":2867},[119],{"categories":2869},[73],{"categories":2871},[],{"categories":2873},[208],{"categories":2875},[119],{"categories":2877},[119],{"categories":2879},[],{"categories":2881},[119],{"categories":2883},[73],{"categories":2885},[119],{"categories":2887},[119],{"categories":2889},[],{"categories":2891},[143],{"categories":2893},[119],{"categories":2895},[143],{"categories":2897},[275],{"categories":2899},[119],{"categories":2901},[119],{"categories":2903},[143],{"categories":2905},[127],{"categories":2907},[119],{"categories":2909},[1634],{"categories":2911},[],{"categories":2913},[73],{"categories":2915},[122],{"categories":2917},[119],{"categories":2919},[122],{"categories":2921},[119],{"categories":2923},[],{"categories":2925},[73],{"categories":2927},[119],{"categories":2929},[2930],"AI Design Tooling",{"categories":2932},[208],{"categories":2934},[119],{"categories":2936},[119],{"categories":2938},[143],{"categories":2940},[208],{"categories":2942},[119],{"categories":2944},[143],{"categories":2946},[165],{"categories":2948},[134],{"categories":2950},[143],{"categories":2952},[119],{"categories":2954},[119],{"categories":2956},[73],{"categories":2958},[],{"categories":2960},[119],{"categories":2962},[119],{"categories":2964},[73],{"categories":2966},[119],{"categories":2968},[119],{"categories":2970},[119],{"categories":2972},[],{"categories":2974},[73],{"categories":2976},[2819],{"categories":2978},[119],{"categories":2980},[73],{"categories":2982},[73],{"categories":2984},[143],{"categories":2986},[143],{"categories":2988},[],{"categories":2990},[143],{"categories":2992},[119],{"categories":2994},[119],{"categories":2996},[73],{"categories":2998},[127],{"categories":3000},[119],{"categories":3002},[],{"categories":3004},[119],{"categories":3006},[119],{"categories":3008},[2019],{"categories":3010},[],{"categories":3012},[119],{"categories":3014},[119],{"categories":3016},[119],{"categories":3018},[119],{"categories":3020},[208],{"categories":3022},[],{"categories":3024},[119],{"categories":3026},[119],{"categories":3028},[119],{"categories":3030},[238],{"categories":3032},[165],{"categories":3034},[119],{"categories":3036},[119],{"categories":3038},[1634],{"categories":3040},[122],{"categories":3042},[119],{"categories":3044},[119],{"categories":3046},[211],{"categories":3048},[119],{"categories":3050},[165],{"categories":3052},[73],{"categories":3054},[],{"categories":3056},[119],{"categories":3058},[119],{"categories":3060},[208],{"categories":3062},[119],{"categories":3064},[238],{"categories":3066},[119],{"categories":3068},[73],{"categories":3070},[],{"categories":3072},[],{"categories":3074},[],{"categories":3076},[122],{"categories":3078},[165],{"categories":3080},[73],{"categories":3082},[119],{"categories":3084},[119],{"categories":3086},[119],{"categories":3088},[119],{"categories":3090},[386],{"categories":3092},[208],{"categories":3094},[73],{"categories":3096},[119],{"categories":3098},[],{"categories":3100},[73],{"categories":3102},[73],{"categories":3104},[],{"categories":3106},[119],{"categories":3108},[73],{"categories":3110},[119],{"categories":3112},[],{"categories":3114},[119],{"categories":3116},[119],{"categories":3118},[165],{"categories":3120},[208],{"categories":3122},[73],{"categories":3124},[208],{"categories":3126},[73],{"categories":3128},[119],{"categories":3130},[127],{"categories":3132},[],{"categories":3134},[],{"categories":3136},[119],{"categories":3138},[119],{"categories":3140},[122],{"categories":3142},[73],{"categories":3144},[165],{"categories":3146},[],{"categories":3148},[208],{"categories":3150},[],{"categories":3152},[143],{"categories":3154},[119],{"categories":3156},[143],{"categories":3158},[208],{"categories":3160},[143],{"categories":3162},[119],{"categories":3164},[],{"categories":3166},[119],{"categories":3168},[119],{"categories":3170},[],{"categories":3172},[119],{"categories":3174},[238],{"categories":3176},[119],{"categories":3178},[275],{"categories":3180},[143],{"categories":3182},[119],{"categories":3184},[],{"categories":3186},[73],{"categories":3188},[119],{"categories":3190},[122],{"categories":3192},[489],{"categories":3194},[119],{"categories":3196},[73],{"categories":3198},[119],{"categories":3200},[73],{"categories":3202},[119],{"categories":3204},[119],{"categories":3206},[],{"categories":3208},[119],{"categories":3210},[122],{"categories":3212},[119],{"categories":3214},[127],{"categories":3216},[143],{"categories":3218},[208],{"categories":3220},[],{"categories":3222},[],{"categories":3224},[],{"categories":3226},[73],{"categories":3228},[143],{"categories":3230},[208],{"categories":3232},[165],{"categories":3234},[119],{"categories":3236},[165],{"categories":3238},[73],{"categories":3240},[208],{"categories":3242},[119],{"categories":3244},[],{"categories":3246},[119],{"categories":3248},[154],{"categories":3250},[73],{"categories":3252},[208],{"categories":3254},[165],{"categories":3256},[127],{"categories":3258},[143],{"categories":3260},[119],{"categories":3262},[119],{"categories":3264},[165],{"categories":3266},[238],{"categories":3268},[],{"categories":3270},[],{"categories":3272},[211],{"categories":3274},[434],{"categories":3276},[119],{"categories":3278},[73],{"categories":3280},[119,143],{"categories":3282},[165],{"categories":3284},[119],{"categories":3286},[119],{"categories":3288},[119],{"categories":3290},[119],{"categories":3292},[73],{"categories":3294},[119],{"categories":3296},[73],{"categories":3298},[119],{"categories":3300},[119],{"categories":3302},[119],{"categories":3304},[],{"categories":3306},[119],{"categories":3308},[1122],{"categories":3310},[143],{"categories":3312},[208],{"categories":3314},[119],{"categories":3316},[119],{"categories":3318},[119],{"categories":3320},[211],{"categories":3322},[73],{"categories":3324},[238],{"categories":3326},[275],{"categories":3328},[],{"categories":3330},[119],{"categories":3332},[127],{"categories":3334},[73],{"categories":3336},[122],{"categories":3338},[73],{"categories":3340},[119],{"categories":3342},[73],{"categories":3344},[134],{"categories":3346},[143],{"categories":3348},[119],{"categories":3350},[119],{"categories":3352},[],{"categories":3354},[],{"categories":3356},[],{"categories":3358},[275],{"categories":3360},[119],{"categories":3362},[165],{"categories":3364},[119],{"categories":3366},[119],{"categories":3368},[119],{"categories":3370},[119],{"categories":3372},[],{"categories":3374},[119],{"categories":3376},[211],{"categories":3378},[127],{"categories":3380},[73],{"categories":3382},[119],{"categories":3384},[],{"categories":3386},[119],{"categories":3388},[73],{"categories":3390},[119],{"categories":3392},[275],{"categories":3394},[],{"categories":3396},[208],{"categories":3398},[208],{"categories":3400},[],{"categories":3402},[143],{"categories":3404},[119],{"categories":3406},[208],{"categories":3408},[119],{"categories":3410},[127],{"categories":3412},[73],{"categories":3414},[119],{"categories":3416},[],{"categories":3418},[165],{"categories":3420},[119],{"categories":3422},[119],{"categories":3424},[119],{"categories":3426},[208],{"categories":3428},[73],{"categories":3430},[165],{"categories":3432},[],{"categories":3434},[73],{"categories":3436},[127],{"categories":3438},[73],{"categories":3440},[208],{"categories":3442},[119],{"categories":3444},[119],{"categories":3446},[119],{"categories":3448},[434],{"categories":3450},[119],{"categories":3452},[],{"categories":3454},[119],{"categories":3456},[119],{"categories":3458},[275],{"categories":3460},[165],{"categories":3462},[211],{"categories":3464},[525],{"categories":3466},[211],{"categories":3468},[119],{"categories":3470},[],{"categories":3472},[],{"categories":3474},[],{"categories":3476},[73],{"categories":3478},[73],{"categories":3480},[143],{"categories":3482},[119],{"categories":3484},[415],{"categories":3486},[143],{"categories":3488},[119],{"categories":3490},[119],{"categories":3492},[119],{"categories":3494},[119],{"categories":3496},[73],{"categories":3498},[],{"categories":3500},[],{"categories":3502},[119],{"categories":3504},[],{"categories":3506},[119],{"categories":3508},[73],{"categories":3510},[208],{"categories":3512},[119],{"categories":3514},[119],{"categories":3516},[],{"categories":3518},[73],{"categories":3520},[134],{"categories":3522},[119],{"categories":3524},[208],{"categories":3526},[119],{"categories":3528},[73],{"categories":3530},[127],{"categories":3532},[119],{"categories":3534},[238],{"categories":3536},[73],{"categories":3538},[119],{"categories":3540},[119],{"categories":3542},[807],{"categories":3544},[119],{"categories":3546},[73],{"categories":3548},[119],{"categories":3550},[143],{"categories":3552},[119],{"categories":3554},[489],{"categories":3556},[208],{"categories":3558},[],{"categories":3560},[165],{"categories":3562},[434],{"categories":3564},[73],{"categories":3566},[119],{"categories":3568},[],{"categories":3570},[165],{"categories":3572},[363],{"categories":3574},[73],{"categories":3576},[73],{"categories":3578},[119],{"categories":3580},[119],{"categories":3582},[73],{"categories":3584},[],{"categories":3586},[127],{"categories":3588},[119],{"categories":3590},[127],{"categories":3592},[73],{"categories":3594},[],{"categories":3596},[143],{"categories":3598},[119],{"categories":3600},[119],{"categories":3602},[122],{"categories":3604},[165],{"categories":3606},[275],{"categories":3608},[154],{"categories":3610},[73],{"categories":3612},[73],{"categories":3614},[119],{"categories":3616},[73],{"categories":3618},[119],{"categories":3620},[122],{"categories":3622},[],{"categories":3624},[119],{"categories":3626},[119],{"categories":3628},[119],{"categories":3630},[73],{"categories":3632},[119],{"categories":3634},[],{"categories":3636},[],{"categories":3638},[208],{"categories":3640},[73],{"categories":3642},[119,127],{"categories":3644},[73],{"categories":3646},[119],{"categories":3648},[],{"categories":3650},[122],{"categories":3652},[211],{"categories":3654},[127],{"categories":3656},[119],{"categories":3658},[143],{"categories":3660},[119],{"categories":3662},[119],{"categories":3664},[73],{"categories":3666},[119],{"categories":3668},[119],{"categories":3670},[119],{"categories":3672},[165],{"categories":3674},[1122],{"categories":3676},[73],{"categories":3678},[119],{"categories":3680},[],{"categories":3682},[],{"categories":3684},[119],{"categories":3686},[73],{"categories":3688},[119],{"categories":3690},[119],{"categories":3692},[275],{"categories":3694},[],{"categories":3696},[119],{"categories":3698},[73],{"categories":3700},[154],{"categories":3702},[73],{"categories":3704},[434],{"categories":3706},[],{"categories":3708},[386],{"categories":3710},[73],{"categories":3712},[119],{"categories":3714},[238],{"categories":3716},[119],{"categories":3718},[211],{"categories":3720},[73],{"categories":3722},[119],{"categories":3724},[434],{"categories":3726},[119],{"categories":3728},[275],{"categories":3730},[],{"categories":3732},[119],{"categories":3734},[238],{"categories":3736},[208],{"categories":3738},[119],{"categories":3740},[119],{"categories":3742},[119],{"categories":3744},[],{"categories":3746},[238],{"categories":3748},[165],{"categories":3750},[119],{"categories":3752},[119],{"categories":3754},[525],{"categories":3756},[122],{"categories":3758},[119],{"categories":3760},[],{"categories":3762},[],{"categories":3764},[208],{"categories":3766},[119],{"categories":3768},[211],{"categories":3770},[238],{"categories":3772},[73],{"categories":3774},[119],{"categories":3776},[119],{"categories":3778},[238],{"categories":3780},[165],{"categories":3782},[],{"categories":3784},[119],{"categories":3786},[119],{"categories":3788},[],{"categories":3790},[119],{"categories":3792},[119],{"categories":3794},[548],{"categories":3796},[119],{"categories":3798},[119],{"categories":3800},[73],{"categories":3802},[143],{"categories":3804},[434],{"categories":3806},[119],{"categories":3808},[119],{"categories":3810},[119],{"categories":3812},[],{"categories":3814},[119,143],{"categories":3816},[165],{"categories":3818},[73],{"categories":3820},[143],{"categories":3822},[73],{"categories":3824},[841],{"categories":3826},[143],{"categories":3828},[119],{"categories":3830},[122],{"categories":3832},[],{"categories":3834},[],{"categories":3836},[73],{"categories":3838},[119],{"categories":3840},[143],{"categories":3842},[119],{"categories":3844},[122],{"categories":3846},[143],{"categories":3848},[143],{"categories":3850},[119],{"categories":3852},[238],{"categories":3854},[119],{"categories":3856},[143],{"categories":3858},[119],{"categories":3860},[],{"categories":3862},[119],{"categories":3864},[208,119],{"categories":3866},[275],{"categories":3868},[122],{"categories":3870},[119],{"categories":3872},[],{"categories":3874},[119],{"categories":3876},[119],{"categories":3878},[127],{"categories":3880},[127],{"categories":3882},[119],{"categories":3884},[119],{"categories":3886},[363],{"categories":3888},[119],{"categories":3890},[127],{"categories":3892},[143],{"categories":3894},[211],{"categories":3896},[73],{"categories":3898},[143],{"categories":3900},[119],{"categories":3902},[119],{"categories":3904},[165],{"categories":3906},[238],{"categories":3908},[208],{"categories":3910},[119],{"categories":3912},[119],{"categories":3914},[119],{"categories":3916},[119],{"categories":3918},[122],{"categories":3920},[119],{"categories":3922},[73],{"categories":3924},[73],{"categories":3926},[143],{"categories":3928},[165],{"categories":3930},[143],{"categories":3932},[143],{"categories":3934},[119],{"categories":3936},[119],{"categories":3938},[],{"categories":3940},[],{"categories":3942},[211],{"categories":3944},[119],{"categories":3946},[143],{"categories":3948},[119],{"categories":3950},[208],{"categories":3952},[434],{"categories":3954},[386],{"categories":3956},[363],{"categories":3958},[119],{"categories":3960},[119],{"categories":3962},[119],{"categories":3964},[211],{"categories":3966},[119],{"categories":3968},[119],{"categories":3970},[119],{"categories":3972},[119],{"categories":3974},[119],{"categories":3976},[119],{"categories":3978},[73],{"categories":3980},[122],{"categories":3982},[73],{"categories":3984},[119,127],{"categories":3986},[],{"categories":3988},[208],{"categories":3990},[],{"categories":3992},[134],{"categories":3994},[119],{"categories":3996},[165],{"categories":3998},[122],{"categories":4000},[119],{"categories":4002},[122],{"categories":4004},[73],{"categories":4006},[73],{"categories":4008},[73],{"categories":4010},[119],{"categories":4012},[119],{"categories":4014},[127],{"categories":4016},[73],{"categories":4018},[143],{"categories":4020},[238],{"categories":4022},[119],{"categories":4024},[],{"categories":4026},[165],{"categories":4028},[119],{"categories":4030},[119],{"categories":4032},[119],{"categories":4034},[119],{"categories":4036},[119],{"categories":4038},[143],{"categories":4040},[165],{"categories":4042},[143],{"categories":4044},[143],{"categories":4046},[119],{"categories":4048},[119],{"categories":4050},[119],{"categories":4052},[386],{"categories":4054},[119],{"categories":4056},[73],{"categories":4058},[165],{"categories":4060},[119],{"categories":4062},[119],{"categories":4064},[119],{"categories":4066},[73],{"categories":4068},[119],{"categories":4070},[119],{"categories":4072},[119],{"categories":4074},[2819],{"categories":4076},[4077],"Clinical AI",{"categories":4079},[208],{"categories":4081},[119],{"categories":4083},[119],{"categories":4085},[119],{"categories":4087},[275],{"categories":4089},[2250],{"categories":4091},[119],{"categories":4093},[134],{"categories":4095},[119],{"categories":4097},[73],{"categories":4099},[119],{"categories":4101},[119],{"categories":4103},[165],{"categories":4105},[119],{"categories":4107},[73],{"categories":4109},[143],{"categories":4111},[238],{"categories":4113},[119],{"categories":4115},[119],{"categories":4117},[127],{"categories":4119},[119],{"categories":4121},[119],{"categories":4123},[489],{"categories":4125},[119],{"categories":4127},[],{"categories":4129},[119],{"categories":4131},[143],{"categories":4133},[122],{"categories":4135},[119],{"categories":4137},[],{"categories":4139},[],{"categories":4141},[119],{"categories":4143},[],{"categories":4145},[127],{"categories":4147},[119],{"categories":4149},[119],{"categories":4151},[73],{"categories":4153},[165],{"categories":4155},[165],{"categories":4157},[165],{"categories":4159},[165],{"categories":4161},[],{"categories":4163},[122],{"categories":4165},[73],{"categories":4167},[165],{"categories":4169},[119],{"categories":4171},[548],{"categories":4173},[134],{"categories":4175},[119],{"categories":4177},[122],{"categories":4179},[119],{"categories":4181},[73],{"categories":4183},[119],{"categories":4185},[119],{"categories":4187},[119,73],{"categories":4189},[73],{"categories":4191},[275],{"categories":4193},[165],{"categories":4195},[73],{"categories":4197},[165],{"categories":4199},[73],{"categories":4201},[119],{"categories":4203},[],{"categories":4205},[165],{"categories":4207},[238],{"categories":4209},[122],{"categories":4211},[119],{"categories":4213},[119],{"categories":4215},[],{"categories":4217},[143],{"categories":4219},[],{"categories":4221},[122],{"categories":4223},[73],{"categories":4225},[165],{"categories":4227},[119],{"categories":4229},[165],{"categories":4231},[122],{"categories":4233},[165],{"categories":4235},[165],{"categories":4237},[],{"categories":4239},[127],{"categories":4241},[73],{"categories":4243},[165],{"categories":4245},[165],{"categories":4247},[165],{"categories":4249},[165],{"categories":4251},[165],{"categories":4253},[165],{"categories":4255},[165],{"categories":4257},[165],{"categories":4259},[165],{"categories":4261},[165],{"categories":4263},[211],{"categories":4265},[122],{"categories":4267},[119],{"categories":4269},[119],{"categories":4271},[73],{"categories":4273},[73],{"categories":4275},[],{"categories":4277},[119],{"categories":4279},[119,122],{"categories":4281},[],{"categories":4283},[73],{"categories":4285},[119],{"categories":4287},[165],{"categories":4289},[73],{"categories":4291},[841],{"categories":4293},[119],{"categories":4295},[119],{"categories":4297},[119],{"categories":4299},[119],{"categories":4301},[119],{"categories":4303},[363],{"categories":4305},[119],{"categories":4307},[73],{"categories":4309},[127],{"categories":4311},[73],{"categories":4313},[73],{"categories":4315},[],{"categories":4317},[73],{"categories":4319},[208],{"categories":4321},[165],{"categories":4323},[119],{"categories":4325},[],{"categories":4327},[134],{"categories":4329},[],{"categories":4331},[143],{"categories":4333},[73],{"categories":4335},[208],{"categories":4337},[119],{"categories":4339},[],{"categories":4341},[119],{"categories":4343},[],{"categories":4345},[238],{"categories":4347},[119],{"categories":4349},[],{"categories":4351},[],{"categories":4353},[165],{"categories":4355},[122],{"categories":4357},[119],{"categories":4359},[119],{"categories":4361},[127],{"categories":4363},[119],{"categories":4365},[119],{"categories":4367},[119],{"categories":4369},[127],{"categories":4371},[127],{"categories":4373},[208],{"categories":4375},[],{"categories":4377},[119],{"categories":4379},[165],{"categories":4381},[],{"categories":4383},[119],{"categories":4385},[119],{"categories":4387},[208],{"categories":4389},[119],{"categories":4391},[238],{"categories":4393},[119],{"categories":4395},[275],{"categories":4397},[],{"categories":4399},[73],{"categories":4401},[238],{"categories":4403},[143],{"categories":4405},[],{"categories":4407},[119],{"categories":4409},[],{"categories":4411},[73],{"categories":4413},[208],{"categories":4415},[143],{"categories":4417},[],{"categories":4419},[2819],{"categories":4421},[127],{"categories":4423},[122],{"categories":4425},[119],{"categories":4427},[211],{"categories":4429},[73],{"categories":4431},[208],{"categories":4433},[143],{"categories":4435},[],{"categories":4437},[],{"categories":4439},[119],{"categories":4441},[122],{"categories":4443},[119],{"categories":4445},[238],{"categories":4447},[],{"categories":4449},[73],{"categories":4451},[73],{"categories":4453},[119],{"categories":4455},[73],{"categories":4457},[119],{"categories":4459},[165],{"categories":4461},[143],{"categories":4463},[119],{"categories":4465},[73],{"categories":4467},[134],{"categories":4469},[119],{"categories":4471},[119],{"categories":4473},[73],{"categories":4475},[119],{"categories":4477},[134],{"categories":4479},[238],{"categories":4481},[165],{"categories":4483},[],{"categories":4485},[238],{"categories":4487},[119],{"categories":4489},[],{"categories":4491},[143],{"categories":4493},[73],{"categories":4495},[],{"categories":4497},[119],{"categories":4499},[119],{"categories":4501},[119],{"categories":4503},[119],{"categories":4505},[119],{"categories":4507},[73],{"categories":4509},[127],{"categories":4511},[122],{"categories":4513},[119],{"categories":4515},[208],{"categories":4517},[143],{"categories":4519},[143],{"categories":4521},[119],{"categories":4523},[211],{"categories":4525},[73],{"categories":4527},[119],{"categories":4529},[119],{"categories":4531},[73],{"categories":4533},[119],{"categories":4535},[127],{"categories":4537},[208],{"categories":4539},[143],{"categories":4541},[73],{"categories":4543},[119],{"categories":4545},[134],{"categories":4547},[119],{"categories":4549},[73],{"categories":4551},[119],{"categories":4553},[165],{"categories":4555},[],{"categories":4557},[122],{"categories":4559},[119],{"categories":4561},[119],{"categories":4563},[119],{"categories":4565},[143],{"categories":4567},[143],{"categories":4569},[119],{"categories":4571},[143],{"categories":4573},[119],{"categories":4575},[73],{"categories":4577},[119],{"categories":4579},[119],{"categories":4581},[119],{"categories":4583},[119],{"categories":4585},[119],{"categories":4587},[],{"categories":4589},[119],{"categories":4591},[208],{"categories":4593},[127],{"categories":4595},[165],{"categories":4597},[119],{"categories":4599},[73],{"categories":4601},[73],{"categories":4603},[119],{"categories":4605},[119],{"categories":4607},[208],{"categories":4609},[73],{"categories":4611},[119],{"categories":4613},[238],{"categories":4615},[119],{"categories":4617},[211],{"categories":4619},[119],{"categories":4621},[119],{"categories":4623},[165],{"categories":4625},[119],{"categories":4627},[119],{"categories":4629},[119],{"categories":4631},[73],{"categories":4633},[275],{"categories":4635},[119],{"categories":4637},[143],{"categories":4639},[73],{"categories":4641},[211],{"categories":4643},[],{"categories":4645},[73],{"categories":4647},[143],{"categories":4649},[119],{"categories":4651},[119],{"categories":4653},[2098],{"categories":4655},[208],{"categories":4657},[304],{"categories":4659},[119],{"categories":4661},[119],{"categories":4663},[119],{"categories":4665},[122],{"categories":4667},[119],{"categories":4669},[143],{"categories":4671},[127],{"categories":4673},[143],{"categories":4675},[119],{"categories":4677},[],{"categories":4679},[73],{"categories":4681},[73],{"categories":4683},[119],{"categories":4685},[119],{"categories":4687},[211],{"categories":4689},[],{"categories":4691},[165],{"categories":4693},[],{"categories":4695},[165],{"categories":4697},[119],{"categories":4699},[119],{"categories":4701},[73],{"categories":4703},[119],{"categories":4705},[73],{"categories":4707},[73],{"categories":4709},[],{"categories":4711},[165],{"categories":4713},[119],{"categories":4715},[],{"categories":4717},[119],{"categories":4719},[119],{"categories":4721},[],{"categories":4723},[208],{"categories":4725},[143],{"categories":4727},[73],{"categories":4729},[119],{"categories":4731},[119],{"categories":4733},[119],{"categories":4735},[238],{"categories":4737},[119],{"categories":4739},[119],{"categories":4741},[119],{"categories":4743},[122],{"categories":4745},[119],{"categories":4747},[119],{"categories":4749},[],{"categories":4751},[119],{"categories":4753},[119],{"categories":4755},[],{"categories":4757},[122],{"categories":4759},[165],{"categories":4761},[143],{"categories":4763},[134],{"categories":4765},[434],{"categories":4767},[119],{"categories":4769},[119],{"categories":4771},[119],{"categories":4773},[143],{"categories":4775},[165],{"categories":4777},[208],{"categories":4779},[119],{"categories":4781},[119],{"categories":4783},[119],{"categories":4785},[119],{"categories":4787},[165],{"categories":4789},[208],{"categories":4791},[119],{"categories":4793},[119],{"categories":4795},[165],{"categories":4797},[208],{"categories":4799},[119],{"categories":4801},[165],{"categories":4803},[73],{"categories":4805},[73],{"categories":4807},[73],{"categories":4809},[143],{"categories":4811},[165],{"categories":4813},[73],{"categories":4815},[73],{"categories":4817},[119],{"categories":4819},[143],{"categories":4821},[208],{"categories":4823},[119],{"categories":4825},[119],{"categories":4827},[],{"categories":4829},[73],{"categories":4831},[],{"categories":4833},[119],{"categories":4835},[119],{"categories":4837},[],{"categories":4839},[],{"categories":4841},[73],{"categories":4843},[127],{"categories":4845},[73],{"categories":4847},[4848],"Liability & Ethics",{"categories":4850},[119],{"categories":4852},[73],{"categories":4854},[122],{"categories":4856},[73],{"categories":4858},[127],{"categories":4860},[238],{"categories":4862},[73],{"categories":4864},[119],{"categories":4866},[119],{"categories":4868},[],{"categories":4870},[525],{"categories":4872},[73],{"categories":4874},[],{"categories":4876},[119],{"categories":4878},[122],{"categories":4880},[73],{"categories":4882},[],{"categories":4884},[73],{"categories":4886},[119],{"categories":4888},[119],{"categories":4890},[119],{"categories":4892},[165],{"categories":4894},[119],{"categories":4896},[119],{"categories":4898},[73],{"categories":4900},[119],{"categories":4902},[119],{"categories":4904},[119],{"categories":4906},[165],{"categories":4908},[73],{"categories":4910},[143],{"categories":4912},[208],{"categories":4914},[122],{"categories":4916},[119],{"categories":4918},[119],{"categories":4920},[],{"categories":4922},[73],{"categories":4924},[73],{"categories":4926},[73],{"categories":4928},[434],{"categories":4930},[208],{"categories":4932},[73],{"categories":4934},[275],{"categories":4936},[165],{"categories":4938},[119],{"categories":4940},[208],{"categories":4942},[119],{"categories":4944},[122],{"categories":4946},[],{"categories":4948},[73],{"categories":4950},[119],{"categories":4952},[119],{"categories":4954},[73],{"categories":4956},[119],{"categories":4958},[208],{"categories":4960},[],{"categories":4962},[73],{"categories":4964},[134],{"categories":4966},[165],{"categories":4968},[73],{"categories":4970},[127],{"categories":4972},[],{"categories":4974},[119],{"categories":4976},[119],{"categories":4978},[134],{"categories":4980},[119],{"categories":4982},[73],{"categories":4984},[165],{"categories":4986},[122],{"categories":4988},[275],{"categories":4990},[119],{"categories":4992},[119],{"categories":4994},[119],{"categories":4996},[165],{"categories":4998},[127],{"categories":5000},[119],{"categories":5002},[208],{"categories":5004},[165],{"categories":5006},[275],{"categories":5008},[119],{"categories":5010},[73],{"categories":5012},[],{"categories":5014},[489],{"categories":5016},[],{"categories":5018},[119],{"categories":5020},[275],{"categories":5022},[211],{"categories":5024},[73],{"categories":5026},[73],{"categories":5028},[5029],"Design News & Tools",{"categories":5031},[119],{"categories":5033},[165],{"categories":5035},[119],{"categories":5037},[119],{"categories":5039},[122],{"categories":5041},[119],{"categories":5043},[208],{"categories":5045},[73],{"categories":5047},[73],{"categories":5049},[208],{"categories":5051},[119],{"categories":5053},[434],{"categories":5055},[73],{"categories":5057},[119],{"categories":5059},[119],{"categories":5061},[434],{"categories":5063},[119],{"categories":5065},[238],{"categories":5067},[119],{"categories":5069},[73],{"categories":5071},[],{"categories":5073},[119],{"categories":5075},[119],{"categories":5077},[119],{"categories":5079},[165],{"categories":5081},[122],{"categories":5083},[],{"categories":5085},[119],{"categories":5087},[119],{"categories":5089},[119],{"categories":5091},[143],{"categories":5093},[548],{"categories":5095},[143],{"categories":5097},[208],{"categories":5099},[119],{"categories":5101},[119,73],{"categories":5103},[238,127],{"categories":5105},[119],{"categories":5107},[119],{"categories":5109},[119],{"categories":5111},[],{"categories":5113},[73],{"categories":5115},[],{"categories":5117},[119],{"categories":5119},[143],{"categories":5121},[119],{"categories":5123},[143],{"categories":5125},[],{"categories":5127},[73],{"categories":5129},[119],{"categories":5131},[127],{"categories":5133},[119],{"categories":5135},[165],{"categories":5137},[119],{"categories":5139},[],{"categories":5141},[73],{"categories":5143},[119],{"categories":5145},[],{"categories":5147},[208],{"categories":5149},[119],{"categories":5151},[119],{"categories":5153},[73],{"categories":5155},[119],{"categories":5157},[119],{"categories":5159},[122],{"categories":5161},[73],{"categories":5163},[119],{"categories":5165},[],{"categories":5167},[275],{"categories":5169},[238],{"categories":5171},[127],{"categories":5173},[127],{"categories":5175},[119],{"categories":5177},[122],{"categories":5179},[122],{"categories":5181},[119],{"categories":5183},[73],{"categories":5185},[119],{"categories":5187},[119],{"categories":5189},[119],{"categories":5191},[119],{"categories":5193},[143],{"categories":5195},[119],{"categories":5197},[122],{"categories":5199},[119],{"categories":5201},[73],{"categories":5203},[119],{"categories":5205},[238],{"categories":5207},[119],{"categories":5209},[165],{"categories":5211},[119],{"categories":5213},[119],{"categories":5215},[73],{"categories":5217},[119],{"categories":5219},[73],{"categories":5221},[],{"categories":5223},[143],{"categories":5225},[],{"categories":5227},[143],{"categories":5229},[73],{"categories":5231},[122],{"categories":5233},[],{"categories":5235},[211],{"categories":5237},[275],{"categories":5239},[119],{"categories":5241},[143],{"categories":5243},[119],{"categories":5245},[],{"categories":5247},[165],{"categories":5249},[73],{"categories":5251},[143],{"categories":5253},[208],{"categories":5255},[119],{"categories":5257},[119],{"categories":5259},[73],{"categories":5261},[143],{"categories":5263},[73],{"categories":5265},[165],{"categories":5267},[119],{"categories":5269},[134],{"categories":5271},[122],{"categories":5273},[134],{"categories":5275},[165],{"categories":5277},[143],{"categories":5279},[119],{"categories":5281},[208],{"categories":5283},[127],{"categories":5285},[119],{"categories":5287},[119],{"categories":5289},[119],{"categories":5291},[119],{"categories":5293},[119],{"categories":5295},[119],{"categories":5297},[73],{"categories":5299},[119],{"categories":5301},[73],{"categories":5303},[119],{"categories":5305},[119],{"categories":5307},[122],{"categories":5309},[119],{"categories":5311},[73],{"categories":5313},[73],{"categories":5315},[208],{"categories":5317},[73],{"categories":5319},[73],{"categories":5321},[122],{"categories":5323},[73],{"categories":5325},[208],{"categories":5327},[],{"categories":5329},[119],{"categories":5331},[211],{"categories":5333},[434],{"categories":5335},[119],{"categories":5337},[119],{"categories":5339},[119],{"categories":5341},[143],{"categories":5343},[119],{"categories":5345},[],{"categories":5347},[119],{"categories":5349},[73],{"categories":5351},[238],{"categories":5353},[119],{"categories":5355},[165],{"categories":5357},[73],{"categories":5359},[119],{"categories":5361},[238],{"categories":5363},[73],{"categories":5365},[127],{"categories":5367},[127],{"categories":5369},[119],{"categories":5371},[119],{"categories":5373},[119],{"categories":5375},[122],{"categories":5377},[],{"categories":5379},[119],{"categories":5381},[119],{"categories":5383},[73],{"categories":5385},[73],{"categories":5387},[119],{"categories":5389},[119],{"categories":5391},[119],{"categories":5393},[143],{"categories":5395},[],{"categories":5397},[122],{"categories":5399},[119],{"categories":5401},[119],{"categories":5403},[73],{"categories":5405},[73],{"categories":5407},[],{"categories":5409},[143],{"categories":5411},[143],{"categories":5413},[119],{"categories":5415},[238],{"categories":5417},[127],{"categories":5419},[208],{"categories":5421},[],{"categories":5423},[119],{"categories":5425},[73],{"categories":5427},[122],{"categories":5429},[119],{"categories":5431},[119],{"categories":5433},[143],{"categories":5435},[122],{"categories":5437},[119],{"categories":5439},[165],{"categories":5441},[211],{"categories":5443},[165],{"categories":5445},[73],{"categories":5447},[],{"categories":5449},[165],{"categories":5451},[73],{"categories":5453},[208],{"categories":5455},[211],{"categories":5457},[119],{"categories":5459},[],{"categories":5461},[73],{"categories":5463},[73],{"categories":5465},[2819],{"categories":5467},[165],{"categories":5469},[143],{"categories":5471},[119],{"categories":5473},[119],{"categories":5475},[119],{"categories":5477},[119],{"categories":5479},[127],{"categories":5481},[119],{"categories":5483},[122],{"categories":5485},[1634],{"categories":5487},[275],{"categories":5489},[122],{"categories":5491},[],{"categories":5493},[],{"categories":5495},[165],{"categories":5497},[73],{"categories":5499},[208],{"categories":5501},[119],{"categories":5503},[119],{"categories":5505},[165],{"categories":5507},[],{"categories":5509},[73],{"categories":5511},[73],{"categories":5513},[73],{"categories":5515},[],{"categories":5517},[119],{"categories":5519},[],{"categories":5521},[165],{"categories":5523},[122],{"categories":5525},[208],{"categories":5527},[119],{"categories":5529},[73],{"categories":5531},[165],{"categories":5533},[119],{"categories":5535},[165],{"categories":5537},[],{"categories":5539},[165],{"categories":5541},[122],{"categories":5543},[434],{"categories":5545},[73],{"categories":5547},[119],{"categories":5549},[],{"categories":5551},[143],{"categories":5553},[73],{"categories":5555},[134],{"categories":5557},[73],{"categories":5559},[122],{"categories":5561},[],{"categories":5563},[],{"categories":5565},[],{"categories":5567},[208],{"categories":5569},[73],{"categories":5571},[119],{"categories":5573},[119],{"categories":5575},[],{"categories":5577},[],{"categories":5579},[],{"categories":5581},[119],{"categories":5583},[208],{"categories":5585},[119],{"categories":5587},[],{"categories":5589},[73],{"categories":5591},[119],{"categories":5593},[119],{"categories":5595},[122],{"categories":5597},[],{"categories":5599},[],{"categories":5601},[119],{"categories":5603},[208],{"categories":5605},[119],{"categories":5607},[165],{"categories":5609},[],{"categories":5611},[119],{"categories":5613},[238],{"categories":5615},[165],{"categories":5617},[238],{"categories":5619},[211],{"categories":5621},[119],{"categories":5623},[119],{"categories":5625},[],{"categories":5627},[],{"categories":5629},[73],{"categories":5631},[],{"categories":5633},[119],{"categories":5635},[434],{"categories":5637},[119],{"categories":5639},[119],{"categories":5641},[119],{"categories":5643},[119],{"categories":5645},[],{"categories":5647},[73],{"categories":5649},[119],{"categories":5651},[119],{"categories":5653},[],{"categories":5655},[73],{"categories":5657},[119],{"categories":5659},[165],{"categories":5661},[119],{"categories":5663},[238],{"categories":5665},[127],{"categories":5667},[119],{"categories":5669},[119],{"categories":5671},[73],{"categories":5673},[211],{"categories":5675},[73],{"categories":5677},[73],{"categories":5679},[],{"categories":5681},[73],{"categories":5683},[],{"categories":5685},[119],{"categories":5687},[],{"categories":5689},[165],{"categories":5691},[127],{"categories":5693},[],{"categories":5695},[119],{"categories":5697},[],{"categories":5699},[208],{"categories":5701},[122],{"categories":5703},[],{"categories":5705},[127],{"categories":5707},[238],{"categories":5709},[119],{"categories":5711},[143],{"categories":5713},[122],{"categories":5715},[211],{"categories":5717},[127],{"categories":5719},[143],{"categories":5721},[73],{"categories":5723},[143],{"categories":5725},[],{"categories":5727},[119],{"categories":5729},[134],{"categories":5731},[119],{"categories":5733},[],{"categories":5735},[73],{"categories":5737},[122],{"categories":5739},[208],{"categories":5741},[119],{"categories":5743},[122],{"categories":5745},[73],{"categories":5747},[275],{"categories":5749},[119],{"categories":5751},[119],{"categories":5753},[119],{"categories":5755},[122],{"categories":5757},[211],{"categories":5759},[73],{"categories":5761},[],{"categories":5763},[119],{"categories":5765},[119],{"categories":5767},[119],{"categories":5769},[143],{"categories":5771},[73],{"categories":5773},[165],{"categories":5775},[143],{"categories":5777},[119],{"categories":5779},[134],{"categories":5781},[],{"categories":5783},[208],{"categories":5785},[165],{"categories":5787},[122],{"categories":5789},[73],{"categories":5791},[119],{"categories":5793},[119],{"categories":5795},[73],{"categories":5797},[134],{"categories":5799},[119],{"categories":5801},[73],{"categories":5803},[119],{"categories":5805},[127],{"categories":5807},[73],{"categories":5809},[73,275],{"categories":5811},[119],{"categories":5813},[119],{"categories":5815},[73],{"categories":5817},[143],{"categories":5819},[119],{"categories":5821},[119],{"categories":5823},[211],{"categories":5825},[73],{"categories":5827},[238],{"categories":5829},[73],{"categories":5831},[127],{"categories":5833},[],{"categories":5835},[73],{"categories":5837},[119],{"categories":5839},[127],{"categories":5841},[],{"categories":5843},[],{"categories":5845},[143],{"categories":5847},[119],{"categories":5849},[119],{"categories":5851},[73],{"categories":5853},[211],{"categories":5855},[238],{"categories":5857},[119],{"categories":5859},[119],{"categories":5861},[73],{"categories":5863},[],{"categories":5865},[73],{"categories":5867},[165],{"categories":5869},[73],{"categories":5871},[],{"categories":5873},[165],{"categories":5875},[143],{"categories":5877},[2819],{"categories":5879},[122],{"categories":5881},[143],{"categories":5883},[119],{"categories":5885},[73],{"categories":5887},[119],{"categories":5889},[119],{"categories":5891},[238],{"categories":5893},[143],{"categories":5895},[],{"categories":5897},[165],{"categories":5899},[119],{"categories":5901},[],{"categories":5903},[73],{"categories":5905},[119],{"categories":5907},[119],{"categories":5909},[119],{"categories":5911},[119],{"categories":5913},[73],{"categories":5915},[119],{"categories":5917},[119],{"categories":5919},[134],{"categories":5921},[119],{"categories":5923},[73],{"categories":5925},[119],{"categories":5927},[119],{"categories":5929},[119],{"categories":5931},[119],{"categories":5933},[119],{"categories":5935},[119],{"categories":5937},[119],{"categories":5939},[127],{"categories":5941},[],{"categories":5943},[134],{"categories":5945},[165],{"categories":5947},[73],{"categories":5949},[119],{"categories":5951},[143],{"categories":5953},[],{"categories":5955},[143],{"categories":5957},[143],{"categories":5959},[73],{"categories":5961},[143],{"categories":5963},[119],{"categories":5965},[119],{"categories":5967},[119],{"categories":5969},[73],{"categories":5971},[143],{"categories":5973},[119],{"categories":5975},[119],{"categories":5977},[73],{"categories":5979},[165],{"categories":5981},[119],{"categories":5983},[119],{"categories":5985},[119],{"categories":5987},[127],{"categories":5989},[119],{"categories":5991},[73],{"categories":5993},[208],{"categories":5995},[],{"categories":5997},[119],{"categories":5999},[211],{"categories":6001},[73],{"categories":6003},[119],{"categories":6005},[119],{"categories":6007},[],{"categories":6009},[119],{"categories":6011},[119],{"categories":6013},[165],{"categories":6015},[119],{"categories":6017},[119],{"categories":6019},[73],{"categories":6021},[238],{"categories":6023},[],{"categories":6025},[],{"categories":6027},[143],{"categories":6029},[119],{"categories":6031},[165],{"categories":6033},[119],{"categories":6035},[143],{"categories":6037},[165],{"categories":6039},[119],{"categories":6041},[238],{"categories":6043},[211],{"categories":6045},[119],{"categories":6047},[122],{"categories":6049},[73],{"categories":6051},[119],{"categories":6053},[119],{"categories":6055},[73],{"categories":6057},[73],{"categories":6059},[119],{"categories":6061},[127],{"categories":6063},[],{"categories":6065},[211],{"categories":6067},[119],{"categories":6069},[],{"categories":6071},[165],{"categories":6073},[119],{"categories":6075},[211],{"categories":6077},[119],{"categories":6079},[143],{"categories":6081},[143],{"categories":6083},[143],{"categories":6085},[73],{"categories":6087},[73],{"categories":6089},[119],{"categories":6091},[73],{"categories":6093},[119],{"categories":6095},[119],{"categories":6097},[208],{"categories":6099},[211],{"categories":6101},[211],{"categories":6103},[],{"categories":6105},[165],{"categories":6107},[119],{"categories":6109},[119],{"categories":6111},[143],{"categories":6113},[],{"categories":6115},[165],{"categories":6117},[165],{"categories":6119},[165],{"categories":6121},[],{"categories":6123},[73],{"categories":6125},[119],{"categories":6127},[],{"categories":6129},[122],{"categories":6131},[127],{"categories":6133},[],{"categories":6135},[119],{"categories":6137},[119],{"categories":6139},[],{"categories":6141},[143],{"categories":6143},[],{"categories":6145},[],{"categories":6147},[],{"categories":6149},[],{"categories":6151},[119],{"categories":6153},[165],{"categories":6155},[],{"categories":6157},[],{"categories":6159},[119],{"categories":6161},[119],{"categories":6163},[119],{"categories":6165},[211],{"categories":6167},[119],{"categories":6169},[211],{"categories":6171},[],{"categories":6173},[211],{"categories":6175},[211],{"categories":6177},[275],{"categories":6179},[73],{"categories":6181},[143],{"categories":6183},[],{"categories":6185},[],{"categories":6187},[211],{"categories":6189},[143],{"categories":6191},[143],{"categories":6193},[143],{"categories":6195},[],{"categories":6197},[122],{"categories":6199},[143],{"categories":6201},[143],{"categories":6203},[122],{"categories":6205},[143],{"categories":6207},[127],{"categories":6209},[143],{"categories":6211},[143],{"categories":6213},[143],{"categories":6215},[211],{"categories":6217},[165],{"categories":6219},[165],{"categories":6221},[119],{"categories":6223},[143],{"categories":6225},[211],{"categories":6227},[275],{"categories":6229},[211],{"categories":6231},[211],{"categories":6233},[211],{"categories":6235},[],{"categories":6237},[127],{"categories":6239},[],{"categories":6241},[275],{"categories":6243},[143],{"categories":6245},[143],{"categories":6247},[143],{"categories":6249},[73],{"categories":6251},[165,127],{"categories":6253},[211],{"categories":6255},[],{"categories":6257},[],{"categories":6259},[211],{"categories":6261},[],{"categories":6263},[211],{"categories":6265},[165],{"categories":6267},[73],{"categories":6269},[],{"categories":6271},[143],{"categories":6273},[119],{"categories":6275},[208],{"categories":6277},[],{"categories":6279},[119],{"categories":6281},[],{"categories":6283},[165],{"categories":6285},[122],{"categories":6287},[211],{"categories":6289},[],{"categories":6291},[143],{"categories":6293},[165],[6295,6371,6465,6537],{"id":6296,"title":6297,"ai":6298,"body":6303,"categories":6348,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":6349,"navigation":97,"path":6359,"published_at":6360,"question":74,"scraped_at":6360,"seo":6361,"sitemap":6362,"source_id":6363,"source_name":6364,"source_type":105,"source_url":6365,"stem":6366,"tags":6367,"thumbnail_url":74,"tldr":6368,"tweet":74,"unknown_tags":6369,"__hash__":6370},"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":6299,"output_tokens":6300,"processing_time_ms":6301,"cost_usd":6302},5179,585,3633,0.00217225,{"type":14,"value":6304,"toc":6343},[6305,6309,6312,6316,6319,6333,6336,6340],[17,6306,6308],{"id":6307},"from-productivity-tool-to-operating-model","From Productivity Tool to Operating Model",[22,6310,6311],{},"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.",[17,6313,6315],{"id":6314},"standardizing-expertise-via-custom-agents","Standardizing Expertise via Custom Agents",[22,6317,6318],{},"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:",[40,6320,6321,6327],{},[43,6322,6323,6326],{},[46,6324,6325],{},"AI Client Communication:"," An agent that enforces professional tone, structure, and clarity in client-facing drafts.",[43,6328,6329,6332],{},[46,6330,6331],{},"Booking Assistant (SKR03 & SKR04):"," A specialized tool for classifying and preparing complex booking questions.",[22,6334,6335],{},"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.",[17,6337,6339],{"id":6338},"orchestrating-proactive-workflows","Orchestrating Proactive Workflows",[22,6341,6342],{},"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":6344},[6345,6346,6347],{"id":6307,"depth":67,"text":6308},{"id":6314,"depth":67,"text":6315},{"id":6338,"depth":67,"text":6339},[73],{"content_references":6350,"triage":6357},[6351,6355],{"type":80,"title":6352,"publisher":6353,"context":6354},"ChatGPT Enterprise","OpenAI","recommended",{"type":80,"title":6356,"publisher":6353,"context":6354},"ChatGPT Work",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":6358},"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":6297,"description":66},{"loc":6359},"7347f06e7c916544","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Fhsp-gruppe","summaries\u002F7347f06e7c916544-scaling-ai-in-professional-services-the-hsp-gruppe-summary",[109,111,112,110],"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":6372,"title":6373,"ai":6374,"body":6379,"categories":6433,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":6434,"navigation":97,"path":6454,"published_at":6455,"question":74,"scraped_at":6455,"seo":6456,"sitemap":6457,"source_id":6458,"source_name":6364,"source_type":105,"source_url":6459,"stem":6460,"tags":6461,"thumbnail_url":74,"tldr":6462,"tweet":74,"unknown_tags":6463,"__hash__":6464},"summaries\u002Fsummaries\u002F0090139282200a1d-using-chatgpt-work-to-automate-sales-workflows-summary.md","Using ChatGPT Work to Automate Sales Workflows",{"provider":7,"model":8,"input_tokens":6375,"output_tokens":6376,"processing_time_ms":6377,"cost_usd":6378},6574,647,3364,0.002614,{"type":14,"value":6380,"toc":6428},[6381,6385,6388,6392,6395,6421,6425],[17,6382,6384],{"id":6383},"centralizing-fragmented-sales-data","Centralizing Fragmented Sales Data",[22,6386,6387],{},"Sales teams often struggle with data silos, as critical information is scattered across CRMs, email threads, Slack, call notes, and customer documentation. ChatGPT Work acts as a synthesis layer, pulling these disparate signals together to generate the first draft of essential sales artifacts. By automating the initial assembly of information, the tool allows sales professionals to focus on relationship management and strategic decision-making rather than administrative data gathering.",[17,6389,6391],{"id":6390},"practical-sales-applications","Practical Sales Applications",[22,6393,6394],{},"ChatGPT Work is designed to produce actionable outputs for common sales workflows, including:",[40,6396,6397,6403,6409,6415],{},[43,6398,6399,6402],{},[46,6400,6401],{},"Account Briefs:"," Prioritizing accounts based on signals and context.",[43,6404,6405,6408],{},[46,6406,6407],{},"Meeting Preparation:"," Creating comprehensive prep packets for customer calls.",[43,6410,6411,6414],{},[46,6412,6413],{},"Deal Management:"," Diagnosing stalled deals and reviewing forecast risks.",[43,6416,6417,6420],{},[46,6418,6419],{},"Strategic Planning:"," Developing account strategy packs and close plans.",[17,6422,6424],{"id":6423},"integration-and-execution","Integration and Execution",[22,6426,6427],{},"To facilitate these workflows, OpenAI provides a dedicated sales plugin for ChatGPT Work. This plugin connects directly to common sales stack tools—including Salesforce, HubSpot, Slack, Outreach, Clay, Rox, and Actively—to ingest real-time customer context. The platform is positioned as a productivity multiplier that provides a 'working draft' for human review, ensuring that the final strategy and judgment remain under the control of the sales representative or manager.",{"title":66,"searchDepth":67,"depth":67,"links":6429},[6430,6431,6432],{"id":6383,"depth":67,"text":6384},{"id":6390,"depth":67,"text":6391},{"id":6423,"depth":67,"text":6424},[73],{"content_references":6435,"triage":6452},[6436,6438,6440,6442,6444,6446,6448,6450],{"type":80,"title":6356,"url":6437,"context":6354},"https:\u002F\u002Fchatgpt.com\u002Fcodex\u002Ffor-work\u002F",{"type":80,"title":6439,"context":87},"Salesforce",{"type":80,"title":6441,"context":87},"HubSpot",{"type":80,"title":6443,"context":87},"Slack",{"type":80,"title":6445,"context":87},"Outreach",{"type":80,"title":6447,"context":87},"Clay",{"type":80,"title":6449,"context":87},"Rox",{"type":80,"title":6451,"context":87},"Actively",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":6453},"Category: AI Automation. The article provides a detailed overview of how ChatGPT Work can automate sales workflows, addressing the pain point of data silos in sales teams. It outlines specific applications like account briefs and meeting preparation, making it actionable for product builders looking to integrate AI into their sales processes.","\u002Fsummaries\u002F0090139282200a1d-using-chatgpt-work-to-automate-sales-workflows-summary","2026-07-16 13:33:34",{"title":6373,"description":66},{"loc":6454},"0090139282200a1d","https:\u002F\u002Fopenai.com\u002Facademy\u002Fcodex-for-work\u002Fhow-sales-teams-use-codex","summaries\u002F0090139282200a1d-using-chatgpt-work-to-automate-sales-workflows-summary",[109,110,111,112],"ChatGPT Work integrates fragmented sales data from CRMs and communication tools to accelerate the creation of account briefs, meeting prep, and deal strategy, while keeping human judgment at the center of the process.",[],"dWWhQM43FE4mLrKPnTVgZTrexewZD14JfXm6mo7HftM",{"id":6466,"title":6467,"ai":6468,"body":6473,"categories":6521,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":6522,"navigation":97,"path":6527,"published_at":6455,"question":74,"scraped_at":6455,"seo":6528,"sitemap":6529,"source_id":6530,"source_name":6364,"source_type":105,"source_url":6531,"stem":6532,"tags":6533,"thumbnail_url":74,"tldr":6534,"tweet":74,"unknown_tags":6535,"__hash__":6536},"summaries\u002Fsummaries\u002F521cb8f5727237af-redesigning-telecommunications-deutsche-telekom-s--summary.md","Redesigning Telecommunications: Deutsche Telekom's AI-Native Strategy",{"provider":7,"model":8,"input_tokens":6469,"output_tokens":6470,"processing_time_ms":6471,"cost_usd":6472},6643,521,3062,0.00244225,{"type":14,"value":6474,"toc":6516},[6475,6479,6482,6486,6489,6509,6513],[17,6476,6478],{"id":6477},"redesigning-workflows-over-simple-automation","Redesigning Workflows Over Simple Automation",[22,6480,6481],{},"Deutsche Telekom’s approach to AI transformation centers on the philosophy that becoming \"AI-native\" requires a fundamental redesign of business processes rather than simply layering AI tools onto existing legacy workflows. By treating AI as a core component of their operating model, the company aims to move beyond incremental productivity gains to transform how they deliver services at scale.",[17,6483,6485],{"id":6484},"operationalizing-ai-across-the-enterprise","Operationalizing AI Across the Enterprise",[22,6487,6488],{},"The company’s rollout strategy balances top-down leadership with bottom-up experimentation. By providing 50,000+ employees with access to ChatGPT Enterprise and API tooling early, they fostered a culture of rapid adoption, resulting in a 546% increase in AI tool usage since early 2026. Key operational areas include:",[40,6490,6491,6497,6503],{},[43,6492,6493,6496],{},[46,6494,6495],{},"Customer Care:"," Moving toward models that eliminate wait times and handoffs by learning from every interaction to eventually outperform traditional support.",[43,6498,6499,6502],{},[46,6500,6501],{},"Network Operations:"," Utilizing AI to optimize mobile network performance in real-time, dynamically adjusting resources based on shifting demand patterns, such as commuter traffic or large public events.",[43,6504,6505,6508],{},[46,6506,6507],{},"Voice Communications:"," Integrating AI directly into the network layer to provide real-time translation, intelligent call assistance, and automated summarization. This strategy aims to democratize AI access by embedding it into existing communication channels rather than requiring users to adopt new, standalone applications.",[17,6510,6512],{"id":6511},"leadership-principles-for-ai-transformation","Leadership Principles for AI Transformation",[22,6514,6515],{},"To successfully scale these initiatives, leadership emphasizes accountability for process change rather than just tool deployment. The core advice for organizations is to identify high-volume interactions where AI can simultaneously improve user experience and operational efficiency, while maintaining strict standards for data sovereignty and security to preserve customer trust.",{"title":66,"searchDepth":67,"depth":67,"links":6517},[6518,6519,6520],{"id":6477,"depth":67,"text":6478},{"id":6484,"depth":67,"text":6485},{"id":6511,"depth":67,"text":6512},[73],{"content_references":6523,"triage":6525},[6524],{"type":80,"title":6352,"publisher":6353,"context":87},{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":6526},"Category: Business & SaaS. The article discusses Deutsche Telekom's AI-native strategy, which aligns with the audience's interest in practical applications of AI in business processes. It provides insights into operationalizing AI across various functions, which is actionable for product builders looking to implement similar strategies.","\u002Fsummaries\u002F521cb8f5727237af-redesigning-telecommunications-deutsche-telekom-s-summary",{"title":6467,"description":66},{"loc":6527},"521cb8f5727237af","https:\u002F\u002Fopenai.com\u002Findex\u002Fdeutsche-telekom","summaries\u002F521cb8f5727237af-redesigning-telecommunications-deutsche-telekom-s--summary",[109,111,110,112],"Deutsche Telekom is transitioning to an AI-native operating model by redesigning core workflows—rather than just automating them—across customer service, network operations, and voice communications.",[],"HoWNLE4Gyp4E-x8EyRHYdlrqjW-sx2IaH_78dw3NJgk",{"id":6538,"title":6539,"ai":6540,"body":6545,"categories":6596,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":6597,"navigation":97,"path":6605,"published_at":6606,"question":74,"scraped_at":6607,"seo":6608,"sitemap":6609,"source_id":6610,"source_name":6364,"source_type":105,"source_url":6611,"stem":6612,"tags":6613,"thumbnail_url":74,"tldr":6614,"tweet":74,"unknown_tags":6615,"__hash__":6616},"summaries\u002Fsummaries\u002F480508a9ca16ad81-scaling-ai-native-operations-lessons-from-omio-summary.md","Scaling AI-Native Operations: Lessons from Omio",{"provider":7,"model":8,"input_tokens":6541,"output_tokens":6542,"processing_time_ms":6543,"cost_usd":6544},5325,616,3361,0.00225525,{"type":14,"value":6546,"toc":6591},[6547,6551,6554,6558,6561,6564,6584,6588],[17,6548,6550],{"id":6549},"from-search-based-interfaces-to-conversational-commerce","From Search-Based Interfaces to Conversational Commerce",[22,6552,6553],{},"Omio is shifting its core product strategy from traditional search-based travel planning to conversational AI. By connecting OpenAI models directly to its live inventory of over 3,000 transportation providers across 47 countries, the company enables users to bypass fragmented booking sites. Instead of manually comparing routes, travelers can now use natural language to receive personalized, bookable itineraries. This transition represents a move toward \"conversational commerce,\" where AI acts as the primary interface layer between the user and real-world transportation infrastructure.",[17,6555,6557],{"id":6556},"operational-transformation-via-ai-native-workflows","Operational Transformation via AI-Native Workflows",[22,6559,6560],{},"Beyond the customer experience, Omio has adopted an \"AI-native\" operating model, treating AI as a fundamental business transformation rather than a peripheral technology project. The company emphasizes that this shift requires rethinking workflows from the ground up rather than simply automating existing tasks.",[22,6562,6563],{},"Key aspects of this transformation include:",[40,6565,6566,6572,6578],{},[43,6567,6568,6571],{},[46,6569,6570],{},"Engineering Efficiency:"," By embedding AI tools like Codex across the entire software development lifecycle—including research, planning, coding, testing, and maintenance—Omio has significantly accelerated its shipping cadence.",[43,6573,6574,6577],{},[46,6575,6576],{},"Quantifiable Gains:"," The company reports that development effort for new products has been reduced to 20% of previous levels. Projects that previously required multiple developers over a full quarter can now be completed by a single developer in approximately one month.",[43,6579,6580,6583],{},[46,6581,6582],{},"Human-in-the-loop Governance:"," Despite the speed gains, Omio maintains a strict policy of human accountability. AI is used to accelerate execution and analysis, but final decision-making and responsibility remain with human employees.",[17,6585,6587],{"id":6586},"strategic-principles-for-ai-adoption","Strategic Principles for AI Adoption",[22,6589,6590],{},"Omio’s CTO, Tomas Vocetka, highlights that successful AI integration requires a top-down mandate combined with bottom-up experimentation. By providing broad access to AI tools across both technical and non-technical functions, the company fosters a culture where teams identify their own opportunities for improvement. This approach allows for faster experimentation and validation of customer needs, enabling the company to refine product concepts before committing to larger investments.",{"title":66,"searchDepth":67,"depth":67,"links":6592},[6593,6594,6595],{"id":6549,"depth":67,"text":6550},{"id":6556,"depth":67,"text":6557},{"id":6586,"depth":67,"text":6587},[73],{"content_references":6598,"triage":6603},[6599,6601],{"type":80,"title":6600,"author":6353,"context":87},"ChatGPT",{"type":80,"title":6602,"author":6353,"context":87},"Codex",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":6604},"Category: AI & LLMs. The article provides a detailed case study of how Omio integrated LLMs into its operations, addressing key pain points such as engineering efficiency and product strategy. It offers actionable insights on adopting AI-native workflows, making it highly relevant for product builders.","\u002Fsummaries\u002F480508a9ca16ad81-scaling-ai-native-operations-lessons-from-omio-summary","2026-06-22 17:00:00","2026-06-23 12:56:57",{"title":6539,"description":66},{"loc":6605},"480508a9ca16ad81","https:\u002F\u002Fopenai.com\u002Findex\u002Fomio","summaries\u002F480508a9ca16ad81-scaling-ai-native-operations-lessons-from-omio-summary",[109,111,110,112],"Omio transformed its travel booking platform by integrating LLMs into both customer-facing conversational interfaces and internal engineering workflows, resulting in an 80% reduction in development effort.",[],"kycLN24KHWD154YN9tXjMX74gyYEq25hEXzyT0u7lWo"]